From d64e403424ff68e52241166cd91abbe7a939136a Mon Sep 17 00:00:00 2001 From: Ruitong Li Date: Tue, 5 Aug 2025 10:26:20 -0400 Subject: [PATCH 01/21] converted qmd from cellchat --- 05_signaling/cellchat.qmd | 538 +++ 05_signaling/renv.lock | 8250 +++++++++++++++++++++++++++++++++++++ 2 files changed, 8788 insertions(+) create mode 100644 05_signaling/cellchat.qmd create mode 100644 05_signaling/renv.lock diff --git a/05_signaling/cellchat.qmd b/05_signaling/cellchat.qmd new file mode 100644 index 0000000..6c9803f --- /dev/null +++ b/05_signaling/cellchat.qmd @@ -0,0 +1,538 @@ +--- +title: "CellChat" +author: "Harvard Chan Bioinformatics Core" +date: "`r Sys.Date()`" +format: + html: + number-sections: false + default-image-extension: svg + lightbox: true + callout-icon: false + format-links: true + toc: true + theme: sandstone + echo: true + eval: true + message: false + warning: false + code-copy: true + code-overflow: wrap + code-fold: true + code-line-numbers: true + embed-resources: true + standalone: true + html-math-method: katex + grid: + sidebar-width: 250px + body-width: 900px + margin-width: 300px + comments: + hypothesis: true +params: + project_file: information.R + seurat_fn: ../data/fDat_sn_RC.rds + cellchat_fn: ../data/snrna_cellchat.qs + cellchat_grade2_fn: ../data/snrna_cellchat_grade2.qs + cellchat_grade0_fn: ../data/snrna_cellchat_grade0.qs +knitr: + opts_chunk: + cache: false + cache.lazy: false + dev: c("png", "pdf") + error: true + highlight: true + message: false + prompt: false + tidy: false + warning: false + echo: true + fig-height: 4 +--- + +```{r } +#| cache: false +#| message: false +#| warning: false + +stopifnot(R.version$major>= 4) # requires R4 +stopifnot(compareVersion(R.version$minor,"3.3")>=0) # requires >=4.3.3 +stopifnot(compareVersion(as.character(BiocManager::version()), "3.18")>=0) +stopifnot(compareVersion(as.character(packageVersion("Seurat")), "5.0.0")>=0) +``` + +This code is in this ![](https://img.shields.io/badge/status-draft-grey) revision. + +```{r load_libraries} +#| cache: false +#| message: false +#| warning: false +#| echo: false +# NOTE change or remove according your environment +reticulate::use_virtualenv("/n/app/bcbio/R4.3.1_python_cellchat") +reticulate::py_config() # should show v3.9.14 +Sys.getenv("PYTHONPATH") # should be empty + +current_libs <- .libPaths() +.libPaths(c('/n/app/bcbio/R4.3.1_cellchat/', current_libs)) +``` + +```{r} +library(CellChat) + +library(tidyverse) +library(Seurat) +library(bcbioR) +library(ggprism) +library(knitr) +library(tools) +library(qs) +library(patchwork) +library(ComplexHeatmap) + +options(stringsAsFactors = FALSE) + +colors=cb_friendly_cols(1:15) +ggplot2::theme_set(theme_prism(base_size = 14)) + +# set seed for reproducibility +set.seed(1234567890L) + +cellchat_ran <- file.exists(params$cellchat_fn) +cellchat_rejection_ran <- file.exists(params$cellchat_grade2_fn) & file.exists(params$cellchat_grade0_fn) +``` + +# Clustering + +```{r load_data} + +snrna <- readRDS(params$seurat_fn) + +# in this case, Chris_annot = cell_type +DimPlot(snrna, reduction = 'umap', group.by = 'Chris_annot') + +``` + +```{r prep cellchat inputs} +#|eval: !expr "!cellchat_ran" + +# need to use normalized counts as input +data.input <- snrna[["SCT"]]@data +labels <- snrna$Chris_annot +meta <- data.frame(labels = labels, row.names = names(labels), samples = snrna$orig.ident) + +``` + +```{r create cellchat object} +#| eval: !expr "!cellchat_ran" +cellchat <- createCellChat(object = data.input, meta = meta, group.by = "labels") + +``` + +```{r set cellchat db} +#| eval: !expr "!cellchat_ran" +CellChatDB <- CellChatDB.human +CellChatDB.use <- subsetDB(CellChatDB) +cellchat@DB <- CellChatDB.use + +``` + +```{r subset and preprocess data} +#| eval: !expr "!cellchat_ran" + +cellchat <- subsetData(cellchat) +cellchat <- updateCellChat(cellchat) +future::plan("multisession", workers = 8) # recommend running with at 8-16 cores +cellchat <- identifyOver!expressedGenes(cellchat) # may take a couple minutes +cellchat <- identifyOver!expressedInteractions(cellchat) # may take a couple minutes + +``` + +```{r compute communication prob} +#| eval: !expr "!cellchat_ran" + +# Not recommended: project gene !expression data onto protein-protein interaction network. +# Useful with shallow sequencing depth but introduces many weak communications. +# If used, must set raw.use = FALSE when running computeCommunProb +# cellchat <- projectData(cellchat, PPI.human) + + +# this next command takes 0.5-2+ hours +# can choose various methods for caculating average gene exp per group, +# 'triMean' allegedly produces fewer but stronger interactions +cellchat <- computeCommunProb(cellchat, type = "triMean") + +# filter out the cell-cell communication if < 50 cells per group +cellchat <- filterCommunication(cellchat, min.cells = 50) + +qsave(cellchat, '../data/snrna_cellchat.qs', preset = 'fast') + +``` + +# Overall Results + +```{r load cellchat} +#| eval: !expr "cellchat_ran" +cellchat <- qread(params$cellchat_fn) + +df.net <- subsetCommunication(cellchat) %>% dplyr::arrange(pval) +df.net %>% sanitize_datatable() + +``` + +## Top interactions + +::: {.panel-tabset} + +```{r check pairs} +#| results: 'asis' +#| fig-width: 8 +#| fig-height: 12 + +top_ints <- (df.net %>% pull(interaction_name) %>% unique)[1:10] +for (interaction in top_ints){ + cat('\n') + cat('### ', as.character(interaction), '\n') + interactors <- unlist(strsplit(as.character(interaction), '_')) + p1 <- VlnPlot(snrna, features = interactors, group.by = 'Chris_annot', + pt.size = 0.1, log = T, ncol = 1) + print(p1) + cat('\n') +} + +``` + +::: + +```{r compute pathway communication probs} +#| eval: !expr cellchat_ran +cellchat <- computeCommunProbPathway(cellchat) +cellchat <- aggregateNet(cellchat) +``` + +## Visualize Cell-Cell Communication Networks + +```{r chord plots} +#| fig-width: 10 +#| fig-height: 8 +#| eval: !expr cellchat_ran + +groupSize <- as.numeric(table(cellchat@idents)) +par(mfrow = c(1,2), xpd=TRUE) +netVisual_circle(cellchat@net$count, vertex.weight = rowSums(cellchat@net$count), + weight.scale = T, label.edge= F, title.name = "Number of interactions") +netVisual_circle(cellchat@net$weight, vertex.weight = rowSums(cellchat@net$weight), + weight.scale = T, label.edge= F, title.name = "Interaction weights/strength") + +``` + +```{r heatmaps} +#| eval: !expr cellchat_ran + +netVisual_heatmap(cellchat, measure = "count", color.heatmap = "Blues") +netVisual_heatmap(cellchat, measure = "weight", color.heatmap = "Blues") + +``` + +# Comparison Results + +Here we run the CellChat analysis twice, once on the Grade 2 rejection samples and once on the Grade 0 rejection samples. We compare the significant signaling interactions and investigate changes in them between rejection grades. + +```{r prep inputs rejection} +#| eval: !expr "!cellchat_rejection_ran" + +grade2 <- subset(snrna, orig.ident %in% c('BRI-2396', 'BRI-2402')) +grade0 <- subset(snrna, orig.ident %in% c('BRI-2395', 'BRI-2411')) + +data.input_grade2 <- grade2[["SCT"]]@data +labels_grade2 <- grade2$Chris_annot +meta_grade2 <- data.frame(labels = labels_grade2, row.names = names(labels_grade2), samples = grade2$orig.ident) + +data.input_grade0 <- grade0[["SCT"]]@data +labels_grade0 <- grade0$Chris_annot +meta_grade0 <- data.frame(labels = labels_grade0, row.names = names(labels_grade0), samples = grade0$orig.ident) + +``` + +```{r create cellchat object rejection} +#| eval: !expr !cellchat_rejection_ran +cellchat_grade2 <- createCellChat(object = data.input_grade2, meta = meta_grade2, group.by = "labels") +cellchat_grade0 <- createCellChat(object = data.input_grade0, meta = meta_grade0, group.by = "labels") + +``` + +```{r subset and preprocess data rejection} +#| eval: !expr !cellchat_rejection_ran + +future::plan("multisession", workers = 8) # recommend running with at 8-16 cores + +cellchat_grade2@DB <- CellChatDB.use +cellchat_grade0@DB <- CellChatDB.use + +cellchat_grade2 <- subsetData(cellchat_grade2) +cellchat_grade2 <- updateCellChat(cellchat_grade2) +cellchat_grade2 <- identifyOver!expressedGenes(cellchat_grade2) # may take a couple minutes +cellchat_grade2 <- identifyOver!expressedInteractions(cellchat_grade2) # may take a couple minutes + +cellchat_grade0 <- subsetData(cellchat_grade0) +cellchat_grade0 <- updateCellChat(cellchat_grade0) +cellchat_grade0 <- identifyOver!expressedGenes(cellchat_grade0) # may take a couple minutes +cellchat_grade0 <- identifyOver!expressedInteractions(cellchat_grade0) # may take a couple minutes + +``` + +```{r compute communication prob rejection} +#| eval: !expr !cellchat_rejection_ran +cellchat_grade2 <- computeCommunProb(cellchat_grade2, type = "triMean") # command takes 0.5-2+ hours +cellchat_grade2 <- filterCommunication(cellchat_grade2, min.cells = 50) +qsave(cellchat_grade2, params$cellchat_grade2_fn, preset = 'fast') + +cellchat_grade0 <- computeCommunProb(cellchat_grade0, type = "triMean") # command takes 0.5-2+ hours +cellchat_grade0 <- filterCommunication(cellchat_grade0, min.cells = 50) +qsave(cellchat_grade0, params$cellchat_grade0_fn, preset = 'fast') + +``` + +```{r load cellchat rejection} +#| eval: !expr cellchat_rejection_ran + +cellchat_grade2 <- qread(params$cellchat_grade2_fn) +cellchat_grade0 <- qread(params$cellchat_grade0_fn) + +cellchat_grade2 <- filterCommunication(cellchat_grade2, min.cells = 50) +cellchat_grade0 <- filterCommunication(cellchat_grade0, min.cells = 50) + +df.net_grade2 <- subsetCommunication(cellchat_grade2)%>% dplyr::arrange(pval) +df.net_grade0 <- subsetCommunication(cellchat_grade0)%>% dplyr::arrange(pval) + +``` + +## Grade 2 + +```{r datatable grade 2} +#| eval: !expr cellchat_rejection_ran +df.net_grade2 %>% sanitize_datatable() + +``` + +### Top interactions + +::: {.panel-tabset} + +```{r check pairs grade 2} +#| results: 'asis' +#| fig-width: 8 +#| fig-height: 12 + +top_ints <- (df.net_grade2 %>% pull(interaction_name) %>% unique)[1:10] +for (interaction in top_ints){ + cat('\n') + cat('#### ', as.character(interaction), '\n') + interactors <- unlist(strsplit(as.character(interaction), '_')) + p1 <- VlnPlot(snrna, features = interactors, group.by = 'Chris_annot', pt.size = 0.1, log = T, ncol = 1) + print(p1) + cat('\n') +} + +``` + +::: + + +## Grade 0 + +```{r datatable grade 0} +#| eval: !expr cellchat_rejection_ran +df.net_grade0 %>% sanitize_datatable() + +``` + +### Top interactions + +::: {.panel-tabset} + +```{r check pairs grade 0} +#| results: 'asis' +#| fig-width: 8 +#| fig-height: 12 + +top_ints <- (df.net_grade0 %>% pull(interaction_name) %>% unique)[1:10] +for (interaction in top_ints){ + cat('\n') + cat('#### ', as.character(interaction), '\n') + interactors <- unlist(strsplit(as.character(interaction), '_')) + p1 <- VlnPlot(snrna, features = interactors, group.by = 'Chris_annot', pt.size = 0.1, log = T, ncol = 1) + print(p1) + cat('\n') +} + +``` + +::: + +```{r merge rejection objects} +#| eval: !expr cellchat_rejection_ran + +cellchat_grade2 <- computeCommunProbPathway(cellchat_grade2) +cellchat_grade2 <- aggregateNet(cellchat_grade2) +cellchat_grade2 <- netAnalysis_computeCentrality(cellchat_grade2) +cellchat_grade0 <- computeCommunProbPathway(cellchat_grade0) +cellchat_grade0 <- aggregateNet(cellchat_grade0) +cellchat_grade0 <- netAnalysis_computeCentrality(cellchat_grade0) + +object.list <- list(grade0 = cellchat_grade0, grade2 = cellchat_grade2) +cellchat_merged <- mergeCellChat(object.list, add.names = names(object.list)) + +df.net_merged <- subsetCommunication(cellchat_merged) + +``` + +## Compare Interactions/Interaction Strength + +```{r compare interactions} +#| eval: !expr cellchat_rejection_ran + +gg1 <- compareInteractions(cellchat_merged, show.legend = F, group = c(1,2)) +gg2 <- compareInteractions(cellchat_merged, show.legend = F, group = c(1,2), measure = "weight") +gg1 + gg2 + +``` + +```{r chord plots merged} +#| eval: !expr cellchat_rejection_ran +#| fig-width: 10 +#| fig-height: 8 +par(mfrow = c(1,2), xpd=TRUE) +netVisual_diffInteraction(cellchat_merged, weight.scale = T) +netVisual_diffInteraction(cellchat_merged, weight.scale = T, measure = "weight") + +``` + +```{r heatmaps merged} +#| eval: !expr cellchat_rejection_ran +#| fig-width: 10 +#| fig-height: 8 + +gg1 <- netVisual_heatmap(cellchat_merged) +gg2 <- netVisual_heatmap(cellchat_merged, measure = "weight") +gg1 + gg2 + +``` + +## Compare Major Pathway Sources and Targets + +From the CellChat documentation: "Comparing the outgoing and incoming interaction strength in a 2D space allows ready identification of the cell populations with significant changes in sending or receiving signals between different datasets." + +```{r compare send/receive changes} +#| eval: !expr cellchat_rejection_ran +#| fig-width: 10 +#| fig-height: 6 + +num.link <- sapply(object.list, function(x) {rowSums(x@net$count) + colSums(x@net$count)-diag(x@net$count)}) +weight.MinMax <- c(min(num.link), max(num.link)) # control the dot size in the different datasets +gg <- list() +for (i in 1:length(object.list)) { + gg[[i]] <- netAnalysis_signalingRole_scatter(object.list[[i]], title = names(object.list)[i], weight.MinMax = weight.MinMax) +} +patchwork::wrap_plots(plots = gg) +``` + + +```{r identify signaling changes} +#| eval: !expr cellchat_rejection_ran +#| fig-width: 12 +#| fig-height: 12 +gg1 <- netAnalysis_signalingChanges_scatter(cellchat_merged, idents.use = "Vascular_EC") +gg2 <- netAnalysis_signalingChanges_scatter(cellchat_merged, idents.use = "Lymphatic_EC") +gg3 <- netAnalysis_signalingChanges_scatter(cellchat_merged, idents.use = "Pericyte") +patchwork::wrap_plots(plots = list(gg1,gg2,gg3), nrow = 3, ncol = 1) + +``` + +## Cluster Altered Signaling Interactions + +From the CellChat documentation: "CellChat performs joint manifold learning and classification of the inferred communication networks based on their functional and topological similarity across different conditions. + +By quantifying the similarity between the cellular communication networks of signaling pathways across conditions, this analysis highlights the potentially altered signaling pathways. CellChat adopts the concept of network rewiring from network biology and hypothesized that the difference between different communication networks may affect biological processes across conditions. UMAP is used for visualizing signaling relationship and interpreting our signaling outputs in an intuitive way without involving the classification of conditions. + +Functional similarity: High degree of functional similarity indicates major senders and receivers are similar, and it can be interpreted as the two signaling pathways or two ligand-receptor pairs exhibit similar and/or redundant roles. + +Structural similarity: A structural similarity was used to compare their signaling network structure, without considering the similarity of senders and receivers." + + +### Based on Functional Similarity + +```{r identify signaling groups functional} +#| eval: !expr cellchat_rejection_ran + +cellchat_merged <- computeNetSimilarityPairwise(cellchat_merged, type = "functional") +cellchat_merged <- netEmbedding(cellchat_merged, type = "functional") +cellchat_merged <- netClustering(cellchat_merged, type = "functional") +netVisual_embeddingPairwise(cellchat_merged, type = "functional", label.size = 3.5) + +``` + +### Based on Structural Similarity + +```{r identify signaling groups structural} +#| eval: !expr cellchat_rejection_ran +cellchat_merged <- computeNetSimilarityPairwise(cellchat_merged, type = "structural") +cellchat_merged <- netEmbedding(cellchat_merged, type = "structural") +cellchat_merged <- netClustering(cellchat_merged, type = "structural") +netVisual_embeddingPairwise(cellchat_merged, type = "structural", label.size = 3.5) +``` + +## Compare Overall Signaling Information Flow + +"CellChat can identify the conserved and context-specific signaling pathways by simply comparing the information flow for each signaling pathway, which is defined by the sum of communication probability among all pairs of cell groups in the inferred network (i.e., the total weights in the network)." + +```{r info flow} +#| fig-height: 9 +#| eval: !expr cellchat_rejection_ran + +rankNet(cellchat_merged, mode = "comparison", measure = "weight", sources.use = NULL, targets.use = NULL, stacked = F, do.stat = TRUE) + +``` + +## Compare Signaling Patterns Across Cell Populations + +"In this heatmap, colobar represents the relative signaling strength of a signaling pathway across cell groups (Note that values are row-scaled). The top colored bar plot shows the total signaling strength of a cell group by summarizing all signaling pathways displayed in the heatmap. The right grey bar plot shows the total signaling strength of a signaling pathway by summarizing all cell groups displayed in the heatmap." + + +```{r outgoing signaling} +#| fig-height: 9 +#| eval: !expr cellchat_rejection_ran + +i = 1 +pathway.union <- union(object.list[[i]]@netP$pathways, object.list[[i+1]]@netP$pathways) +ht1 = netAnalysis_signalingRole_heatmap(object.list[[i]], pattern = "outgoing", signaling = pathway.union, title = names(object.list)[i], width = 5, height = 16, cluster.cols = T) +ht2 = netAnalysis_signalingRole_heatmap(object.list[[i+1]], pattern = "outgoing", signaling = pathway.union, title = names(object.list)[i+1], width = 5, height = 16, cluster.cols = T) +draw(ht1 + ht2, ht_gap = unit(0.5, "cm")) +``` + +```{r incoming signaling} +#| fig-height: 9 +#| eval: !expr cellchat_rejection_ran +ht1 = netAnalysis_signalingRole_heatmap(object.list[[i]], pattern = "incoming", signaling = pathway.union, title = names(object.list)[i], width = 5, height = 16, cluster.cols = T) +ht2 = netAnalysis_signalingRole_heatmap(object.list[[i+1]], pattern = "incoming", signaling = pathway.union, title = names(object.list)[i+1], width = 5, height = 16, cluster.cols = T) +draw(ht1 + ht2, ht_gap = unit(0.5, "cm")) +``` + +## Identify Dysfunctional Interaction Signaling Using Communication Probabilities +"CellChat can identify the up-regulated (increased) and down-regulated (decreased) signaling ligand-receptor pairs in one dataset compared to the other dataset by comparing the communication probability between two datasets for each L-R pair and each pair of cell groups" + +```{r compare signaling, fig.height = 12, fig.width = 8, eval = cellchat_rejection_ran} +#| fig-height: 12 +#| fig-width: 8 +#| eval: !expr cellchat_rejection_ran + +gg1 <- netVisual_bubble(cellchat_merged, + # sources.use = c('Vascular_EC', 'Lymphatic_EC', 'Pericyte'), + # targets.use = c('Vascular_EC', 'Lymphatic_EC', 'Pericyte'), + comparison = c(1, 2), + max.dataset = 2, + title.name = "Increased signaling in Grade 2", + angle.x = 45, + remove.isolate = T) +gg1 +signaling.grade2_increased = gg1$data +``` diff --git a/05_signaling/renv.lock b/05_signaling/renv.lock new file mode 100644 index 0000000..a0dbc61 --- /dev/null +++ b/05_signaling/renv.lock @@ -0,0 +1,8250 @@ +{ + "R": { + "Version": "4.5.0", + "Repositories": [ + { + "Name": "BioCsoft", + "URL": "https://bioconductor.org/packages/3.21/bioc" + }, + { + "Name": "BioCann", + "URL": "https://bioconductor.org/packages/3.21/data/annotation" + }, + { + "Name": "BioCexp", + "URL": "https://bioconductor.org/packages/3.21/data/experiment" + }, + { + "Name": "BioCworkflows", + "URL": "https://bioconductor.org/packages/3.21/workflows" + }, + { + "Name": "BioCbooks", + "URL": "https://bioconductor.org/packages/3.21/books" + }, + { + "Name": "CRAN", + "URL": "https://packagemanager.posit.co/cran/latest" + } + ] + }, + "Bioconductor": { + "Version": "3.21" + }, + "Packages": { + "BH": { + "Package": "BH", + "Version": "1.87.0-1", + "Source": "Repository", + "Type": "Package", + "Title": "Boost C++ Header Files", + "Date": "2024-12-17", + "Authors@R": "c(person(\"Dirk\", \"Eddelbuettel\", role = c(\"aut\", \"cre\"), email = \"edd@debian.org\", comment = c(ORCID = \"0000-0001-6419-907X\")), person(\"John W.\", \"Emerson\", role = \"aut\"), person(\"Michael J.\", \"Kane\", role = \"aut\", comment = c(ORCID = \"0000-0003-1899-6662\")))", + "Description": "Boost provides free peer-reviewed portable C++ source libraries. 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Compared to reference classes, R6 classes are simpler and lighter-weight, and they are not built on S4 classes so they do not require the methods package. 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See file COPYRIGHT for details\") )", + "Description": "Finds the k nearest neighbours for every point in a given dataset in O(N log N) time using Arya and Mount's ANN library (v1.1.3). There is support for approximate as well as exact searches, fixed radius searches and 'bd' as well as 'kd' trees. The distance is computed using the L2 (Euclidean) metric. Please see package 'RANN.L1' for the same functionality using the L1 (Manhattan, taxicab) metric.", + "License": "GPL (>= 3)", + "URL": "https://github.com/jefferislab/RANN, https://jefferislab.github.io/RANN/", + "BugReports": "https://github.com/jefferislab/RANN/issues", + "Suggests": [ + "testthat" + ], + "Encoding": "UTF-8", + "RoxygenNote": "7.3.2", + "NeedsCompilation": "yes", + "Author": "Gregory Jefferis [aut, cre] (), Samuel E. Kemp [aut], Kirill Müller [ctb] (), Sunil Arya [aut, cph] (), David Mount [aut, cph] (), University of Maryland [cph] (ANN library is copyright University of Maryland and Sunil Arya and David Mount. See file COPYRIGHT for details)", + "Maintainer": "Gregory Jefferis ", + "Repository": "CRAN" + }, + "RApiSerialize": { + "Package": "RApiSerialize", + "Version": "0.1.4", + "Source": "Repository", + "Type": "Package", + "Title": "R API Serialization", + "Date": "2024-09-28", + "Authors@R": "c(person(\"Dirk\", \"Eddelbuettel\", role = c(\"aut\", \"cre\"), email = \"edd@debian.org\", comment = c(ORCID = \"0000-0001-6419-907X\")), person(\"Ei-ji\", \"Nakama\", role = \"aut\", comment = \"Code in package Rhpc\"), person(\"Junji\", \"Nakano\", role = \"aut\", comment = \"Code in package Rhpc\"), person(\"R Core\", role = \"aut\", comment = \"Code in R file src/main/serialize.c\"))", + "Description": "Access to the internal R serialization code is provided for use by other packages at the C function level by using the registration of native function mechanism. Client packages simply include a single header file RApiSerializeAPI.h provided by this package. This packages builds on the Rhpc package by Ei-ji Nakama and Junji Nakano which also includes a (partial) copy of the file src/main/serialize.c from R itself. The R Core group is the original author of the serialization code made available by this package.", + "URL": "https://github.com/eddelbuettel/rapiserialize, https://dirk.eddelbuettel.com/code/rapiserialize.html", + "BugReports": "https://github.com/eddelbuettel/rapiserialize/issues", + "License": "GPL (>= 2)", + "NeedsCompilation": "yes", + "Author": "Dirk Eddelbuettel [aut, cre] (), Ei-ji Nakama [aut] (Code in package Rhpc), Junji Nakano [aut] (Code in package Rhpc), R Core [aut] (Code in R file src/main/serialize.c)", + "Maintainer": "Dirk Eddelbuettel ", + "Repository": "CRAN" + }, + "RColorBrewer": { + "Package": "RColorBrewer", + "Version": "1.1-3", + "Source": "Repository", + "Date": "2022-04-03", + "Title": "ColorBrewer Palettes", + "Authors@R": "c(person(given = \"Erich\", family = \"Neuwirth\", role = c(\"aut\", \"cre\"), email = \"erich.neuwirth@univie.ac.at\"))", + "Author": "Erich Neuwirth [aut, cre]", + "Maintainer": "Erich Neuwirth ", + "Depends": [ + "R (>= 2.0.0)" + ], + "Description": "Provides color schemes for maps (and other graphics) designed by Cynthia Brewer as described at http://colorbrewer2.org.", + "License": "Apache License 2.0", + "NeedsCompilation": "no", + "Repository": "CRAN" + }, + "ROCR": { + "Package": "ROCR", + "Version": "1.0-11", + "Source": "Repository", + "Authors@R": "c(person(\"Tobias\",\"Sing\", email = \"tobias.sing@gmail.com\",role=\"aut\"), person(\"Oliver\",\"Sander\", email = \"osander@gmail.com\",role=\"aut\"), person(\"Niko\",\"Beerenwinkel\", role=\"aut\"), person(\"Thomas\",\"Lengauer\", role=\"aut\"), person(\"Thomas\",\"Unterthiner\", role=\"ctb\"), person(\"Felix G.M.\",\"Ernst\", email = \"felix.gm.ernst@outlook.com\",role=\"cre\", comment = c(ORCID = \"0000-0001-5064-0928\")))", + "Date": "2020-05-01", + "Title": "Visualizing the Performance of Scoring Classifiers", + "Description": "ROC graphs, sensitivity/specificity curves, lift charts, and precision/recall plots are popular examples of trade-off visualizations for specific pairs of performance measures. ROCR is a flexible tool for creating cutoff-parameterized 2D performance curves by freely combining two from over 25 performance measures (new performance measures can be added using a standard interface). Curves from different cross-validation or bootstrapping runs can be averaged by different methods, and standard deviations, standard errors or box plots can be used to visualize the variability across the runs. The parameterization can be visualized by printing cutoff values at the corresponding curve positions, or by coloring the curve according to cutoff. All components of a performance plot can be quickly adjusted using a flexible parameter dispatching mechanism. Despite its flexibility, ROCR is easy to use, with only three commands and reasonable default values for all optional parameters.", + "Encoding": "UTF-8", + "License": "GPL (>= 2)", + "NeedsCompilation": "no", + "Depends": [ + "R (>= 3.6)" + ], + "Imports": [ + "methods", + "graphics", + "grDevices", + "gplots", + "stats" + ], + "Suggests": [ + "testthat", + "knitr", + "rmarkdown" + ], + "URL": "http://ipa-tys.github.io/ROCR/", + "BugReports": "https://github.com/ipa-tys/ROCR/issues", + "RoxygenNote": "7.1.0", + "VignetteBuilder": "knitr", + "Author": "Tobias Sing [aut], Oliver Sander [aut], Niko Beerenwinkel [aut], Thomas Lengauer [aut], Thomas Unterthiner [ctb], Felix G.M. Ernst [cre] ()", + "Maintainer": "Felix G.M. Ernst ", + "Repository": "CRAN" + }, + "RSpectra": { + "Package": "RSpectra", + "Version": "0.16-2", + "Source": "Repository", + "Type": "Package", + "Title": "Solvers for Large-Scale Eigenvalue and SVD Problems", + "Date": "2024-07-18", + "Authors@R": "c( person(\"Yixuan\", \"Qiu\", , \"yixuan.qiu@cos.name\", c(\"aut\", \"cre\")), person(\"Jiali\", \"Mei\", , \"vermouthmjl@gmail.com\", \"aut\", comment = \"Function interface of matrix operation\"), person(\"Gael\", \"Guennebaud\", , \"gael.guennebaud@inria.fr\", \"ctb\", comment = \"Eigenvalue solvers from the 'Eigen' library\"), person(\"Jitse\", \"Niesen\", , \"jitse@maths.leeds.ac.uk\", \"ctb\", comment = \"Eigenvalue solvers from the 'Eigen' library\") )", + "Description": "R interface to the 'Spectra' library for large-scale eigenvalue and SVD problems. It is typically used to compute a few eigenvalues/vectors of an n by n matrix, e.g., the k largest eigenvalues, which is usually more efficient than eigen() if k << n. This package provides the 'eigs()' function that does the similar job as in 'Matlab', 'Octave', 'Python SciPy' and 'Julia'. It also provides the 'svds()' function to calculate the largest k singular values and corresponding singular vectors of a real matrix. The matrix to be computed on can be dense, sparse, or in the form of an operator defined by the user.", + "License": "MPL (>= 2)", + "URL": "https://github.com/yixuan/RSpectra", + "BugReports": "https://github.com/yixuan/RSpectra/issues", + "Depends": [ + "R (>= 3.0.2)" + ], + "Imports": [ + "Matrix (>= 1.1-0)", + "Rcpp (>= 0.11.5)" + ], + "Suggests": [ + "knitr", + "rmarkdown", + "prettydoc" + ], + "LinkingTo": [ + "Rcpp", + "RcppEigen (>= 0.3.3.3.0)" + ], + "VignetteBuilder": "knitr, rmarkdown", + "RoxygenNote": "7.1.2", + "NeedsCompilation": "yes", + "Author": "Yixuan Qiu [aut, cre], Jiali Mei [aut] (Function interface of matrix operation), Gael Guennebaud [ctb] (Eigenvalue solvers from the 'Eigen' library), Jitse Niesen [ctb] (Eigenvalue solvers from the 'Eigen' library)", + "Maintainer": "Yixuan Qiu ", + "Repository": "CRAN", + "Encoding": "UTF-8" + }, + "Rcpp": { + "Package": "Rcpp", + "Version": "1.1.0", + "Source": "Repository", + "Title": "Seamless R and C++ Integration", + "Date": "2025-07-01", + "Authors@R": "c(person(\"Dirk\", \"Eddelbuettel\", role = c(\"aut\", \"cre\"), email = \"edd@debian.org\", comment = c(ORCID = \"0000-0001-6419-907X\")), person(\"Romain\", \"Francois\", role = \"aut\", comment = c(ORCID = \"0000-0002-2444-4226\")), person(\"JJ\", \"Allaire\", role = \"aut\", comment = c(ORCID = \"0000-0003-0174-9868\")), person(\"Kevin\", \"Ushey\", role = \"aut\", comment = c(ORCID = \"0000-0003-2880-7407\")), person(\"Qiang\", \"Kou\", role = \"aut\", comment = c(ORCID = \"0000-0001-6786-5453\")), person(\"Nathan\", \"Russell\", role = \"aut\"), person(\"Iñaki\", \"Ucar\", role = \"aut\", comment = c(ORCID = \"0000-0001-6403-5550\")), person(\"Doug\", \"Bates\", role = \"aut\", comment = c(ORCID = \"0000-0001-8316-9503\")), person(\"John\", \"Chambers\", role = \"aut\"))", + "Description": "The 'Rcpp' package provides R functions as well as C++ classes which offer a seamless integration of R and C++. Many R data types and objects can be mapped back and forth to C++ equivalents which facilitates both writing of new code as well as easier integration of third-party libraries. Documentation about 'Rcpp' is provided by several vignettes included in this package, via the 'Rcpp Gallery' site at , the paper by Eddelbuettel and Francois (2011, ), the book by Eddelbuettel (2013, ) and the paper by Eddelbuettel and Balamuta (2018, ); see 'citation(\"Rcpp\")' for details.", + "Imports": [ + "methods", + "utils" + ], + "Suggests": [ + "tinytest", + "inline", + "rbenchmark", + "pkgKitten (>= 0.1.2)" + ], + "URL": "https://www.rcpp.org, https://dirk.eddelbuettel.com/code/rcpp.html, https://github.com/RcppCore/Rcpp", + "License": "GPL (>= 2)", + "BugReports": "https://github.com/RcppCore/Rcpp/issues", + "MailingList": "rcpp-devel@lists.r-forge.r-project.org", + "RoxygenNote": "6.1.1", + "Encoding": "UTF-8", + "NeedsCompilation": "yes", + "Author": "Dirk Eddelbuettel [aut, cre] (ORCID: ), Romain Francois [aut] (ORCID: ), JJ Allaire [aut] (ORCID: ), Kevin Ushey [aut] (ORCID: ), Qiang Kou [aut] (ORCID: ), Nathan Russell [aut], Iñaki Ucar [aut] (ORCID: ), Doug Bates [aut] (ORCID: ), John Chambers [aut]", + "Maintainer": "Dirk Eddelbuettel ", + "Repository": "RSPM" + }, + "RcppAnnoy": { + "Package": "RcppAnnoy", + "Version": "0.0.22", + "Source": "Repository", + "Type": "Package", + "Title": "'Rcpp' Bindings for 'Annoy', a Library for Approximate Nearest Neighbors", + "Date": "2024-01-23", + "Author": "Dirk Eddelbuettel", + "Maintainer": "Dirk Eddelbuettel ", + "Description": "'Annoy' is a small C++ library for Approximate Nearest Neighbors written for efficient memory usage as well an ability to load from / save to disk. This package provides an R interface by relying on the 'Rcpp' package, exposing the same interface as the original Python wrapper to 'Annoy'. See for more on 'Annoy'. 'Annoy' is released under Version 2.0 of the Apache License. Also included is a small Windows port of 'mmap' which is released under the MIT license.", + "License": "GPL (>= 2)", + "Depends": [ + "R (>= 3.1)" + ], + "Imports": [ + "methods", + "Rcpp" + ], + "LinkingTo": [ + "Rcpp" + ], + "Suggests": [ + "tinytest" + ], + "URL": "https://github.com/eddelbuettel/rcppannoy, https://dirk.eddelbuettel.com/code/rcpp.annoy.html", + "BugReports": "https://github.com/eddelbuettel/rcppannoy/issues", + "NeedsCompilation": "yes", + "RoxygenNote": "7.1.1", + "Repository": "CRAN", + "Encoding": "UTF-8" + }, + "RcppArmadillo": { + "Package": "RcppArmadillo", + "Version": "14.6.0-1", + "Source": "Repository", + "Type": "Package", + "Title": "'Rcpp' Integration for the 'Armadillo' Templated Linear Algebra Library", + "Date": "2025-07-02", + "Authors@R": "c(person(\"Dirk\", \"Eddelbuettel\", role = c(\"aut\", \"cre\"), email = \"edd@debian.org\", comment = c(ORCID = \"0000-0001-6419-907X\")), person(\"Romain\", \"Francois\", role = \"aut\", comment = c(ORCID = \"0000-0002-2444-4226\")), person(\"Doug\", \"Bates\", role = \"aut\", comment = c(ORCID = \"0000-0001-8316-9503\")), person(\"Binxiang\", \"Ni\", role = \"aut\"), person(\"Conrad\", \"Sanderson\", role = \"aut\", comment = c(ORCID = \"0000-0002-0049-4501\")))", + "Description": "'Armadillo' is a templated C++ linear algebra library (by Conrad Sanderson) that aims towards a good balance between speed and ease of use. Integer, floating point and complex numbers are supported, as well as a subset of trigonometric and statistics functions. Various matrix decompositions are provided through optional integration with LAPACK and ATLAS libraries. The 'RcppArmadillo' package includes the header files from the templated 'Armadillo' library. Thus users do not need to install 'Armadillo' itself in order to use 'RcppArmadillo'. From release 7.800.0 on, 'Armadillo' is licensed under Apache License 2; previous releases were under licensed as MPL 2.0 from version 3.800.0 onwards and LGPL-3 prior to that; 'RcppArmadillo' (the 'Rcpp' bindings/bridge to Armadillo) is licensed under the GNU GPL version 2 or later, as is the rest of 'Rcpp'.", + "License": "GPL (>= 2)", + "LazyLoad": "yes", + "Depends": [ + "R (>= 3.3.0)" + ], + "LinkingTo": [ + "Rcpp" + ], + "Imports": [ + "Rcpp (>= 1.0.12)", + "stats", + "utils", + "methods" + ], + "Suggests": [ + "tinytest", + "Matrix (>= 1.3.0)", + "pkgKitten", + "reticulate", + "slam" + ], + "URL": "https://github.com/RcppCore/RcppArmadillo, https://dirk.eddelbuettel.com/code/rcpp.armadillo.html", + "BugReports": "https://github.com/RcppCore/RcppArmadillo/issues", + "RoxygenNote": "6.0.1", + "NeedsCompilation": "yes", + "Author": "Dirk Eddelbuettel [aut, cre] (ORCID: ), Romain Francois [aut] (ORCID: ), Doug Bates [aut] (ORCID: ), Binxiang Ni [aut], Conrad Sanderson [aut] (ORCID: )", + "Maintainer": "Dirk Eddelbuettel ", + "Repository": "CRAN", + "Encoding": "UTF-8" + }, + "RcppEigen": { + "Package": "RcppEigen", + "Version": "0.3.4.0.2", + "Source": "Repository", + "Type": "Package", + "Title": "'Rcpp' Integration for the 'Eigen' Templated Linear Algebra Library", + "Date": "2024-08-23", + "Authors@R": "c(person(\"Doug\", \"Bates\", role = \"aut\", comment = c(ORCID = \"0000-0001-8316-9503\")), person(\"Dirk\", \"Eddelbuettel\", role = c(\"aut\", \"cre\"), email = \"edd@debian.org\", comment = c(ORCID = \"0000-0001-6419-907X\")), person(\"Romain\", \"Francois\", role = \"aut\", comment = c(ORCID = \"0000-0002-2444-4226\")), person(\"Yixuan\", \"Qiu\", role = \"aut\", comment = c(ORCID = \"0000-0003-0109-6692\")), person(\"Authors of\", \"Eigen\", role = \"cph\", comment = \"Authorship and copyright in included Eigen library as detailed in inst/COPYRIGHTS\"))", + "Copyright": "See the file COPYRIGHTS for various Eigen copyright details", + "Description": "R and 'Eigen' integration using 'Rcpp'. 'Eigen' is a C++ template library for linear algebra: matrices, vectors, numerical solvers and related algorithms. It supports dense and sparse matrices on integer, floating point and complex numbers, decompositions of such matrices, and solutions of linear systems. Its performance on many algorithms is comparable with some of the best implementations based on 'Lapack' and level-3 'BLAS'. The 'RcppEigen' package includes the header files from the 'Eigen' C++ template library. Thus users do not need to install 'Eigen' itself in order to use 'RcppEigen'. Since version 3.1.1, 'Eigen' is licensed under the Mozilla Public License (version 2); earlier version were licensed under the GNU LGPL version 3 or later. 'RcppEigen' (the 'Rcpp' bindings/bridge to 'Eigen') is licensed under the GNU GPL version 2 or later, as is the rest of 'Rcpp'.", + "License": "GPL (>= 2) | file LICENSE", + "LazyLoad": "yes", + "Depends": [ + "R (>= 3.6.0)" + ], + "LinkingTo": [ + "Rcpp" + ], + "Imports": [ + "Rcpp (>= 0.11.0)", + "stats", + "utils" + ], + "Suggests": [ + "Matrix", + "inline", + "tinytest", + "pkgKitten", + "microbenchmark" + ], + "URL": "https://github.com/RcppCore/RcppEigen, https://dirk.eddelbuettel.com/code/rcpp.eigen.html", + "BugReports": "https://github.com/RcppCore/RcppEigen/issues", + "NeedsCompilation": "yes", + "Author": "Doug Bates [aut] (), Dirk Eddelbuettel [aut, cre] (), Romain Francois [aut] (), Yixuan Qiu [aut] (), Authors of Eigen [cph] (Authorship and copyright in included Eigen library as detailed in inst/COPYRIGHTS)", + "Maintainer": "Dirk Eddelbuettel ", + "Repository": "CRAN" + }, + "RcppHNSW": { + "Package": "RcppHNSW", + "Version": "0.6.0", + "Source": "Repository", + "Title": "'Rcpp' Bindings for 'hnswlib', a Library for Approximate Nearest Neighbors", + "Authors@R": "c( person(\"James\", \"Melville\", , \"jlmelville@gmail.com\", role = c(\"aut\", \"cre\", \"cph\")), person(\"Aaron\", \"Lun\", role = \"ctb\"), person(\"Samuel\", \"Granjeaud\", role = \"ctb\"), person(\"Dmitriy\", \"Selivanov\", role = \"ctb\"), person(\"Yuxing\", \"Liao\", role = \"ctb\") )", + "Description": "'Hnswlib' is a C++ library for Approximate Nearest Neighbors. This package provides a minimal R interface by relying on the 'Rcpp' package. See for more on 'hnswlib'. 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[ctb], Benjamin Soltoff [ctb], Zoe Wilkinson Saldana [ctb], Tyler Littlefield [ctb], Charles T. Gray [ctb], Shabbh E. Banks [ctb], Serina Robinson [ctb], Roger Bivand [ctb], Riinu Ots [ctb], Nicholas Williams [ctb], Nina Jakobsen [ctb], Michael Weylandt [ctb], Lisa Lendway [ctb], Karl Hailperin [ctb], Josue Rodriguez [ctb], Jenny Bryan [ctb], Chris Jarvis [ctb], Greg Macfarlane [ctb], Brian Mannakee [ctb], Drew Tyre [ctb], Shreyas Singh [ctb], Laurens Geffert [ctb], Hong Ooi [ctb], Henrik Bengtsson [ctb], Eduard Szocs [ctb], David Hugh-Jones [ctb], Matthieu Stigler [ctb], Hugo Tavares [ctb] (ORCID: ), R. Willem Vervoort [ctb], Brenton M. Wiernik [ctb], Josh Yamamoto [ctb], Jasme Lee [ctb], Taren Sanders [ctb] (ORCID: ), Ilaria Prosdocimi [ctb] (ORCID: ), Daniel D. Sjoberg [ctb] (ORCID: ), Alex Reinhart [ctb] (ORCID: )", + "Maintainer": "Simon Couch ", + "Repository": "RSPM" + }, + "bslib": { + "Package": "bslib", + "Version": "0.9.0", + "Source": "Repository", + "Title": "Custom 'Bootstrap' 'Sass' Themes for 'shiny' and 'rmarkdown'", + "Authors@R": "c( person(\"Carson\", \"Sievert\", , \"carson@posit.co\", role = c(\"aut\", \"cre\"), comment = c(ORCID = \"0000-0002-4958-2844\")), person(\"Joe\", \"Cheng\", , \"joe@posit.co\", role = \"aut\"), person(\"Garrick\", \"Aden-Buie\", , \"garrick@posit.co\", role = \"aut\", comment = c(ORCID = \"0000-0002-7111-0077\")), person(\"Posit Software, PBC\", role = c(\"cph\", \"fnd\")), person(, \"Bootstrap contributors\", role = \"ctb\", comment = \"Bootstrap library\"), person(, \"Twitter, Inc\", role = \"cph\", comment = \"Bootstrap library\"), person(\"Javi\", \"Aguilar\", role = c(\"ctb\", \"cph\"), comment = \"Bootstrap colorpicker library\"), person(\"Thomas\", \"Park\", role = c(\"ctb\", \"cph\"), comment = \"Bootswatch library\"), person(, \"PayPal\", role = c(\"ctb\", \"cph\"), comment = \"Bootstrap accessibility plugin\") )", + "Description": "Simplifies custom 'CSS' styling of both 'shiny' and 'rmarkdown' via 'Bootstrap' 'Sass'. 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This packages does exactly that.", + "License": "MIT + file LICENSE", + "URL": "https://callr.r-lib.org, https://github.com/r-lib/callr", + "BugReports": "https://github.com/r-lib/callr/issues", + "Depends": [ + "R (>= 3.4)" + ], + "Imports": [ + "processx (>= 3.6.1)", + "R6", + "utils" + ], + "Suggests": [ + "asciicast (>= 2.3.1)", + "cli (>= 1.1.0)", + "mockery", + "ps", + "rprojroot", + "spelling", + "testthat (>= 3.2.0)", + "withr (>= 2.3.0)" + ], + "Config/Needs/website": "r-lib/asciicast, glue, htmlwidgets, igraph, tibble, tidyverse/tidytemplate", + "Config/testthat/edition": "3", + "Encoding": "UTF-8", + "Language": "en-US", + "RoxygenNote": "7.3.1.9000", + "NeedsCompilation": "no", + "Author": "Gábor Csárdi [aut, cre, cph] (), Winston Chang [aut], Posit Software, PBC [cph, fnd], Ascent Digital Services [cph, fnd]", + "Maintainer": "Gábor Csárdi ", + "Repository": "CRAN" + }, + "cellranger": { + "Package": "cellranger", + "Version": "1.1.0", + "Source": "Repository", + "Title": "Translate Spreadsheet Cell Ranges to Rows and Columns", + "Authors@R": "c( person(\"Jennifer\", \"Bryan\", , \"jenny@stat.ubc.ca\", c(\"cre\", \"aut\")), person(\"Hadley\", \"Wickham\", , \"hadley@rstudio.com\", \"ctb\") )", + "Description": "Helper functions to work with spreadsheets and the \"A1:D10\" style of cell range specification.", + "Depends": [ + "R (>= 3.0.0)" + ], + "License": "MIT + file LICENSE", + "LazyData": "true", + "URL": "https://github.com/rsheets/cellranger", + "BugReports": "https://github.com/rsheets/cellranger/issues", + "Suggests": [ + "covr", + "testthat (>= 1.0.0)", + "knitr", + "rmarkdown" + ], + "RoxygenNote": "5.0.1.9000", + "VignetteBuilder": "knitr", + "Imports": [ + "rematch", + "tibble" + ], + "NeedsCompilation": "no", + "Author": "Jennifer Bryan [cre, aut], Hadley Wickham [ctb]", + "Maintainer": "Jennifer Bryan ", + "Repository": "CRAN", + "Encoding": "UTF-8" + }, + "circlize": { + "Package": "circlize", + "Version": "0.4.16", + "Source": "Repository", + "Type": "Package", + "Title": "Circular Visualization", + "Date": "2024-02-20", + "Authors@R": "person(\"Zuguang\", \"Gu\", email = \"z.gu@dkfz.de\", role = c(\"aut\", \"cre\"), comment = c('ORCID'=\"0000-0002-7395-8709\"))", + "Depends": [ + "R (>= 4.0.0)", + "graphics" + ], + "Imports": [ + "GlobalOptions (>= 0.1.2)", + "shape", + "grDevices", + "utils", + "stats", + "colorspace", + "methods", + "grid" + ], + "Suggests": [ + "knitr", + "dendextend (>= 1.0.1)", + "ComplexHeatmap (>= 2.0.0)", + "gridBase", + "png", + "markdown", + "bezier", + "covr", + "rmarkdown" + ], + "VignetteBuilder": "knitr", + "Description": "Circular layout is an efficient way for the visualization of huge amounts of information. 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The package is described in Gu et al. 2014 .", + "URL": "https://github.com/jokergoo/circlize, https://jokergoo.github.io/circlize_book/book/", + "License": "MIT + file LICENSE", + "NeedsCompilation": "no", + "Author": "Zuguang Gu [aut, cre] ()", + "Maintainer": "Zuguang Gu ", + "Repository": "RSPM", + "Encoding": "UTF-8" + }, + "cli": { + "Package": "cli", + "Version": "3.6.5", + "Source": "Repository", + "Title": "Helpers for Developing Command Line Interfaces", + "Authors@R": "c( person(\"Gábor\", \"Csárdi\", , \"gabor@posit.co\", role = c(\"aut\", \"cre\")), person(\"Hadley\", \"Wickham\", role = \"ctb\"), person(\"Kirill\", \"Müller\", role = \"ctb\"), person(\"Salim\", \"Brüggemann\", , \"salim-b@pm.me\", role = \"ctb\", comment = c(ORCID = \"0000-0002-5329-5987\")), person(\"Posit Software, PBC\", role = c(\"cph\", \"fnd\")) )", + "Description": "A suite of tools to build attractive command line interfaces ('CLIs'), from semantic elements: headings, lists, alerts, paragraphs, etc. Supports custom themes via a 'CSS'-like language. It also contains a number of lower level 'CLI' elements: rules, boxes, trees, and 'Unicode' symbols with 'ASCII' alternatives. It support ANSI colors and text styles as well.", + "License": "MIT + file LICENSE", + "URL": "https://cli.r-lib.org, https://github.com/r-lib/cli", + "BugReports": "https://github.com/r-lib/cli/issues", + "Depends": [ + "R (>= 3.4)" + ], + "Imports": [ + "utils" + ], + "Suggests": [ + "callr", + "covr", + "crayon", + "digest", + "glue (>= 1.6.0)", + "grDevices", + "htmltools", + "htmlwidgets", + "knitr", + "methods", + "processx", + "ps (>= 1.3.4.9000)", + "rlang (>= 1.0.2.9003)", + "rmarkdown", + "rprojroot", + "rstudioapi", + "testthat (>= 3.2.0)", + "tibble", + "whoami", + "withr" + ], + "Config/Needs/website": "r-lib/asciicast, bench, brio, cpp11, decor, desc, fansi, prettyunits, sessioninfo, tidyverse/tidytemplate, usethis, vctrs", + "Config/testthat/edition": "3", + "Encoding": "UTF-8", + "RoxygenNote": "7.3.2", + "NeedsCompilation": "yes", + "Author": "Gábor Csárdi [aut, cre], Hadley Wickham [ctb], Kirill Müller [ctb], Salim Brüggemann [ctb] (), Posit Software, PBC [cph, fnd]", + "Maintainer": "Gábor Csárdi ", + "Repository": "CRAN" + }, + "clipr": { + "Package": "clipr", + "Version": "0.8.0", + "Source": "Repository", + "Type": "Package", + "Title": "Read and Write from the System Clipboard", + "Authors@R": "c( person(\"Matthew\", \"Lincoln\", , \"matthew.d.lincoln@gmail.com\", role = c(\"aut\", \"cre\"), comment = c(ORCID = \"0000-0002-4387-3384\")), person(\"Louis\", \"Maddox\", role = \"ctb\"), person(\"Steve\", \"Simpson\", role = \"ctb\"), person(\"Jennifer\", \"Bryan\", role = \"ctb\") )", + "Description": "Simple utility functions to read from and write to the Windows, OS X, and X11 clipboards.", + "License": "GPL-3", + "URL": "https://github.com/mdlincoln/clipr, http://matthewlincoln.net/clipr/", + "BugReports": "https://github.com/mdlincoln/clipr/issues", + "Imports": [ + "utils" + ], + "Suggests": [ + "covr", + "knitr", + "rmarkdown", + "rstudioapi (>= 0.5)", + "testthat (>= 2.0.0)" + ], + "VignetteBuilder": "knitr", + "Encoding": "UTF-8", + "Language": "en-US", + "RoxygenNote": "7.1.2", + "SystemRequirements": "xclip (https://github.com/astrand/xclip) or xsel (http://www.vergenet.net/~conrad/software/xsel/) for accessing the X11 clipboard, or wl-clipboard (https://github.com/bugaevc/wl-clipboard) for systems using Wayland.", + "NeedsCompilation": "no", + "Author": "Matthew Lincoln [aut, cre] (), Louis Maddox [ctb], Steve Simpson [ctb], Jennifer Bryan [ctb]", + "Maintainer": "Matthew Lincoln ", + "Repository": "CRAN" + }, + "clue": { + "Package": "clue", + "Version": "0.3-66", + "Source": "Repository", + "Encoding": "UTF-8", + "Title": "Cluster Ensembles", + "Description": "CLUster Ensembles.", + "Authors@R": "c(person(\"Kurt\", \"Hornik\", role = c(\"aut\", \"cre\"), email = \"Kurt.Hornik@R-project.org\", comment = c(ORCID = \"0000-0003-4198-9911\")), person(\"Walter\", \"Böhm\", role = \"ctb\"))", + "License": "GPL-2", + "Depends": [ + "R (>= 3.2.0)" + ], + "Imports": [ + "stats", + "cluster", + "graphics", + "methods" + ], + "Suggests": [ + "e1071", + "lpSolve (>= 5.5.7)", + "quadprog (>= 1.4-8)", + "relations" + ], + "Enhances": [ + "RWeka", + "ape", + "cba", + "cclust", + "flexclust", + "flexmix", + "kernlab", + "mclust", + "movMF", + "modeltools" + ], + "NeedsCompilation": "yes", + "Author": "Kurt Hornik [aut, cre] (), Walter Böhm [ctb]", + "Maintainer": "Kurt Hornik ", + "Repository": "RSPM" + }, + "cluster": { + "Package": "cluster", + "Version": "2.1.8.1", + "Source": "Repository", + "VersionNote": "Last CRAN: 2.1.8 on 2024-12-10; 2.1.7 on 2024-12-06; 2.1.6 on 2023-11-30; 2.1.5 on 2023-11-27", + "Date": "2025-03-11", + "Priority": "recommended", + "Title": "\"Finding Groups in Data\": Cluster Analysis Extended Rousseeuw et al.", + "Description": "Methods for Cluster analysis. Much extended the original from Peter Rousseeuw, Anja Struyf and Mia Hubert, based on Kaufman and Rousseeuw (1990) \"Finding Groups in Data\".", + "Maintainer": "Martin Maechler ", + "Authors@R": "c(person(\"Martin\",\"Maechler\", role = c(\"aut\",\"cre\"), email=\"maechler@stat.math.ethz.ch\", comment = c(ORCID = \"0000-0002-8685-9910\")) ,person(\"Peter\", \"Rousseeuw\", role=\"aut\", email=\"peter.rousseeuw@kuleuven.be\", comment = c(\"Fortran original\", ORCID = \"0000-0002-3807-5353\")) ,person(\"Anja\", \"Struyf\", role=\"aut\", comment= \"S original\") ,person(\"Mia\", \"Hubert\", role=\"aut\", email= \"Mia.Hubert@uia.ua.ac.be\", comment = c(\"S original\", ORCID = \"0000-0001-6398-4850\")) ,person(\"Kurt\", \"Hornik\", role=c(\"trl\", \"ctb\"), email=\"Kurt.Hornik@R-project.org\", comment=c(\"port to R; maintenance(1999-2000)\", ORCID=\"0000-0003-4198-9911\")) ,person(\"Matthias\", \"Studer\", role=\"ctb\") ,person(\"Pierre\", \"Roudier\", role=\"ctb\") ,person(\"Juan\", \"Gonzalez\", role=\"ctb\") ,person(\"Kamil\", \"Kozlowski\", role=\"ctb\") ,person(\"Erich\", \"Schubert\", role=\"ctb\", comment = c(\"fastpam options for pam()\", ORCID = \"0000-0001-9143-4880\")) ,person(\"Keefe\", \"Murphy\", role=\"ctb\", comment = \"volume.ellipsoid({d >= 3})\") #not yet ,person(\"Fischer-Rasmussen\", \"Kasper\", role = \"ctb\", comment = \"Gower distance for CLARA\") )", + "Depends": [ + "R (>= 3.5.0)" + ], + "Imports": [ + "graphics", + "grDevices", + "stats", + "utils" + ], + "Suggests": [ + "MASS", + "Matrix" + ], + "SuggestsNote": "MASS: two examples using cov.rob() and mvrnorm(); Matrix tools for testing", + "Enhances": [ + "mvoutlier", + "fpc", + "ellipse", + "sfsmisc" + ], + "EnhancesNote": "xref-ed in man/*.Rd", + "LazyLoad": "yes", + "LazyData": "yes", + "ByteCompile": "yes", + "BuildResaveData": "no", + "License": "GPL (>= 2)", + "URL": "https://svn.r-project.org/R-packages/trunk/cluster/", + "NeedsCompilation": "yes", + "Author": "Martin Maechler [aut, cre] (), Peter Rousseeuw [aut] (Fortran original, ), Anja Struyf [aut] (S original), Mia Hubert [aut] (S original, ), Kurt Hornik [trl, ctb] (port to R; maintenance(1999-2000), ), Matthias Studer [ctb], Pierre Roudier [ctb], Juan Gonzalez [ctb], Kamil Kozlowski [ctb], Erich Schubert [ctb] (fastpam options for pam(), ), Keefe Murphy [ctb] (volume.ellipsoid({d >= 3}))", + "Repository": "CRAN" + }, + "codetools": { + "Package": "codetools", + "Version": "0.2-20", + "Source": "Repository", + "Priority": "recommended", + "Author": "Luke Tierney ", + "Description": "Code analysis tools for R.", + "Title": "Code Analysis Tools for R", + "Depends": [ + "R (>= 2.1)" + ], + "Maintainer": "Luke Tierney ", + "URL": "https://gitlab.com/luke-tierney/codetools", + "License": "GPL", + "NeedsCompilation": "no", + "Repository": "CRAN" + }, + "colorspace": { + "Package": "colorspace", + "Version": "2.1-1", + "Source": "Repository", + "Date": "2024-07-26", + "Title": "A Toolbox for Manipulating and Assessing Colors and Palettes", + "Authors@R": "c(person(given = \"Ross\", family = \"Ihaka\", role = \"aut\", email = \"ihaka@stat.auckland.ac.nz\"), person(given = \"Paul\", family = \"Murrell\", role = \"aut\", email = \"paul@stat.auckland.ac.nz\", comment = c(ORCID = \"0000-0002-3224-8858\")), person(given = \"Kurt\", family = \"Hornik\", role = \"aut\", email = \"Kurt.Hornik@R-project.org\", comment = c(ORCID = \"0000-0003-4198-9911\")), person(given = c(\"Jason\", \"C.\"), family = \"Fisher\", role = \"aut\", email = \"jfisher@usgs.gov\", comment = c(ORCID = \"0000-0001-9032-8912\")), person(given = \"Reto\", family = \"Stauffer\", role = \"aut\", email = \"Reto.Stauffer@uibk.ac.at\", comment = c(ORCID = \"0000-0002-3798-5507\")), person(given = c(\"Claus\", \"O.\"), family = \"Wilke\", role = \"aut\", email = \"wilke@austin.utexas.edu\", comment = c(ORCID = \"0000-0002-7470-9261\")), person(given = c(\"Claire\", \"D.\"), family = \"McWhite\", role = \"aut\", email = \"claire.mcwhite@utmail.utexas.edu\", comment = c(ORCID = \"0000-0001-7346-3047\")), person(given = \"Achim\", family = \"Zeileis\", role = c(\"aut\", \"cre\"), email = \"Achim.Zeileis@R-project.org\", comment = c(ORCID = \"0000-0003-0918-3766\")))", + "Description": "Carries out mapping between assorted color spaces including RGB, HSV, HLS, CIEXYZ, CIELUV, HCL (polar CIELUV), CIELAB, and polar CIELAB. Qualitative, sequential, and diverging color palettes based on HCL colors are provided along with corresponding ggplot2 color scales. Color palette choice is aided by an interactive app (with either a Tcl/Tk or a shiny graphical user interface) and shiny apps with an HCL color picker and a color vision deficiency emulator. Plotting functions for displaying and assessing palettes include color swatches, visualizations of the HCL space, and trajectories in HCL and/or RGB spectrum. Color manipulation functions include: desaturation, lightening/darkening, mixing, and simulation of color vision deficiencies (deutanomaly, protanomaly, tritanomaly). Details can be found on the project web page at and in the accompanying scientific paper: Zeileis et al. (2020, Journal of Statistical Software, ).", + "Depends": [ + "R (>= 3.0.0)", + "methods" + ], + "Imports": [ + "graphics", + "grDevices", + "stats" + ], + "Suggests": [ + "datasets", + "utils", + "KernSmooth", + "MASS", + "kernlab", + "mvtnorm", + "vcd", + "tcltk", + "shiny", + "shinyjs", + "ggplot2", + "dplyr", + "scales", + "grid", + "png", + "jpeg", + "knitr", + "rmarkdown", + "RColorBrewer", + "rcartocolor", + "scico", + "viridis", + "wesanderson" + ], + "VignetteBuilder": "knitr", + "License": "BSD_3_clause + file LICENSE", + "URL": "https://colorspace.R-Forge.R-project.org/, https://hclwizard.org/", + "BugReports": "https://colorspace.R-Forge.R-project.org/contact.html", + "LazyData": "yes", + "Encoding": "UTF-8", + "RoxygenNote": "7.3.1", + "NeedsCompilation": "yes", + "Author": "Ross Ihaka [aut], Paul Murrell [aut] (), Kurt Hornik [aut] (), Jason C. Fisher [aut] (), Reto Stauffer [aut] (), Claus O. Wilke [aut] (), Claire D. McWhite [aut] (), Achim Zeileis [aut, cre] ()", + "Maintainer": "Achim Zeileis ", + "Repository": "RSPM" + }, + "commonmark": { + "Package": "commonmark", + "Version": "2.0.0", + "Source": "Repository", + "Type": "Package", + "Title": "High Performance CommonMark and Github Markdown Rendering in R", + "Authors@R": "c( person(\"Jeroen\", \"Ooms\", ,\"jeroenooms@gmail.com\", role = c(\"aut\", \"cre\"), comment = c(ORCID = \"0000-0002-4035-0289\")), person(\"John MacFarlane\", role = \"cph\", comment = \"Author of cmark\"))", + "Description": "The CommonMark specification defines a rationalized version of markdown syntax. This package uses the 'cmark' reference implementation for converting markdown text into various formats including html, latex and groff man. In addition it exposes the markdown parse tree in xml format. Also includes opt-in support for GFM extensions including tables, autolinks, and strikethrough text.", + "License": "BSD_2_clause + file LICENSE", + "URL": "https://docs.ropensci.org/commonmark/ https://ropensci.r-universe.dev/commonmark", + "BugReports": "https://github.com/r-lib/commonmark/issues", + "Suggests": [ + "curl", + "testthat", + "xml2" + ], + "RoxygenNote": "7.3.2", + "Language": "en-US", + "Encoding": "UTF-8", + "NeedsCompilation": "yes", + "Author": "Jeroen Ooms [aut, cre] (ORCID: ), John MacFarlane [cph] (Author of cmark)", + "Maintainer": "Jeroen Ooms ", + "Repository": "RSPM" + }, + "conflicted": { + "Package": "conflicted", + "Version": "1.2.0", + "Source": "Repository", + "Title": "An Alternative Conflict Resolution Strategy", + "Authors@R": "c( person(\"Hadley\", \"Wickham\", , \"hadley@rstudio.com\", role = c(\"aut\", \"cre\")), person(\"RStudio\", role = c(\"cph\", \"fnd\")) )", + "Description": "R's default conflict management system gives the most recently loaded package precedence. This can make it hard to detect conflicts, particularly when they arise because a package update creates ambiguity that did not previously exist. 'conflicted' takes a different approach, making every conflict an error and forcing you to choose which function to use.", + "License": "MIT + file LICENSE", + "URL": "https://conflicted.r-lib.org/, https://github.com/r-lib/conflicted", + "BugReports": "https://github.com/r-lib/conflicted/issues", + "Depends": [ + "R (>= 3.2)" + ], + "Imports": [ + "cli (>= 3.4.0)", + "memoise", + "rlang (>= 1.0.0)" + ], + "Suggests": [ + "callr", + "covr", + "dplyr", + "Matrix", + "methods", + "pkgload", + "testthat (>= 3.0.0)", + "withr" + ], + "Config/Needs/website": "tidyverse/tidytemplate", + "Config/testthat/edition": "3", + "Encoding": "UTF-8", + "RoxygenNote": "7.2.3", + "NeedsCompilation": "no", + "Author": "Hadley Wickham [aut, cre], RStudio [cph, fnd]", + "Maintainer": "Hadley Wickham ", + "Repository": "CRAN" + }, + "cowplot": { + "Package": "cowplot", + "Version": "1.2.0", + "Source": "Repository", + "Title": "Streamlined Plot Theme and Plot Annotations for 'ggplot2'", + "Authors@R": "person( given = \"Claus O.\", family = \"Wilke\", role = c(\"aut\", \"cre\"), email = \"wilke@austin.utexas.edu\", comment = c(ORCID = \"0000-0002-7470-9261\") )", + "Description": "Provides various features that help with creating publication-quality figures with 'ggplot2', such as a set of themes, functions to align plots and arrange them into complex compound figures, and functions that make it easy to annotate plots and or mix plots with images. The package was originally written for internal use in the Wilke lab, hence the name (Claus O. Wilke's plot package). It has also been used extensively in the book Fundamentals of Data Visualization.", + "URL": "https://wilkelab.org/cowplot/", + "BugReports": "https://github.com/wilkelab/cowplot/issues", + "Depends": [ + "R (>= 3.5.0)" + ], + "Imports": [ + "ggplot2 (>= 3.5.2)", + "grid", + "gtable", + "grDevices", + "methods", + "rlang", + "scales" + ], + "License": "GPL-2", + "Suggests": [ + "Cairo", + "covr", + "dplyr", + "forcats", + "gridGraphics (>= 0.4-0)", + "knitr", + "lattice", + "magick", + "maps", + "PASWR", + "patchwork", + "rmarkdown", + "ragg", + "testthat (>= 1.0.0)", + "tidyr", + "vdiffr (>= 0.3.0)", + "VennDiagram" + ], + "VignetteBuilder": "knitr", + "Collate": "'add_sub.R' 'align_plots.R' 'as_grob.R' 'as_gtable.R' 'axis_canvas.R' 'cowplot.R' 'draw.R' 'get_plot_component.R' 'get_axes.R' 'get_titles.R' 'get_legend.R' 'get_panel.R' 'gtable.R' 'key_glyph.R' 'plot_grid.R' 'save.R' 'set_null_device.R' 'setup.R' 'stamp.R' 'themes.R' 'utils_ggplot2.R'", + "RoxygenNote": "7.3.2", + "Encoding": "UTF-8", + "NeedsCompilation": "no", + "Author": "Claus O. Wilke [aut, cre] (ORCID: )", + "Maintainer": "Claus O. Wilke ", + "Repository": "RSPM" + }, + "cpp11": { + "Package": "cpp11", + "Version": "0.5.2", + "Source": "Repository", + "Title": "A C++11 Interface for R's C Interface", + "Authors@R": "c( person(\"Davis\", \"Vaughan\", email = \"davis@posit.co\", role = c(\"aut\", \"cre\"), comment = c(ORCID = \"0000-0003-4777-038X\")), person(\"Jim\",\"Hester\", role = \"aut\", comment = c(ORCID = \"0000-0002-2739-7082\")), person(\"Romain\", \"François\", role = \"aut\", comment = c(ORCID = \"0000-0002-2444-4226\")), person(\"Benjamin\", \"Kietzman\", role = \"ctb\"), person(\"Posit Software, PBC\", role = c(\"cph\", \"fnd\")) )", + "Description": "Provides a header only, C++11 interface to R's C interface. Compared to other approaches 'cpp11' strives to be safe against long jumps from the C API as well as C++ exceptions, conform to normal R function semantics and supports interaction with 'ALTREP' vectors.", + "License": "MIT + file LICENSE", + "URL": "https://cpp11.r-lib.org, https://github.com/r-lib/cpp11", + "BugReports": "https://github.com/r-lib/cpp11/issues", + "Depends": [ + "R (>= 4.0.0)" + ], + "Suggests": [ + "bench", + "brio", + "callr", + "cli", + "covr", + "decor", + "desc", + "ggplot2", + "glue", + "knitr", + "lobstr", + "mockery", + "progress", + "rmarkdown", + "scales", + "Rcpp", + "testthat (>= 3.2.0)", + "tibble", + "utils", + "vctrs", + "withr" + ], + "VignetteBuilder": "knitr", + "Config/Needs/website": "tidyverse/tidytemplate", + "Config/testthat/edition": "3", + "Config/Needs/cpp11/cpp_register": "brio, cli, decor, desc, glue, tibble, vctrs", + "Encoding": "UTF-8", + "RoxygenNote": "7.3.2", + "NeedsCompilation": "no", + "Author": "Davis Vaughan [aut, cre] (), Jim Hester [aut] (), Romain François [aut] (), Benjamin Kietzman [ctb], Posit Software, PBC [cph, fnd]", + "Maintainer": "Davis Vaughan ", + "Repository": "CRAN" + }, + "crayon": { + "Package": "crayon", + "Version": "1.5.3", + "Source": "Repository", + "Title": "Colored Terminal Output", + "Authors@R": "c( person(\"Gábor\", \"Csárdi\", , \"csardi.gabor@gmail.com\", role = c(\"aut\", \"cre\")), person(\"Brodie\", \"Gaslam\", , \"brodie.gaslam@yahoo.com\", role = \"ctb\"), person(\"Posit Software, PBC\", role = c(\"cph\", \"fnd\")) )", + "Description": "The crayon package is now superseded. Please use the 'cli' package for new projects. Colored terminal output on terminals that support 'ANSI' color and highlight codes. It also works in 'Emacs' 'ESS'. 'ANSI' color support is automatically detected. Colors and highlighting can be combined and nested. New styles can also be created easily. This package was inspired by the 'chalk' 'JavaScript' project.", + "License": "MIT + file LICENSE", + "URL": "https://r-lib.github.io/crayon/, https://github.com/r-lib/crayon", + "BugReports": "https://github.com/r-lib/crayon/issues", + "Imports": [ + "grDevices", + "methods", + "utils" + ], + "Suggests": [ + "mockery", + "rstudioapi", + "testthat", + "withr" + ], + "Config/Needs/website": "tidyverse/tidytemplate", + "Encoding": "UTF-8", + "RoxygenNote": "7.3.1", + "Collate": "'aaa-rstudio-detect.R' 'aaaa-rematch2.R' 'aab-num-ansi-colors.R' 'aac-num-ansi-colors.R' 'ansi-256.R' 'ansi-palette.R' 'combine.R' 'string.R' 'utils.R' 'crayon-package.R' 'disposable.R' 'enc-utils.R' 'has_ansi.R' 'has_color.R' 'link.R' 'styles.R' 'machinery.R' 'parts.R' 'print.R' 'style-var.R' 'show.R' 'string_operations.R'", + "NeedsCompilation": "no", + "Author": "Gábor Csárdi [aut, cre], Brodie Gaslam [ctb], Posit Software, PBC [cph, fnd]", + "Maintainer": "Gábor Csárdi ", + "Repository": "CRAN" + }, + "credentials": { + "Package": "credentials", + "Version": "2.0.2", + "Source": "Repository", + "Type": "Package", + "Title": "Tools for Managing SSH and Git Credentials", + "Authors@R": "person(\"Jeroen\", \"Ooms\", role = c(\"aut\", \"cre\"), email = \"jeroenooms@gmail.com\", comment = c(ORCID = \"0000-0002-4035-0289\"))", + "Description": "Setup and retrieve HTTPS and SSH credentials for use with 'git' and other services. For HTTPS remotes the package interfaces the 'git-credential' utility which 'git' uses to store HTTP usernames and passwords. For SSH remotes we provide convenient functions to find or generate appropriate SSH keys. The package both helps the user to setup a local git installation, and also provides a back-end for git/ssh client libraries to authenticate with existing user credentials.", + "License": "MIT + file LICENSE", + "SystemRequirements": "git (optional)", + "Encoding": "UTF-8", + "Imports": [ + "openssl (>= 1.3)", + "sys (>= 2.1)", + "curl", + "jsonlite", + "askpass" + ], + "Suggests": [ + "testthat", + "knitr", + "rmarkdown" + ], + "RoxygenNote": "7.2.1", + "VignetteBuilder": "knitr", + "Language": "en-US", + "URL": "https://docs.ropensci.org/credentials/ https://r-lib.r-universe.dev/credentials", + "BugReports": "https://github.com/r-lib/credentials/issues", + "NeedsCompilation": "no", + "Author": "Jeroen Ooms [aut, cre] ()", + "Maintainer": "Jeroen Ooms ", + "Repository": "CRAN" + }, + "crosstalk": { + "Package": "crosstalk", + "Version": "1.2.1", + "Source": "Repository", + "Type": "Package", + "Title": "Inter-Widget Interactivity for HTML Widgets", + "Authors@R": "c( person(\"Joe\", \"Cheng\", role = \"aut\", email = \"joe@posit.co\"), person(\"Carson\", \"Sievert\", role = c(\"aut\", \"cre\"), email = \"carson@posit.co\", comment = c(ORCID = \"0000-0002-4958-2844\")), person(\"Posit Software, PBC\", role = c(\"cph\", \"fnd\")), person(family = \"jQuery Foundation\", role = \"cph\", comment = \"jQuery library and jQuery UI library\"), person(family = \"jQuery contributors\", role = c(\"ctb\", \"cph\"), comment = \"jQuery library; authors listed in inst/www/shared/jquery-AUTHORS.txt\"), person(\"Mark\", \"Otto\", role = \"ctb\", comment = \"Bootstrap library\"), person(\"Jacob\", \"Thornton\", role = \"ctb\", comment = \"Bootstrap library\"), person(family = \"Bootstrap contributors\", role = \"ctb\", comment = \"Bootstrap library\"), person(family = \"Twitter, Inc\", role = \"cph\", comment = \"Bootstrap library\"), person(\"Brian\", \"Reavis\", role = c(\"ctb\", \"cph\"), comment = \"selectize.js library\"), person(\"Kristopher Michael\", \"Kowal\", role = c(\"ctb\", \"cph\"), comment = \"es5-shim library\"), person(family = \"es5-shim contributors\", role = c(\"ctb\", \"cph\"), comment = \"es5-shim library\"), person(\"Denis\", \"Ineshin\", role = c(\"ctb\", \"cph\"), comment = \"ion.rangeSlider library\"), person(\"Sami\", \"Samhuri\", role = c(\"ctb\", \"cph\"), comment = \"Javascript strftime library\") )", + "Description": "Provides building blocks for allowing HTML widgets to communicate with each other, with Shiny or without (i.e. static .html files). 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Some knowledge of 'libcurl' is recommended; for a more-user-friendly web client see the 'httr2' package which builds on this package with http specific tools and logic.", + "License": "MIT + file LICENSE", + "SystemRequirements": "libcurl (>= 7.73): libcurl-devel (rpm) or libcurl4-openssl-dev (deb)", + "URL": "https://jeroen.r-universe.dev/curl", + "BugReports": "https://github.com/jeroen/curl/issues", + "Suggests": [ + "spelling", + "testthat (>= 1.0.0)", + "knitr", + "jsonlite", + "later", + "rmarkdown", + "httpuv (>= 1.4.4)", + "webutils" + ], + "VignetteBuilder": "knitr", + "Depends": [ + "R (>= 3.0.0)" + ], + "RoxygenNote": "7.3.2.9000", + "Encoding": "UTF-8", + "Language": "en-US", + "NeedsCompilation": "yes", + "Author": "Jeroen Ooms [aut, cre] (ORCID: ), Hadley Wickham [ctb], Posit Software, PBC [cph]", + "Maintainer": "Jeroen Ooms ", + "Repository": "CRAN" + }, + "data.table": { + "Package": "data.table", + "Version": "1.17.8", + "Source": "Repository", + "Title": "Extension of `data.frame`", + "Depends": [ + "R (>= 3.3.0)" + ], + "Imports": [ + "methods" + ], + "Suggests": [ + "bit64 (>= 4.0.0)", + "bit (>= 4.0.4)", + "R.utils", + "xts", + "zoo (>= 1.8-1)", + "yaml", + "knitr", + "markdown" + ], + "Description": "Fast aggregation of large data (e.g. 100GB in RAM), fast ordered joins, fast add/modify/delete of columns by group using no copies at all, list columns, friendly and fast character-separated-value read/write. Offers a natural and flexible syntax, for faster development.", + "License": "MPL-2.0 | file LICENSE", + "URL": "https://r-datatable.com, https://Rdatatable.gitlab.io/data.table, https://github.com/Rdatatable/data.table", + "BugReports": "https://github.com/Rdatatable/data.table/issues", + "VignetteBuilder": "knitr", + "Encoding": "UTF-8", + "ByteCompile": "TRUE", + "Authors@R": "c( person(\"Tyson\",\"Barrett\", role=c(\"aut\",\"cre\"), email=\"t.barrett88@gmail.com\", comment = c(ORCID=\"0000-0002-2137-1391\")), person(\"Matt\",\"Dowle\", role=\"aut\", email=\"mattjdowle@gmail.com\"), person(\"Arun\",\"Srinivasan\", role=\"aut\", email=\"asrini@pm.me\"), person(\"Jan\",\"Gorecki\", role=\"aut\"), person(\"Michael\",\"Chirico\", role=\"aut\", comment = c(ORCID=\"0000-0003-0787-087X\")), person(\"Toby\",\"Hocking\", role=\"aut\", comment = c(ORCID=\"0000-0002-3146-0865\")), person(\"Benjamin\",\"Schwendinger\",role=\"aut\", comment = c(ORCID=\"0000-0003-3315-8114\")), person(\"Ivan\", 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[aut] (ORCID: ), Toby Hocking [aut] (ORCID: ), Benjamin Schwendinger [aut] (ORCID: ), Ivan Krylov [aut] (ORCID: ), Pasha Stetsenko [ctb], Tom Short [ctb], Steve Lianoglou [ctb], Eduard Antonyan [ctb], Markus Bonsch [ctb], Hugh Parsonage [ctb], Scott Ritchie [ctb], Kun Ren [ctb], Xianying Tan [ctb], Rick Saporta [ctb], Otto Seiskari [ctb], Xianghui Dong [ctb], Michel Lang [ctb], Watal Iwasaki [ctb], Seth Wenchel [ctb], Karl Broman [ctb], Tobias Schmidt [ctb], David Arenburg [ctb], Ethan Smith [ctb], Francois Cocquemas [ctb], Matthieu Gomez [ctb], Philippe Chataignon [ctb], Nello Blaser [ctb], Dmitry Selivanov [ctb], Andrey Riabushenko [ctb], Cheng Lee [ctb], Declan Groves [ctb], Daniel Possenriede [ctb], Felipe Parages [ctb], Denes Toth [ctb], Mus Yaramaz-David [ctb], Ayappan Perumal [ctb], James Sams [ctb], Martin Morgan [ctb], Michael Quinn [ctb], @javrucebo [ctb], @marc-outins [ctb], Roy Storey [ctb], Manish Saraswat [ctb], Morgan Jacob [ctb], Michael Schubmehl [ctb], Davis Vaughan 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Basic features works with any database that has a 'DBI' back end; more advanced features require 'SQL' translation to be provided by the package author.", + "License": "MIT + file LICENSE", + "URL": "https://dbplyr.tidyverse.org/, https://github.com/tidyverse/dbplyr", + "BugReports": "https://github.com/tidyverse/dbplyr/issues", + "Depends": [ + "R (>= 3.6)" + ], + "Imports": [ + "blob (>= 1.2.0)", + "cli (>= 3.6.1)", + "DBI (>= 1.1.3)", + "dplyr (>= 1.1.2)", + "glue (>= 1.6.2)", + "lifecycle (>= 1.0.3)", + "magrittr", + "methods", + "pillar (>= 1.9.0)", + "purrr (>= 1.0.1)", + "R6 (>= 2.2.2)", + "rlang (>= 1.1.1)", + "tibble (>= 3.2.1)", + "tidyr (>= 1.3.0)", + "tidyselect (>= 1.2.1)", + "utils", + "vctrs (>= 0.6.3)", + "withr (>= 2.5.0)" + ], + "Suggests": [ + "bit64", + "covr", + "knitr", + "Lahman", + "nycflights13", + "odbc (>= 1.4.2)", + "RMariaDB (>= 1.2.2)", + "rmarkdown", + "RPostgres (>= 1.4.5)", + "RPostgreSQL", + "RSQLite (>= 2.3.1)", + "testthat (>= 3.1.10)" + ], + "VignetteBuilder": "knitr", + "Config/Needs/website": "tidyverse/tidytemplate", + "Config/testthat/edition": "3", + "Config/testthat/parallel": "TRUE", + "Encoding": "UTF-8", + "Language": "en-gb", + "RoxygenNote": "7.3.1", + "Collate": "'db-sql.R' 'utils-check.R' 'import-standalone-types-check.R' 'import-standalone-obj-type.R' 'utils.R' 'sql.R' 'escape.R' 'translate-sql-cut.R' 'translate-sql-quantile.R' 'translate-sql-string.R' 'translate-sql-paste.R' 'translate-sql-helpers.R' 'translate-sql-window.R' 'translate-sql-conditional.R' 'backend-.R' 'backend-access.R' 'backend-hana.R' 'backend-hive.R' 'backend-impala.R' 'verb-copy-to.R' 'backend-mssql.R' 'backend-mysql.R' 'backend-odbc.R' 'backend-oracle.R' 'backend-postgres.R' 'backend-postgres-old.R' 'backend-redshift.R' 'backend-snowflake.R' 'backend-spark-sql.R' 'backend-sqlite.R' 'backend-teradata.R' 'build-sql.R' 'data-cache.R' 'data-lahman.R' 'data-nycflights13.R' 'db-escape.R' 'db-io.R' 'db.R' 'dbplyr.R' 'explain.R' 'ident.R' 'import-standalone-s3-register.R' 'join-by-compat.R' 'join-cols-compat.R' 'lazy-join-query.R' 'lazy-ops.R' 'lazy-query.R' 'lazy-select-query.R' 'lazy-set-op-query.R' 'memdb.R' 'optimise-utils.R' 'pillar.R' 'progress.R' 'sql-build.R' 'query-join.R' 'query-select.R' 'query-semi-join.R' 'query-set-op.R' 'query.R' 'reexport.R' 'remote.R' 'rows.R' 'schema.R' 'simulate.R' 'sql-clause.R' 'sql-expr.R' 'src-sql.R' 'src_dbi.R' 'table-name.R' 'tbl-lazy.R' 'tbl-sql.R' 'test-frame.R' 'testthat.R' 'tidyeval-across.R' 'tidyeval.R' 'translate-sql.R' 'utils-format.R' 'verb-arrange.R' 'verb-compute.R' 'verb-count.R' 'verb-distinct.R' 'verb-do-query.R' 'verb-do.R' 'verb-expand.R' 'verb-fill.R' 'verb-filter.R' 'verb-group_by.R' 'verb-head.R' 'verb-joins.R' 'verb-mutate.R' 'verb-pivot-longer.R' 'verb-pivot-wider.R' 'verb-pull.R' 'verb-select.R' 'verb-set-ops.R' 'verb-slice.R' 'verb-summarise.R' 'verb-uncount.R' 'verb-window.R' 'zzz.R'", + "NeedsCompilation": "no", + "Author": "Hadley Wickham [aut, cre], Maximilian Girlich [aut], Edgar Ruiz [aut], Posit Software, PBC [cph, fnd]", + "Maintainer": "Hadley Wickham ", + "Repository": "CRAN" + }, + "deldir": { + "Package": "deldir", + "Version": "2.0-4", + "Source": "Repository", + "Date": "2024-02-27", + "Title": "Delaunay Triangulation and Dirichlet (Voronoi) Tessellation", + "Author": "Rolf Turner", + "Maintainer": "Rolf Turner ", + "Depends": [ + "R (>= 3.5.0)" + ], + "Suggests": [ + "polyclip" + ], + "Imports": [ + "graphics", + "grDevices" + ], + "Description": "Calculates the Delaunay triangulation and the Dirichlet or Voronoi tessellation (with respect to the entire plane) of a planar point set. Plots triangulations and tessellations in various ways. Clips tessellations to sub-windows. Calculates perimeters of tessellations. Summarises information about the tiles of the tessellation.\tCalculates the centroidal Voronoi (Dirichlet) tessellation using Lloyd's algorithm.", + "LazyData": "true", + "ByteCompile": "true", + "License": "GPL (>= 2)", + "NeedsCompilation": "yes", + "Repository": "CRAN", + "Encoding": "UTF-8" + }, + "desc": { + "Package": "desc", + "Version": "1.4.3", + "Source": "Repository", + "Title": "Manipulate DESCRIPTION Files", + "Authors@R": "c( person(\"Gábor\", \"Csárdi\", , \"csardi.gabor@gmail.com\", role = c(\"aut\", \"cre\")), person(\"Kirill\", \"Müller\", role = \"aut\"), person(\"Jim\", \"Hester\", , \"james.f.hester@gmail.com\", role = \"aut\"), person(\"Maëlle\", \"Salmon\", role = \"ctb\", comment = c(ORCID = \"0000-0002-2815-0399\")), person(\"Posit Software, PBC\", role = c(\"cph\", \"fnd\")) )", + "Maintainer": "Gábor Csárdi ", + "Description": "Tools to read, write, create, and manipulate DESCRIPTION files. It is intended for packages that create or manipulate other packages.", + "License": "MIT + file LICENSE", + "URL": "https://desc.r-lib.org/, https://github.com/r-lib/desc", + "BugReports": "https://github.com/r-lib/desc/issues", + "Depends": [ + "R (>= 3.4)" + ], + "Imports": [ + "cli", + "R6", + "utils" + ], + "Suggests": [ + "callr", + "covr", + "gh", + "spelling", + "testthat", + "whoami", + "withr" + ], + "Config/Needs/website": "tidyverse/tidytemplate", + "Config/testthat/edition": "3", + "Encoding": "UTF-8", + "Language": "en-US", + "RoxygenNote": "7.2.3", + "Collate": "'assertions.R' 'authors-at-r.R' 'built.R' 'classes.R' 'collate.R' 'constants.R' 'deps.R' 'desc-package.R' 'description.R' 'encoding.R' 'find-package-root.R' 'latex.R' 'non-oo-api.R' 'package-archives.R' 'read.R' 'remotes.R' 'str.R' 'syntax_checks.R' 'urls.R' 'utils.R' 'validate.R' 'version.R'", + "NeedsCompilation": "no", + "Author": "Gábor Csárdi [aut, cre], Kirill Müller [aut], Jim Hester [aut], Maëlle Salmon [ctb] (), Posit Software, PBC [cph, fnd]", + "Repository": "CRAN" + }, + "digest": { + "Package": "digest", + "Version": "0.6.37", + "Source": "Repository", + "Authors@R": "c(person(\"Dirk\", \"Eddelbuettel\", role = c(\"aut\", \"cre\"), email = \"edd@debian.org\", comment = c(ORCID = \"0000-0001-6419-907X\")), person(\"Antoine\", \"Lucas\", role=\"ctb\"), person(\"Jarek\", \"Tuszynski\", role=\"ctb\"), person(\"Henrik\", \"Bengtsson\", role=\"ctb\", comment = c(ORCID = \"0000-0002-7579-5165\")), person(\"Simon\", \"Urbanek\", role=\"ctb\", comment = c(ORCID = \"0000-0003-2297-1732\")), person(\"Mario\", \"Frasca\", role=\"ctb\"), person(\"Bryan\", \"Lewis\", role=\"ctb\"), person(\"Murray\", \"Stokely\", role=\"ctb\"), person(\"Hannes\", \"Muehleisen\", role=\"ctb\"), person(\"Duncan\", \"Murdoch\", role=\"ctb\"), person(\"Jim\", \"Hester\", role=\"ctb\"), person(\"Wush\", \"Wu\", role=\"ctb\", comment = c(ORCID = \"0000-0001-5180-0567\")), person(\"Qiang\", \"Kou\", role=\"ctb\", comment = c(ORCID = \"0000-0001-6786-5453\")), person(\"Thierry\", \"Onkelinx\", role=\"ctb\", comment = c(ORCID = \"0000-0001-8804-4216\")), person(\"Michel\", \"Lang\", role=\"ctb\", comment = c(ORCID = \"0000-0001-9754-0393\")), person(\"Viliam\", \"Simko\", role=\"ctb\"), person(\"Kurt\", \"Hornik\", role=\"ctb\", comment = c(ORCID = \"0000-0003-4198-9911\")), person(\"Radford\", \"Neal\", role=\"ctb\", comment = c(ORCID = \"0000-0002-2473-3407\")), person(\"Kendon\", \"Bell\", role=\"ctb\", comment = c(ORCID = \"0000-0002-9093-8312\")), person(\"Matthew\", \"de Queljoe\", role=\"ctb\"), person(\"Dmitry\", \"Selivanov\", role=\"ctb\"), person(\"Ion\", \"Suruceanu\", role=\"ctb\"), person(\"Bill\", \"Denney\", role=\"ctb\"), person(\"Dirk\", \"Schumacher\", role=\"ctb\"), person(\"András\", \"Svraka\", role=\"ctb\"), person(\"Sergey\", \"Fedorov\", role=\"ctb\"), person(\"Will\", \"Landau\", role=\"ctb\", comment = c(ORCID = \"0000-0003-1878-3253\")), person(\"Floris\", \"Vanderhaeghe\", role=\"ctb\", comment = c(ORCID = \"0000-0002-6378-6229\")), person(\"Kevin\", \"Tappe\", role=\"ctb\"), person(\"Harris\", \"McGehee\", role=\"ctb\"), person(\"Tim\", \"Mastny\", role=\"ctb\"), person(\"Aaron\", \"Peikert\", role=\"ctb\", comment = c(ORCID = \"0000-0001-7813-818X\")), person(\"Mark\", \"van der Loo\", role=\"ctb\", comment = c(ORCID = \"0000-0002-9807-4686\")), person(\"Chris\", \"Muir\", role=\"ctb\", comment = c(ORCID = \"0000-0003-2555-3878\")), person(\"Moritz\", \"Beller\", role=\"ctb\", comment = c(ORCID = \"0000-0003-4852-0526\")), person(\"Sebastian\", \"Campbell\", role=\"ctb\"), person(\"Winston\", \"Chang\", role=\"ctb\", comment = c(ORCID = \"0000-0002-1576-2126\")), person(\"Dean\", \"Attali\", role=\"ctb\", comment = c(ORCID = \"0000-0002-5645-3493\")), person(\"Michael\", \"Chirico\", role=\"ctb\", comment = c(ORCID = \"0000-0003-0787-087X\")), person(\"Kevin\", \"Ushey\", role=\"ctb\"))", + "Date": "2024-08-19", + "Title": "Create Compact Hash Digests of R Objects", + "Description": "Implementation of a function 'digest()' for the creation of hash digests of arbitrary R objects (using the 'md5', 'sha-1', 'sha-256', 'crc32', 'xxhash', 'murmurhash', 'spookyhash', 'blake3', 'crc32c', 'xxh3_64', and 'xxh3_128' algorithms) permitting easy comparison of R language objects, as well as functions such as'hmac()' to create hash-based message authentication code. Please note that this package is not meant to be deployed for cryptographic purposes for which more comprehensive (and widely tested) libraries such as 'OpenSSL' should be used.", + "URL": "https://github.com/eddelbuettel/digest, https://dirk.eddelbuettel.com/code/digest.html", + "BugReports": "https://github.com/eddelbuettel/digest/issues", + "Depends": [ + "R (>= 3.3.0)" + ], + "Imports": [ + "utils" + ], + "License": "GPL (>= 2)", + "Suggests": [ + "tinytest", + "simplermarkdown" + ], + "VignetteBuilder": "simplermarkdown", + "Encoding": "UTF-8", + "NeedsCompilation": "yes", + "Author": "Dirk Eddelbuettel [aut, cre] (), Antoine Lucas [ctb], Jarek Tuszynski [ctb], Henrik Bengtsson [ctb] (), Simon Urbanek [ctb] (), Mario Frasca [ctb], Bryan Lewis [ctb], Murray Stokely [ctb], Hannes Muehleisen [ctb], Duncan Murdoch [ctb], Jim Hester [ctb], Wush Wu [ctb] (), Qiang Kou [ctb] (), Thierry Onkelinx [ctb] (), Michel Lang [ctb] (), Viliam Simko [ctb], Kurt Hornik [ctb] (), Radford Neal [ctb] (), Kendon Bell [ctb] (), Matthew de Queljoe [ctb], Dmitry Selivanov [ctb], Ion Suruceanu [ctb], Bill Denney [ctb], Dirk Schumacher [ctb], András Svraka [ctb], Sergey Fedorov [ctb], Will Landau [ctb] (), Floris Vanderhaeghe [ctb] (), Kevin Tappe [ctb], Harris McGehee [ctb], Tim Mastny [ctb], Aaron Peikert [ctb] (), Mark van der Loo [ctb] (), Chris Muir [ctb] (), Moritz Beller [ctb] (), Sebastian Campbell [ctb], Winston Chang [ctb] (), Dean Attali [ctb] (), Michael Chirico [ctb] (), Kevin Ushey [ctb]", + "Maintainer": "Dirk Eddelbuettel ", + "Repository": "CRAN" + }, + "doParallel": { + "Package": "doParallel", + "Version": "1.0.17", + "Source": "Repository", + "Type": "Package", + "Title": "Foreach Parallel Adaptor for the 'parallel' Package", + "Authors@R": "c(person(\"Folashade\", \"Daniel\", role=\"cre\", email=\"fdaniel@microsoft.com\"), person(\"Microsoft\", \"Corporation\", role=c(\"aut\", \"cph\")), person(\"Steve\", \"Weston\", role=\"aut\"), person(\"Dan\", \"Tenenbaum\", role=\"ctb\"))", + "Description": "Provides a parallel backend for the %dopar% function using the parallel package.", + "Depends": [ + "R (>= 2.14.0)", + "foreach (>= 1.2.0)", + "iterators (>= 1.0.0)", + "parallel", + "utils" + ], + "Suggests": [ + "caret", + "mlbench", + "rpart", + "RUnit" + ], + "Enhances": [ + "compiler" + ], + "License": "GPL-2", + "URL": "https://github.com/RevolutionAnalytics/doparallel", + "BugReports": "https://github.com/RevolutionAnalytics/doparallel/issues", + "NeedsCompilation": "no", + "Author": "Folashade Daniel [cre], Microsoft Corporation [aut, cph], Steve Weston [aut], Dan Tenenbaum [ctb]", + "Maintainer": "Folashade Daniel ", + "Repository": "RSPM", + "Encoding": "UTF-8" + }, + "dotCall64": { + "Package": "dotCall64", + "Version": "1.2", + "Source": "Repository", + "Type": "Package", + "Title": "Enhanced Foreign Function Interface Supporting Long Vectors", + "Date": "2024-10-03", + "Authors@R": "c(person(\"Kaspar\", \"Moesinger\", role = c(\"aut\"), email = \"kaspar.moesinger@gmail.com\"), person(\"Florian\", \"Gerber\", role = c(\"aut\"), email = \"flora.fauna.gerber@gmail.com\", comment = c(ORCID = \"0000-0001-8545-5263\")), person(\"Reinhard\", \"Furrer\", role = c(\"cre\", \"ctb\"), email = \"reinhard.furrer@uzh.ch\", comment = c(ORCID = \"0000-0002-6319-2332\")))", + "Description": "Provides .C64(), which is an enhanced version of .C() and .Fortran() from the foreign function interface. .C64() supports long vectors, arguments of type 64-bit integer, and provides a mechanism to avoid unnecessary copies of read-only and write-only arguments. This makes it a convenient and fast interface to C/C++ and Fortran code.", + "License": "GPL (>= 2)", + "URL": "https://git.math.uzh.ch/reinhard.furrer/dotCall64", + "BugReports": "https://git.math.uzh.ch/reinhard.furrer/dotCall64/-/issues", + "Depends": [ + "R (>= 4.0)" + ], + "Suggests": [ + "microbenchmark", + "RhpcBLASctl", + "RColorBrewer", + "roxygen2", + "spam", + "testthat" + ], + "Collate": "'vector_dc.R' 'dotCall64.R' 'zzz.R'", + "RoxygenNote": "7.2.3", + "NeedsCompilation": "yes", + "Author": "Kaspar Moesinger [aut], Florian Gerber [aut] (), Reinhard Furrer [cre, ctb] ()", + "Maintainer": "Reinhard Furrer ", + "Repository": "CRAN", + "Encoding": "UTF-8" + }, + "dplyr": { + "Package": "dplyr", + "Version": "1.1.4", + "Source": "Repository", + "Type": "Package", + "Title": "A Grammar of Data Manipulation", + "Authors@R": "c( person(\"Hadley\", \"Wickham\", , \"hadley@posit.co\", role = c(\"aut\", \"cre\"), comment = c(ORCID = \"0000-0003-4757-117X\")), person(\"Romain\", \"François\", role = \"aut\", comment = c(ORCID = \"0000-0002-2444-4226\")), person(\"Lionel\", \"Henry\", role = \"aut\"), person(\"Kirill\", \"Müller\", role = \"aut\", comment = c(ORCID = \"0000-0002-1416-3412\")), person(\"Davis\", \"Vaughan\", , \"davis@posit.co\", role = \"aut\", comment = c(ORCID = \"0000-0003-4777-038X\")), person(\"Posit Software, PBC\", role = c(\"cph\", \"fnd\")) )", + "Description": "A fast, consistent tool for working with data frame like objects, both in memory and out of memory.", + "License": "MIT + file LICENSE", + "URL": "https://dplyr.tidyverse.org, https://github.com/tidyverse/dplyr", + "BugReports": "https://github.com/tidyverse/dplyr/issues", + "Depends": [ + "R (>= 3.5.0)" + ], + "Imports": [ + "cli (>= 3.4.0)", + "generics", + "glue (>= 1.3.2)", + "lifecycle (>= 1.0.3)", + "magrittr (>= 1.5)", + "methods", + "pillar (>= 1.9.0)", + "R6", + "rlang (>= 1.1.0)", + "tibble (>= 3.2.0)", + "tidyselect (>= 1.2.0)", + "utils", + "vctrs (>= 0.6.4)" + ], + "Suggests": [ + "bench", + "broom", + "callr", + "covr", + "DBI", + "dbplyr (>= 2.2.1)", + "ggplot2", + "knitr", + "Lahman", + "lobstr", + "microbenchmark", + "nycflights13", + "purrr", + "rmarkdown", + "RMySQL", + "RPostgreSQL", + "RSQLite", + "stringi (>= 1.7.6)", + "testthat (>= 3.1.5)", + "tidyr (>= 1.3.0)", + "withr" + ], + "VignetteBuilder": "knitr", + "Config/Needs/website": "tidyverse, shiny, pkgdown, tidyverse/tidytemplate", + "Config/testthat/edition": "3", + "Encoding": "UTF-8", + "LazyData": "true", + "RoxygenNote": "7.2.3", + "NeedsCompilation": "yes", + "Author": "Hadley Wickham [aut, cre] (), Romain François [aut] (), Lionel Henry [aut], Kirill Müller [aut] (), Davis Vaughan [aut] (), Posit Software, PBC [cph, fnd]", + "Maintainer": "Hadley Wickham ", + "Repository": "CRAN" + }, + "dqrng": { + "Package": "dqrng", + "Version": "0.4.1", + "Source": "Repository", + "Type": "Package", + "Title": "Fast Pseudo Random Number Generators", + "Authors@R": "c( person(\"Ralf\", \"Stubner\", email = \"ralf.stubner@gmail.com\", role = c(\"aut\", \"cre\"), comment = c(ORCID = \"0009-0009-1908-106X\")), person(\"daqana GmbH\", role = \"cph\"), person(\"David Blackman\", role = \"cph\", comment = \"Xoroshiro / Xoshiro family\"), person(\"Melissa O'Neill\", email = \"oneill@pcg-random.org\", role = \"cph\", comment = \"PCG family\"), person(\"Sebastiano Vigna\", email = \"vigna@acm.org\", role = \"cph\", comment = \"Xoroshiro / Xoshiro family\"), person(\"Aaron\", \"Lun\", role=\"ctb\"), person(\"Kyle\", \"Butts\", role = \"ctb\", email = \"kyle.butts@colorado.edu\"), person(\"Henrik\", \"Sloot\", role = \"ctb\"), person(\"Philippe\", \"Grosjean\", role = c(\"ctb\"), comment = c(ORCID = \"0000-0002-2694-9471\")) )", + "Description": "Several fast random number generators are provided as C++ header only libraries: The PCG family by O'Neill (2014 ) as well as the Xoroshiro / Xoshiro family by Blackman and Vigna (2021 ). In addition fast functions for generating random numbers according to a uniform, normal and exponential distribution are included. The latter two use the Ziggurat algorithm originally proposed by Marsaglia and Tsang (2000, ). The fast sampling methods support unweighted sampling both with and without replacement. 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The goal of 'dtplyr' is to allow you to write 'dplyr' code that is automatically translated to the equivalent, but usually much faster, data.table code.", + "License": "MIT + file LICENSE", + "URL": "https://dtplyr.tidyverse.org, https://github.com/tidyverse/dtplyr", + "BugReports": "https://github.com/tidyverse/dtplyr/issues", + "Depends": [ + "R (>= 3.3)" + ], + "Imports": [ + "cli (>= 3.4.0)", + "data.table (>= 1.13.0)", + "dplyr (>= 1.1.0)", + "glue", + "lifecycle", + "rlang (>= 1.0.4)", + "tibble", + "tidyselect (>= 1.2.0)", + "vctrs (>= 0.4.1)" + ], + "Suggests": [ + "bench", + "covr", + "knitr", + "rmarkdown", + "testthat (>= 3.1.2)", + "tidyr (>= 1.1.0)", + "waldo (>= 0.3.1)" + ], + "VignetteBuilder": "knitr", + "Config/Needs/website": "tidyverse/tidytemplate", + "Config/testthat/edition": "3", + "Encoding": "UTF-8", + "RoxygenNote": "7.2.3", + "NeedsCompilation": "no", + "Author": "Hadley Wickham [cre, aut], Maximilian Girlich [aut], Mark Fairbanks [aut], Ryan Dickerson [aut], Posit Software, PBC [cph, fnd]", + "Maintainer": "Hadley Wickham ", + "Repository": "CRAN" + }, + "evaluate": { + "Package": "evaluate", + "Version": "1.0.4", + "Source": "Repository", + "Type": "Package", + "Title": "Parsing and Evaluation Tools that Provide More Details than the Default", + "Authors@R": "c( person(\"Hadley\", \"Wickham\", , \"hadley@posit.co\", role = c(\"aut\", \"cre\")), person(\"Yihui\", \"Xie\", role = \"aut\", comment = c(ORCID = \"0000-0003-0645-5666\")), person(\"Michael\", \"Lawrence\", role = \"ctb\"), person(\"Thomas\", \"Kluyver\", role = \"ctb\"), person(\"Jeroen\", \"Ooms\", role = \"ctb\"), person(\"Barret\", \"Schloerke\", role = \"ctb\"), person(\"Adam\", \"Ryczkowski\", role = \"ctb\"), person(\"Hiroaki\", \"Yutani\", role = \"ctb\"), person(\"Michel\", \"Lang\", role = \"ctb\"), person(\"Karolis\", \"Koncevičius\", role = \"ctb\"), person(\"Posit Software, PBC\", role = c(\"cph\", \"fnd\")) )", + "Description": "Parsing and evaluation tools that make it easy to recreate the command line behaviour of R.", + "License": "MIT + file LICENSE", + "URL": "https://evaluate.r-lib.org/, https://github.com/r-lib/evaluate", + "BugReports": "https://github.com/r-lib/evaluate/issues", + "Depends": [ + "R (>= 3.6.0)" + ], + "Suggests": [ + "callr", + "covr", + "ggplot2 (>= 3.3.6)", + "lattice", + "methods", + "pkgload", + "ragg (>= 1.4.0)", + "rlang (>= 1.1.5)", + "knitr", + "testthat (>= 3.0.0)", + "withr" + ], + "Config/Needs/website": "tidyverse/tidytemplate", + "Config/testthat/edition": "3", + "Encoding": "UTF-8", + "RoxygenNote": "7.3.2", + "NeedsCompilation": "no", + "Author": "Hadley Wickham [aut, cre], Yihui Xie [aut] (ORCID: ), Michael Lawrence [ctb], Thomas Kluyver [ctb], Jeroen Ooms [ctb], Barret Schloerke [ctb], Adam Ryczkowski [ctb], Hiroaki Yutani [ctb], Michel Lang [ctb], Karolis Koncevičius [ctb], Posit Software, PBC [cph, fnd]", + "Maintainer": "Hadley Wickham ", + "Repository": "RSPM" + }, + "farver": { + "Package": "farver", + "Version": "2.1.2", + "Source": "Repository", + "Type": "Package", + "Title": "High Performance Colour Space Manipulation", + "Authors@R": "c( person(\"Thomas Lin\", \"Pedersen\", , \"thomas.pedersen@posit.co\", role = c(\"cre\", \"aut\"), comment = c(ORCID = \"0000-0002-5147-4711\")), person(\"Berendea\", \"Nicolae\", role = \"aut\", comment = \"Author of the ColorSpace C++ library\"), person(\"Romain\", \"François\", , \"romain@purrple.cat\", role = \"aut\", comment = c(ORCID = \"0000-0002-2444-4226\")), person(\"Posit, PBC\", role = c(\"cph\", \"fnd\")) )", + "Description": "The encoding of colour can be handled in many different ways, using different colour spaces. As different colour spaces have different uses, efficient conversion between these representations are important. The 'farver' package provides a set of functions that gives access to very fast colour space conversion and comparisons implemented in C++, and offers speed improvements over the 'convertColor' function in the 'grDevices' package.", + "License": "MIT + file LICENSE", + "URL": "https://farver.data-imaginist.com, https://github.com/thomasp85/farver", + "BugReports": "https://github.com/thomasp85/farver/issues", + "Suggests": [ + "covr", + "testthat (>= 3.0.0)" + ], + "Config/testthat/edition": "3", + "Encoding": "UTF-8", + "RoxygenNote": "7.3.1", + "NeedsCompilation": "yes", + "Author": "Thomas Lin Pedersen [cre, aut] (), Berendea Nicolae [aut] (Author of the ColorSpace C++ library), Romain François [aut] (), Posit, PBC [cph, fnd]", + "Maintainer": "Thomas Lin Pedersen ", + "Repository": "CRAN" + }, + "fastDummies": { + "Package": "fastDummies", + "Version": "1.7.5", + "Source": "Repository", + "Type": "Package", + "Title": "Fast Creation of Dummy (Binary) Columns and Rows from Categorical Variables", + "Authors@R": "c( person(\"Jacob\", \"Kaplan\", email = \"jkkaplan6@gmail.com\", role = c(\"aut\", \"cre\"), comment = c(ORCID = \"0000-0002-0601-0387\")), person(\"Benjamin\", \"Schlegel\", email = \"kontakt@benjaminschlegl.ch\", role = \"ctb\"))", + "Description": "Creates dummy columns from columns that have categorical variables (character or factor types). You can also specify which columns to make dummies out of, or which columns to ignore. Also creates dummy rows from character, factor, and Date columns. This package provides a significant speed increase from creating dummy variables through model.matrix().", + "Depends": [ + "R (>= 2.10)" + ], + "Imports": [ + "data.table", + "tibble", + "stringr" + ], + "License": "MIT + file LICENSE", + "Encoding": "UTF-8", + "URL": "https://github.com/jacobkap/fastDummies, https://jacobkap.github.io/fastDummies/", + "BugReports": "https://github.com/jacobkap/fastDummies/issues", + "RoxygenNote": "7.3.2", + "Suggests": [ + "testthat (>= 2.1.0)", + "knitr", + "rmarkdown", + "covr", + "spelling" + ], + "VignetteBuilder": "knitr", + "Language": "en-US", + "NeedsCompilation": "no", + "Author": "Jacob Kaplan [aut, cre] (), Benjamin Schlegel [ctb]", + "Maintainer": "Jacob Kaplan ", + "Repository": "CRAN" + }, + "fastmap": { + "Package": "fastmap", + "Version": "1.2.0", + "Source": "Repository", + "Title": "Fast Data Structures", + "Authors@R": "c( person(\"Winston\", \"Chang\", email = \"winston@posit.co\", role = c(\"aut\", \"cre\")), person(given = \"Posit Software, PBC\", role = c(\"cph\", \"fnd\")), person(given = \"Tessil\", role = \"cph\", comment = \"hopscotch_map library\") )", + "Description": "Fast implementation of data structures, including a key-value store, stack, and queue. Environments are commonly used as key-value stores in R, but every time a new key is used, it is added to R's global symbol table, causing a small amount of memory leakage. This can be problematic in cases where many different keys are used. 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It can check if a background process is running; wait on a background process to finish; get the exit status of finished processes; kill background processes. It can read the standard output and error of the processes, using non-blocking connections. 'processx' can poll a process for standard output or error, with a timeout. 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In addition, there is a generator for one dimensional low-discrepancy sequence. The objective of this library to consolidate the distribution of the 'sitmo' (C++98 & C++11), 'threefry' and 'vandercorput' (C++11-only) engines on CRAN by enabling others to link to the header files inside of 'sitmo' instead of including a copy of each engine within their individual package. 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Peyton [ctb] (Fortran Cholesky routines), Joseph W.H. Liu [ctb] (Fortran Cholesky routines), Alan D. George [ctb] (Fortran Cholesky routines), Lehoucq B. Rich [ctb] (ARPACK), Maschhoff Kristi [ctb] (ARPACK), Sorensen C. Danny [ctb] (ARPACK), Yang Chao [ctb] (ARPACK)", + "Maintainer": "Reinhard Furrer ", + "Repository": "CRAN", + "Encoding": "UTF-8" + }, + "spatstat.data": { + "Package": "spatstat.data", + "Version": "3.1-6", + "Source": "Repository", + "Date": "2025-03-17", + "Title": "Datasets for 'spatstat' Family", + "Authors@R": "c(person(\"Adrian\", \"Baddeley\", role = c(\"aut\", \"cre\"), email = \"Adrian.Baddeley@curtin.edu.au\", comment = c(ORCID=\"0000-0001-9499-8382\")), person(\"Rolf\", \"Turner\", role = \"aut\", email=\"rolfturner@posteo.net\", comment=c(ORCID=\"0000-0001-5521-5218\")), person(\"Ege\", \"Rubak\", role = \"aut\", email = \"rubak@math.aau.dk\", comment=c(ORCID=\"0000-0002-6675-533X\")), person(\"W\", \"Aherne\", role=\"ctb\"), person(\"Freda\", \"Alexander\", role=\"ctb\"), person(\"Qi Wei\", \"Ang\", role=\"ctb\"), person(\"Sourav\", \"Banerjee\", role=\"ctb\"), person(\"Mark\", \"Berman\", role=\"ctb\"), person(\"R\", \"Bernhardt\", role=\"ctb\"), person(\"Thomas\", \"Berndtsen\", role=\"ctb\"), person(\"Andrew\", \"Bevan\", role=\"ctb\"), person(\"Jeffrey\", \"Betts\", role=\"ctb\"), person(\"Ray\", \"Cartwright\", role=\"ctb\"), person(\"Lucia\", \"Cobo Sanchez\", role=\"ctb\"), person(\"Richard\", \"Condit\", role=\"ctb\"), person(\"Francis\", \"Crick\", role=\"ctb\"), person(\"Marcelino\", \"de la Cruz Rot\", role=\"ctb\"), person(\"Jack\", \"Cuzick\", role=\"ctb\"), person(\"Tilman\", \"Davies\", role=\"ctb\"), person(\"Peter\", \"Diggle\", role=\"ctb\"), person(\"Michael\", \"Drinkwater\", role=\"ctb\"), person(\"Stephen\", \"Eglen\", role=\"ctb\"), person(\"Robert\", \"Edwards\", role=\"ctb\"), person(\"Johannes\", \"Elias\", role=\"ctb\"), person(\"AE\", \"Esler\", role=\"ctb\"), person(\"Gregory\", \"Evans\", role=\"ctb\"), person(\"Bernard\", \"Fingleton\", role=\"ctb\"), person(\"Olivier\", \"Flores\", role=\"ctb\"), person(\"David\", \"Ford\", role=\"ctb\"), person(\"Robin\", \"Foster\", role=\"ctb\"), person(\"Janet\", \"Franklin\", role=\"ctb\"), person(\"Neba\", \"Funwi-Gabga\", role=\"ctb\"), person(\"DJ\", \"Gerrard\", role=\"ctb\"), person(\"Andy\", \"Green\", role=\"ctb\"), person(\"Tim\", \"Griffin\", role=\"ctb\"), person(\"Ute\", \"Hahn\", role=\"ctb\"), person(\"RD\", \"Harkness\", role=\"ctb\"), person(\"Arthur\", \"Hickman\", role=\"ctb\"), person(\"Stephen\", \"Hubbell\", role=\"ctb\"), person(\"Austin\", \"Hughes\", role=\"ctb\"), person(\"Jonathan\", \"Huntington\", role=\"ctb\"), person(\"MJ\", \"Hutchings\", role=\"ctb\"), person(\"Jackie\", \"Inwald\", role=\"ctb\"), person(\"Valerie\", \"Isham\", role=\"ctb\"), person(\"Aruna\", \"Jammalamadaka\", role=\"ctb\"), person(\"Carl\", \"Knox-Robinson\", role=\"ctb\"), person(\"Mahdieh\", \"Khanmohammadi\", role=\"ctb\"), person(\"Tero\", \"Kokkila\", role=\"ctb\"), person(\"Bas\", \"Kooijman\", role=\"ctb\"), person(\"Kenneth\", \"Kosik\", role=\"ctb\"), person(\"Peter\", \"Kovesi\", role=\"ctb\"), person(\"Lily\", \"Kozmian-Ledward\", role=\"ctb\"), person(\"Robert\", \"Lamb\", role=\"ctb\"), person(\"NA\", \"Laskurain\", role=\"ctb\"), person(\"George\", \"Leser\", role=\"ctb\"), person(\"Marie-Colette\", \"van Lieshout\", role=\"ctb\"), person(\"AF\", \"Mark\", role=\"ctb\"), person(\"Sebastian\", \"Meyer\", role=\"ctb\"), person(\"Jorge\", \"Mateu\", role=\"ctb\"), person(\"Annikki\", \"Makela\", role=\"ctb\"), person(\"Enrique\", \"Miranda\", role=\"ctb\"), person(\"Nicoletta\", \"Nava\", role=\"ctb\"), person(\"M\", \"Numata\", role=\"ctb\"), person(\"Matti\", \"Nummelin\", role=\"ctb\"), person(\"Jens Randel\", \"Nyengaard\", role=\"ctb\"), person(\"Yosihiko\", \"Ogata\", role=\"ctb\"), person(\"Si\", \"Palmer\", role=\"ctb\"), person(\"Antti\", \"Penttinen\", role=\"ctb\"), person(\"Sandra\", \"Pereira\", role=\"ctb\"), person(\"Nicolas\", \"Picard\", role=\"ctb\"), person(\"William\", \"Platt\", role=\"ctb\"), person(\"Stephen\", \"Rathbun\", role=\"ctb\"), person(\"Brian\", \"Ripley\", role=\"ctb\"), person(\"Roger\", \"Sainsbury\", role=\"ctb\"), person(\"Dietrich\", \"Stoyan\", role=\"ctb\"), person(\"David\", \"Strauss\", role=\"ctb\"), person(\"L\", \"Strand\", role=\"ctb\"), person(\"Masaharu\", \"Tanemura\", role=\"ctb\"), person(\"Graham\", \"Upton\", role=\"ctb\"), person(\"Bill\", \"Venables\", role=\"ctb\"), person(\"Ulrich\", \"Vogel\", role=\"ctb\"), person(\"Sasha\", \"Voss\", role=\"ctb\"), person(\"Rasmus\", \"Waagepetersen\", role=\"ctb\"), person(\"Keith\", \"Watkins\", role=\"ctb\"), person(\"H\", \"Wendrock\", role=\"ctb\") )", + "Maintainer": "Adrian Baddeley ", + "Depends": [ + "R (>= 3.5.0)" + ], + "Imports": [ + "spatstat.utils (>= 3.1-2)", + "Matrix" + ], + "Suggests": [ + "spatstat.geom", + "spatstat.random", + "spatstat.explore", + "spatstat.model", + "spatstat.linnet" + ], + "Description": "Contains all the datasets for the 'spatstat' family of packages.", + "License": "GPL (>= 2)", + "URL": "http://spatstat.org/", + "LazyData": "true", + "NeedsCompilation": "no", + "ByteCompile": "true", + "BugReports": "https://github.com/spatstat/spatstat.data/issues", + "Author": "Adrian Baddeley [aut, cre] (), Rolf Turner [aut] (), Ege Rubak [aut] (), W Aherne [ctb], Freda Alexander [ctb], Qi Wei Ang [ctb], Sourav Banerjee [ctb], Mark Berman [ctb], R Bernhardt [ctb], Thomas Berndtsen [ctb], Andrew Bevan [ctb], Jeffrey Betts [ctb], Ray Cartwright [ctb], Lucia Cobo Sanchez [ctb], Richard Condit [ctb], Francis Crick [ctb], Marcelino de la Cruz Rot [ctb], Jack Cuzick [ctb], Tilman Davies [ctb], Peter Diggle [ctb], Michael Drinkwater [ctb], Stephen Eglen [ctb], Robert Edwards [ctb], Johannes Elias [ctb], AE Esler [ctb], Gregory Evans [ctb], Bernard Fingleton [ctb], Olivier Flores [ctb], David Ford [ctb], Robin Foster [ctb], Janet Franklin [ctb], Neba Funwi-Gabga [ctb], DJ Gerrard [ctb], Andy Green [ctb], Tim Griffin [ctb], Ute Hahn [ctb], RD Harkness [ctb], Arthur Hickman [ctb], Stephen Hubbell [ctb], Austin Hughes [ctb], Jonathan Huntington [ctb], MJ Hutchings [ctb], Jackie Inwald [ctb], Valerie Isham [ctb], Aruna Jammalamadaka [ctb], Carl Knox-Robinson [ctb], Mahdieh Khanmohammadi [ctb], Tero Kokkila [ctb], Bas Kooijman [ctb], Kenneth Kosik [ctb], Peter Kovesi [ctb], Lily Kozmian-Ledward [ctb], Robert Lamb [ctb], NA Laskurain [ctb], George Leser [ctb], Marie-Colette van Lieshout [ctb], AF Mark [ctb], Sebastian Meyer [ctb], Jorge Mateu [ctb], Annikki Makela [ctb], Enrique Miranda [ctb], Nicoletta Nava [ctb], M Numata [ctb], Matti Nummelin [ctb], Jens Randel Nyengaard [ctb], Yosihiko Ogata [ctb], Si Palmer [ctb], Antti Penttinen [ctb], Sandra Pereira [ctb], Nicolas Picard [ctb], William Platt [ctb], Stephen Rathbun [ctb], Brian Ripley [ctb], Roger Sainsbury [ctb], Dietrich Stoyan [ctb], David Strauss [ctb], L Strand [ctb], Masaharu Tanemura [ctb], Graham Upton [ctb], Bill Venables [ctb], Ulrich Vogel [ctb], Sasha Voss [ctb], Rasmus Waagepetersen [ctb], Keith Watkins [ctb], H Wendrock [ctb]", + "Repository": "CRAN", + "Encoding": "UTF-8" + }, + "spatstat.explore": { + "Package": "spatstat.explore", + "Version": "3.5-2", + "Source": "Repository", + "Date": "2025-07-22", + "Title": "Exploratory Data Analysis for the 'spatstat' Family", + "Authors@R": "c(person(\"Adrian\", \"Baddeley\", role = c(\"aut\", \"cre\", \"cph\"), email = \"Adrian.Baddeley@curtin.edu.au\", comment = c(ORCID=\"0000-0001-9499-8382\")), person(\"Rolf\", \"Turner\", role = c(\"aut\", \"cph\"), email=\"rolfturner@posteo.net\", comment=c(ORCID=\"0000-0001-5521-5218\")), person(\"Ege\", \"Rubak\", role = c(\"aut\", \"cph\"), email = \"rubak@math.aau.dk\", comment=c(ORCID=\"0000-0002-6675-533X\")), person(\"Kasper\", \"Klitgaard Berthelsen\", role = \"ctb\"), person(\"Warick\", \"Brown\", role = \"cph\"), person(\"Achmad\", \"Choiruddin\", role = \"ctb\"), person(\"Ya-Mei\", \"Chang\", role = \"ctb\"), person(\"Jean-Francois\", \"Coeurjolly\", role = \"ctb\"), person(\"Ottmar\", \"Cronie\", role = \"ctb\"), person(\"Tilman\", \"Davies\", role = c(\"ctb\", \"cph\")), person(\"Julian\", \"Gilbey\", role = \"ctb\"), person(\"Jonatan\", \"Gonzalez\", role = \"ctb\"), person(\"Yongtao\", \"Guan\", role = \"ctb\"), person(\"Ute\", \"Hahn\", role = \"ctb\"), person(\"Martin\", \"Hazelton\", role = \"ctb\"), person(\"Kassel\", \"Hingee\", role = c(\"ctb\", \"cph\")), person(\"Abdollah\", \"Jalilian\", role = \"ctb\"), person(\"Frederic\", \"Lavancier\", role = \"ctb\"), person(\"Marie-Colette\", \"van Lieshout\", role = c(\"ctb\", \"cph\")), person(\"Greg\", \"McSwiggan\", role = \"ctb\"), person(\"Robin K\", \"Milne\", role = \"cph\"), person(\"Tuomas\", \"Rajala\", role = \"ctb\"), person(\"Suman\", \"Rakshit\", role = c(\"ctb\", \"cph\")), person(\"Dominic\", \"Schuhmacher\", role = \"ctb\"), person(\"Rasmus\", \"Plenge Waagepetersen\", role = \"ctb\"), person(\"Hangsheng\", \"Wang\", role = \"ctb\"), person(\"Tingting\", \"Zhan\", role=\"ctb\"))", + "Maintainer": "Adrian Baddeley ", + "Depends": [ + "R (>= 3.5.0)", + "spatstat.data (>= 3.1-2)", + "spatstat.univar (>= 3.1-4)", + "spatstat.geom (>= 3.5-0)", + "spatstat.random (>= 3.4)", + "stats", + "graphics", + "grDevices", + "utils", + "methods", + "nlme" + ], + "Imports": [ + "spatstat.utils (>= 3.1-5)", + "spatstat.sparse (>= 3.1-0)", + "goftest (>= 1.2-2)", + "Matrix", + "abind" + ], + "Suggests": [ + "sm", + "gsl", + "locfit", + "spatial", + "fftwtools (>= 0.9-8)", + "spatstat.linnet (>= 3.2-1)", + "spatstat.model (>= 3.3-1)", + "spatstat (>= 3.3)" + ], + "Description": "Functionality for exploratory data analysis and nonparametric analysis of spatial data, mainly spatial point patterns, in the 'spatstat' family of packages. (Excludes analysis of spatial data on a linear network, which is covered by the separate package 'spatstat.linnet'.) Methods include quadrat counts, K-functions and their simulation envelopes, nearest neighbour distance and empty space statistics, Fry plots, pair correlation function, kernel smoothed intensity, relative risk estimation with cross-validated bandwidth selection, mark correlation functions, segregation indices, mark dependence diagnostics, and kernel estimates of covariate effects. Formal hypothesis tests of random pattern (chi-squared, Kolmogorov-Smirnov, Monte Carlo, Diggle-Cressie-Loosmore-Ford, Dao-Genton, two-stage Monte Carlo) and tests for covariate effects (Cox-Berman-Waller-Lawson, Kolmogorov-Smirnov, ANOVA) are also supported.", + "License": "GPL (>= 2)", + "URL": "http://spatstat.org/", + "NeedsCompilation": "yes", + "ByteCompile": "true", + "BugReports": "https://github.com/spatstat/spatstat.explore/issues", + "Author": "Adrian Baddeley [aut, cre, cph] (ORCID: ), Rolf Turner [aut, cph] (ORCID: ), Ege Rubak [aut, cph] (ORCID: ), Kasper Klitgaard Berthelsen [ctb], Warick Brown [cph], Achmad Choiruddin [ctb], Ya-Mei Chang [ctb], Jean-Francois Coeurjolly [ctb], Ottmar Cronie [ctb], Tilman Davies [ctb, cph], Julian Gilbey [ctb], Jonatan Gonzalez [ctb], Yongtao Guan [ctb], Ute Hahn [ctb], Martin Hazelton [ctb], Kassel Hingee [ctb, cph], Abdollah Jalilian [ctb], Frederic Lavancier [ctb], Marie-Colette van Lieshout [ctb, cph], Greg McSwiggan [ctb], Robin K Milne [cph], Tuomas Rajala [ctb], Suman Rakshit [ctb, cph], Dominic Schuhmacher [ctb], Rasmus Plenge Waagepetersen [ctb], Hangsheng Wang [ctb], Tingting Zhan [ctb]", + "Repository": "RSPM", + "Encoding": "UTF-8" + }, + "spatstat.geom": { + "Package": "spatstat.geom", + "Version": "3.5-0", + "Source": "Repository", + "Date": "2025-07-20", + "Title": "Geometrical Functionality of the 'spatstat' Family", + "Authors@R": "c(person(\"Adrian\", \"Baddeley\", role = c(\"aut\", \"cre\", \"cph\"), email = \"Adrian.Baddeley@curtin.edu.au\", comment = c(ORCID=\"0000-0001-9499-8382\")), person(\"Rolf\", \"Turner\", role = c(\"aut\", \"cph\"), email=\"rolfturner@posteo.net\", comment=c(ORCID=\"0000-0001-5521-5218\")), person(\"Ege\", \"Rubak\", role = c(\"aut\", \"cph\"), email = \"rubak@math.aau.dk\", comment=c(ORCID=\"0000-0002-6675-533X\")), person(\"Warick\", \"Brown\" , role = \"ctb\"), person(\"Tilman\", \"Davies\", role = \"ctb\"), person(\"Ute\", \"Hahn\", role = \"ctb\"), person(\"Martin\", \"Hazelton\", role = \"ctb\"), person(\"Abdollah\", \"Jalilian\", role = \"ctb\"), person(\"Greg\", \"McSwiggan\", role = c(\"ctb\", \"cph\")), person(\"Sebastian\", \"Meyer\", role = c(\"ctb\", \"cph\")), person(\"Jens\", \"Oehlschlaegel\", role = c(\"ctb\", \"cph\")), person(\"Suman\", \"Rakshit\", role = \"ctb\"), person(\"Dominic\", \"Schuhmacher\", role = \"ctb\"), person(\"Rasmus\", \"Waagepetersen\", role = \"ctb\"))", + "Maintainer": "Adrian Baddeley ", + "Depends": [ + "R (>= 3.5.0)", + "spatstat.data (>= 3.1)", + "spatstat.univar (>= 3.1-4)", + "stats", + "graphics", + "grDevices", + "utils", + "methods" + ], + "Imports": [ + "spatstat.utils (>= 3.1-5)", + "deldir (>= 1.0-2)", + "polyclip (>= 1.10)" + ], + "Suggests": [ + "spatstat.random (>= 3.4)", + "spatstat.explore (>= 3.4)", + "spatstat.model (>= 3.3)", + "spatstat.linnet (>= 3.2)", + "spatial", + "fftwtools (>= 0.9-8)", + "spatstat (>= 3.3)" + ], + "Description": "Defines spatial data types and supports geometrical operations on them. Data types include point patterns, windows (domains), pixel images, line segment patterns, tessellations and hyperframes. Capabilities include creation and manipulation of data (using command line or graphical interaction), plotting, geometrical operations (rotation, shift, rescale, affine transformation), convex hull, discretisation and pixellation, Dirichlet tessellation, Delaunay triangulation, pairwise distances, nearest-neighbour distances, distance transform, morphological operations (erosion, dilation, closing, opening), quadrat counting, geometrical measurement, geometrical covariance, colour maps, calculus on spatial domains, Gaussian blur, level sets of images, transects of images, intersections between objects, minimum distance matching. (Excludes spatial data on a network, which are supported by the package 'spatstat.linnet'.)", + "License": "GPL (>= 2)", + "URL": "http://spatstat.org/", + "NeedsCompilation": "yes", + "ByteCompile": "true", + "BugReports": "https://github.com/spatstat/spatstat.geom/issues", + "Author": "Adrian Baddeley [aut, cre, cph] (ORCID: ), Rolf Turner [aut, cph] (ORCID: ), Ege Rubak [aut, cph] (ORCID: ), Warick Brown [ctb], Tilman Davies [ctb], Ute Hahn [ctb], Martin Hazelton [ctb], Abdollah Jalilian [ctb], Greg McSwiggan [ctb, cph], Sebastian Meyer [ctb, cph], Jens Oehlschlaegel [ctb, cph], Suman Rakshit [ctb], Dominic Schuhmacher [ctb], Rasmus Waagepetersen [ctb]", + "Repository": "RSPM", + "Encoding": "UTF-8" + }, + "spatstat.random": { + "Package": "spatstat.random", + "Version": "3.4-1", + "Source": "Repository", + "Date": "2025-05-20", + "Title": "Random Generation Functionality for the 'spatstat' Family", + "Authors@R": "c(person(\"Adrian\", \"Baddeley\", role = c(\"aut\", \"cre\", \"cph\"), email = \"Adrian.Baddeley@curtin.edu.au\", comment = c(ORCID=\"0000-0001-9499-8382\")), person(\"Rolf\", \"Turner\", role = c(\"aut\", \"cph\"), email=\"rolfturner@posteo.net\", comment=c(ORCID=\"0000-0001-5521-5218\")), person(\"Ege\", \"Rubak\", role = c(\"aut\", \"cph\"), email = \"rubak@math.aau.dk\", comment=c(ORCID=\"0000-0002-6675-533X\")), person(\"Tilman\", \"Davies\", role = c(\"aut\", \"cph\"), comment=c(ORCID=\"0000-0003-0565-1825\")), person(\"Kasper\", \"Klitgaard Berthelsen\", role = c(\"ctb\", \"cph\")), person(\"David\", \"Bryant\", role = c(\"ctb\", \"cph\")), person(\"Ya-Mei\", \"Chang\", role = c(\"ctb\", \"cph\"), email = \"yamei628@gmail.com\"), person(\"Ute\", \"Hahn\", role = \"ctb\"), person(\"Abdollah\", \"Jalilian\", role = \"ctb\"), person(\"Dominic\", \"Schuhmacher\", role = c(\"ctb\", \"cph\")), person(\"Rasmus\", \"Plenge Waagepetersen\", role = c(\"ctb\", \"cph\")))", + "Maintainer": "Adrian Baddeley ", + "Depends": [ + "R (>= 3.5.0)", + "spatstat.data (>= 3.1)", + "spatstat.univar (>= 3.1)", + "spatstat.geom (>= 3.3-6)", + "stats", + "utils", + "methods", + "grDevices" + ], + "Imports": [ + "spatstat.utils (>= 3.1-4)" + ], + "Suggests": [ + "spatial", + "spatstat.linnet (>= 3.2)", + "spatstat.explore", + "spatstat.model", + "spatstat (>= 3.3)", + "gsl" + ], + "Description": "Functionality for random generation of spatial data in the 'spatstat' family of packages. Generates random spatial patterns of points according to many simple rules (complete spatial randomness, Poisson, binomial, random grid, systematic, cell), randomised alteration of patterns (thinning, random shift, jittering), simulated realisations of random point processes including simple sequential inhibition, Matern inhibition models, Neyman-Scott cluster processes (using direct, Brix-Kendall, or hybrid algorithms), log-Gaussian Cox processes, product shot noise cluster processes and Gibbs point processes (using Metropolis-Hastings birth-death-shift algorithm, alternating Gibbs sampler, or coupling-from-the-past perfect simulation). Also generates random spatial patterns of line segments, random tessellations, and random images (random noise, random mosaics). Excludes random generation on a linear network, which is covered by the separate package 'spatstat.linnet'.", + "License": "GPL (>= 2)", + "URL": "http://spatstat.org/", + "NeedsCompilation": "yes", + "ByteCompile": "true", + "BugReports": "https://github.com/spatstat/spatstat.random/issues", + "Author": "Adrian Baddeley [aut, cre, cph] (ORCID: ), Rolf Turner [aut, cph] (ORCID: ), Ege Rubak [aut, cph] (ORCID: ), Tilman Davies [aut, cph] (ORCID: ), Kasper Klitgaard Berthelsen [ctb, cph], David Bryant [ctb, cph], Ya-Mei Chang [ctb, cph], Ute Hahn [ctb], Abdollah Jalilian [ctb], Dominic Schuhmacher [ctb, cph], Rasmus Plenge Waagepetersen [ctb, cph]", + "Repository": "CRAN", + "Encoding": "UTF-8" + }, + "spatstat.sparse": { + "Package": "spatstat.sparse", + "Version": "3.1-0", + "Source": "Repository", + "Date": "2024-06-21", + "Title": "Sparse Three-Dimensional Arrays and Linear Algebra Utilities", + "Authors@R": "c(person(\"Adrian\", \"Baddeley\", role = c(\"aut\", \"cre\", \"cph\"), email = \"Adrian.Baddeley@curtin.edu.au\", comment = c(ORCID=\"0000-0001-9499-8382\")), person(\"Rolf\", \"Turner\", role = c(\"aut\", \"cph\"), email=\"rolfturner@posteo.net\", comment=c(ORCID=\"0000-0001-5521-5218\")), person(\"Ege\", \"Rubak\", role = c(\"aut\", \"cph\"), email = \"rubak@math.aau.dk\", comment=c(ORCID=\"0000-0002-6675-533X\")))", + "Maintainer": "Adrian Baddeley ", + "Depends": [ + "R (>= 3.5.0)", + "stats", + "utils", + "methods", + "Matrix", + "abind", + "tensor" + ], + "Imports": [ + "spatstat.utils (>= 3.0-5)" + ], + "Description": "Defines sparse three-dimensional arrays and supports standard operations on them. The package also includes utility functions for matrix calculations that are common in statistics, such as quadratic forms.", + "License": "GPL (>= 2)", + "URL": "http://spatstat.org/", + "NeedsCompilation": "yes", + "ByteCompile": "true", + "BugReports": "https://github.com/spatstat/spatstat.sparse/issues", + "Author": "Adrian Baddeley [aut, cre, cph] (), Rolf Turner [aut, cph] (), Ege Rubak [aut, cph] ()", + "Repository": "CRAN", + "Encoding": "UTF-8" + }, + "spatstat.univar": { + "Package": "spatstat.univar", + "Version": "3.1-4", + "Source": "Repository", + "Date": "2025-07-13", + "Title": "One-Dimensional Probability Distribution Support for the 'spatstat' Family", + "Authors@R": "c(person(\"Adrian\", \"Baddeley\", role = c(\"aut\", \"cre\", \"cph\"), email = \"Adrian.Baddeley@curtin.edu.au\", comment = c(ORCID=\"0000-0001-9499-8382\")), person(c(\"Tilman\", \"M.\"), \"Davies\", role = c(\"aut\", \"ctb\", \"cph\"), email = \"Tilman.Davies@otago.ac.nz\", comment = c(ORCID=\"0000-0003-0565-1825\")), person(c(\"Martin\", \"L.\"), \"Hazelton\", role = c(\"aut\", \"ctb\", \"cph\"), email = \"Martin.Hazelton@otago.ac.nz\", comment = c(ORCID=\"0000-0001-7831-725X\")), person(\"Ege\", \"Rubak\", role = c(\"aut\", \"cph\"), email = \"rubak@math.aau.dk\", comment=c(ORCID=\"0000-0002-6675-533X\")), person(\"Rolf\", \"Turner\", role = c(\"aut\", \"cph\"), email=\"rolfturner@posteo.net\", comment=c(ORCID=\"0000-0001-5521-5218\")), person(\"Greg\", \"McSwiggan\", role = c(\"ctb\", \"cph\")))", + "Maintainer": "Adrian Baddeley ", + "Depends": [ + "R (>= 3.5.0)", + "stats" + ], + "Imports": [ + "spatstat.utils (>= 3.1-2)", + "graphics" + ], + "Description": "Estimation of one-dimensional probability distributions including kernel density estimation, weighted empirical cumulative distribution functions, Kaplan-Meier and reduced-sample estimators for right-censored data, heat kernels, kernel properties, quantiles and integration.", + "License": "GPL (>= 2)", + "URL": "http://spatstat.org/", + "NeedsCompilation": "yes", + "ByteCompile": "true", + "BugReports": "https://github.com/spatstat/spatstat.univar/issues", + "Author": "Adrian Baddeley [aut, cre, cph] (ORCID: ), Tilman M. Davies [aut, ctb, cph] (ORCID: ), Martin L. 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The color maps are also perceptually-uniform, both in regular form and also when converted to black-and-white for printing. This is the 'lite' version of the 'viridis' package that also contains 'ggplot2' bindings for discrete and continuous color and fill scales and can be found at .", + "License": "MIT + file LICENSE", + "Encoding": "UTF-8", + "Depends": [ + "R (>= 2.10)" + ], + "Suggests": [ + "hexbin (>= 1.27.0)", + "ggplot2 (>= 1.0.1)", + "testthat", + "covr" + ], + "URL": "https://sjmgarnier.github.io/viridisLite/, https://github.com/sjmgarnier/viridisLite/", + "BugReports": "https://github.com/sjmgarnier/viridisLite/issues/", + "RoxygenNote": "7.2.3", + "NeedsCompilation": "no", + "Author": "Simon Garnier [aut, cre], Noam Ross [ctb, cph], Bob Rudis [ctb, cph], Marco Sciaini [ctb, cph], Antônio Pedro Camargo [ctb, cph], Cédric Scherer [ctb, cph]", + "Repository": "CRAN" + }, + "vroom": { + "Package": "vroom", + "Version": "1.6.5", + "Source": "Repository", + "Title": "Read and Write Rectangular Text Data Quickly", + "Authors@R": "c( person(\"Jim\", \"Hester\", role = \"aut\", comment = c(ORCID = \"0000-0002-2739-7082\")), person(\"Hadley\", \"Wickham\", , \"hadley@posit.co\", role = \"aut\", comment = c(ORCID = \"0000-0003-4757-117X\")), person(\"Jennifer\", \"Bryan\", , \"jenny@posit.co\", role = c(\"aut\", \"cre\"), comment = c(ORCID = \"0000-0002-6983-2759\")), person(\"Shelby\", \"Bearrows\", role = \"ctb\"), person(\"https://github.com/mandreyel/\", role = \"cph\", comment = \"mio library\"), person(\"Jukka\", \"Jylänki\", role = \"cph\", comment = \"grisu3 implementation\"), person(\"Mikkel\", \"Jørgensen\", role = \"cph\", comment = \"grisu3 implementation\"), person(\"Posit Software, PBC\", role = c(\"cph\", \"fnd\")) )", + "Description": "The goal of 'vroom' is to read and write data (like 'csv', 'tsv' and 'fwf') quickly. 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Also supports XML schema validation; for 'XSLT' transformations see the 'xslt' package.", + "License": "MIT + file LICENSE", + "URL": "https://xml2.r-lib.org, https://r-lib.r-universe.dev/xml2", + "BugReports": "https://github.com/r-lib/xml2/issues", + "Depends": [ + "R (>= 3.6.0)" + ], + "Imports": [ + "cli", + "methods", + "rlang (>= 1.1.0)" + ], + "Suggests": [ + "covr", + "curl", + "httr", + "knitr", + "magrittr", + "mockery", + "rmarkdown", + "testthat (>= 3.2.0)", + "xslt" + ], + "VignetteBuilder": "knitr", + "Config/Needs/website": "tidyverse/tidytemplate", + "Encoding": "UTF-8", + "RoxygenNote": "7.2.3", + "SystemRequirements": "libxml2: libxml2-dev (deb), libxml2-devel (rpm)", + "Collate": "'S4.R' 'as_list.R' 'xml_parse.R' 'as_xml_document.R' 'classes.R' 'format.R' 'import-standalone-obj-type.R' 'import-standalone-purrr.R' 'import-standalone-types-check.R' 'init.R' 'nodeset_apply.R' 'paths.R' 'utils.R' 'xml2-package.R' 'xml_attr.R' 'xml_children.R' 'xml_document.R' 'xml_find.R' 'xml_missing.R' 'xml_modify.R' 'xml_name.R' 'xml_namespaces.R' 'xml_node.R' 'xml_nodeset.R' 'xml_path.R' 'xml_schema.R' 'xml_serialize.R' 'xml_structure.R' 'xml_text.R' 'xml_type.R' 'xml_url.R' 'xml_write.R' 'zzz.R'", + "Config/testthat/edition": "3", + "NeedsCompilation": "yes", + "Author": "Hadley Wickham [aut], Jim Hester [aut], Jeroen Ooms [aut, cre], Posit Software, PBC [cph, fnd], R Foundation [ctb] (Copy of R-project homepage cached as example)", + "Maintainer": "Jeroen Ooms ", + "Repository": "CRAN" + }, + "xtable": { + "Package": "xtable", + "Version": "1.8-4", + "Source": "Repository", + "Date": "2019-04-08", + "Title": "Export Tables to LaTeX or HTML", + "Authors@R": "c(person(\"David B.\", \"Dahl\", role=\"aut\"), person(\"David\", \"Scott\", role=c(\"aut\",\"cre\"), email=\"d.scott@auckland.ac.nz\"), person(\"Charles\", \"Roosen\", role=\"aut\"), person(\"Arni\", \"Magnusson\", role=\"aut\"), person(\"Jonathan\", \"Swinton\", role=\"aut\"), person(\"Ajay\", \"Shah\", role=\"ctb\"), person(\"Arne\", \"Henningsen\", role=\"ctb\"), person(\"Benno\", \"Puetz\", role=\"ctb\"), person(\"Bernhard\", \"Pfaff\", role=\"ctb\"), person(\"Claudio\", \"Agostinelli\", role=\"ctb\"), person(\"Claudius\", \"Loehnert\", role=\"ctb\"), person(\"David\", \"Mitchell\", role=\"ctb\"), person(\"David\", \"Whiting\", role=\"ctb\"), person(\"Fernando da\", \"Rosa\", role=\"ctb\"), person(\"Guido\", \"Gay\", role=\"ctb\"), person(\"Guido\", \"Schulz\", role=\"ctb\"), person(\"Ian\", \"Fellows\", role=\"ctb\"), person(\"Jeff\", \"Laake\", role=\"ctb\"), person(\"John\", \"Walker\", role=\"ctb\"), person(\"Jun\", \"Yan\", role=\"ctb\"), person(\"Liviu\", \"Andronic\", role=\"ctb\"), person(\"Markus\", \"Loecher\", role=\"ctb\"), person(\"Martin\", \"Gubri\", role=\"ctb\"), person(\"Matthieu\", \"Stigler\", role=\"ctb\"), person(\"Robert\", \"Castelo\", role=\"ctb\"), person(\"Seth\", \"Falcon\", role=\"ctb\"), person(\"Stefan\", \"Edwards\", role=\"ctb\"), person(\"Sven\", \"Garbade\", role=\"ctb\"), person(\"Uwe\", \"Ligges\", role=\"ctb\"))", + "Maintainer": "David Scott ", + "Imports": [ + "stats", + "utils" + ], + "Suggests": [ + "knitr", + "plm", + "zoo", + "survival" + ], + "VignetteBuilder": "knitr", + "Description": "Coerce data to LaTeX and HTML tables.", + "URL": "http://xtable.r-forge.r-project.org/", + "Depends": [ + "R (>= 2.10.0)" + ], + "License": "GPL (>= 2)", + "Repository": "CRAN", + "NeedsCompilation": "no", + "Author": "David B. Dahl [aut], David Scott [aut, cre], Charles Roosen [aut], Arni Magnusson [aut], Jonathan Swinton [aut], Ajay Shah [ctb], Arne Henningsen [ctb], Benno Puetz [ctb], Bernhard Pfaff [ctb], Claudio Agostinelli [ctb], Claudius Loehnert [ctb], David Mitchell [ctb], David Whiting [ctb], Fernando da Rosa [ctb], Guido Gay [ctb], Guido Schulz [ctb], Ian Fellows [ctb], Jeff Laake [ctb], John Walker [ctb], Jun Yan [ctb], Liviu Andronic [ctb], Markus Loecher [ctb], Martin Gubri [ctb], Matthieu Stigler [ctb], Robert Castelo [ctb], Seth Falcon [ctb], Stefan Edwards [ctb], Sven Garbade [ctb], Uwe Ligges [ctb]" + }, + "yaml": { + "Package": "yaml", + "Version": "2.3.10", + "Source": "Repository", + "Type": "Package", + "Title": "Methods to Convert R Data to YAML and Back", + "Date": "2024-07-22", + "Suggests": [ + "RUnit" + ], + "Author": "Shawn P Garbett [aut], Jeremy Stephens [aut, cre], Kirill Simonov [aut], Yihui Xie [ctb], Zhuoer Dong [ctb], Hadley Wickham [ctb], Jeffrey Horner [ctb], reikoch [ctb], Will Beasley [ctb], Brendan O'Connor [ctb], Gregory R. Warnes [ctb], Michael Quinn [ctb], Zhian N. Kamvar [ctb], Charlie Gao [ctb]", + "Maintainer": "Shawn Garbett ", + "License": "BSD_3_clause + file LICENSE", + "Description": "Implements the 'libyaml' 'YAML' 1.1 parser and emitter () for R.", + "URL": "https://github.com/vubiostat/r-yaml/", + "BugReports": "https://github.com/vubiostat/r-yaml/issues", + "NeedsCompilation": "yes", + "Repository": "CRAN" + }, + "zip": { + "Package": "zip", + "Version": "2.3.3", + "Source": "Repository", + "Title": "Cross-Platform 'zip' Compression", + "Authors@R": "c( person(\"Gábor\", \"Csárdi\", , \"csardi.gabor@gmail.com\", role = c(\"aut\", \"cre\")), person(\"Kuba\", \"Podgórski\", role = \"ctb\"), person(\"Rich\", \"Geldreich\", role = \"ctb\"), person(\"Posit Software, PBC\", role = c(\"cph\", \"fnd\"), comment = c(ROR = \"03wc8by49\")) )", + "Description": "Cross-Platform 'zip' Compression Library. A replacement for the 'zip' function, that does not require any additional external tools on any platform.", + "License": "MIT + file LICENSE", + "URL": "https://github.com/r-lib/zip, https://r-lib.github.io/zip/", + "BugReports": "https://github.com/r-lib/zip/issues", + "Suggests": [ + "covr", + "pillar", + "processx", + "R6", + "testthat", + "withr" + ], + "Config/Needs/website": "tidyverse/tidytemplate", + "Config/testthat/edition": "3", + "Config/usethis/last-upkeep": "2025-05-07", + "Encoding": "UTF-8", + "RoxygenNote": "7.3.2.9000", + "NeedsCompilation": "yes", + "Author": "Gábor Csárdi [aut, cre], Kuba Podgórski [ctb], Rich Geldreich [ctb], Posit Software, PBC [cph, fnd] (ROR: )", + "Maintainer": "Gábor Csárdi ", + "Repository": "CRAN" + }, + "zoo": { + "Package": "zoo", + "Version": "1.8-14", + "Source": "Repository", + "Date": "2025-04-09", + "Title": "S3 Infrastructure for Regular and Irregular Time Series (Z's Ordered Observations)", + "Authors@R": "c(person(given = \"Achim\", family = \"Zeileis\", role = c(\"aut\", \"cre\"), email = \"Achim.Zeileis@R-project.org\", comment = c(ORCID = \"0000-0003-0918-3766\")), person(given = \"Gabor\", family = \"Grothendieck\", role = \"aut\", email = \"ggrothendieck@gmail.com\"), person(given = c(\"Jeffrey\", \"A.\"), family = \"Ryan\", role = \"aut\", email = \"jeff.a.ryan@gmail.com\"), person(given = c(\"Joshua\", \"M.\"), family = \"Ulrich\", role = \"ctb\", email = \"josh.m.ulrich@gmail.com\"), person(given = \"Felix\", family = \"Andrews\", role = \"ctb\", email = \"felix@nfrac.org\"))", + "Description": "An S3 class with methods for totally ordered indexed observations. It is particularly aimed at irregular time series of numeric vectors/matrices and factors. zoo's key design goals are independence of a particular index/date/time class and consistency with ts and base R by providing methods to extend standard generics.", + "Depends": [ + "R (>= 3.1.0)", + "stats" + ], + "Suggests": [ + "AER", + "coda", + "chron", + "ggplot2 (>= 3.5.0)", + "mondate", + "scales", + "stinepack", + "strucchange", + "timeDate", + "timeSeries", + "tinyplot", + "tis", + "tseries", + "xts" + ], + "Imports": [ + "utils", + "graphics", + "grDevices", + "lattice (>= 0.20-27)" + ], + "License": "GPL-2 | GPL-3", + "URL": "https://zoo.R-Forge.R-project.org/", + "NeedsCompilation": "yes", + "Author": "Achim Zeileis [aut, cre] (), Gabor Grothendieck [aut], Jeffrey A. Ryan [aut], Joshua M. Ulrich [ctb], Felix Andrews [ctb]", + "Maintainer": "Achim Zeileis ", + "Repository": "CRAN", + "Encoding": "UTF-8" + } + } +} From 17beb92c5503bd5fa0be4c4623704ada809af3de Mon Sep 17 00:00:00 2001 From: Ruitong Li Date: Tue, 26 Aug 2025 09:15:05 -0400 Subject: [PATCH 02/21] updated converted cellchat qmd --- 05_signaling/cellchat.qmd | 384 +++++---- 05_signaling/renv.lock | 1553 +++++++++++++++++++++++++++++++++++-- 2 files changed, 1732 insertions(+), 205 deletions(-) diff --git a/05_signaling/cellchat.qmd b/05_signaling/cellchat.qmd index 6c9803f..8858dd5 100644 --- a/05_signaling/cellchat.qmd +++ b/05_signaling/cellchat.qmd @@ -29,27 +29,27 @@ format: comments: hypothesis: true params: - project_file: information.R - seurat_fn: ../data/fDat_sn_RC.rds - cellchat_fn: ../data/snrna_cellchat.qs - cellchat_grade2_fn: ../data/snrna_cellchat_grade2.qs - cellchat_grade0_fn: ../data/snrna_cellchat_grade0.qs + seurat_obj: "https://github.com/bcbio/bcbioR-test-data/raw/refs/heads/main/singlecell/tiny.rds" + cellchat_fn: snrna_cellchat.qs + cellchat_group1_fn: snrna_cellchat_group1.qs + cellchat_group2_fn: snrna_cellchat_group2.qs + path_outs: cellchat_out knitr: opts_chunk: + audodep: true cache: false cache.lazy: false - dev: c("png", "pdf") error: true - highlight: true + echo: false + fig-height: 5 + fig.retina: 2 + fig-width: 11 message: false - prompt: false - tidy: false + tidy: true warning: false - echo: true - fig-height: 4 --- -```{r } +```{r} #| cache: false #| message: false #| warning: false @@ -62,23 +62,9 @@ stopifnot(compareVersion(as.character(packageVersion("Seurat")), "5.0.0")>=0) This code is in this ![](https://img.shields.io/badge/status-draft-grey) revision. -```{r load_libraries} -#| cache: false -#| message: false -#| warning: false -#| echo: false -# NOTE change or remove according your environment -reticulate::use_virtualenv("/n/app/bcbio/R4.3.1_python_cellchat") -reticulate::py_config() # should show v3.9.14 -Sys.getenv("PYTHONPATH") # should be empty - -current_libs <- .libPaths() -.libPaths(c('/n/app/bcbio/R4.3.1_cellchat/', current_libs)) -``` ```{r} library(CellChat) - library(tidyverse) library(Seurat) library(bcbioR) @@ -88,44 +74,120 @@ library(tools) library(qs) library(patchwork) library(ComplexHeatmap) +library(DT) options(stringsAsFactors = FALSE) +invisible(list2env(params, environment())) + +if (!dir.exists(path_outs)) dir.create(path_outs, recursive = TRUE) +message("CellChat outputs will be written to: ", path_outs) + + colors=cb_friendly_cols(1:15) ggplot2::theme_set(theme_prism(base_size = 14)) # set seed for reproducibility set.seed(1234567890L) -cellchat_ran <- file.exists(params$cellchat_fn) -cellchat_rejection_ran <- file.exists(params$cellchat_grade2_fn) & file.exists(params$cellchat_grade0_fn) +cellchat_ran <- file.exists(file.path(path_outs,cellchat_fn)) +## detect whether precomputed group CellChat results exist and set flag +cellchat_rejection_ran <- FALSE +grp1_basename <- tryCatch(basename(params$cellchat_group1_fn), error = function(e) NA_character_) +grp2_basename <- tryCatch(basename(params$cellchat_group2_fn), error = function(e) NA_character_) +if (!is.na(grp1_basename) && nzchar(grp1_basename) && !is.na(grp2_basename) && nzchar(grp2_basename)) { + grp1_path <- file.path(path_outs, grp1_basename) + grp2_path <- file.path(path_outs, grp2_basename) + cellchat_rejection_ran <- file.exists(grp1_path) && file.exists(grp2_path) + if (cellchat_rejection_ran) { + message("Found precomputed group CellChat results: ", grp1_basename, ", ", grp2_basename) + } else { + missing <- c(if (!file.exists(grp1_path)) grp1_path else NULL, if (!file.exists(grp2_path)) grp2_path else NULL) + message("Precomputed group CellChat results not found; missing: ", paste(missing, collapse = ", ")) + } +} else { + message("Params for group CellChat filenames not set; cellchat_rejection_ran = FALSE") + cellchat_rejection_ran <- FALSE +} +``` + +```{r sanitize-datatable} +# Create a function to clean up data frames +sanitize_datatable <- function(df, ...) { + # Remove dashes from row names and column names which cause wrapping + DT::datatable(df, ..., + rownames = gsub("-", "_", rownames(df)), + colnames = gsub("-", "_", colnames(df)) + ) %>% + formatRound(columns = names(df)[sapply(df, is.numeric)], digits = 3) +} ``` # Clustering ```{r load_data} +if (exists("seurat_obj") && !is.null(seurat_obj) && nzchar(seurat_obj)) { + if (R.utils::isUrl(seurat_obj)) snrna <- readRDS(url(seurat_obj)) else snrna <- readRDS(seurat_obj) +} else { + snrna <- readRDS(params$seurat_fn) +} -snrna <- readRDS(params$seurat_fn) +# Detect a normalized assay to use (prefer SCT then RNA) +available_assays <- names(snrna@assays) +preferred <- c("SCT", "RNA") +selected_assay <- intersect(preferred, available_assays) +if (length(selected_assay) == 0) selected_assay <- DefaultAssay(snrna) else selected_assay <- selected_assay[1] +message("Using assay for CellChat input: ", selected_assay) + +# Detect a metadata column to use as labels +meta_cols <- colnames(snrna@meta.data) +label_candidates <- c("Chris_annot", "celltype.age", "age_cluster", "integrated_snn_res.0.4", "cell_type", "seurat_clusters", "orig.ident") +label_col <- intersect(label_candidates, meta_cols) +if (length(label_col) == 0) { + label_col <- meta_cols[1] + warning("No preferred label column found; using first metadata column: ", label_col) +} else { + label_col <- label_col[1] +} +message("Using metadata column for labels: ", label_col) + +# Ensure UMAP reduction exists; if not, run PCA/FindNeighbors/RunUMAP with defaults +if (!"umap" %in% names(snrna@reductions)) { + message("UMAP not found; running PCA -> FindNeighbors -> RunUMAP with default parameters") + # ensure we have variable features or features to run PCA on + if (length(VariableFeatures(snrna)) == 0) { + tryCatch({ + VariableFeatures(snrna) <- rownames(snrna)[1:min(2000, nrow(snrna))] + }, error = function(e) NULL) + } + tryCatch({ + snrna <- ScaleData(snrna, features = VariableFeatures(snrna)) + snrna <- RunPCA(snrna, features = VariableFeatures(snrna)) + snrna <- FindNeighbors(snrna, reduction = "pca", dims = 1:20) + snrna <- RunUMAP(snrna, reduction = "pca", dims = 1:20) + }, error = function(e) warning("Failed to compute UMAP automatically: ", conditionMessage(e))) +} # in this case, Chris_annot = cell_type -DimPlot(snrna, reduction = 'umap', group.by = 'Chris_annot') - +DimPlot(snrna, reduction = 'umap', group.by = label_col) ``` ```{r prep cellchat inputs} #|eval: !expr "!cellchat_ran" -# need to use normalized counts as input -data.input <- snrna[["SCT"]]@data -labels <- snrna$Chris_annot -meta <- data.frame(labels = labels, row.names = names(labels), samples = snrna$orig.ident) +## need to use normalized counts as input (features x cells) +## use `layer` to avoid deprecation warning; fallback to counts layer if data not present +data.input <- tryCatch(as.matrix(GetAssayData(snrna[[selected_assay]], layer = "data")), + error = function(e) as.matrix(GetAssayData(snrna[[selected_assay]], layer = "counts")) +) +labels <- snrna@meta.data[[label_col]] +meta <- data.frame(labels = labels, row.names = names(labels), samples = snrna$orig.ident) ``` ```{r create cellchat object} #| eval: !expr "!cellchat_ran" cellchat <- createCellChat(object = data.input, meta = meta, group.by = "labels") - ``` ```{r set cellchat db} @@ -133,18 +195,15 @@ cellchat <- createCellChat(object = data.input, meta = meta, group.by = "labels" CellChatDB <- CellChatDB.human CellChatDB.use <- subsetDB(CellChatDB) cellchat@DB <- CellChatDB.use - ``` ```{r subset and preprocess data} #| eval: !expr "!cellchat_ran" - cellchat <- subsetData(cellchat) cellchat <- updateCellChat(cellchat) future::plan("multisession", workers = 8) # recommend running with at 8-16 cores -cellchat <- identifyOver!expressedGenes(cellchat) # may take a couple minutes -cellchat <- identifyOver!expressedInteractions(cellchat) # may take a couple minutes - +cellchat <- identifyOverExpressedGenes(cellchat) # may take a couple minutes +cellchat <- identifyOverExpressedInteractions(cellchat) # may take a couple minutes ``` ```{r compute communication prob} @@ -164,19 +223,20 @@ cellchat <- computeCommunProb(cellchat, type = "triMean") # filter out the cell-cell communication if < 50 cells per group cellchat <- filterCommunication(cellchat, min.cells = 50) -qsave(cellchat, '../data/snrna_cellchat.qs', preset = 'fast') - +qsave(cellchat, file.path(path_outs, 'snrna_cellchat.qs'), preset = 'fast') ``` # Overall Results ```{r load cellchat} #| eval: !expr "cellchat_ran" -cellchat <- qread(params$cellchat_fn) +# read main cellchat from path_outs +cellchat <- tryCatch(qread(file.path(path_outs, 'snrna_cellchat.qs')), error = function(e) qread(params$cellchat_fn)) +``` -df.net <- subsetCommunication(cellchat) %>% dplyr::arrange(pval) +```{r} +df.net <- subsetCommunication(cellchat) %>% dplyr::arrange(pval) df.net %>% sanitize_datatable() - ``` ## Top interactions @@ -193,18 +253,16 @@ for (interaction in top_ints){ cat('\n') cat('### ', as.character(interaction), '\n') interactors <- unlist(strsplit(as.character(interaction), '_')) - p1 <- VlnPlot(snrna, features = interactors, group.by = 'Chris_annot', + p1 <- VlnPlot(snrna, features = interactors, group.by = label_col, pt.size = 0.1, log = T, ncol = 1) print(p1) cat('\n') } ``` - ::: ```{r compute pathway communication probs} -#| eval: !expr cellchat_ran cellchat <- computeCommunProbPathway(cellchat) cellchat <- aggregateNet(cellchat) ``` @@ -214,8 +272,6 @@ cellchat <- aggregateNet(cellchat) ```{r chord plots} #| fig-width: 10 #| fig-height: 8 -#| eval: !expr cellchat_ran - groupSize <- as.numeric(table(cellchat@idents)) par(mfrow = c(1,2), xpd=TRUE) netVisual_circle(cellchat@net$count, vertex.weight = rowSums(cellchat@net$count), @@ -226,92 +282,98 @@ netVisual_circle(cellchat@net$weight, vertex.weight = rowSums(cellchat@net$weigh ``` ```{r heatmaps} -#| eval: !expr cellchat_ran - netVisual_heatmap(cellchat, measure = "count", color.heatmap = "Blues") netVisual_heatmap(cellchat, measure = "weight", color.heatmap = "Blues") - ``` -# Comparison Results -Here we run the CellChat analysis twice, once on the Grade 2 rejection samples and once on the Grade 0 rejection samples. We compare the significant signaling interactions and investigate changes in them between rejection grades. +## Comparison Results -```{r prep inputs rejection} -#| eval: !expr "!cellchat_rejection_ran" +We run CellChat twice on two user-defined sample groups (group1 and group2). These groups are defined by sample barcodes in params$group1_samples and params$group2_samples. The selected metadata label column (`r label_col`) will be used for groupings. -grade2 <- subset(snrna, orig.ident %in% c('BRI-2396', 'BRI-2402')) -grade0 <- subset(snrna, orig.ident %in% c('BRI-2395', 'BRI-2411')) +```{r prep inputs groups} +#| eval: !expr "!cellchat_rejection_ran" -data.input_grade2 <- grade2[["SCT"]]@data -labels_grade2 <- grade2$Chris_annot -meta_grade2 <- data.frame(labels = labels_grade2, row.names = names(labels_grade2), samples = grade2$orig.ident) +label_vals_all <- as.character(snrna@meta.data[[label_col]]) +cell_names_all <- rownames(snrna@meta.data) +old_mask <- grepl("OLD", label_vals_all, ignore.case = TRUE) +if (sum(old_mask) > 0) { + message("Using ", sum(old_mask), " cells with 'OLD' in ", label_col, " as group1") + group1 <- subset(snrna, cells = cell_names_all[old_mask]) + group2 <- subset(snrna, cells = cell_names_all[!old_mask]) +} else if (!is.null(params$group1_samples) && length(unlist(params$group1_samples))>0) { + message("No 'OLD' labels found in ", label_col, "; falling back to params$group1_samples/group2_samples") + group1 <- subset(snrna, orig.ident %in% unlist(params$group1_samples)) + group2 <- subset(snrna, orig.ident %in% unlist(params$group2_samples)) +} else { + stop("Could not determine group1/group2: no 'OLD' labels found and params group sample lists are empty") +} -data.input_grade0 <- grade0[["SCT"]]@data -labels_grade0 <- grade0$Chris_annot -meta_grade0 <- data.frame(labels = labels_grade0, row.names = names(labels_grade0), samples = grade0$orig.ident) +# retrieve assay matrices using selected_assay and prefer data layer +data.input_group1 <- tryCatch(as.matrix(GetAssayData(group1[[selected_assay]], layer = "data")), error = function(e) as.matrix(GetAssayData(group1[[selected_assay]], layer = "counts"))) +labels_group1 <- group1@meta.data[[label_col]] +meta_group1 <- data.frame(labels = labels_group1, row.names = names(labels_group1), samples = group1$orig.ident) +data.input_group2 <- tryCatch(as.matrix(GetAssayData(group2[[selected_assay]], layer = "data")), error = function(e) as.matrix(GetAssayData(group2[[selected_assay]], layer = "counts"))) +labels_group2 <- group2@meta.data[[label_col]] +meta_group2 <- data.frame(labels = labels_group2, row.names = names(labels_group2), samples = group2$orig.ident) ``` -```{r create cellchat object rejection} -#| eval: !expr !cellchat_rejection_ran -cellchat_grade2 <- createCellChat(object = data.input_grade2, meta = meta_grade2, group.by = "labels") -cellchat_grade0 <- createCellChat(object = data.input_grade0, meta = meta_grade0, group.by = "labels") - +```{r create cellchat object groups} +#| eval: !expr "!cellchat_rejection_ran" +cellchat_group1 <- createCellChat(object = data.input_group1, meta = meta_group1, group.by = "labels") +cellchat_group2 <- createCellChat(object = data.input_group2, meta = meta_group2, group.by = "labels") ``` -```{r subset and preprocess data rejection} -#| eval: !expr !cellchat_rejection_ran +```{r subset and preprocess data groups} +#| eval: !expr "!cellchat_rejection_ran" future::plan("multisession", workers = 8) # recommend running with at 8-16 cores -cellchat_grade2@DB <- CellChatDB.use -cellchat_grade0@DB <- CellChatDB.use +cellchat_group1@DB <- CellChatDB.use +cellchat_group2@DB <- CellChatDB.use -cellchat_grade2 <- subsetData(cellchat_grade2) -cellchat_grade2 <- updateCellChat(cellchat_grade2) -cellchat_grade2 <- identifyOver!expressedGenes(cellchat_grade2) # may take a couple minutes -cellchat_grade2 <- identifyOver!expressedInteractions(cellchat_grade2) # may take a couple minutes +cellchat_group1 <- subsetData(cellchat_group1) +cellchat_group1 <- updateCellChat(cellchat_group1) +cellchat_group1 <- identifyOverExpressedGenes(cellchat_group1) # may take a couple minutes +cellchat_group1 <- identifyOverExpressedInteractions(cellchat_group1) # may take a couple minutes -cellchat_grade0 <- subsetData(cellchat_grade0) -cellchat_grade0 <- updateCellChat(cellchat_grade0) -cellchat_grade0 <- identifyOver!expressedGenes(cellchat_grade0) # may take a couple minutes -cellchat_grade0 <- identifyOver!expressedInteractions(cellchat_grade0) # may take a couple minutes +cellchat_group2 <- subsetData(cellchat_group2) +cellchat_group2 <- updateCellChat(cellchat_group2) +cellchat_group2 <- identifyOverExpressedGenes(cellchat_group2) # may take a couple minutes +cellchat_group2 <- identifyOverExpressedInteractions(cellchat_group2) # may take a couple minutes ``` -```{r compute communication prob rejection} -#| eval: !expr !cellchat_rejection_ran -cellchat_grade2 <- computeCommunProb(cellchat_grade2, type = "triMean") # command takes 0.5-2+ hours -cellchat_grade2 <- filterCommunication(cellchat_grade2, min.cells = 50) -qsave(cellchat_grade2, params$cellchat_grade2_fn, preset = 'fast') +```{r compute communication prob groups} +#| eval: !expr "!cellchat_rejection_ran" +cellchat_group1 <- computeCommunProb(cellchat_group1, type = "triMean") # command takes 0.5-2+ hours +cellchat_group1 <- filterCommunication(cellchat_group1, min.cells = 50) + qsave(cellchat_group1, file.path(path_outs, basename(params$cellchat_group1_fn)), preset = 'fast') -cellchat_grade0 <- computeCommunProb(cellchat_grade0, type = "triMean") # command takes 0.5-2+ hours -cellchat_grade0 <- filterCommunication(cellchat_grade0, min.cells = 50) -qsave(cellchat_grade0, params$cellchat_grade0_fn, preset = 'fast') +cellchat_group2 <- computeCommunProb(cellchat_group2, type = "triMean") # command takes 0.5-2+ hours +cellchat_group2 <- filterCommunication(cellchat_group2, min.cells = 50) + qsave(cellchat_group2, file.path(path_outs, basename(params$cellchat_group2_fn)), preset = 'fast') ``` -```{r load cellchat rejection} +```{r load cellchat groups} #| eval: !expr cellchat_rejection_ran -cellchat_grade2 <- qread(params$cellchat_grade2_fn) -cellchat_grade0 <- qread(params$cellchat_grade0_fn) - -cellchat_grade2 <- filterCommunication(cellchat_grade2, min.cells = 50) -cellchat_grade0 <- filterCommunication(cellchat_grade0, min.cells = 50) - -df.net_grade2 <- subsetCommunication(cellchat_grade2)%>% dplyr::arrange(pval) -df.net_grade0 <- subsetCommunication(cellchat_grade0)%>% dplyr::arrange(pval) +cellchat_group1 <- qread(file.path(path_outs, basename(params$cellchat_group1_fn))) +cellchat_group2 <- qread(file.path(path_outs, basename(params$cellchat_group2_fn))) +``` +```{r} +df.net_group1 <- subsetCommunication(cellchat_group1)%>% dplyr::arrange(pval) +df.net_group2 <- subsetCommunication(cellchat_group2)%>% dplyr::arrange(pval) ``` -## Grade 2 -```{r datatable grade 2} -#| eval: !expr cellchat_rejection_ran -df.net_grade2 %>% sanitize_datatable() +## Group 1 +```{r datatable group1} +df.net_group1 %>% sanitize_datatable() ``` ### Top interactions @@ -323,12 +385,12 @@ df.net_grade2 %>% sanitize_datatable() #| fig-width: 8 #| fig-height: 12 -top_ints <- (df.net_grade2 %>% pull(interaction_name) %>% unique)[1:10] +top_ints <- (df.net_group1 %>% pull(interaction_name) %>% unique)[1:10] for (interaction in top_ints){ cat('\n') cat('#### ', as.character(interaction), '\n') interactors <- unlist(strsplit(as.character(interaction), '_')) - p1 <- VlnPlot(snrna, features = interactors, group.by = 'Chris_annot', pt.size = 0.1, log = T, ncol = 1) + p1 <- VlnPlot(snrna, features = interactors, group.by = label_col, pt.size = 0.1, log = T, ncol = 1) print(p1) cat('\n') } @@ -338,12 +400,10 @@ for (interaction in top_ints){ ::: -## Grade 0 - -```{r datatable grade 0} -#| eval: !expr cellchat_rejection_ran -df.net_grade0 %>% sanitize_datatable() +## Group 2 +```{r datatable group2} +df.net_group2 %>% sanitize_datatable() ``` ### Top interactions @@ -355,12 +415,12 @@ df.net_grade0 %>% sanitize_datatable() #| fig-width: 8 #| fig-height: 12 -top_ints <- (df.net_grade0 %>% pull(interaction_name) %>% unique)[1:10] +top_ints <- (df.net_group2 %>% pull(interaction_name) %>% unique)[1:10] for (interaction in top_ints){ cat('\n') cat('#### ', as.character(interaction), '\n') interactors <- unlist(strsplit(as.character(interaction), '_')) - p1 <- VlnPlot(snrna, features = interactors, group.by = 'Chris_annot', pt.size = 0.1, log = T, ncol = 1) + p1 <- VlnPlot(snrna, features = interactors, group.by = label_col, pt.size = 0.1, log = T, ncol = 1) print(p1) cat('\n') } @@ -370,16 +430,14 @@ for (interaction in top_ints){ ::: ```{r merge rejection objects} -#| eval: !expr cellchat_rejection_ran - -cellchat_grade2 <- computeCommunProbPathway(cellchat_grade2) -cellchat_grade2 <- aggregateNet(cellchat_grade2) -cellchat_grade2 <- netAnalysis_computeCentrality(cellchat_grade2) -cellchat_grade0 <- computeCommunProbPathway(cellchat_grade0) -cellchat_grade0 <- aggregateNet(cellchat_grade0) -cellchat_grade0 <- netAnalysis_computeCentrality(cellchat_grade0) - -object.list <- list(grade0 = cellchat_grade0, grade2 = cellchat_grade2) +cellchat_group1 <- computeCommunProbPathway(cellchat_group1) +cellchat_group1 <- aggregateNet(cellchat_group1) +cellchat_group1 <- netAnalysis_computeCentrality(cellchat_group1) +cellchat_group2 <- computeCommunProbPathway(cellchat_group2) +cellchat_group2 <- aggregateNet(cellchat_group2) +cellchat_group2 <- netAnalysis_computeCentrality(cellchat_group2) + +object.list <- list(group1 = cellchat_group1, group2 = cellchat_group2) cellchat_merged <- mergeCellChat(object.list, add.names = names(object.list)) df.net_merged <- subsetCommunication(cellchat_merged) @@ -389,8 +447,6 @@ df.net_merged <- subsetCommunication(cellchat_merged) ## Compare Interactions/Interaction Strength ```{r compare interactions} -#| eval: !expr cellchat_rejection_ran - gg1 <- compareInteractions(cellchat_merged, show.legend = F, group = c(1,2)) gg2 <- compareInteractions(cellchat_merged, show.legend = F, group = c(1,2), measure = "weight") gg1 + gg2 @@ -398,7 +454,6 @@ gg1 + gg2 ``` ```{r chord plots merged} -#| eval: !expr cellchat_rejection_ran #| fig-width: 10 #| fig-height: 8 par(mfrow = c(1,2), xpd=TRUE) @@ -408,7 +463,6 @@ netVisual_diffInteraction(cellchat_merged, weight.scale = T, measure = "weight") ``` ```{r heatmaps merged} -#| eval: !expr cellchat_rejection_ran #| fig-width: 10 #| fig-height: 8 @@ -423,7 +477,6 @@ gg1 + gg2 From the CellChat documentation: "Comparing the outgoing and incoming interaction strength in a 2D space allows ready identification of the cell populations with significant changes in sending or receiving signals between different datasets." ```{r compare send/receive changes} -#| eval: !expr cellchat_rejection_ran #| fig-width: 10 #| fig-height: 6 @@ -438,12 +491,11 @@ patchwork::wrap_plots(plots = gg) ```{r identify signaling changes} -#| eval: !expr cellchat_rejection_ran #| fig-width: 12 #| fig-height: 12 -gg1 <- netAnalysis_signalingChanges_scatter(cellchat_merged, idents.use = "Vascular_EC") -gg2 <- netAnalysis_signalingChanges_scatter(cellchat_merged, idents.use = "Lymphatic_EC") -gg3 <- netAnalysis_signalingChanges_scatter(cellchat_merged, idents.use = "Pericyte") +gg1 <- netAnalysis_signalingChanges_scatter(cellchat_merged, idents.use = "2_OLD") +gg2 <- netAnalysis_signalingChanges_scatter(cellchat_merged, idents.use = "2_YOUNG") +gg3 <- netAnalysis_signalingChanges_scatter(cellchat_merged, idents.use = "3_OLD") patchwork::wrap_plots(plots = list(gg1,gg2,gg3), nrow = 3, ncol = 1) ``` @@ -462,23 +514,57 @@ Structural similarity: A structural similarity was used to compare their signali ### Based on Functional Similarity ```{r identify signaling groups functional} -#| eval: !expr cellchat_rejection_ran +# helper: check that merged CellChat has non-empty nets and pathways +can_run_similarity <- function(cc_obj) { + if (is.null(cc_obj)) return(FALSE) + if (is.null(cc_obj@net) || is.null(cc_obj@net$count)) return(FALSE) + cnt <- cc_obj@net$count + if (!is.matrix(cnt) || any(dim(cnt) == 0)) return(FALSE) + if (sum(cnt, na.rm = TRUE) == 0) return(FALSE) + if (is.null(cc_obj@netP) || length(cc_obj@netP) == 0) return(FALSE) + return(TRUE) +} -cellchat_merged <- computeNetSimilarityPairwise(cellchat_merged, type = "functional") -cellchat_merged <- netEmbedding(cellchat_merged, type = "functional") -cellchat_merged <- netClustering(cellchat_merged, type = "functional") -netVisual_embeddingPairwise(cellchat_merged, type = "functional", label.size = 3.5) +# check objects in object.list (expected list of CellChat objects) +ok_objs <- sapply(object.list, can_run_similarity) +if (!all(ok_objs)) { + warning("One or more CellChat objects appear to have empty networks or no pathways; skipping similarity/embedding steps.\n", + "Failed objects: ", paste(names(object.list)[!ok_objs], collapse = ", ")) +} else { + # ensure Python UMAP is available for netEmbedding (CellChat uses reticulate/umap-learn) + umap_available <- FALSE + if (requireNamespace("reticulate", quietly = TRUE)) { + try({ umap_available <- reticulate::py_module_available("umap") }, silent = TRUE) + } + if (!umap_available) { + warning("Python 'umap-learn' not available. Install via reticulate::py_install('umap-learn') or pip install umap-learn to enable netEmbedding/netClustering. Skipping embedding/clustering.") + # still compute similarity matrix if desired, but embedding/clustering/visualization require umap + cellchat_merged <- tryCatch({ computeNetSimilarityPairwise(cellchat_merged, type = "functional") }, error = function(e) { warning("computeNetSimilarityPairwise failed: ", conditionMessage(e)); cellchat_merged }) + } else { + cellchat_merged <- computeNetSimilarityPairwise(cellchat_merged, type = "functional") + cellchat_merged <- netEmbedding(cellchat_merged, type = "functional") + cellchat_merged <- netClustering(cellchat_merged, type = "functional") + netVisual_embeddingPairwise(cellchat_merged, type = "functional", label.size = 3.5) + } +} ``` ### Based on Structural Similarity ```{r identify signaling groups structural} -#| eval: !expr cellchat_rejection_ran -cellchat_merged <- computeNetSimilarityPairwise(cellchat_merged, type = "structural") -cellchat_merged <- netEmbedding(cellchat_merged, type = "structural") -cellchat_merged <- netClustering(cellchat_merged, type = "structural") -netVisual_embeddingPairwise(cellchat_merged, type = "structural", label.size = 3.5) +if (!all(ok_objs)) { + warning("Skipping structural similarity steps because one or more CellChat objects have empty networks or no pathways.") +} else if (!exists("umap_available") || !isTRUE(umap_available)) { + warning("Skipping structural netEmbedding/netClustering because Python 'umap-learn' is not available.") + cellchat_merged <- tryCatch({ computeNetSimilarityPairwise(cellchat_merged, type = "structural") }, error = function(e) { warning("computeNetSimilarityPairwise failed: ", conditionMessage(e)); cellchat_merged }) +} else { + cellchat_merged <- computeNetSimilarityPairwise(cellchat_merged, type = "structural") + cellchat_merged <- netEmbedding(cellchat_merged, type = "structural") + cellchat_merged <- netClustering(cellchat_merged, type = "structural") + netVisual_embeddingPairwise(cellchat_merged, type = "structural", label.size = 3.5) +} + ``` ## Compare Overall Signaling Information Flow @@ -487,8 +573,6 @@ netVisual_embeddingPairwise(cellchat_merged, type = "structural", label.size = 3 ```{r info flow} #| fig-height: 9 -#| eval: !expr cellchat_rejection_ran - rankNet(cellchat_merged, mode = "comparison", measure = "weight", sources.use = NULL, targets.use = NULL, stacked = F, do.stat = TRUE) ``` @@ -500,8 +584,6 @@ rankNet(cellchat_merged, mode = "comparison", measure = "weight", sources.use = ```{r outgoing signaling} #| fig-height: 9 -#| eval: !expr cellchat_rejection_ran - i = 1 pathway.union <- union(object.list[[i]]@netP$pathways, object.list[[i+1]]@netP$pathways) ht1 = netAnalysis_signalingRole_heatmap(object.list[[i]], pattern = "outgoing", signaling = pathway.union, title = names(object.list)[i], width = 5, height = 16, cluster.cols = T) @@ -511,7 +593,6 @@ draw(ht1 + ht2, ht_gap = unit(0.5, "cm")) ```{r incoming signaling} #| fig-height: 9 -#| eval: !expr cellchat_rejection_ran ht1 = netAnalysis_signalingRole_heatmap(object.list[[i]], pattern = "incoming", signaling = pathway.union, title = names(object.list)[i], width = 5, height = 16, cluster.cols = T) ht2 = netAnalysis_signalingRole_heatmap(object.list[[i+1]], pattern = "incoming", signaling = pathway.union, title = names(object.list)[i+1], width = 5, height = 16, cluster.cols = T) draw(ht1 + ht2, ht_gap = unit(0.5, "cm")) @@ -520,19 +601,16 @@ draw(ht1 + ht2, ht_gap = unit(0.5, "cm")) ## Identify Dysfunctional Interaction Signaling Using Communication Probabilities "CellChat can identify the up-regulated (increased) and down-regulated (decreased) signaling ligand-receptor pairs in one dataset compared to the other dataset by comparing the communication probability between two datasets for each L-R pair and each pair of cell groups" -```{r compare signaling, fig.height = 12, fig.width = 8, eval = cellchat_rejection_ran} +```{r compare signaling} #| fig-height: 12 #| fig-width: 8 -#| eval: !expr cellchat_rejection_ran gg1 <- netVisual_bubble(cellchat_merged, - # sources.use = c('Vascular_EC', 'Lymphatic_EC', 'Pericyte'), - # targets.use = c('Vascular_EC', 'Lymphatic_EC', 'Pericyte'), comparison = c(1, 2), max.dataset = 2, - title.name = "Increased signaling in Grade 2", + title.name = "Increased signaling in Group 1", angle.x = 45, remove.isolate = T) gg1 -signaling.grade2_increased = gg1$data +signaling.group1_increased = gg1$data ``` diff --git a/05_signaling/renv.lock b/05_signaling/renv.lock index a0dbc61..bf9a758 100644 --- a/05_signaling/renv.lock +++ b/05_signaling/renv.lock @@ -49,6 +49,47 @@ "Maintainer": "Dirk Eddelbuettel ", "Repository": "CRAN" }, + "Biobase": { + "Package": "Biobase", + "Version": "2.68.0", + "Source": "Bioconductor", + "Title": "Biobase: Base functions for Bioconductor", + "Description": "Functions that are needed by many other packages or which replace R functions.", + "biocViews": "Infrastructure", + "URL": "https://bioconductor.org/packages/Biobase", + "BugReports": "https://github.com/Bioconductor/Biobase/issues", + "License": "Artistic-2.0", + "Authors@R": "c( person(\"R.\", \"Gentleman\", role=\"aut\"), person(\"V.\", \"Carey\", role = \"aut\"), person(\"M.\", \"Morgan\", role=\"aut\"), person(\"S.\", \"Falcon\", role=\"aut\"), person(\"Haleema\", \"Khan\", role = \"ctb\", comment = \"'esApply' and 'BiobaseDevelopment' vignette translation from Sweave to Rmarkdown / HTML\" ), person(\"Bioconductor Package Maintainer\", role = \"cre\", email = \"maintainer@bioconductor.org\" ))", + "Suggests": [ + "tools", + "tkWidgets", + "ALL", + "RUnit", + "golubEsets", + "BiocStyle", + "knitr", + "limma" + ], + "Depends": [ + "R (>= 2.10)", + "BiocGenerics (>= 0.27.1)", + "utils" + ], + "Imports": [ + "methods" + ], + "VignetteBuilder": "knitr", + "LazyLoad": "yes", + "Collate": "tools.R strings.R environment.R vignettes.R packages.R AllGenerics.R VersionsClass.R VersionedClasses.R methods-VersionsNull.R methods-VersionedClass.R DataClasses.R methods-aggregator.R methods-container.R methods-MIAxE.R methods-MIAME.R methods-AssayData.R methods-AnnotatedDataFrame.R methods-eSet.R methods-ExpressionSet.R methods-MultiSet.R methods-SnpSet.R methods-NChannelSet.R anyMissing.R rowOp-methods.R updateObjectTo.R methods-ScalarObject.R zzz.R", + "git_url": "https://git.bioconductor.org/packages/Biobase", + "git_branch": "RELEASE_3_21", + "git_last_commit": "9fd33ea", + "git_last_commit_date": "2025-04-15", + "Repository": "Bioconductor 3.21", + "NeedsCompilation": "yes", + "Author": "R. Gentleman [aut], V. Carey [aut], M. Morgan [aut], S. Falcon [aut], Haleema Khan [ctb] ('esApply' and 'BiobaseDevelopment' vignette translation from Sweave to Rmarkdown / HTML), Bioconductor Package Maintainer [cre]", + "Maintainer": "Bioconductor Package Maintainer " + }, "BiocGenerics": { "Package": "BiocGenerics", "Version": "0.54.0", @@ -137,6 +178,44 @@ "Maintainer": "Marcel Ramos ", "Repository": "RSPM" }, + "BiocNeighbors": { + "Package": "BiocNeighbors", + "Version": "2.2.0", + "Source": "Bioconductor", + "Date": "2025-03-04", + "Title": "Nearest Neighbor Detection for Bioconductor Packages", + "Authors@R": "c(person(\"Aaron\", \"Lun\", role=c(\"aut\", \"cre\", \"cph\"), email=\"infinite.monkeys.with.keyboards@gmail.com\"))", + "Imports": [ + "Rcpp", + "methods" + ], + "Suggests": [ + "BiocParallel", + "testthat", + "BiocStyle", + "knitr", + "rmarkdown" + ], + "biocViews": "Clustering, Classification", + "Description": "Implements exact and approximate methods for nearest neighbor detection, in a framework that allows them to be easily switched within Bioconductor packages or workflows. Exact searches can be performed using the k-means for k-nearest neighbors algorithm or with vantage point trees. Approximate searches can be performed using the Annoy or HNSW libraries. Searching on either Euclidean or Manhattan distances is supported. Parallelization is achieved for all methods by using BiocParallel. Functions are also provided to search for all neighbors within a given distance.", + "License": "GPL-3", + "LinkingTo": [ + "Rcpp", + "assorthead" + ], + "VignetteBuilder": "knitr", + "SystemRequirements": "C++17", + "RoxygenNote": "7.3.2", + "Encoding": "UTF-8", + "git_url": "https://git.bioconductor.org/packages/BiocNeighbors", + "git_branch": "RELEASE_3_21", + "git_last_commit": "5260773", + "git_last_commit_date": "2025-04-15", + "Repository": "Bioconductor 3.21", + "NeedsCompilation": "yes", + "Author": "Aaron Lun [aut, cre, cph]", + "Maintainer": "Aaron Lun " + }, "BiocVersion": { "Package": "BiocVersion", "Version": "3.21.1", @@ -160,6 +239,91 @@ "Author": "Martin Morgan [aut], Marcel Ramos [ctb], Bioconductor Package Maintainer [ctb, cre]", "Maintainer": "Bioconductor Package Maintainer " }, + "CellChat": { + "Package": "CellChat", + "Version": "2.2.0", + "Source": "GitHub", + "Type": "Package", + "Title": "Inference and analysis of cell-cell communication from single-cell and spatially resolved transcriptomics data", + "Author": "Suoqin Jin", + "Maintainer": "Suoqin Jin ", + "Description": "an open source R tool that infers, visualizes and analyzes the cell-cell communication networks from scRNA-seq and spatially resolved transcriptomics data.", + "Depends": [ + "R (>= 3.6.0)", + "dplyr", + "igraph", + "ggplot2" + ], + "License": "GPL-3", + "Encoding": "UTF-8", + "LazyData": "TRUE", + "Imports": [ + "future", + "future.apply", + "pbapply", + "irlba", + "NMF (>= 0.23.0)", + "ggalluvial", + "stringr", + "svglite", + "Matrix", + "ggrepel", + "circlize (>= 0.4.12)", + "RColorBrewer", + "cowplot", + "methods", + "ComplexHeatmap", + "RSpectra", + "Rcpp", + "reticulate", + "scales", + "sna", + "reshape2", + "FNN", + "shape", + "BiocGenerics", + "magrittr", + "patchwork", + "colorspace", + "plyr", + "ggpubr", + "ggnetwork", + "BiocNeighbors", + "plotly", + "shiny", + "bslib" + ], + "LinkingTo": [ + "Rcpp", + "RcppEigen" + ], + "Suggests": [ + "rmarkdown", + "knitr", + "roxygen2", + "Seurat (>= 4.0.0)", + "SingleCellExperiment", + "SummarizedExperiment", + "purrr", + "uwot", + "gg.gap", + "wordcloud", + "bsicons", + "presto", + "tidyverse", + "tidyr", + "rlang" + ], + "RoxygenNote": "7.3.1", + "VignetteBuilder": "knitr", + "RemoteType": "github", + "RemoteHost": "api.github.com", + "RemoteRepo": "CellChat", + "RemoteUsername": "jinworks", + "RemoteRef": "HEAD", + "RemoteSha": "346fb615aaefa3c1a2830ec2fe3a933c5f723c83", + "NeedsCompilation": "yes" + }, "ComplexHeatmap": { "Package": "ComplexHeatmap", "Version": "2.24.1", @@ -277,6 +441,68 @@ "Maintainer": "Kirill Müller ", "Repository": "CRAN" }, + "DT": { + "Package": "DT", + "Version": "0.33", + "Source": "Repository", + "Type": "Package", + "Title": "A Wrapper of the JavaScript Library 'DataTables'", + "Authors@R": "c( person(\"Yihui\", \"Xie\", role = \"aut\"), person(\"Joe\", \"Cheng\", email = \"joe@posit.co\", role = c(\"aut\", \"cre\")), person(\"Xianying\", \"Tan\", role = \"aut\"), person(\"JJ\", \"Allaire\", role = \"ctb\"), person(\"Maximilian\", \"Girlich\", role = \"ctb\"), person(\"Greg\", \"Freedman Ellis\", role = \"ctb\"), person(\"Johannes\", \"Rauh\", role = \"ctb\"), person(\"SpryMedia Limited\", role = c(\"ctb\", \"cph\"), comment = \"DataTables in htmlwidgets/lib\"), person(\"Brian\", \"Reavis\", role = c(\"ctb\", \"cph\"), comment = \"selectize.js in htmlwidgets/lib\"), person(\"Leon\", \"Gersen\", role = c(\"ctb\", \"cph\"), comment = \"noUiSlider in htmlwidgets/lib\"), person(\"Bartek\", \"Szopka\", role = c(\"ctb\", \"cph\"), comment = \"jquery.highlight.js in htmlwidgets/lib\"), person(\"Alex\", \"Pickering\", role = c(\"ctb\")), person(\"William\", \"Holmes\", role = c(\"ctb\")), person(\"Mikko\", \"Marttila\", role = c(\"ctb\")), person(\"Andres\", \"Quintero\", role = c(\"ctb\")), person(\"Stéphane\", \"Laurent\", role = c(\"ctb\")), person(given = \"Posit Software, PBC\", role = c(\"cph\", \"fnd\")) )", + "Description": "Data objects in R can be rendered as HTML tables using the JavaScript library 'DataTables' (typically via R Markdown or Shiny). The 'DataTables' library has been included in this R package. The package name 'DT' is an abbreviation of 'DataTables'.", + "URL": "https://github.com/rstudio/DT", + "BugReports": "https://github.com/rstudio/DT/issues", + "License": "GPL-3 | file LICENSE", + "Imports": [ + "htmltools (>= 0.3.6)", + "htmlwidgets (>= 1.3)", + "httpuv", + "jsonlite (>= 0.9.16)", + "magrittr", + "crosstalk", + "jquerylib", + "promises" + ], + "Suggests": [ + "knitr (>= 1.8)", + "rmarkdown", + "shiny (>= 1.6)", + "bslib", + "future", + "testit", + "tibble" + ], + "VignetteBuilder": "knitr", + "RoxygenNote": "7.3.1", + "Encoding": "UTF-8", + "NeedsCompilation": "no", + "Author": "Yihui Xie [aut], Joe Cheng [aut, cre], Xianying Tan [aut], JJ Allaire [ctb], Maximilian Girlich [ctb], Greg Freedman Ellis [ctb], Johannes Rauh [ctb], SpryMedia Limited [ctb, cph] (DataTables in htmlwidgets/lib), Brian Reavis [ctb, cph] (selectize.js in htmlwidgets/lib), Leon Gersen [ctb, cph] (noUiSlider in htmlwidgets/lib), Bartek Szopka [ctb, cph] (jquery.highlight.js in htmlwidgets/lib), Alex Pickering [ctb], William Holmes [ctb], Mikko Marttila [ctb], Andres Quintero [ctb], Stéphane Laurent [ctb], Posit Software, PBC [cph, fnd]", + "Maintainer": "Joe Cheng ", + "Repository": "CRAN" + }, + "Deriv": { + "Package": "Deriv", + "Version": "4.2.0", + "Source": "Repository", + "Type": "Package", + "Title": "Symbolic Differentiation", + "Date": "2025-06-20", + "Authors@R": "c(person(given=\"Andrew\", family=\"Clausen\", role=\"aut\"), person(given=\"Serguei\", family=\"Sokol\", role=c(\"aut\", \"cre\"), email=\"sokol@insa-toulouse.fr\", comment = c(ORCID = \"0000-0002-5674-3327\")), person(given=\"Andreas\", family=\"Rappold\", role=\"ctb\", email=\"arappold@gmx.at\"))", + "Description": "R-based solution for symbolic differentiation. It admits user-defined function as well as function substitution in arguments of functions to be differentiated. Some symbolic simplification is part of the work.", + "License": "GPL (>= 3)", + "Suggests": [ + "testthat (>= 0.11.0)" + ], + "BugReports": "https://github.com/sgsokol/Deriv/issues", + "RoxygenNote": "7.3.1", + "Imports": [ + "methods" + ], + "Encoding": "UTF-8", + "NeedsCompilation": "no", + "Author": "Andrew Clausen [aut], Serguei Sokol [aut, cre] (ORCID: ), Andreas Rappold [ctb]", + "Maintainer": "Serguei Sokol ", + "Repository": "RSPM" + }, "FNN": { "Package": "FNN", "Version": "1.1.4.1", @@ -300,6 +526,25 @@ "Maintainer": "Shengqiao Li ", "Encoding": "UTF-8" }, + "Formula": { + "Package": "Formula", + "Version": "1.2-5", + "Source": "Repository", + "Date": "2023-02-23", + "Title": "Extended Model Formulas", + "Description": "Infrastructure for extended formulas with multiple parts on the right-hand side and/or multiple responses on the left-hand side (see ).", + "Authors@R": "c(person(given = \"Achim\", family = \"Zeileis\", role = c(\"aut\", \"cre\"), email = \"Achim.Zeileis@R-project.org\", comment = c(ORCID = \"0000-0003-0918-3766\")), person(given = \"Yves\", family = \"Croissant\", role = \"aut\", email = \"Yves.Croissant@univ-reunion.fr\"))", + "Depends": [ + "R (>= 2.0.0)", + "stats" + ], + "License": "GPL-2 | GPL-3", + "NeedsCompilation": "no", + "Author": "Achim Zeileis [aut, cre] (), Yves Croissant [aut]", + "Maintainer": "Achim Zeileis ", + "Repository": "RSPM", + "Encoding": "UTF-8" + }, "GetoptLong": { "Package": "GetoptLong", "Version": "1.0.5", @@ -516,6 +761,94 @@ "Maintainer": "Martin Maechler ", "Repository": "CRAN" }, + "MatrixModels": { + "Package": "MatrixModels", + "Version": "0.5-4", + "Source": "Repository", + "VersionNote": "Released 0.5-3 on 2023-11-06", + "Date": "2025-03-25", + "Title": "Modelling with Sparse and Dense Matrices", + "Contact": "Matrix-authors@R-project.org", + "Authors@R": "c( person(\"Douglas\", \"Bates\", role = \"aut\", email = \"bates@stat.wisc.edu\", comment = c(ORCID = \"0000-0001-8316-9503\")), person(\"Martin\", \"Maechler\", role = c(\"aut\", \"cre\"), email = \"mmaechler+Matrix@gmail.com\", comment = c(ORCID = \"0000-0002-8685-9910\")))", + "Description": "Generalized Linear Modelling with sparse and dense 'Matrix' matrices, using modular prediction and response module classes.", + "Depends": [ + "R (>= 3.6.0)" + ], + "Imports": [ + "stats", + "methods", + "Matrix (>= 1.6-0)", + "Matrix(< 1.8-0)" + ], + "ImportsNote": "_not_yet_stats4", + "Encoding": "UTF-8", + "LazyLoad": "yes", + "License": "GPL (>= 2)", + "URL": "https://Matrix.R-forge.R-project.org/, https://r-forge.r-project.org/R/?group_id=61", + "BugReports": "https://R-forge.R-project.org/tracker/?func=add&atid=294&group_id=61", + "NeedsCompilation": "no", + "Author": "Douglas Bates [aut] (), Martin Maechler [aut, cre] ()", + "Maintainer": "Martin Maechler ", + "Repository": "RSPM" + }, + "NMF": { + "Package": "NMF", + "Version": "0.28", + "Source": "Repository", + "Type": "Package", + "Title": "Algorithms and Framework for Nonnegative Matrix Factorization (NMF)", + "Date": "2024-08-19", + "Authors@R": "c( person(\"Renaud\", \"Gaujoux\", role = c(\"aut\")), person(\"Cathal\", \"Seoighe\", role = c(\"aut\")), person(\"Nicolas\", \"Sauwen\", role = c(\"cre\"), email = \"nicolas.sauwen@openanalytics.eu\") )", + "Maintainer": "Nicolas Sauwen ", + "Description": "Provides a framework to perform Non-negative Matrix Factorization (NMF). The package implements a set of already published algorithms and seeding methods, and provides a framework to test, develop and plug new/custom algorithms. Most of the built-in algorithms have been optimized in C++, and the main interface function provides an easy way of performing parallel computations on multicore machines.", + "License": "GPL (>= 2)", + "URL": "http://renozao.github.io/NMF/", + "LazyLoad": "yes", + "VignetteBuilder": "knitr", + "Depends": [ + "R (>= 3.0.0)", + "methods", + "utils", + "registry", + "rngtools (>= 1.2.3)", + "cluster" + ], + "Imports": [ + "graphics", + "stats", + "stringr (>= 1.0.0)", + "digest", + "grid", + "grDevices", + "gridBase", + "colorspace", + "RColorBrewer", + "foreach", + "doParallel", + "ggplot2", + "reshape2", + "Biobase", + "codetools", + "BiocManager" + ], + "Suggests": [ + "fastICA", + "doMPI", + "bigmemory (>= 4.2)", + "synchronicity(>= 1.3.2)", + "corpcor", + "xtable", + "devtools", + "knitr", + "RUnit" + ], + "Collate": "'colorcode.R' 'options.R' 'grid.R' 'atracks.R' 'aheatmap.R' 'algorithmic.R' 'nmf-package.R' 'rmatrix.R' 'utils.R' 'versions.R' 'NMF-class.R' 'transforms.R' 'Bioc-layer.R' 'NMFstd-class.R' 'NMFOffset-class.R' 'heatmaps.R' 'NMFns-class.R' 'nmfModel.R' 'fixed-terms.R' 'NMFfit-class.R' 'NMFSet-class.R' 'NMFStrategy-class.R' 'registry.R' 'NMFSeed-class.R' 'NMFStrategyFunction-class.R' 'NMFStrategyIterative-class.R' 'NMFplots.R' 'registry-algorithms.R' 'algorithms-base.R' 'algorithms-lnmf.R' 'algorithms-lsnmf.R' 'algorithms-pe-nmf.R' 'algorithms-siNMF.R' 'algorithms-snmf.R' 'data.R' 'extractFeatures.R' 'parallel.R' 'registry-seed.R' 'nmf.R' 'rnmf.R' 'run.R' 'seed-base.R' 'seed-ica.R' 'seed-nndsvd.R' 'setNMFClass.R' 'simulation.R' 'tests.R' 'vignetteFunctions.R'", + "NeedsCompilation": "yes", + "Repository": "CRAN", + "RoxygenNote": "7.3.1", + "Author": "Renaud Gaujoux [aut], Cathal Seoighe [aut], Nicolas Sauwen [cre]", + "Encoding": "UTF-8" + }, "R.methodsS3": { "Package": "R.methodsS3", "Version": "1.8.2", @@ -813,11 +1146,11 @@ }, "RcppArmadillo": { "Package": "RcppArmadillo", - "Version": "14.6.0-1", + "Version": "14.6.3-1", "Source": "Repository", "Type": "Package", "Title": "'Rcpp' Integration for the 'Armadillo' Templated Linear Algebra Library", - "Date": "2025-07-02", + "Date": "2025-08-14", "Authors@R": "c(person(\"Dirk\", \"Eddelbuettel\", role = c(\"aut\", \"cre\"), email = \"edd@debian.org\", comment = c(ORCID = \"0000-0001-6419-907X\")), person(\"Romain\", \"Francois\", role = \"aut\", comment = c(ORCID = \"0000-0002-2444-4226\")), person(\"Doug\", \"Bates\", role = \"aut\", comment = c(ORCID = \"0000-0001-8316-9503\")), person(\"Binxiang\", \"Ni\", role = \"aut\"), person(\"Conrad\", \"Sanderson\", role = \"aut\", comment = c(ORCID = \"0000-0002-0049-4501\")))", "Description": "'Armadillo' is a templated C++ linear algebra library (by Conrad Sanderson) that aims towards a good balance between speed and ease of use. Integer, floating point and complex numbers are supported, as well as a subset of trigonometric and statistics functions. Various matrix decompositions are provided through optional integration with LAPACK and ATLAS libraries. The 'RcppArmadillo' package includes the header files from the templated 'Armadillo' library. Thus users do not need to install 'Armadillo' itself in order to use 'RcppArmadillo'. From release 7.800.0 on, 'Armadillo' is licensed under Apache License 2; previous releases were under licensed as MPL 2.0 from version 3.800.0 onwards and LGPL-3 prior to that; 'RcppArmadillo' (the 'Rcpp' bindings/bridge to Armadillo) is licensed under the GNU GPL version 2 or later, as is the rest of 'Rcpp'.", "License": "GPL (>= 2)", @@ -847,7 +1180,7 @@ "NeedsCompilation": "yes", "Author": "Dirk Eddelbuettel [aut, cre] (ORCID: ), Romain Francois [aut] (ORCID: ), Doug Bates [aut] (ORCID: ), Binxiang Ni [aut], Conrad Sanderson [aut] (ORCID: )", "Maintainer": "Dirk Eddelbuettel ", - "Repository": "CRAN", + "Repository": "RSPM", "Encoding": "UTF-8" }, "RcppEigen": { @@ -999,6 +1332,41 @@ "Maintainer": "Dirk Eddelbuettel ", "Repository": "CRAN" }, + "Rdpack": { + "Package": "Rdpack", + "Version": "2.6.4", + "Source": "Repository", + "Type": "Package", + "Title": "Update and Manipulate Rd Documentation Objects", + "Authors@R": "c( person(given = c(\"Georgi\", \"N.\"), family = \"Boshnakov\", role = c(\"aut\", \"cre\"), email = \"georgi.boshnakov@manchester.ac.uk\", comment = c(ORCID = \"0000-0003-2839-346X\")), person(given = \"Duncan\", family = \"Murdoch\", role = \"ctb\", email = \"murdoch.duncan@gmail.com\") )", + "Description": "Functions for manipulation of R documentation objects, including functions reprompt() and ereprompt() for updating 'Rd' documentation for functions, methods and classes; 'Rd' macros for citations and import of references from 'bibtex' files for use in 'Rd' files and 'roxygen2' comments; 'Rd' macros for evaluating and inserting snippets of 'R' code and the results of its evaluation or creating graphics on the fly; and many functions for manipulation of references and Rd files.", + "URL": "https://geobosh.github.io/Rdpack/ (doc), https://github.com/GeoBosh/Rdpack (devel)", + "BugReports": "https://github.com/GeoBosh/Rdpack/issues", + "Depends": [ + "R (>= 2.15.0)", + "methods" + ], + "Imports": [ + "tools", + "utils", + "rbibutils (>= 1.3)" + ], + "Suggests": [ + "grDevices", + "testthat", + "rstudioapi", + "rprojroot", + "gbRd" + ], + "License": "GPL (>= 2)", + "LazyLoad": "yes", + "RoxygenNote": "7.1.1", + "NeedsCompilation": "no", + "Author": "Georgi N. Boshnakov [aut, cre] (), Duncan Murdoch [ctb]", + "Maintainer": "Georgi N. Boshnakov ", + "Repository": "RSPM", + "Encoding": "UTF-8" + }, "Rtsne": { "Package": "Rtsne", "Version": "0.17", @@ -1248,6 +1616,34 @@ "Maintainer": "Rahul Satija ", "Repository": "CRAN" }, + "SparseM": { + "Package": "SparseM", + "Version": "1.84-2", + "Source": "Repository", + "Authors@R": "c( person(\"Roger\", \"Koenker\", role = c(\"cre\",\"aut\"), email = \"rkoenker@uiuc.edu\"), person(c(\"Pin\", \"Tian\"), \"Ng\", role = c(\"ctb\"), comment = \"Contributions to Sparse QR code\", email = \"pin.ng@nau.edu\") , person(\"Yousef\", \"Saad\", role = c(\"ctb\"), comment = \"author of sparskit2\") , person(\"Ben\", \"Shaby\", role = c(\"ctb\"), comment = \"author of chol2csr\") , person(\"Martin\", \"Maechler\", role = \"ctb\", comment = c(\"chol() tweaks; S4\", ORCID = \"0000-0002-8685-9910\")) )", + "Maintainer": "Roger Koenker ", + "Depends": [ + "R (>= 2.15)", + "methods" + ], + "Imports": [ + "graphics", + "stats", + "utils" + ], + "VignetteBuilder": "knitr", + "Suggests": [ + "knitr" + ], + "Description": "Some basic linear algebra functionality for sparse matrices is provided: including Cholesky decomposition and backsolving as well as standard R subsetting and Kronecker products.", + "License": "GPL (>= 2)", + "Title": "Sparse Linear Algebra", + "URL": "http://www.econ.uiuc.edu/~roger/research/sparse/sparse.html", + "NeedsCompilation": "yes", + "Author": "Roger Koenker [cre, aut], Pin Tian Ng [ctb] (Contributions to Sparse QR code), Yousef Saad [ctb] (author of sparskit2), Ben Shaby [ctb] (author of chol2csr), Martin Maechler [ctb] (chol() tweaks; S4, )", + "Repository": "RSPM", + "Encoding": "UTF-8" + }, "abind": { "Package": "abind", "Version": "1.4-8", @@ -1294,6 +1690,34 @@ "Maintainer": "Jeroen Ooms ", "Repository": "CRAN" }, + "assorthead": { + "Package": "assorthead", + "Version": "1.2.0", + "Source": "Bioconductor", + "Date": "2025-03-03", + "Title": "Assorted Header-Only C++ Libraries", + "Authors@R": "person(\"Aaron\", \"Lun\", role=c(\"cre\", \"aut\"), email=\"infinite.monkeys.with.keyboards@gmail.com\")", + "Description": "Vendors an assortment of useful header-only C++ libraries. Bioconductor packages can use these libraries in their own C++ code by LinkingTo this package without introducing any additional dependencies. The use of a central repository avoids duplicate vendoring of libraries across multiple R packages, and enables better coordination of version updates across cohorts of interdependent C++ libraries.", + "License": "MIT + file LICENSE", + "Suggests": [ + "knitr", + "rmarkdown", + "BiocStyle" + ], + "VignetteBuilder": "knitr", + "URL": "https://github.com/LTLA/assorthead", + "BugReports": "https://github.com/LTLA/assorthead/issues", + "Encoding": "UTF-8", + "biocViews": "SingleCell, QualityControl, Normalization, DataRepresentation, DataImport, DifferentialExpression, Alignment", + "git_url": "https://git.bioconductor.org/packages/assorthead", + "git_branch": "RELEASE_3_21", + "git_last_commit": "4b2dbae", + "git_last_commit_date": "2025-04-15", + "Repository": "Bioconductor 3.21", + "NeedsCompilation": "no", + "Author": "Aaron Lun [cre, aut]", + "Maintainer": "Aaron Lun " + }, "backports": { "Package": "backports", "Version": "1.5.0", @@ -1502,6 +1926,33 @@ "Maintainer": "Kirill Müller ", "Repository": "CRAN" }, + "boot": { + "Package": "boot", + "Version": "1.3-31", + "Source": "Repository", + "Priority": "recommended", + "Date": "2024-08-28", + "Authors@R": "c(person(\"Angelo\", \"Canty\", role = \"aut\", email = \"cantya@mcmaster.ca\", comment = \"author of original code for S\"), person(\"Brian\", \"Ripley\", role = c(\"aut\", \"trl\"), email = \"ripley@stats.ox.ac.uk\", comment = \"conversion to R, maintainer 1999--2022, author of parallel support\"), person(\"Alessandra R.\", \"Brazzale\", role = c(\"ctb\", \"cre\"), email = \"brazzale@stat.unipd.it\", comment = \"minor bug fixes\"))", + "Maintainer": "Alessandra R. Brazzale ", + "Note": "Maintainers are not available to give advice on using a package they did not author.", + "Description": "Functions and datasets for bootstrapping from the book \"Bootstrap Methods and Their Application\" by A. C. Davison and D. V. Hinkley (1997, CUP), originally written by Angelo Canty for S.", + "Title": "Bootstrap Functions (Originally by Angelo Canty for S)", + "Depends": [ + "R (>= 3.0.0)", + "graphics", + "stats" + ], + "Suggests": [ + "MASS", + "survival" + ], + "LazyData": "yes", + "ByteCompile": "yes", + "License": "Unlimited", + "NeedsCompilation": "no", + "Author": "Angelo Canty [aut] (author of original code for S), Brian Ripley [aut, trl] (conversion to R, maintainer 1999--2022, author of parallel support), Alessandra R. Brazzale [ctb, cre] (minor bug fixes)", + "Repository": "CRAN" + }, "broom": { "Package": "broom", "Version": "1.0.9", @@ -1773,6 +2224,92 @@ "Maintainer": "Gábor Csárdi ", "Repository": "CRAN" }, + "car": { + "Package": "car", + "Version": "3.1-3", + "Source": "Repository", + "Date": "2024-09-23", + "Title": "Companion to Applied Regression", + "Authors@R": "c(person(\"John\", \"Fox\", role = c(\"aut\", \"cre\"), email = \"jfox@mcmaster.ca\"), person(\"Sanford\", \"Weisberg\", role = \"aut\", email = \"sandy@umn.edu\"), person(\"Brad\", \"Price\", role = \"aut\", email = \"brad.price@mail.wvu.edu\"), person(\"Daniel\", \"Adler\", role=\"ctb\"), person(\"Douglas\", \"Bates\", role = \"ctb\"), person(\"Gabriel\", \"Baud-Bovy\", role = \"ctb\"), person(\"Ben\", \"Bolker\", role=\"ctb\"), person(\"Steve\", \"Ellison\", role=\"ctb\"), person(\"David\", \"Firth\", role = \"ctb\"), person(\"Michael\", \"Friendly\", role = \"ctb\"), person(\"Gregor\", \"Gorjanc\", role = \"ctb\"), person(\"Spencer\", \"Graves\", role = \"ctb\"), person(\"Richard\", \"Heiberger\", role = \"ctb\"), person(\"Pavel\", \"Krivitsky\", role = \"ctb\"), person(\"Rafael\", \"Laboissiere\", role = \"ctb\"), person(\"Martin\", \"Maechler\", role=\"ctb\"), person(\"Georges\", \"Monette\", role = \"ctb\"), person(\"Duncan\", \"Murdoch\", role=\"ctb\"), person(\"Henric\", \"Nilsson\", role = \"ctb\"), person(\"Derek\", \"Ogle\", role = \"ctb\"), person(\"Brian\", \"Ripley\", role = \"ctb\"), person(\"Tom\", \"Short\", role=\"ctb\"), person(\"William\", \"Venables\", role = \"ctb\"), person(\"Steve\", \"Walker\", role=\"ctb\"), person(\"David\", \"Winsemius\", role=\"ctb\"), person(\"Achim\", \"Zeileis\", role = \"ctb\"), person(\"R-Core\", role=\"ctb\"))", + "Depends": [ + "R (>= 3.5.0)", + "carData (>= 3.0-0)" + ], + "Imports": [ + "abind", + "Formula", + "MASS", + "mgcv", + "nnet", + "pbkrtest (>= 0.4-4)", + "quantreg", + "grDevices", + "utils", + "stats", + "graphics", + "lme4 (>= 1.1-27.1)", + "nlme", + "scales" + ], + "Suggests": [ + "alr4", + "boot", + "coxme", + "effects", + "knitr", + "leaps", + "lmtest", + "Matrix", + "MatrixModels", + "ordinal", + "plotrix", + "mvtnorm", + "rgl (>= 0.111.3)", + "rio", + "sandwich", + "SparseM", + "survival", + "survey" + ], + "ByteCompile": "yes", + "LazyLoad": "yes", + "Description": "Functions to Accompany J. Fox and S. Weisberg, An R Companion to Applied Regression, Third Edition, Sage, 2019.", + "License": "GPL (>= 2)", + "URL": "https://r-forge.r-project.org/projects/car/, https://CRAN.R-project.org/package=car, https://www.john-fox.ca/Companion/index.html", + "VignetteBuilder": "knitr", + "NeedsCompilation": "no", + "Author": "John Fox [aut, cre], Sanford Weisberg [aut], Brad Price [aut], Daniel Adler [ctb], Douglas Bates [ctb], Gabriel Baud-Bovy [ctb], Ben Bolker [ctb], Steve Ellison [ctb], David Firth [ctb], Michael Friendly [ctb], Gregor Gorjanc [ctb], Spencer Graves [ctb], Richard Heiberger [ctb], Pavel Krivitsky [ctb], Rafael Laboissiere [ctb], Martin Maechler [ctb], Georges Monette [ctb], Duncan Murdoch [ctb], Henric Nilsson [ctb], Derek Ogle [ctb], Brian Ripley [ctb], Tom Short [ctb], William Venables [ctb], Steve Walker [ctb], David Winsemius [ctb], Achim Zeileis [ctb], R-Core [ctb]", + "Maintainer": "John Fox ", + "Repository": "RSPM", + "Encoding": "UTF-8" + }, + "carData": { + "Package": "carData", + "Version": "3.0-5", + "Source": "Repository", + "Date": "2022-01-05", + "Title": "Companion to Applied Regression Data Sets", + "Authors@R": "c(person(\"John\", \"Fox\", role = c(\"aut\", \"cre\"), email = \"jfox@mcmaster.ca\"), person(\"Sanford\", \"Weisberg\", role = \"aut\", email = \"sandy@umn.edu\"), person(\"Brad\", \"Price\", role = \"aut\", email = \"brad.price@mail.wvu.edu\"))", + "Depends": [ + "R (>= 3.5.0)" + ], + "Suggests": [ + "car (>= 3.0-0)" + ], + "LazyLoad": "yes", + "LazyData": "yes", + "Description": "Datasets to Accompany J. Fox and S. Weisberg, An R Companion to Applied Regression, Third Edition, Sage (2019).", + "License": "GPL (>= 2)", + "URL": "https://r-forge.r-project.org/projects/car/, https://CRAN.R-project.org/package=carData, https://socialsciences.mcmaster.ca/jfox/Books/Companion/index.html", + "Author": "John Fox [aut, cre], Sanford Weisberg [aut], Brad Price [aut]", + "Maintainer": "John Fox ", + "Repository": "RSPM", + "Repository/R-Forge/Project": "car", + "Repository/R-Forge/Revision": "694", + "Repository/R-Forge/DateTimeStamp": "2022-01-05 19:40:37", + "NeedsCompilation": "no", + "Encoding": "UTF-8" + }, "cellranger": { "Package": "cellranger", "Version": "1.1.0", @@ -2009,6 +2546,27 @@ "Author": "Martin Maechler [aut, cre] (), Peter Rousseeuw [aut] (Fortran original, ), Anja Struyf [aut] (S original), Mia Hubert [aut] (S original, ), Kurt Hornik [trl, ctb] (port to R; maintenance(1999-2000), ), Matthias Studer [ctb], Pierre Roudier [ctb], Juan Gonzalez [ctb], Kamil Kozlowski [ctb], Erich Schubert [ctb] (fastpam options for pam(), ), Keefe Murphy [ctb] (volume.ellipsoid({d >= 3}))", "Repository": "CRAN" }, + "coda": { + "Package": "coda", + "Version": "0.19-4.1", + "Source": "Repository", + "Date": "2020-09-30", + "Title": "Output Analysis and Diagnostics for MCMC", + "Authors@R": "c(person(\"Martyn\", \"Plummer\", role=c(\"aut\",\"cre\",\"trl\"), email=\"martyn.plummer@gmail.com\"), person(\"Nicky\", \"Best\", role=\"aut\"), person(\"Kate\", \"Cowles\", role=\"aut\"), person(\"Karen\", \"Vines\", role=\"aut\"), person(\"Deepayan\", \"Sarkar\", role=\"aut\"), person(\"Douglas\", \"Bates\", role=\"aut\"), person(\"Russell\", \"Almond\", role=\"aut\"), person(\"Arni\", \"Magnusson\", role=\"aut\"))", + "Depends": [ + "R (>= 2.14.0)" + ], + "Imports": [ + "lattice" + ], + "Description": "Provides functions for summarizing and plotting the output from Markov Chain Monte Carlo (MCMC) simulations, as well as diagnostic tests of convergence to the equilibrium distribution of the Markov chain.", + "License": "GPL (>= 2)", + "NeedsCompilation": "no", + "Author": "Martyn Plummer [aut, cre, trl], Nicky Best [aut], Kate Cowles [aut], Karen Vines [aut], Deepayan Sarkar [aut], Douglas Bates [aut], Russell Almond [aut], Arni Magnusson [aut]", + "Maintainer": "Martyn Plummer ", + "Repository": "RSPM", + "Encoding": "UTF-8" + }, "codetools": { "Package": "codetools", "Version": "0.2-20", @@ -2141,6 +2699,35 @@ "Maintainer": "Hadley Wickham ", "Repository": "CRAN" }, + "corrplot": { + "Package": "corrplot", + "Version": "0.95", + "Source": "Repository", + "Type": "Package", + "Title": "Visualization of a Correlation Matrix", + "Date": "2024-10-14", + "Authors@R": "c( person('Taiyun', 'Wei', email = 'weitaiyun@gmail.com', role = c('cre', 'aut')), person('Viliam', 'Simko', email = 'viliam.simko@gmail.com', role = 'aut'), person('Michael', 'Levy', email = 'michael.levy@healthcatalyst.com', role = 'ctb'), person('Yihui', 'Xie', email = 'xie@yihui.name', role = 'ctb'), person('Yan', 'Jin', email = 'jyfeather@gmail.com', role = 'ctb'), person('Jeff', 'Zemla', email = 'zemla@wisc.edu', role = 'ctb'), person('Moritz', 'Freidank', email = 'freidankm@googlemail.com', role = 'ctb'), person('Jun', 'Cai', email = 'cai-j12@mails.tsinghua.edu.cn', role = 'ctb'), person('Tomas', 'Protivinsky', email = 'tomas.protivinsky@gmail.com', role = 'ctb') )", + "Maintainer": "Taiyun Wei ", + "Suggests": [ + "seriation", + "knitr", + "RColorBrewer", + "rmarkdown", + "magrittr", + "prettydoc", + "testthat" + ], + "Description": "Provides a visual exploratory tool on correlation matrix that supports automatic variable reordering to help detect hidden patterns among variables.", + "License": "MIT + file LICENSE", + "URL": "https://github.com/taiyun/corrplot", + "BugReports": "https://github.com/taiyun/corrplot/issues", + "VignetteBuilder": "knitr", + "RoxygenNote": "7.2.1", + "NeedsCompilation": "no", + "Author": "Taiyun Wei [cre, aut], Viliam Simko [aut], Michael Levy [ctb], Yihui Xie [ctb], Yan Jin [ctb], Jeff Zemla [ctb], Moritz Freidank [ctb], Jun Cai [ctb], Tomas Protivinsky [ctb]", + "Repository": "RSPM", + "Encoding": "UTF-8" + }, "cowplot": { "Package": "cowplot", "Version": "1.2.0", @@ -2334,7 +2921,7 @@ }, "curl": { "Package": "curl", - "Version": "6.4.0", + "Version": "7.0.0", "Source": "Repository", "Type": "Package", "Title": "A Modern and Flexible Web Client for R", @@ -2358,13 +2945,13 @@ "Depends": [ "R (>= 3.0.0)" ], - "RoxygenNote": "7.3.2.9000", + "RoxygenNote": "7.3.2", "Encoding": "UTF-8", "Language": "en-US", "NeedsCompilation": "yes", "Author": "Jeroen Ooms [aut, cre] (ORCID: ), Hadley Wickham [ctb], Posit Software, PBC [cph]", "Maintainer": "Jeroen Ooms ", - "Repository": "CRAN" + "Repository": "RSPM" }, "data.table": { "Package": "data.table", @@ -2553,6 +3140,54 @@ "Maintainer": "Dirk Eddelbuettel ", "Repository": "CRAN" }, + "doBy": { + "Package": "doBy", + "Version": "4.7.0", + "Source": "Repository", + "Title": "Groupwise Statistics, LSmeans, Linear Estimates, Utilities", + "Authors@R": "c( person(given = \"Ulrich\", family = \"Halekoh\", email = \"uhalekoh@health.sdu.dk\", role = c(\"aut\", \"cph\")), person(given = \"Søren\", family = \"Højsgaard\", email = \"sorenh@math.aau.dk\", role = c(\"aut\", \"cre\", \"cph\")) )", + "Description": "Utility package containing: Main categories: Working with grouped data: 'do' something to data when stratified 'by' some variables. General linear estimates. Data handling utilities. Functional programming, in particular restrict functions to a smaller domain. Miscellaneous functions for data handling. Model stability in connection with model selection. Miscellaneous other tools.", + "Encoding": "UTF-8", + "VignetteBuilder": "knitr", + "LazyData": "true", + "LazyDataCompression": "xz", + "URL": "https://github.com/hojsgaard/doBy", + "License": "GPL (>= 2)", + "Depends": [ + "R (>= 4.2.0)", + "methods" + ], + "Imports": [ + "boot", + "broom", + "cowplot", + "Deriv", + "dplyr", + "ggplot2", + "MASS", + "Matrix", + "modelr", + "microbenchmark", + "rlang", + "tibble", + "tidyr" + ], + "Suggests": [ + "geepack", + "knitr", + "lme4", + "markdown", + "multcomp", + "pbkrtest (>= 0.5.2)", + "survival", + "testthat (>= 2.1.0)" + ], + "RoxygenNote": "7.3.2", + "NeedsCompilation": "no", + "Author": "Ulrich Halekoh [aut, cph], Søren Højsgaard [aut, cre, cph]", + "Maintainer": "Søren Højsgaard ", + "Repository": "RSPM" + }, "doParallel": { "Package": "doParallel", "Version": "1.0.17", @@ -3224,46 +3859,130 @@ "Config/Needs/website": "tidyverse/tidytemplate", "Config/testthat/edition": "3", "Encoding": "UTF-8", - "RoxygenNote": "7.3.2", + "RoxygenNote": "7.3.2", + "NeedsCompilation": "no", + "Author": "Hadley Wickham [aut, cre] (ORCID: ), Max Kuhn [aut], Davis Vaughan [aut], Posit Software, PBC [cph, fnd] (ROR: )", + "Maintainer": "Hadley Wickham ", + "Repository": "CRAN" + }, + "gert": { + "Package": "gert", + "Version": "2.1.5", + "Source": "Repository", + "Type": "Package", + "Title": "Simple Git Client for R", + "Authors@R": "c( person(\"Jeroen\", \"Ooms\", role = c(\"aut\", \"cre\"), email = \"jeroenooms@gmail.com\", comment = c(ORCID = \"0000-0002-4035-0289\")), person(\"Jennifer\", \"Bryan\", role = \"ctb\", email = \"jenny@posit.co\", comment = c(ORCID = \"0000-0002-6983-2759\")))", + "Description": "Simple git client for R based on 'libgit2' with support for SSH and HTTPS remotes. All functions in 'gert' use basic R data types (such as vectors and data-frames) for their arguments and return values. User credentials are shared with command line 'git' through the git-credential store and ssh keys stored on disk or ssh-agent.", + "License": "MIT + file LICENSE", + "URL": "https://docs.ropensci.org/gert/, https://ropensci.r-universe.dev/gert", + "BugReports": "https://github.com/r-lib/gert/issues", + "Imports": [ + "askpass", + "credentials (>= 1.2.1)", + "openssl (>= 2.0.3)", + "rstudioapi (>= 0.11)", + "sys", + "zip (>= 2.1.0)" + ], + "Suggests": [ + "spelling", + "knitr", + "rmarkdown", + "testthat" + ], + "VignetteBuilder": "knitr", + "Encoding": "UTF-8", + "RoxygenNote": "7.3.2.9000", + "SystemRequirements": "libgit2 (>= 1.0): libgit2-devel (rpm) or libgit2-dev (deb)", + "Language": "en-US", + "NeedsCompilation": "yes", + "Author": "Jeroen Ooms [aut, cre] (), Jennifer Bryan [ctb] ()", + "Maintainer": "Jeroen Ooms ", + "Repository": "CRAN" + }, + "ggalluvial": { + "Package": "ggalluvial", + "Version": "0.12.5", + "Source": "Repository", + "Type": "Package", + "Title": "Alluvial Plots in 'ggplot2'", + "Authors@R": "c( person(given = \"Jason Cory\", family = \"Brunson\", role = c(\"aut\", \"cre\"), email = \"cornelioid@gmail.com\"), person(given = \"Quentin D.\", family = \"Read\", role = 'aut'))", + "Maintainer": "Jason Cory Brunson ", + "Description": "Alluvial plots use variable-width ribbons and stacked bar plots to represent multi-dimensional or repeated-measures data with categorical or ordinal variables; see Riehmann, Hanfler, and Froehlich (2005) and Rosvall and Bergstrom (2010) . Alluvial plots are statistical graphics in the sense of Wilkinson (2006) ; they share elements with Sankey diagrams and parallel sets plots but are uniquely determined from the data and a small set of parameters. This package extends Wickham's (2010) layered grammar of graphics to generate alluvial plots from tidy data.", + "Depends": [ + "R (>= 3.6)", + "ggplot2 (>= 2.2)" + ], + "Imports": [ + "stats", + "dplyr (>= 0.7)", + "tidyr (>= 0.7)", + "lazyeval", + "rlang", + "tidyselect" + ], + "Suggests": [ + "grid", + "alluvial", + "testthat", + "knitr", + "rmarkdown", + "babynames", + "sessioninfo", + "ggrepel", + "shiny (>= 1.4.0.2)", + "htmltools", + "sp (>= 1.4-0)", + "ggfittext (>= 0.6)", + "vdiffr (>= 0.2)" + ], + "License": "GPL-3", + "LazyData": "true", + "URL": "http://corybrunson.github.io/ggalluvial/", + "BugReports": "https://github.com/corybrunson/ggalluvial/issues", + "VignetteBuilder": "knitr", + "RoxygenNote": "7.2.3", + "Encoding": "UTF-8", "NeedsCompilation": "no", - "Author": "Hadley Wickham [aut, cre] (ORCID: ), Max Kuhn [aut], Davis Vaughan [aut], Posit Software, PBC [cph, fnd] (ROR: )", - "Maintainer": "Hadley Wickham ", - "Repository": "CRAN" + "Author": "Jason Cory Brunson [aut, cre], Quentin D. Read [aut]", + "Repository": "RSPM" }, - "gert": { - "Package": "gert", - "Version": "2.1.5", + "ggnetwork": { + "Package": "ggnetwork", + "Version": "0.5.13", "Source": "Repository", "Type": "Package", - "Title": "Simple Git Client for R", - "Authors@R": "c( person(\"Jeroen\", \"Ooms\", role = c(\"aut\", \"cre\"), email = \"jeroenooms@gmail.com\", comment = c(ORCID = \"0000-0002-4035-0289\")), person(\"Jennifer\", \"Bryan\", role = \"ctb\", email = \"jenny@posit.co\", comment = c(ORCID = \"0000-0002-6983-2759\")))", - "Description": "Simple git client for R based on 'libgit2' with support for SSH and HTTPS remotes. All functions in 'gert' use basic R data types (such as vectors and data-frames) for their arguments and return values. User credentials are shared with command line 'git' through the git-credential store and ssh keys stored on disk or ssh-agent.", - "License": "MIT + file LICENSE", - "URL": "https://docs.ropensci.org/gert/, https://ropensci.r-universe.dev/gert", - "BugReports": "https://github.com/r-lib/gert/issues", + "Title": "Geometries to Plot Networks with 'ggplot2'", + "Description": "Geometries to plot network objects with 'ggplot2'.", + "Date": "2024-02-14", + "Maintainer": "François Briatte ", + "Authors@R": "c( person(\"François\", \"Briatte\", email = \"f.briatte@gmail.com\", role = c(\"aut\", \"cre\"), comment = c(ORCID = \"0000-0001-6494-9774\")), person(\"Michał\", \"Bojanowski\", role = \"ctb\", comment = c(ORCID = \"0000-0001-7503-852X\")), person(\"Mickaël\", \"Canouil\", role = \"ctb\", comment = c(ORCID = \"0000-0002-3396-4549\")), person(\"Zachary\", \"Charlop-Powers\", role = \"ctb\", comment = c(ORCID = \"0000-0001-8816-4680\")), person(\"Jacob C.\", \"Fisher\", role = \"ctb\", comment = c(ORCID = \"0000-0003-0299-0346\")), person(\"Kipp\", \"Johnson\", role = \"ctb\", comment = c(ORCID = \"0000-0002-5102-741X\")), person(\"Tyler\", \"Rinker\", role = \"ctb\") )", + "License": "GPL-3", + "URL": "https://github.com/briatte/ggnetwork", + "BugReports": "https://github.com/briatte/ggnetwork/issues", + "Depends": [ + "R (>= 3.5)", + "ggplot2 (>= 2.0.0)" + ], "Imports": [ - "askpass", - "credentials (>= 1.2.1)", - "openssl (>= 2.0.3)", - "rstudioapi (>= 0.11)", - "sys", - "zip (>= 2.1.0)" + "ggrepel (>= 0.5)", + "network", + "igraph", + "sna", + "utils" ], "Suggests": [ - "spelling", "knitr", "rmarkdown", "testthat" ], + "Collate": "'utilities.R' 'fortify-igraph.R' 'fortify-network.R' 'geom-nodes.R' 'geom-edges.R' 'ggnetwork.R'", "VignetteBuilder": "knitr", + "RoxygenNote": "7.3.1", "Encoding": "UTF-8", - "RoxygenNote": "7.3.2.9000", - "SystemRequirements": "libgit2 (>= 1.0): libgit2-devel (rpm) or libgit2-dev (deb)", - "Language": "en-US", - "NeedsCompilation": "yes", - "Author": "Jeroen Ooms [aut, cre] (), Jennifer Bryan [ctb] ()", - "Maintainer": "Jeroen Ooms ", - "Repository": "CRAN" + "NeedsCompilation": "no", + "Author": "François Briatte [aut, cre] (), Michał Bojanowski [ctb] (), Mickaël Canouil [ctb] (), Zachary Charlop-Powers [ctb] (), Jacob C. Fisher [ctb] (), Kipp Johnson [ctb] (), Tyler Rinker [ctb]", + "Repository": "RSPM" }, "ggplot2": { "Package": "ggplot2", @@ -3381,6 +4100,58 @@ "Maintainer": "Charlotte Dawson ", "Repository": "CRAN" }, + "ggpubr": { + "Package": "ggpubr", + "Version": "0.6.1", + "Source": "Repository", + "Type": "Package", + "Title": "'ggplot2' Based Publication Ready Plots", + "Date": "2025-06-27", + "Authors@R": "c( person(\"Alboukadel\", \"Kassambara\", role = c(\"aut\", \"cre\"), email = \"alboukadel.kassambara@gmail.com\"))", + "Description": "The 'ggplot2' package is excellent and flexible for elegant data visualization in R. However the default generated plots requires some formatting before we can send them for publication. Furthermore, to customize a 'ggplot', the syntax is opaque and this raises the level of difficulty for researchers with no advanced R programming skills. 'ggpubr' provides some easy-to-use functions for creating and customizing 'ggplot2'- based publication ready plots.", + "License": "GPL (>= 2)", + "LazyData": "TRUE", + "Encoding": "UTF-8", + "Depends": [ + "R (>= 3.1.0)", + "ggplot2 (>= 3.5.2)" + ], + "Imports": [ + "ggrepel (>= 0.9.2)", + "grid", + "ggsci", + "stats", + "utils", + "tidyr (>= 1.3.0)", + "purrr", + "dplyr (>= 0.7.1)", + "cowplot (>= 1.1.1)", + "ggsignif", + "scales", + "gridExtra", + "glue", + "polynom", + "rlang (>= 0.4.6)", + "rstatix (>= 0.7.2)", + "tibble", + "magrittr" + ], + "Suggests": [ + "grDevices", + "knitr", + "RColorBrewer", + "gtable", + "testthat" + ], + "URL": "https://rpkgs.datanovia.com/ggpubr/", + "BugReports": "https://github.com/kassambara/ggpubr/issues", + "RoxygenNote": "7.3.2", + "Collate": "'utilities_color.R' 'utilities_base.R' 'desc_statby.R' 'utilities.R' 'add_summary.R' 'annotate_figure.R' 'as_ggplot.R' 'as_npc.R' 'axis_scale.R' 'background_image.R' 'bgcolor.R' 'border.R' 'compare_means.R' 'create_aes.R' 'diff_express.R' 'facet.R' 'font.R' 'gene_citation.R' 'gene_expression.R' 'geom_bracket.R' 'geom_exec.R' 'utils-aes.R' 'utils_stat_test_label.R' 'geom_pwc.R' 'get_breaks.R' 'get_coord.R' 'get_legend.R' 'get_palette.R' 'ggadd.R' 'ggadjust_pvalue.R' 'ggarrange.R' 'ggballoonplot.R' 'ggpar.R' 'ggbarplot.R' 'ggboxplot.R' 'ggdensity.R' 'ggpie.R' 'ggdonutchart.R' 'stat_conf_ellipse.R' 'stat_chull.R' 'ggdotchart.R' 'ggdotplot.R' 'ggecdf.R' 'ggerrorplot.R' 'ggexport.R' 'gghistogram.R' 'ggline.R' 'ggmaplot.R' 'ggpaired.R' 'ggparagraph.R' 'ggpubr-package.R' 'ggpubr_args.R' 'ggpubr_options.R' 'ggqqplot.R' 'utilities_label.R' 'stat_cor.R' 'stat_stars.R' 'ggscatter.R' 'ggscatterhist.R' 'ggstripchart.R' 'ggsummarystats.R' 'ggtext.R' 'ggtexttable.R' 'ggviolin.R' 'gradient_color.R' 'grids.R' 'npc_to_data_coord.R' 'reexports.R' 'rotate.R' 'rotate_axis_text.R' 'rremove.R' 'set_palette.R' 'shared_docs.R' 'show_line_types.R' 'show_point_shapes.R' 'stat_anova_test.R' 'stat_central_tendency.R' 'stat_compare_means.R' 'stat_friedman_test.R' 'stat_kruskal_test.R' 'stat_mean.R' 'stat_overlay_normal_density.R' 'stat_pvalue_manual.R' 'stat_regline_equation.R' 'stat_welch_anova_test.R' 'text_grob.R' 'theme_pubr.R' 'theme_transparent.R' 'utils-geom-signif.R' 'utils-pipe.R' 'utils-tidyr.R'", + "NeedsCompilation": "no", + "Author": "Alboukadel Kassambara [aut, cre]", + "Maintainer": "Alboukadel Kassambara ", + "Repository": "RSPM" + }, "ggrepel": { "Package": "ggrepel", "Version": "0.9.6", @@ -3471,6 +4242,69 @@ "Maintainer": "Claus O. Wilke ", "Repository": "CRAN" }, + "ggsci": { + "Package": "ggsci", + "Version": "3.2.0", + "Source": "Repository", + "Type": "Package", + "Title": "Scientific Journal and Sci-Fi Themed Color Palettes for 'ggplot2'", + "Authors@R": "c( person(\"Nan\", \"Xiao\", email = \"me@nanx.me\", role = c(\"aut\", \"cre\"), comment = c(ORCID = \"0000-0002-0250-5673\")), person(\"Joshua\", \"Cook\", email = \"joshuacook0023@gmail.com\", role = \"ctb\"), person(\"Clara\", \"Jégousse\", email = \"cat3@hi.is\", role = \"ctb\"), person(\"Hui\", \"Chen\", email = \"huichen@zju.edu.cn\", role = \"ctb\"), person(\"Miaozhu\", \"Li\", email = \"miaozhu.li@duke.edu\", role = \"ctb\") )", + "Maintainer": "Nan Xiao ", + "Description": "A collection of 'ggplot2' color palettes inspired by plots in scientific journals, data visualization libraries, science fiction movies, and TV shows.", + "License": "GPL (>= 3)", + "URL": "https://nanx.me/ggsci/, https://github.com/nanxstats/ggsci", + "BugReports": "https://github.com/nanxstats/ggsci/issues", + "Depends": [ + "R (>= 3.5.0)" + ], + "Imports": [ + "ggplot2 (>= 2.0.0)", + "grDevices", + "scales" + ], + "Suggests": [ + "gridExtra", + "knitr", + "ragg", + "rmarkdown" + ], + "VignetteBuilder": "knitr", + "Encoding": "UTF-8", + "RoxygenNote": "7.3.1", + "NeedsCompilation": "no", + "Author": "Nan Xiao [aut, cre] (), Joshua Cook [ctb], Clara Jégousse [ctb], Hui Chen [ctb], Miaozhu Li [ctb]", + "Repository": "RSPM" + }, + "ggsignif": { + "Package": "ggsignif", + "Version": "0.6.4", + "Source": "Repository", + "Type": "Package", + "Title": "Significance Brackets for 'ggplot2'", + "Authors@R": "c( person(given = \"Constantin\", family = \"Ahlmann-Eltze\", role = c(\"aut\", \"cre\", \"ctb\"), email = \"artjom31415@googlemail.com\", comment = c(ORCID = \"0000-0002-3762-068X\", Twitter = \"@const_ae\")), person(given = \"Indrajeet\", family = \"Patil\", role = c(\"aut\", \"ctb\"), email = \"patilindrajeet.science@gmail.com\", comment = c(ORCID = \"0000-0003-1995-6531\", Twitter = \"@patilindrajeets\")) )", + "Description": "Enrich your 'ggplots' with group-wise comparisons. This package provides an easy way to indicate if two groups are significantly different. Commonly this is shown by a bracket on top connecting the groups of interest which itself is annotated with the level of significance (NS, *, **, ***). The package provides a single layer (geom_signif()) that takes the groups for comparison and the test (t.test(), wilcox.text() etc.) as arguments and adds the annotation to the plot.", + "License": "GPL-3 | file LICENSE", + "URL": "https://const-ae.github.io/ggsignif/, https://github.com/const-ae/ggsignif", + "VignetteBuilder": "knitr", + "Encoding": "UTF-8", + "Language": "en-US", + "Imports": [ + "ggplot2 (>= 3.3.5)" + ], + "Suggests": [ + "knitr", + "rmarkdown", + "testthat", + "vdiffr (>= 1.0.2)" + ], + "RoxygenNote": "7.2.1", + "Config/testthat/edition": "3", + "Config/testthat/parallel": "true", + "NeedsCompilation": "no", + "Author": "Constantin Ahlmann-Eltze [aut, cre, ctb] (, @const_ae), Indrajeet Patil [aut, ctb] (, @patilindrajeets)", + "Maintainer": "Constantin Ahlmann-Eltze ", + "Repository": "RSPM" + }, "gh": { "Package": "gh", "Version": "1.5.0", @@ -3778,6 +4612,29 @@ "Repository": "CRAN", "Encoding": "UTF-8" }, + "gridBase": { + "Package": "gridBase", + "Version": "0.4-7", + "Source": "Repository", + "Title": "Integration of base and grid graphics", + "Author": "Paul Murrell", + "Depends": [ + "R (>= 2.3.0)" + ], + "Imports": [ + "graphics", + "grid" + ], + "Suggests": [ + "lattice" + ], + "Description": "Integration of base and grid graphics", + "Maintainer": "Paul Murrell ", + "License": "GPL", + "NeedsCompilation": "no", + "Repository": "RSPM", + "Encoding": "UTF-8" + }, "gridExtra": { "Package": "gridExtra", "Version": "2.3", @@ -4600,36 +5457,38 @@ }, "later": { "Package": "later", - "Version": "1.4.2", + "Version": "1.4.3", "Source": "Repository", "Type": "Package", "Title": "Utilities for Scheduling Functions to Execute Later with Event Loops", - "Authors@R": "c( person(\"Winston\", \"Chang\", role = c(\"aut\", \"cre\"), email = \"winston@posit.co\"), person(\"Joe\", \"Cheng\", role = c(\"aut\"), email = \"joe@posit.co\"), person(\"Charlie\", \"Gao\", role = c(\"aut\"), email = \"charlie.gao@shikokuchuo.net\", comment = c(ORCID = \"0000-0002-0750-061X\")), person(family = \"Posit Software, PBC\", role = \"cph\"), person(\"Marcus\", \"Geelnard\", role = c(\"ctb\", \"cph\"), comment = \"TinyCThread library, https://tinycthread.github.io/\"), person(\"Evan\", \"Nemerson\", role = c(\"ctb\", \"cph\"), comment = \"TinyCThread library, https://tinycthread.github.io/\") )", + "Authors@R": "c( person(\"Winston\", \"Chang\", , \"winston@posit.co\", role = \"aut\"), person(\"Joe\", \"Cheng\", , \"joe@posit.co\", role = \"aut\"), person(\"Charlie\", \"Gao\", , \"charlie.gao@posit.co\", role = c(\"aut\", \"cre\"), comment = c(ORCID = \"0000-0002-0750-061X\")), person(\"Posit Software, PBC\", role = c(\"cph\", \"fnd\"), comment = c(ROR = \"03wc8by49\")), person(\"Marcus\", \"Geelnard\", role = c(\"ctb\", \"cph\"), comment = \"TinyCThread library, https://tinycthread.github.io/\"), person(\"Evan\", \"Nemerson\", role = c(\"ctb\", \"cph\"), comment = \"TinyCThread library, https://tinycthread.github.io/\") )", "Description": "Executes arbitrary R or C functions some time after the current time, after the R execution stack has emptied. The functions are scheduled in an event loop.", - "URL": "https://r-lib.github.io/later/, https://github.com/r-lib/later", - "BugReports": "https://github.com/r-lib/later/issues", "License": "MIT + file LICENSE", + "URL": "https://later.r-lib.org, https://github.com/r-lib/later", + "BugReports": "https://github.com/r-lib/later/issues", "Imports": [ "Rcpp (>= 0.12.9)", "rlang" ], - "LinkingTo": [ - "Rcpp" - ], - "RoxygenNote": "7.3.2", "Suggests": [ "knitr", "nanonext", - "R6", "rmarkdown", - "testthat (>= 2.1.0)" + "testthat (>= 3.0.0)" + ], + "LinkingTo": [ + "Rcpp" ], "VignetteBuilder": "knitr", + "Config/Needs/website": "tidyverse/tidytemplate", + "Config/testthat/edition": "3", + "Config/usethis/last-upkeep": "2025-07-18", "Encoding": "UTF-8", + "RoxygenNote": "7.3.2", "NeedsCompilation": "yes", - "Author": "Winston Chang [aut, cre], Joe Cheng [aut], Charlie Gao [aut] (), Posit Software, PBC [cph], Marcus Geelnard [ctb, cph] (TinyCThread library, https://tinycthread.github.io/), Evan Nemerson [ctb, cph] (TinyCThread library, https://tinycthread.github.io/)", - "Maintainer": "Winston Chang ", - "Repository": "CRAN" + "Author": "Winston Chang [aut], Joe Cheng [aut], Charlie Gao [aut, cre] (ORCID: ), Posit Software, PBC [cph, fnd] (ROR: ), Marcus Geelnard [ctb, cph] (TinyCThread library, https://tinycthread.github.io/), Evan Nemerson [ctb, cph] (TinyCThread library, https://tinycthread.github.io/)", + "Maintainer": "Charlie Gao ", + "Repository": "RSPM" }, "lattice": { "Package": "lattice", @@ -4795,6 +5654,70 @@ "Repository": "CRAN", "Encoding": "UTF-8" }, + "lme4": { + "Package": "lme4", + "Version": "1.1-37", + "Source": "Repository", + "Title": "Linear Mixed-Effects Models using 'Eigen' and S4", + "Authors@R": "c( person(\"Douglas\",\"Bates\", role=\"aut\", comment=c(ORCID=\"0000-0001-8316-9503\")), person(\"Martin\",\"Maechler\", role=\"aut\", comment=c(ORCID=\"0000-0002-8685-9910\")), person(\"Ben\",\"Bolker\",email=\"bbolker+lme4@gmail.com\", role=c(\"aut\",\"cre\"), comment=c(ORCID=\"0000-0002-2127-0443\")), person(\"Steven\",\"Walker\",role=\"aut\", comment=c(ORCID=\"0000-0002-4394-9078\")), person(\"Rune Haubo Bojesen\",\"Christensen\", role=\"ctb\", comment=c(ORCID=\"0000-0002-4494-3399\")), person(\"Henrik\",\"Singmann\", role=\"ctb\", comment=c(ORCID=\"0000-0002-4842-3657\")), person(\"Bin\", \"Dai\", role=\"ctb\"), person(\"Fabian\", \"Scheipl\", role=\"ctb\", comment=c(ORCID=\"0000-0001-8172-3603\")), person(\"Gabor\", \"Grothendieck\", role=\"ctb\"), person(\"Peter\", \"Green\", role=\"ctb\", comment=c(ORCID=\"0000-0002-0238-9852\")), person(\"John\", \"Fox\", role=\"ctb\"), person(\"Alexander\", \"Bauer\", role=\"ctb\"), person(\"Pavel N.\", \"Krivitsky\", role=c(\"ctb\",\"cph\"), comment=c(ORCID=\"0000-0002-9101-3362\", \"shared copyright on simulate.formula\")), person(\"Emi\", \"Tanaka\", role = \"ctb\", comment = c(ORCID=\"0000-0002-1455-259X\")), person(\"Mikael\", \"Jagan\", role = \"ctb\", comment = c(ORCID=\"0000-0002-3542-2938\")), person(\"Ross D.\", \"Boylan\", email=\"ross.boylan@ucsf.edu\", role=(\"ctb\"), comment = c(ORCID=\"0009-0003-4123-8090\")) )", + "Description": "Fit linear and generalized linear mixed-effects models. The models and their components are represented using S4 classes and methods. The core computational algorithms are implemented using the 'Eigen' C++ library for numerical linear algebra and 'RcppEigen' \"glue\".", + "Depends": [ + "R (>= 3.6.0)", + "Matrix", + "methods", + "stats" + ], + "LinkingTo": [ + "Rcpp (>= 0.10.5)", + "RcppEigen (>= 0.3.3.9.4)", + "Matrix (>= 1.2-3)" + ], + "Imports": [ + "graphics", + "grid", + "splines", + "utils", + "parallel", + "MASS", + "lattice", + "boot", + "nlme (>= 3.1-123)", + "minqa (>= 1.1.15)", + "nloptr (>= 1.0.4)", + "reformulas (>= 0.3.0)" + ], + "Suggests": [ + "knitr", + "rmarkdown", + "MEMSS", + "testthat (>= 0.8.1)", + "ggplot2", + "mlmRev", + "optimx (>= 2013.8.6)", + "gamm4", + "pbkrtest", + "HSAUR3", + "numDeriv", + "car", + "dfoptim", + "mgcv", + "statmod", + "rr2", + "semEff", + "tibble", + "merDeriv" + ], + "VignetteBuilder": "knitr", + "LazyData": "yes", + "License": "GPL (>= 2)", + "URL": "https://github.com/lme4/lme4/", + "BugReports": "https://github.com/lme4/lme4/issues", + "Encoding": "UTF-8", + "NeedsCompilation": "yes", + "Author": "Douglas Bates [aut] (), Martin Maechler [aut] (), Ben Bolker [aut, cre] (), Steven Walker [aut] (), Rune Haubo Bojesen Christensen [ctb] (), Henrik Singmann [ctb] (), Bin Dai [ctb], Fabian Scheipl [ctb] (), Gabor Grothendieck [ctb], Peter Green [ctb] (), John Fox [ctb], Alexander Bauer [ctb], Pavel N. Krivitsky [ctb, cph] (, shared copyright on simulate.formula), Emi Tanaka [ctb] (), Mikael Jagan [ctb] (), Ross D. Boylan [ctb] ()", + "Maintainer": "Ben Bolker ", + "Repository": "RSPM" + }, "lmtest": { "Package": "lmtest", "Version": "0.9-40", @@ -5002,6 +5925,36 @@ "Repository": "RSPM", "Encoding": "UTF-8" }, + "microbenchmark": { + "Package": "microbenchmark", + "Version": "1.5.0", + "Source": "Repository", + "Title": "Accurate Timing Functions", + "Description": "Provides infrastructure to accurately measure and compare the execution time of R expressions.", + "Authors@R": "c(person(\"Olaf\", \"Mersmann\", role=c(\"aut\")), person(\"Claudia\", \"Beleites\", role=c(\"ctb\")), person(\"Rainer\", \"Hurling\", role=c(\"ctb\")), person(\"Ari\", \"Friedman\", role=c(\"ctb\")), person(given=c(\"Joshua\",\"M.\"), family=\"Ulrich\", role=\"cre\", email=\"josh.m.ulrich@gmail.com\"))", + "URL": "https://github.com/joshuaulrich/microbenchmark/", + "BugReports": "https://github.com/joshuaulrich/microbenchmark/issues/", + "License": "BSD_2_clause + file LICENSE", + "Depends": [ + "R (>= 3.2.0)" + ], + "Imports": [ + "graphics", + "stats" + ], + "Suggests": [ + "ggplot2", + "multcomp", + "RUnit" + ], + "SystemRequirements": "On a Unix-alike, one of the C functions mach_absolute_time (macOS), clock_gettime or gethrtime. If none of these is found, the obsolescent POSIX function gettimeofday will be tried.", + "ByteCompile": "yes", + "NeedsCompilation": "yes", + "Author": "Olaf Mersmann [aut], Claudia Beleites [ctb], Rainer Hurling [ctb], Ari Friedman [ctb], Joshua M. Ulrich [cre]", + "Maintainer": "Joshua M. Ulrich ", + "Repository": "RSPM", + "Encoding": "UTF-8" + }, "mime": { "Package": "mime", "Version": "0.13", @@ -5046,6 +5999,29 @@ "Maintainer": "Joe Cheng ", "Repository": "CRAN" }, + "minqa": { + "Package": "minqa", + "Version": "1.2.8", + "Source": "Repository", + "Type": "Package", + "Title": "Derivative-Free Optimization Algorithms by Quadratic Approximation", + "Authors@R": "c(person(given = \"Douglas\", family = \"Bates\", role = \"aut\"), person(given = c(\"Katharine\", \"M.\"), family = \"Mullen\", role = c(\"aut\", \"cre\"), email = \"katharine.mullen@stat.ucla.edu\"), person(given = c(\"John\", \"C.\"), family = \"Nash\", role = \"aut\"), person(given = \"Ravi\", family = \"Varadhan\", role = \"aut\"))", + "Maintainer": "Katharine M. Mullen ", + "Description": "Derivative-free optimization by quadratic approximation based on an interface to Fortran implementations by M. J. D. Powell.", + "License": "GPL-2", + "URL": "http://optimizer.r-forge.r-project.org", + "Imports": [ + "Rcpp (>= 0.9.10)" + ], + "LinkingTo": [ + "Rcpp" + ], + "SystemRequirements": "GNU make", + "NeedsCompilation": "yes", + "Repository": "RSPM", + "Author": "Douglas Bates [aut], Katharine M. Mullen [aut, cre], John C. Nash [aut], Ravi Varadhan [aut]", + "Encoding": "UTF-8" + }, "modelr": { "Package": "modelr", "Version": "0.1.11", @@ -5085,6 +6061,39 @@ "Maintainer": "Hadley Wickham ", "Repository": "CRAN" }, + "network": { + "Package": "network", + "Version": "1.19.0", + "Source": "Repository", + "Date": "2024-12-08", + "Title": "Classes for Relational Data", + "Authors@R": "c( person(\"Carter T.\", \"Butts\", role=c(\"aut\",\"cre\"), email=\"buttsc@uci.edu\"), person(\"David\", \"Hunter\", role=c(\"ctb\"), email=\"dhunter@stat.psu.edu\"), person(\"Mark\", \"Handcock\", role=c(\"ctb\"), email=\"handcock@stat.ucla.edu\"), person(\"Skye\", \"Bender-deMoll\", role=c(\"ctb\"), email=\"skyebend@uw.edu\"), person(\"Jeffrey\", \"Horner\", role=c(\"ctb\"), email=\"jeffrey.horner@gmail.com\"), person(\"Li\", \"Wang\", role=c(\"ctb\"), email=\"lxwang@uw.edu\"), person(\"Pavel N.\", \"Krivitsky\", role=c(\"ctb\"), email=\"pavel@statnet.org\", comment=c(ORCID=\"0000-0002-9101-3362\")), person(\"Brendan\", \"Knapp\", role=c(\"ctb\"), email=\"brendan.g.knapp@gmail.com\", comment=c(ORCID=\"0000-0003-3284-4972\")), person(\"Michał\", \"Bojanowski\", role=c(\"ctb\"), email = \"michal2992@gmail.com\", comment = c(ORCID = \"0000-0001-7503-852X\")), person(\"Chad\", \"Klumb\", role=c(\"ctb\"), email=\"cklumb@gmail.com\"))", + "Maintainer": "Carter T. Butts ", + "Depends": [ + "R (>= 2.10)", + "utils" + ], + "Imports": [ + "tibble", + "magrittr", + "statnet.common (>= 4.5)", + "stats" + ], + "Suggests": [ + "sna", + "testthat", + "covr" + ], + "Description": "Tools to create and modify network objects. The network class can represent a range of relational data types, and supports arbitrary vertex/edge/graph attributes.", + "License": "GPL (>= 2)", + "URL": "https://statnet.org/", + "RoxygenNote": "7.3.2.9000", + "Collate": "'access.R' 'as.edgelist.R' 'assignment.R' 'coercion.R' 'constructors.R' 'dataframe.R' 'fileio.R' 'layout.R' 'misc.R' 'network-package.R' 'operators.R' 'plot.R' 'printsum.R' 'zzz.R'", + "Encoding": "UTF-8", + "NeedsCompilation": "yes", + "Author": "Carter T. Butts [aut, cre], David Hunter [ctb], Mark Handcock [ctb], Skye Bender-deMoll [ctb], Jeffrey Horner [ctb], Li Wang [ctb], Pavel N. Krivitsky [ctb] (), Brendan Knapp [ctb] (), Michał Bojanowski [ctb] (), Chad Klumb [ctb]", + "Repository": "RSPM" + }, "nlme": { "Package": "nlme", "Version": "3.1-168", @@ -5115,10 +6124,82 @@ "MailingList": "R-help@r-project.org", "URL": "https://svn.r-project.org/R-packages/trunk/nlme/", "NeedsCompilation": "yes", - "Author": "José Pinheiro [aut] (S version), Douglas Bates [aut] (up to 2007), Saikat DebRoy [ctb] (up to 2002), Deepayan Sarkar [ctb] (up to 2005), EISPACK authors [ctb] (src/rs.f), Siem Heisterkamp [ctb] (Author fixed sigma), Bert Van Willigen [ctb] (Programmer fixed sigma), Johannes Ranke [ctb] (varConstProp()), R Core Team [aut, cre] (02zz1nj61)", - "Maintainer": "R Core Team ", + "Author": "José Pinheiro [aut] (S version), Douglas Bates [aut] (up to 2007), Saikat DebRoy [ctb] (up to 2002), Deepayan Sarkar [ctb] (up to 2005), EISPACK authors [ctb] (src/rs.f), Siem Heisterkamp [ctb] (Author fixed sigma), Bert Van Willigen [ctb] (Programmer fixed sigma), Johannes Ranke [ctb] (varConstProp()), R Core Team [aut, cre] (02zz1nj61)", + "Maintainer": "R Core Team ", + "Repository": "CRAN" + }, + "nloptr": { + "Package": "nloptr", + "Version": "2.2.1", + "Source": "Repository", + "Type": "Package", + "Title": "R Interface to NLopt", + "Authors@R": "c(person(\"Jelmer\", \"Ypma\", role = \"aut\", email = \"uctpjyy@ucl.ac.uk\"), person(c(\"Steven\", \"G.\"), \"Johnson\", role = \"aut\", comment = \"author of the NLopt C library\"), person(\"Aymeric\", \"Stamm\", role = c(\"ctb\", \"cre\"), email = \"aymeric.stamm@cnrs.fr\", comment = c(ORCID = \"0000-0002-8725-3654\")), person(c(\"Hans\", \"W.\"), \"Borchers\", role = \"ctb\", email = \"hwborchers@googlemail.com\"), person(\"Dirk\", \"Eddelbuettel\", role = \"ctb\", email = \"edd@debian.org\"), person(\"Brian\", \"Ripley\", role = \"ctb\", comment = \"build process on multiple OS\"), person(\"Kurt\", \"Hornik\", role = \"ctb\", comment = \"build process on multiple OS\"), person(\"Julien\", \"Chiquet\", role = \"ctb\"), person(\"Avraham\", \"Adler\", role = \"ctb\", email = \"Avraham.Adler@gmail.com\", comment = c(ORCID = \"0000-0002-3039-0703\")), person(\"Xiongtao\", \"Dai\", role = \"ctb\"), person(\"Jeroen\", \"Ooms\", role = \"ctb\", email = \"jeroen@berkeley.edu\"), person(\"Tomas\", \"Kalibera\", role = \"ctb\"), person(\"Mikael\", \"Jagan\", role = \"ctb\"))", + "Description": "Solve optimization problems using an R interface to NLopt. NLopt is a free/open-source library for nonlinear optimization, providing a common interface for a number of different free optimization routines available online as well as original implementations of various other algorithms. See for more information on the available algorithms. Building from included sources requires 'CMake'. On Linux and 'macOS', if a suitable system build of NLopt (2.7.0 or later) is found, it is used; otherwise, it is built from included sources via 'CMake'. On Windows, NLopt is obtained through 'rwinlib' for 'R <= 4.1.x' or grabbed from the appropriate toolchain for 'R >= 4.2.0'.", + "License": "LGPL (>= 3)", + "SystemRequirements": "cmake (>= 3.2.0) which is used only on Linux or macOS systems when no system build of nlopt (>= 2.7.0) can be found.", + "Encoding": "UTF-8", + "RoxygenNote": "7.3.2", + "Suggests": [ + "knitr", + "rmarkdown", + "covr", + "tinytest" + ], + "VignetteBuilder": "knitr", + "URL": "https://github.com/astamm/nloptr, https://astamm.github.io/nloptr/", + "BugReports": "https://github.com/astamm/nloptr/issues", + "NeedsCompilation": "yes", + "UseLTO": "yes", + "Author": "Jelmer Ypma [aut], Steven G. Johnson [aut] (author of the NLopt C library), Aymeric Stamm [ctb, cre] (), Hans W. Borchers [ctb], Dirk Eddelbuettel [ctb], Brian Ripley [ctb] (build process on multiple OS), Kurt Hornik [ctb] (build process on multiple OS), Julien Chiquet [ctb], Avraham Adler [ctb] (), Xiongtao Dai [ctb], Jeroen Ooms [ctb], Tomas Kalibera [ctb], Mikael Jagan [ctb]", + "Maintainer": "Aymeric Stamm ", + "Repository": "RSPM" + }, + "nnet": { + "Package": "nnet", + "Version": "7.3-20", + "Source": "Repository", + "Priority": "recommended", + "Date": "2025-01-01", + "Depends": [ + "R (>= 3.0.0)", + "stats", + "utils" + ], + "Suggests": [ + "MASS" + ], + "Authors@R": "c(person(\"Brian\", \"Ripley\", role = c(\"aut\", \"cre\", \"cph\"), email = \"Brian.Ripley@R-project.org\"), person(\"William\", \"Venables\", role = \"cph\"))", + "Description": "Software for feed-forward neural networks with a single hidden layer, and for multinomial log-linear models.", + "Title": "Feed-Forward Neural Networks and Multinomial Log-Linear Models", + "ByteCompile": "yes", + "License": "GPL-2 | GPL-3", + "URL": "http://www.stats.ox.ac.uk/pub/MASS4/", + "NeedsCompilation": "yes", + "Author": "Brian Ripley [aut, cre, cph], William Venables [cph]", + "Maintainer": "Brian Ripley ", "Repository": "CRAN" }, + "numDeriv": { + "Package": "numDeriv", + "Version": "2016.8-1.1", + "Source": "Repository", + "Title": "Accurate Numerical Derivatives", + "Description": "Methods for calculating (usually) accurate numerical first and second order derivatives. Accurate calculations are done using 'Richardson''s' extrapolation or, when applicable, a complex step derivative is available. A simple difference method is also provided. Simple difference is (usually) less accurate but is much quicker than 'Richardson''s' extrapolation and provides a useful cross-check. Methods are provided for real scalar and vector valued functions.", + "Depends": [ + "R (>= 2.11.1)" + ], + "LazyLoad": "yes", + "ByteCompile": "yes", + "License": "GPL-2", + "Copyright": "2006-2011, Bank of Canada. 2012-2016, Paul Gilbert", + "Author": "Paul Gilbert and Ravi Varadhan", + "Maintainer": "Paul Gilbert ", + "URL": "http://optimizer.r-forge.r-project.org/", + "NeedsCompilation": "no", + "Repository": "RSPM", + "Encoding": "UTF-8" + }, "openssl": { "Package": "openssl", "Version": "2.3.3", @@ -5255,6 +6336,43 @@ "Repository": "RSPM", "Encoding": "UTF-8" }, + "pbkrtest": { + "Package": "pbkrtest", + "Version": "0.5.5", + "Source": "Repository", + "Title": "Parametric Bootstrap, Kenward-Roger and Satterthwaite Based Methods for Test in Mixed Models", + "Authors@R": "c( person(given = \"Ulrich\", family = \"Halekoh\", email = \"uhalekoh@health.sdu.dk\", role = c(\"aut\", \"cph\")), person(given = \"Søren\", family = \"Højsgaard\", email = \"sorenh@math.aau.dk\", role = c(\"aut\", \"cre\", \"cph\")) )", + "Maintainer": "Søren Højsgaard ", + "Description": "Computes p-values based on (a) Satterthwaite or Kenward-Rogers degree of freedom methods and (b) parametric bootstrap for mixed effects models as implemented in the 'lme4' package. Implements parametric bootstrap test for generalized linear mixed models as implemented in 'lme4' and generalized linear models. The package is documented in the paper by Halekoh and Højsgaard, (2012, ). Please see 'citation(\"pbkrtest\")' for citation details.", + "URL": "https://people.math.aau.dk/~sorenh/software/pbkrtest/", + "Depends": [ + "R (>= 4.2.0)", + "lme4 (>= 1.1.31)" + ], + "Imports": [ + "broom", + "dplyr", + "MASS", + "methods", + "numDeriv", + "Matrix (>= 1.2.3)", + "doBy (>= 4.6.22)" + ], + "Suggests": [ + "nlme", + "markdown", + "knitr" + ], + "Encoding": "UTF-8", + "VignetteBuilder": "knitr", + "License": "GPL (>= 2)", + "ByteCompile": "Yes", + "RoxygenNote": "7.3.2", + "LazyData": "true", + "NeedsCompilation": "no", + "Author": "Ulrich Halekoh [aut, cph], Søren Højsgaard [aut, cre, cph]", + "Repository": "RSPM" + }, "pillar": { "Package": "pillar", "Version": "1.11.0", @@ -5489,6 +6607,29 @@ "Repository": "CRAN", "Encoding": "UTF-8" }, + "polynom": { + "Package": "polynom", + "Version": "1.4-1", + "Source": "Repository", + "Title": "A Collection of Functions to Implement a Class for Univariate Polynomial Manipulations", + "Authors@R": "c(person(\"Bill\", \"Venables\", role = c(\"aut\", \"cre\"), email = \"Bill.Venables@gmail.com\", comment = \"S original\"), person(\"Kurt\", \"Hornik\", role = \"aut\", email = \"Kurt.Hornik@R-project.org\", comment = \"R port\"), person(\"Martin\", \"Maechler\", role = \"aut\", email = \"maechler@stat.math.ethz.ch\", comment = \"R port\"))", + "Description": "A collection of functions to implement a class for univariate polynomial manipulations.", + "Imports": [ + "stats", + "graphics" + ], + "License": "GPL-2", + "NeedsCompilation": "no", + "Author": "Bill Venables [aut, cre] (S original), Kurt Hornik [aut] (R port), Martin Maechler [aut] (R port)", + "Maintainer": "Bill Venables ", + "Suggests": [ + "knitr", + "rmarkdown" + ], + "VignetteBuilder": "knitr", + "Repository": "RSPM", + "Encoding": "UTF-8" + }, "prettyunits": { "Package": "prettyunits", "Version": "1.2.0", @@ -5812,6 +6953,45 @@ "Author": "Travers Ching [aut, cre, cph], Yann Collet [ctb, cph] (Yann Collet is the author of the bundled zstd, lz4 and xxHash code), Facebook, Inc. [cph] (Facebook is the copyright holder of the bundled zstd code), Reichardt Tino [ctb, cph] (Contributor/copyright holder of zstd bundled code), Skibinski Przemyslaw [ctb, cph] (Contributor/copyright holder of zstd bundled code), Mori Yuta [ctb, cph] (Contributor/copyright holder of zstd bundled code), Romain Francois [ctb, cph] (Derived example/tutorials for ALTREP structures), Francesc Alted [ctb, cph] (Shuffling routines derived from Blosc library), Bryce Chamberlain [ctb] (qsavem and qload functions), Salim Brüggemann [ctb] (Contributing to documentation (ORCID:0000-0002-5329-5987))", "Repository": "CRAN" }, + "quantreg": { + "Package": "quantreg", + "Version": "6.1", + "Source": "Repository", + "Title": "Quantile Regression", + "Description": "Estimation and inference methods for models for conditional quantile functions: Linear and nonlinear parametric and non-parametric (total variation penalized) models for conditional quantiles of a univariate response and several methods for handling censored survival data. Portfolio selection methods based on expected shortfall risk are also now included. See Koenker, R. (2005) Quantile Regression, Cambridge U. Press, and Koenker, R. et al. (2017) Handbook of Quantile Regression, CRC Press, .", + "Authors@R": "c( person(\"Roger\", \"Koenker\", role = c(\"cre\",\"aut\"), email = \"rkoenker@illinois.edu\"), person(\"Stephen\", \"Portnoy\", role = c(\"ctb\"), comment = \"Contributions to Censored QR code\", email = \"sportnoy@illinois.edu\"), person(c(\"Pin\", \"Tian\"), \"Ng\", role = c(\"ctb\"), comment = \"Contributions to Sparse QR code\", email = \"pin.ng@nau.edu\"), person(\"Blaise\", \"Melly\", role = c(\"ctb\"), comment = \"Contributions to preprocessing code\", email = \"mellyblaise@gmail.com\"), person(\"Achim\", \"Zeileis\", role = c(\"ctb\"), comment = \"Contributions to dynrq code essentially identical to his dynlm code\", email = \"Achim.Zeileis@uibk.ac.at\"), person(\"Philip\", \"Grosjean\", role = c(\"ctb\"), comment = \"Contributions to nlrq code\", email = \"phgrosjean@sciviews.org\"), person(\"Cleve\", \"Moler\", role = c(\"ctb\"), comment = \"author of several linpack routines\"), person(\"Yousef\", \"Saad\", role = c(\"ctb\"), comment = \"author of sparskit2\"), person(\"Victor\", \"Chernozhukov\", role = c(\"ctb\"), comment = \"contributions to extreme value inference code\"), person(\"Ivan\", \"Fernandez-Val\", role = c(\"ctb\"), comment = \"contributions to extreme value inference code\"), person(\"Martin\", \"Maechler\", role = \"ctb\", comment = c(\"tweaks (src/chlfct.f, 'tiny','Large')\", ORCID = \"0000-0002-8685-9910\")), person(c(\"Brian\", \"D\"), \"Ripley\", role = c(\"trl\",\"ctb\"), comment = \"Initial (2001) R port from S (to my everlasting shame -- how could I have been so slow to adopt R!) and for numerous other suggestions and useful advice\", email = \"ripley@stats.ox.ac.uk\"))", + "Maintainer": "Roger Koenker ", + "Repository": "RSPM", + "Depends": [ + "R (>= 3.5)", + "stats", + "SparseM" + ], + "Imports": [ + "methods", + "graphics", + "Matrix", + "MatrixModels", + "survival", + "MASS" + ], + "Suggests": [ + "interp", + "rgl", + "logspline", + "nor1mix", + "Formula", + "zoo", + "R.rsp", + "conquer" + ], + "License": "GPL (>= 2)", + "URL": "https://www.r-project.org", + "NeedsCompilation": "yes", + "VignetteBuilder": "R.rsp", + "Author": "Roger Koenker [cre, aut], Stephen Portnoy [ctb] (Contributions to Censored QR code), Pin Tian Ng [ctb] (Contributions to Sparse QR code), Blaise Melly [ctb] (Contributions to preprocessing code), Achim Zeileis [ctb] (Contributions to dynrq code essentially identical to his dynlm code), Philip Grosjean [ctb] (Contributions to nlrq code), Cleve Moler [ctb] (author of several linpack routines), Yousef Saad [ctb] (author of sparskit2), Victor Chernozhukov [ctb] (contributions to extreme value inference code), Ivan Fernandez-Val [ctb] (contributions to extreme value inference code), Martin Maechler [ctb] (tweaks (src/chlfct.f, 'tiny','Large'), ), Brian D Ripley [trl, ctb] (Initial (2001) R port from S (to my everlasting shame -- how could I have been so slow to adopt R!) and for numerous other suggestions and useful advice)", + "Encoding": "UTF-8" + }, "ragg": { "Package": "ragg", "Version": "1.4.0", @@ -5877,6 +7057,34 @@ "Maintainer": "Hadley Wickham ", "Repository": "CRAN" }, + "rbibutils": { + "Package": "rbibutils", + "Version": "2.3", + "Source": "Repository", + "Type": "Package", + "Title": "Read 'Bibtex' Files and Convert Between Bibliography Formats", + "Authors@R": "c( person(given = c(\"Georgi\", \"N.\"), family = \"Boshnakov\", role = c(\"aut\", \"cre\"), \t email = \"georgi.boshnakov@manchester.ac.uk\", comment = \"R port, R code, new C code and modifications to bibutils' C code, conversion to Bibentry (R and C code)\" ), person(given = \"Chris\", family = \"Putman\", role = \"aut\", comment = \"src/*, author of the bibutils libraries, https://sourceforge.net/projects/bibutils/\"), person(given = \"Richard\", family = \"Mathar\", role = \"ctb\", comment = \"src/addsout.c\"), person(given = \"Johannes\", family = \"Wilm\", role = \"ctb\", comment = \"src/biblatexin.c, src/bltypes.c\"), person(\"R Core Team\", role = \"ctb\", comment = \"base R's bibentry and bibstyle implementation\") )", + "Description": "Read and write 'Bibtex' files. Convert between bibliography formats, including 'Bibtex', 'Biblatex', 'PubMed', 'Endnote', and 'Bibentry'. Includes a port of the 'bibutils' utilities by Chris Putnam . Supports all bibliography formats and character encodings implemented in 'bibutils'.", + "License": "GPL-2", + "URL": "https://geobosh.github.io/rbibutils/ (doc), https://github.com/GeoBosh/rbibutils (devel)", + "BugReports": "https://github.com/GeoBosh/rbibutils/issues", + "Depends": [ + "R (>= 2.10)" + ], + "Imports": [ + "utils", + "tools" + ], + "Suggests": [ + "testthat" + ], + "Encoding": "UTF-8", + "NeedsCompilation": "yes", + "Config/Needs/memcheck": "devtools, rcmdcheck", + "Author": "Georgi N. Boshnakov [aut, cre] (R port, R code, new C code and modifications to bibutils' C code, conversion to Bibentry (R and C code)), Chris Putman [aut] (src/*, author of the bibutils libraries, https://sourceforge.net/projects/bibutils/), Richard Mathar [ctb] (src/addsout.c), Johannes Wilm [ctb] (src/biblatexin.c, src/bltypes.c), R Core Team [ctb] (base R's bibentry and bibstyle implementation)", + "Maintainer": "Georgi N. Boshnakov ", + "Repository": "RSPM" + }, "readr": { "Package": "readr", "Version": "2.1.5", @@ -5973,6 +7181,54 @@ "Maintainer": "Jennifer Bryan ", "Repository": "CRAN" }, + "reformulas": { + "Package": "reformulas", + "Version": "0.4.1", + "Source": "Repository", + "Title": "Machinery for Processing Random Effect Formulas", + "Authors@R": "person(given = \"Ben\", family = \"Bolker\", role = c(\"aut\", \"cre\"), email = \"bolker@mcmaster.ca\", comment=c(ORCID=\"0000-0002-2127-0443\"))", + "Description": "Takes formulas including random-effects components (formatted as in 'lme4', 'glmmTMB', etc.) and processes them. Includes various helper functions.", + "URL": "https://github.com/bbolker/reformulas", + "License": "GPL-3", + "Encoding": "UTF-8", + "Imports": [ + "stats", + "methods", + "Matrix", + "Rdpack" + ], + "RdMacros": "Rdpack", + "Suggests": [ + "lme4", + "tinytest", + "glmmTMB" + ], + "RoxygenNote": "7.3.2.9000", + "NeedsCompilation": "no", + "Author": "Ben Bolker [aut, cre] (ORCID: )", + "Maintainer": "Ben Bolker ", + "Repository": "RSPM" + }, + "registry": { + "Package": "registry", + "Version": "0.5-1", + "Source": "Repository", + "Type": "Package", + "Title": "Infrastructure for R Package Registries", + "Author": "David Meyer", + "Maintainer": "David Meyer ", + "Description": "Provides a generic infrastructure for creating and using registries.", + "Depends": [ + "R (>= 2.6.0)" + ], + "Imports": [ + "utils" + ], + "License": "GPL-2", + "NeedsCompilation": "no", + "Repository": "RSPM", + "Encoding": "UTF-8" + }, "rematch": { "Package": "rematch", "Version": "2.0.0", @@ -6332,6 +7588,38 @@ "Maintainer": "Yihui Xie ", "Repository": "CRAN" }, + "rngtools": { + "Package": "rngtools", + "Version": "1.5.2", + "Source": "Repository", + "Authors@R": "c(person(\"Renaud\", \"Gaujoux\", email = \"renozao@protonmail.com\", role = c(\"aut\", \"cre\")), person(\"Max\", \"Kuhn\", role = \"ctb\"))", + "License": "GPL-3", + "Title": "Utility Functions for Working with Random Number Generators", + "Description": "Provides a set of functions for working with Random Number Generators (RNGs). In particular, a generic S4 framework is defined for getting/setting the current RNG, or RNG data that are embedded into objects for reproducibility. Notably, convenient default methods greatly facilitate the way current RNG settings can be changed.", + "URL": "https://renozao.github.io/rngtools/", + "BugReports": "https://github.com/renozao/rngtools/issues", + "Encoding": "UTF-8", + "Depends": [ + "R (>= 3.2.0)", + "methods" + ], + "Imports": [ + "digest", + "utils", + "stats", + "parallel" + ], + "Suggests": [ + "covr", + "RUnit", + "testthat" + ], + "RoxygenNote": "7.0.2", + "NeedsCompilation": "no", + "Author": "Renaud Gaujoux [aut, cre], Max Kuhn [ctb]", + "Maintainer": "Renaud Gaujoux ", + "Repository": "RSPM" + }, "rprojroot": { "Package": "rprojroot", "Version": "2.1.0", @@ -6366,6 +7654,55 @@ "Maintainer": "Kirill Müller ", "Repository": "CRAN" }, + "rstatix": { + "Package": "rstatix", + "Version": "0.7.2", + "Source": "Repository", + "Type": "Package", + "Title": "Pipe-Friendly Framework for Basic Statistical Tests", + "Authors@R": "c( person(\"Alboukadel\", \"Kassambara\", role = c(\"aut\", \"cre\"), email = \"alboukadel.kassambara@gmail.com\"))", + "Description": "Provides a simple and intuitive pipe-friendly framework, coherent with the 'tidyverse' design philosophy, for performing basic statistical tests, including t-test, Wilcoxon test, ANOVA, Kruskal-Wallis and correlation analyses. The output of each test is automatically transformed into a tidy data frame to facilitate visualization. Additional functions are available for reshaping, reordering, manipulating and visualizing correlation matrix. Functions are also included to facilitate the analysis of factorial experiments, including purely 'within-Ss' designs (repeated measures), purely 'between-Ss' designs, and mixed 'within-and-between-Ss' designs. It's also possible to compute several effect size metrics, including \"eta squared\" for ANOVA, \"Cohen's d\" for t-test and 'Cramer V' for the association between categorical variables. The package contains helper functions for identifying univariate and multivariate outliers, assessing normality and homogeneity of variances.", + "License": "GPL-2", + "Encoding": "UTF-8", + "Depends": [ + "R (>= 3.3.0)" + ], + "Imports": [ + "stats", + "utils", + "tidyr (>= 1.0.0)", + "purrr", + "broom (>= 0.7.4)", + "rlang (>= 0.3.1)", + "tibble (>= 2.1.3)", + "dplyr (>= 0.7.1)", + "magrittr", + "corrplot", + "tidyselect (>= 1.2.0)", + "car", + "generics (>= 0.0.2)" + ], + "Suggests": [ + "knitr", + "rmarkdown", + "ggpubr", + "graphics", + "emmeans", + "coin", + "boot", + "testthat", + "spelling" + ], + "URL": "https://rpkgs.datanovia.com/rstatix/", + "BugReports": "https://github.com/kassambara/rstatix/issues", + "RoxygenNote": "7.2.3", + "Collate": "'utilities.R' 'add_significance.R' 'adjust_pvalue.R' 'factorial_design.R' 'utilities_two_sample_test.R' 'anova_summary.R' 'anova_test.R' 'as_cor_mat.R' 'binom_test.R' 'box_m.R' 'chisq_test.R' 'cochran_qtest.R' 'cohens_d.R' 'cor_as_symbols.R' 'replace_triangle.R' 'pull_triangle.R' 'cor_mark_significant.R' 'cor_mat.R' 'cor_plot.R' 'cor_reorder.R' 'cor_reshape.R' 'cor_select.R' 'cor_test.R' 'counts_to_cases.R' 'cramer_v.R' 'df.R' 'doo.R' 't_test.R' 'dunn_test.R' 'emmeans_test.R' 'eta_squared.R' 'factors.R' 'fisher_test.R' 'freq_table.R' 'friedman_test.R' 'friedman_effsize.R' 'games_howell_test.R' 'get_comparisons.R' 'get_manova_table.R' 'get_mode.R' 'get_pvalue_position.R' 'get_summary_stats.R' 'get_test_label.R' 'kruskal_effesize.R' 'kruskal_test.R' 'levene_test.R' 'mahalanobis_distance.R' 'make_clean_names.R' 'mcnemar_test.R' 'multinom_test.R' 'outliers.R' 'p_value.R' 'prop_test.R' 'prop_trend_test.R' 'reexports.R' 'remove_ns.R' 'sample_n_by.R' 'shapiro_test.R' 'sign_test.R' 'tukey_hsd.R' 'utils-manova.R' 'utils-pipe.R' 'welch_anova_test.R' 'wilcox_effsize.R' 'wilcox_test.R'", + "Language": "en-US", + "NeedsCompilation": "no", + "Author": "Alboukadel Kassambara [aut, cre]", + "Maintainer": "Alboukadel Kassambara ", + "Repository": "RSPM" + }, "rstudioapi": { "Package": "rstudioapi", "Version": "0.17.1", @@ -6753,6 +8090,33 @@ "Maintainer": "James Balamuta ", "Repository": "CRAN" }, + "sna": { + "Package": "sna", + "Version": "2.8", + "Source": "Repository", + "Date": "2024-09-07", + "Title": "Tools for Social Network Analysis", + "Authors@R": "person(given=c(\"Carter\", \"T.\"), family=\"Butts\", role=c(\"aut\",\"cre\",\"cph\"), email = \"buttsc@uci.edu\")", + "Depends": [ + "R (>= 2.0.0)", + "utils", + "statnet.common", + "network" + ], + "Suggests": [ + "rgl", + "numDeriv", + "SparseM" + ], + "Description": "A range of tools for social network analysis, including node and graph-level indices, structural distance and covariance methods, structural equivalence detection, network regression, random graph generation, and 2D/3D network visualization.", + "License": "GPL (>= 2)", + "URL": "https://statnet.org", + "NeedsCompilation": "yes", + "Author": "Carter T. Butts [aut, cre, cph]", + "Maintainer": "Carter T. Butts ", + "Repository": "RSPM", + "Encoding": "UTF-8" + }, "sourcetools": { "Package": "sourcetools", "Version": "0.1.7-1", @@ -7106,6 +8470,42 @@ "Repository": "RSPM", "Encoding": "UTF-8" }, + "statnet.common": { + "Package": "statnet.common", + "Version": "4.12.0", + "Source": "Repository", + "Date": "2025-05-30", + "Title": "Common R Scripts and Utilities Used by the Statnet Project Software", + "Authors@R": "c( person(c(\"Pavel\", \"N.\"), \"Krivitsky\", role=c(\"aut\",\"cre\"), email=\"pavel@statnet.org\", comment=c(ORCID=\"0000-0002-9101-3362\", affiliation=\"University of New South Wales\")), person(\"Skye\", \"Bender-deMoll\", role=c(\"ctb\"), email=\"skyebend@uw.edu\"), person(\"Chad\", \"Klumb\", role=c(\"ctb\"), email=\"cklumb@gmail.com\", comment=c(affiliation=\"University of Washington\")), person(\"Michał\", \"Bojanowski\", role=c(\"ctb\"), email=\"michal2992@gmail.com\", comment=c(ORCID=\"0000-0001-7503-852X\")))", + "Description": "Non-statistical utilities used by the software developed by the Statnet Project. They may also be of use to others.", + "Depends": [ + "R (>= 4.1)" + ], + "Imports": [ + "utils", + "methods", + "coda", + "parallel", + "tools", + "Matrix" + ], + "BugReports": "https://github.com/statnet/statnet.common/issues", + "License": "GPL-3 + file LICENSE", + "URL": "https://statnet.org", + "RoxygenNote": "7.3.2.9000", + "Encoding": "UTF-8", + "Suggests": [ + "covr", + "roxygen2", + "rlang (>= 1.1.1)", + "purrr", + "MASS" + ], + "NeedsCompilation": "yes", + "Author": "Pavel N. Krivitsky [aut, cre] (ORCID: , affiliation: University of New South Wales), Skye Bender-deMoll [ctb], Chad Klumb [ctb] (affiliation: University of Washington), Michał Bojanowski [ctb] (ORCID: )", + "Maintainer": "Pavel N. Krivitsky ", + "Repository": "RSPM" + }, "stringfish": { "Package": "stringfish", "Version": "0.16.0", @@ -7252,6 +8652,54 @@ "Maintainer": "Terry M Therneau ", "Repository": "CRAN" }, + "svglite": { + "Package": "svglite", + "Version": "2.2.1", + "Source": "Repository", + "Title": "An 'SVG' Graphics Device", + "Authors@R": "c( person(\"Hadley\", \"Wickham\", , \"hadley@posit.co\", role = \"aut\"), person(\"Lionel\", \"Henry\", , \"lionel@posit.co\", role = \"aut\"), person(\"Thomas Lin\", \"Pedersen\", , \"thomas.pedersen@posit.co\", role = c(\"cre\", \"aut\"), comment = c(ORCID = \"0000-0002-5147-4711\")), person(\"T Jake\", \"Luciani\", , \"jake@apache.org\", role = \"aut\"), person(\"Matthieu\", \"Decorde\", , \"matthieu.decorde@ens-lyon.fr\", role = \"aut\"), person(\"Vaudor\", \"Lise\", , \"lise.vaudor@ens-lyon.fr\", role = \"aut\"), person(\"Tony\", \"Plate\", role = \"ctb\", comment = \"Early line dashing code\"), person(\"David\", \"Gohel\", role = \"ctb\", comment = \"Line dashing code and early raster code\"), person(\"Yixuan\", \"Qiu\", role = \"ctb\", comment = \"Improved styles; polypath implementation\"), person(\"Håkon\", \"Malmedal\", role = \"ctb\", comment = \"Opacity code\"), person(\"Posit Software, PBC\", role = c(\"cph\", \"fnd\"), comment = c(ROR = \"03wc8by49\")) )", + "Description": "A graphics device for R that produces 'Scalable Vector Graphics'. 'svglite' is a fork of the older 'RSvgDevice' package.", + "License": "GPL (>= 2)", + "URL": "https://svglite.r-lib.org, https://github.com/r-lib/svglite", + "BugReports": "https://github.com/r-lib/svglite/issues", + "Depends": [ + "R (>= 4.1)" + ], + "Imports": [ + "base64enc", + "cli", + "lifecycle", + "rlang (>= 1.1.0)", + "systemfonts (>= 1.2.3)", + "textshaping (>= 0.3.0)" + ], + "Suggests": [ + "covr", + "fontquiver (>= 0.2.0)", + "htmltools", + "knitr", + "rmarkdown", + "testthat (>= 3.0.0)", + "xml2 (>= 1.0.0)" + ], + "LinkingTo": [ + "cpp11", + "systemfonts", + "textshaping" + ], + "VignetteBuilder": "knitr", + "Config/build/compilation-database": "true", + "Config/Needs/website": "tidyverse/tidytemplate", + "Config/testthat/edition": "3", + "Config/usethis/last-upkeep": "2025-04-25", + "Encoding": "UTF-8", + "RoxygenNote": "7.3.2", + "SystemRequirements": "libpng", + "NeedsCompilation": "yes", + "Author": "Hadley Wickham [aut], Lionel Henry [aut], Thomas Lin Pedersen [cre, aut] (ORCID: ), T Jake Luciani [aut], Matthieu Decorde [aut], Vaudor Lise [aut], Tony Plate [ctb] (Early line dashing code), David Gohel [ctb] (Line dashing code and early raster code), Yixuan Qiu [ctb] (Improved styles; polypath implementation), Håkon Malmedal [ctb] (Opacity code), Posit Software, PBC [cph, fnd] (ROR: )", + "Maintainer": "Thomas Lin Pedersen ", + "Repository": "RSPM" + }, "sys": { "Package": "sys", "Version": "3.4.3", @@ -8042,7 +9490,7 @@ }, "xfun": { "Package": "xfun", - "Version": "0.52", + "Version": "0.53", "Source": "Repository", "Type": "Package", "Title": "Supporting Functions for Packages Maintained by 'Yihui Xie'", @@ -8064,7 +9512,7 @@ "rstudioapi", "tinytex (>= 0.30)", "mime", - "litedown (>= 0.4)", + "litedown (>= 0.6)", "commonmark", "knitr (>= 1.50)", "remotes", @@ -8074,6 +9522,7 @@ "jsonlite", "magick", "yaml", + "data.table", "qs" ], "License": "MIT + file LICENSE", @@ -8083,9 +9532,9 @@ "RoxygenNote": "7.3.2", "VignetteBuilder": "litedown", "NeedsCompilation": "yes", - "Author": "Yihui Xie [aut, cre, cph] (, https://yihui.org), Wush Wu [ctb], Daijiang Li [ctb], Xianying Tan [ctb], Salim Brüggemann [ctb] (), Christophe Dervieux [ctb]", + "Author": "Yihui Xie [aut, cre, cph] (ORCID: , URL: https://yihui.org), Wush Wu [ctb], Daijiang Li [ctb], Xianying Tan [ctb], Salim Brüggemann [ctb] (ORCID: ), Christophe Dervieux [ctb]", "Maintainer": "Yihui Xie ", - "Repository": "CRAN" + "Repository": "RSPM" }, "xml2": { "Package": "xml2", From e017b6d0614f6b74a98f946f0fa4fcd45f775a86 Mon Sep 17 00:00:00 2001 From: lijin0303 Date: Tue, 26 Aug 2025 13:16:59 +0000 Subject: [PATCH 03/21] Style code (GHA) --- 05_signaling/cellchat.qmd | 235 ++++++++++++++++++++++---------------- 1 file changed, 134 insertions(+), 101 deletions(-) diff --git a/05_signaling/cellchat.qmd b/05_signaling/cellchat.qmd index 8858dd5..a391866 100644 --- a/05_signaling/cellchat.qmd +++ b/05_signaling/cellchat.qmd @@ -54,10 +54,10 @@ knitr: #| message: false #| warning: false -stopifnot(R.version$major>= 4) # requires R4 -stopifnot(compareVersion(R.version$minor,"3.3")>=0) # requires >=4.3.3 -stopifnot(compareVersion(as.character(BiocManager::version()), "3.18")>=0) -stopifnot(compareVersion(as.character(packageVersion("Seurat")), "5.0.0")>=0) +stopifnot(R.version$major >= 4) # requires R4 +stopifnot(compareVersion(R.version$minor, "3.3") >= 0) # requires >=4.3.3 +stopifnot(compareVersion(as.character(BiocManager::version()), "3.18") >= 0) +stopifnot(compareVersion(as.character(packageVersion("Seurat")), "5.0.0") >= 0) ``` This code is in this ![](https://img.shields.io/badge/status-draft-grey) revision. @@ -84,13 +84,13 @@ if (!dir.exists(path_outs)) dir.create(path_outs, recursive = TRUE) message("CellChat outputs will be written to: ", path_outs) -colors=cb_friendly_cols(1:15) +colors <- cb_friendly_cols(1:15) ggplot2::theme_set(theme_prism(base_size = 14)) # set seed for reproducibility set.seed(1234567890L) -cellchat_ran <- file.exists(file.path(path_outs,cellchat_fn)) +cellchat_ran <- file.exists(file.path(path_outs, cellchat_fn)) ## detect whether precomputed group CellChat results exist and set flag cellchat_rejection_ran <- FALSE grp1_basename <- tryCatch(basename(params$cellchat_group1_fn), error = function(e) NA_character_) @@ -156,20 +156,26 @@ if (!"umap" %in% names(snrna@reductions)) { message("UMAP not found; running PCA -> FindNeighbors -> RunUMAP with default parameters") # ensure we have variable features or features to run PCA on if (length(VariableFeatures(snrna)) == 0) { - tryCatch({ - VariableFeatures(snrna) <- rownames(snrna)[1:min(2000, nrow(snrna))] - }, error = function(e) NULL) + tryCatch( + { + VariableFeatures(snrna) <- rownames(snrna)[1:min(2000, nrow(snrna))] + }, + error = function(e) NULL + ) } - tryCatch({ - snrna <- ScaleData(snrna, features = VariableFeatures(snrna)) - snrna <- RunPCA(snrna, features = VariableFeatures(snrna)) - snrna <- FindNeighbors(snrna, reduction = "pca", dims = 1:20) - snrna <- RunUMAP(snrna, reduction = "pca", dims = 1:20) - }, error = function(e) warning("Failed to compute UMAP automatically: ", conditionMessage(e))) + tryCatch( + { + snrna <- ScaleData(snrna, features = VariableFeatures(snrna)) + snrna <- RunPCA(snrna, features = VariableFeatures(snrna)) + snrna <- FindNeighbors(snrna, reduction = "pca", dims = 1:20) + snrna <- RunUMAP(snrna, reduction = "pca", dims = 1:20) + }, + error = function(e) warning("Failed to compute UMAP automatically: ", conditionMessage(e)) + ) } # in this case, Chris_annot = cell_type -DimPlot(snrna, reduction = 'umap', group.by = label_col) +DimPlot(snrna, reduction = "umap", group.by = label_col) ``` ```{r prep cellchat inputs} @@ -182,7 +188,6 @@ data.input <- tryCatch(as.matrix(GetAssayData(snrna[[selected_assay]], layer = " ) labels <- snrna@meta.data[[label_col]] meta <- data.frame(labels = labels, row.names = names(labels), samples = snrna$orig.ident) - ``` ```{r create cellchat object} @@ -192,14 +197,14 @@ cellchat <- createCellChat(object = data.input, meta = meta, group.by = "labels" ```{r set cellchat db} #| eval: !expr "!cellchat_ran" -CellChatDB <- CellChatDB.human +CellChatDB <- CellChatDB.human CellChatDB.use <- subsetDB(CellChatDB) cellchat@DB <- CellChatDB.use ``` ```{r subset and preprocess data} #| eval: !expr "!cellchat_ran" -cellchat <- subsetData(cellchat) +cellchat <- subsetData(cellchat) cellchat <- updateCellChat(cellchat) future::plan("multisession", workers = 8) # recommend running with at 8-16 cores cellchat <- identifyOverExpressedGenes(cellchat) # may take a couple minutes @@ -209,21 +214,21 @@ cellchat <- identifyOverExpressedInteractions(cellchat) # may take a couple minu ```{r compute communication prob} #| eval: !expr "!cellchat_ran" -# Not recommended: project gene !expression data onto protein-protein interaction network. -# Useful with shallow sequencing depth but introduces many weak communications. +# Not recommended: project gene !expression data onto protein-protein interaction network. +# Useful with shallow sequencing depth but introduces many weak communications. # If used, must set raw.use = FALSE when running computeCommunProb # cellchat <- projectData(cellchat, PPI.human) # this next command takes 0.5-2+ hours -# can choose various methods for caculating average gene exp per group, +# can choose various methods for caculating average gene exp per group, # 'triMean' allegedly produces fewer but stronger interactions -cellchat <- computeCommunProb(cellchat, type = "triMean") +cellchat <- computeCommunProb(cellchat, type = "triMean") # filter out the cell-cell communication if < 50 cells per group cellchat <- filterCommunication(cellchat, min.cells = 50) -qsave(cellchat, file.path(path_outs, 'snrna_cellchat.qs'), preset = 'fast') +qsave(cellchat, file.path(path_outs, "snrna_cellchat.qs"), preset = "fast") ``` # Overall Results @@ -231,7 +236,7 @@ qsave(cellchat, file.path(path_outs, 'snrna_cellchat.qs'), preset = 'fast') ```{r load cellchat} #| eval: !expr "cellchat_ran" # read main cellchat from path_outs -cellchat <- tryCatch(qread(file.path(path_outs, 'snrna_cellchat.qs')), error = function(e) qread(params$cellchat_fn)) +cellchat <- tryCatch(qread(file.path(path_outs, "snrna_cellchat.qs")), error = function(e) qread(params$cellchat_fn)) ``` ```{r} @@ -248,17 +253,18 @@ df.net %>% sanitize_datatable() #| fig-width: 8 #| fig-height: 12 -top_ints <- (df.net %>% pull(interaction_name) %>% unique)[1:10] -for (interaction in top_ints){ - cat('\n') - cat('### ', as.character(interaction), '\n') - interactors <- unlist(strsplit(as.character(interaction), '_')) - p1 <- VlnPlot(snrna, features = interactors, group.by = label_col, - pt.size = 0.1, log = T, ncol = 1) +top_ints <- (df.net %>% pull(interaction_name) %>% unique())[1:10] +for (interaction in top_ints) { + cat("\n") + cat("### ", as.character(interaction), "\n") + interactors <- unlist(strsplit(as.character(interaction), "_")) + p1 <- VlnPlot(snrna, + features = interactors, group.by = label_col, + pt.size = 0.1, log = T, ncol = 1 + ) print(p1) - cat('\n') + cat("\n") } - ``` ::: @@ -273,12 +279,15 @@ cellchat <- aggregateNet(cellchat) #| fig-width: 10 #| fig-height: 8 groupSize <- as.numeric(table(cellchat@idents)) -par(mfrow = c(1,2), xpd=TRUE) -netVisual_circle(cellchat@net$count, vertex.weight = rowSums(cellchat@net$count), - weight.scale = T, label.edge= F, title.name = "Number of interactions") -netVisual_circle(cellchat@net$weight, vertex.weight = rowSums(cellchat@net$weight), - weight.scale = T, label.edge= F, title.name = "Interaction weights/strength") - +par(mfrow = c(1, 2), xpd = TRUE) +netVisual_circle(cellchat@net$count, + vertex.weight = rowSums(cellchat@net$count), + weight.scale = T, label.edge = F, title.name = "Number of interactions" +) +netVisual_circle(cellchat@net$weight, + vertex.weight = rowSums(cellchat@net$weight), + weight.scale = T, label.edge = F, title.name = "Interaction weights/strength" +) ``` ```{r heatmaps} @@ -301,7 +310,7 @@ if (sum(old_mask) > 0) { message("Using ", sum(old_mask), " cells with 'OLD' in ", label_col, " as group1") group1 <- subset(snrna, cells = cell_names_all[old_mask]) group2 <- subset(snrna, cells = cell_names_all[!old_mask]) -} else if (!is.null(params$group1_samples) && length(unlist(params$group1_samples))>0) { +} else if (!is.null(params$group1_samples) && length(unlist(params$group1_samples)) > 0) { message("No 'OLD' labels found in ", label_col, "; falling back to params$group1_samples/group2_samples") group1 <- subset(snrna, orig.ident %in% unlist(params$group1_samples)) group2 <- subset(snrna, orig.ident %in% unlist(params$group2_samples)) @@ -333,28 +342,26 @@ future::plan("multisession", workers = 8) # recommend running with at 8-16 cores cellchat_group1@DB <- CellChatDB.use cellchat_group2@DB <- CellChatDB.use -cellchat_group1 <- subsetData(cellchat_group1) +cellchat_group1 <- subsetData(cellchat_group1) cellchat_group1 <- updateCellChat(cellchat_group1) cellchat_group1 <- identifyOverExpressedGenes(cellchat_group1) # may take a couple minutes cellchat_group1 <- identifyOverExpressedInteractions(cellchat_group1) # may take a couple minutes -cellchat_group2 <- subsetData(cellchat_group2) +cellchat_group2 <- subsetData(cellchat_group2) cellchat_group2 <- updateCellChat(cellchat_group2) cellchat_group2 <- identifyOverExpressedGenes(cellchat_group2) # may take a couple minutes cellchat_group2 <- identifyOverExpressedInteractions(cellchat_group2) # may take a couple minutes - ``` ```{r compute communication prob groups} #| eval: !expr "!cellchat_rejection_ran" cellchat_group1 <- computeCommunProb(cellchat_group1, type = "triMean") # command takes 0.5-2+ hours cellchat_group1 <- filterCommunication(cellchat_group1, min.cells = 50) - qsave(cellchat_group1, file.path(path_outs, basename(params$cellchat_group1_fn)), preset = 'fast') +qsave(cellchat_group1, file.path(path_outs, basename(params$cellchat_group1_fn)), preset = "fast") cellchat_group2 <- computeCommunProb(cellchat_group2, type = "triMean") # command takes 0.5-2+ hours cellchat_group2 <- filterCommunication(cellchat_group2, min.cells = 50) - qsave(cellchat_group2, file.path(path_outs, basename(params$cellchat_group2_fn)), preset = 'fast') - +qsave(cellchat_group2, file.path(path_outs, basename(params$cellchat_group2_fn)), preset = "fast") ``` ```{r load cellchat groups} @@ -365,8 +372,8 @@ cellchat_group2 <- qread(file.path(path_outs, basename(params$cellchat_group2_fn ``` ```{r} -df.net_group1 <- subsetCommunication(cellchat_group1)%>% dplyr::arrange(pval) -df.net_group2 <- subsetCommunication(cellchat_group2)%>% dplyr::arrange(pval) +df.net_group1 <- subsetCommunication(cellchat_group1) %>% dplyr::arrange(pval) +df.net_group2 <- subsetCommunication(cellchat_group2) %>% dplyr::arrange(pval) ``` @@ -385,16 +392,15 @@ df.net_group1 %>% sanitize_datatable() #| fig-width: 8 #| fig-height: 12 -top_ints <- (df.net_group1 %>% pull(interaction_name) %>% unique)[1:10] -for (interaction in top_ints){ - cat('\n') - cat('#### ', as.character(interaction), '\n') - interactors <- unlist(strsplit(as.character(interaction), '_')) - p1 <- VlnPlot(snrna, features = interactors, group.by = label_col, pt.size = 0.1, log = T, ncol = 1) +top_ints <- (df.net_group1 %>% pull(interaction_name) %>% unique())[1:10] +for (interaction in top_ints) { + cat("\n") + cat("#### ", as.character(interaction), "\n") + interactors <- unlist(strsplit(as.character(interaction), "_")) + p1 <- VlnPlot(snrna, features = interactors, group.by = label_col, pt.size = 0.1, log = T, ncol = 1) print(p1) - cat('\n') + cat("\n") } - ``` ::: @@ -415,16 +421,15 @@ df.net_group2 %>% sanitize_datatable() #| fig-width: 8 #| fig-height: 12 -top_ints <- (df.net_group2 %>% pull(interaction_name) %>% unique)[1:10] -for (interaction in top_ints){ - cat('\n') - cat('#### ', as.character(interaction), '\n') - interactors <- unlist(strsplit(as.character(interaction), '_')) - p1 <- VlnPlot(snrna, features = interactors, group.by = label_col, pt.size = 0.1, log = T, ncol = 1) +top_ints <- (df.net_group2 %>% pull(interaction_name) %>% unique())[1:10] +for (interaction in top_ints) { + cat("\n") + cat("#### ", as.character(interaction), "\n") + interactors <- unlist(strsplit(as.character(interaction), "_")) + p1 <- VlnPlot(snrna, features = interactors, group.by = label_col, pt.size = 0.1, log = T, ncol = 1) print(p1) - cat('\n') + cat("\n") } - ``` ::: @@ -441,25 +446,22 @@ object.list <- list(group1 = cellchat_group1, group2 = cellchat_group2) cellchat_merged <- mergeCellChat(object.list, add.names = names(object.list)) df.net_merged <- subsetCommunication(cellchat_merged) - ``` ## Compare Interactions/Interaction Strength ```{r compare interactions} -gg1 <- compareInteractions(cellchat_merged, show.legend = F, group = c(1,2)) -gg2 <- compareInteractions(cellchat_merged, show.legend = F, group = c(1,2), measure = "weight") +gg1 <- compareInteractions(cellchat_merged, show.legend = F, group = c(1, 2)) +gg2 <- compareInteractions(cellchat_merged, show.legend = F, group = c(1, 2), measure = "weight") gg1 + gg2 - ``` ```{r chord plots merged} #| fig-width: 10 #| fig-height: 8 -par(mfrow = c(1,2), xpd=TRUE) +par(mfrow = c(1, 2), xpd = TRUE) netVisual_diffInteraction(cellchat_merged, weight.scale = T) netVisual_diffInteraction(cellchat_merged, weight.scale = T, measure = "weight") - ``` ```{r heatmaps merged} @@ -469,7 +471,6 @@ netVisual_diffInteraction(cellchat_merged, weight.scale = T, measure = "weight") gg1 <- netVisual_heatmap(cellchat_merged) gg2 <- netVisual_heatmap(cellchat_merged, measure = "weight") gg1 + gg2 - ``` ## Compare Major Pathway Sources and Targets @@ -480,7 +481,9 @@ From the CellChat documentation: "Comparing the outgoing and incoming interactio #| fig-width: 10 #| fig-height: 6 -num.link <- sapply(object.list, function(x) {rowSums(x@net$count) + colSums(x@net$count)-diag(x@net$count)}) +num.link <- sapply(object.list, function(x) { + rowSums(x@net$count) + colSums(x@net$count) - diag(x@net$count) +}) weight.MinMax <- c(min(num.link), max(num.link)) # control the dot size in the different datasets gg <- list() for (i in 1:length(object.list)) { @@ -496,8 +499,7 @@ patchwork::wrap_plots(plots = gg) gg1 <- netAnalysis_signalingChanges_scatter(cellchat_merged, idents.use = "2_OLD") gg2 <- netAnalysis_signalingChanges_scatter(cellchat_merged, idents.use = "2_YOUNG") gg3 <- netAnalysis_signalingChanges_scatter(cellchat_merged, idents.use = "3_OLD") -patchwork::wrap_plots(plots = list(gg1,gg2,gg3), nrow = 3, ncol = 1) - +patchwork::wrap_plots(plots = list(gg1, gg2, gg3), nrow = 3, ncol = 1) ``` ## Cluster Altered Signaling Interactions @@ -516,30 +518,55 @@ Structural similarity: A structural similarity was used to compare their signali ```{r identify signaling groups functional} # helper: check that merged CellChat has non-empty nets and pathways can_run_similarity <- function(cc_obj) { - if (is.null(cc_obj)) return(FALSE) - if (is.null(cc_obj@net) || is.null(cc_obj@net$count)) return(FALSE) + if (is.null(cc_obj)) { + return(FALSE) + } + if (is.null(cc_obj@net) || is.null(cc_obj@net$count)) { + return(FALSE) + } cnt <- cc_obj@net$count - if (!is.matrix(cnt) || any(dim(cnt) == 0)) return(FALSE) - if (sum(cnt, na.rm = TRUE) == 0) return(FALSE) - if (is.null(cc_obj@netP) || length(cc_obj@netP) == 0) return(FALSE) + if (!is.matrix(cnt) || any(dim(cnt) == 0)) { + return(FALSE) + } + if (sum(cnt, na.rm = TRUE) == 0) { + return(FALSE) + } + if (is.null(cc_obj@netP) || length(cc_obj@netP) == 0) { + return(FALSE) + } return(TRUE) } # check objects in object.list (expected list of CellChat objects) ok_objs <- sapply(object.list, can_run_similarity) if (!all(ok_objs)) { - warning("One or more CellChat objects appear to have empty networks or no pathways; skipping similarity/embedding steps.\n", - "Failed objects: ", paste(names(object.list)[!ok_objs], collapse = ", ")) + warning( + "One or more CellChat objects appear to have empty networks or no pathways; skipping similarity/embedding steps.\n", + "Failed objects: ", paste(names(object.list)[!ok_objs], collapse = ", ") + ) } else { # ensure Python UMAP is available for netEmbedding (CellChat uses reticulate/umap-learn) umap_available <- FALSE if (requireNamespace("reticulate", quietly = TRUE)) { - try({ umap_available <- reticulate::py_module_available("umap") }, silent = TRUE) + try( + { + umap_available <- reticulate::py_module_available("umap") + }, + silent = TRUE + ) } if (!umap_available) { warning("Python 'umap-learn' not available. Install via reticulate::py_install('umap-learn') or pip install umap-learn to enable netEmbedding/netClustering. Skipping embedding/clustering.") # still compute similarity matrix if desired, but embedding/clustering/visualization require umap - cellchat_merged <- tryCatch({ computeNetSimilarityPairwise(cellchat_merged, type = "functional") }, error = function(e) { warning("computeNetSimilarityPairwise failed: ", conditionMessage(e)); cellchat_merged }) + cellchat_merged <- tryCatch( + { + computeNetSimilarityPairwise(cellchat_merged, type = "functional") + }, + error = function(e) { + warning("computeNetSimilarityPairwise failed: ", conditionMessage(e)) + cellchat_merged + } + ) } else { cellchat_merged <- computeNetSimilarityPairwise(cellchat_merged, type = "functional") cellchat_merged <- netEmbedding(cellchat_merged, type = "functional") @@ -547,7 +574,6 @@ if (!all(ok_objs)) { netVisual_embeddingPairwise(cellchat_merged, type = "functional", label.size = 3.5) } } - ``` ### Based on Structural Similarity @@ -557,14 +583,21 @@ if (!all(ok_objs)) { warning("Skipping structural similarity steps because one or more CellChat objects have empty networks or no pathways.") } else if (!exists("umap_available") || !isTRUE(umap_available)) { warning("Skipping structural netEmbedding/netClustering because Python 'umap-learn' is not available.") - cellchat_merged <- tryCatch({ computeNetSimilarityPairwise(cellchat_merged, type = "structural") }, error = function(e) { warning("computeNetSimilarityPairwise failed: ", conditionMessage(e)); cellchat_merged }) + cellchat_merged <- tryCatch( + { + computeNetSimilarityPairwise(cellchat_merged, type = "structural") + }, + error = function(e) { + warning("computeNetSimilarityPairwise failed: ", conditionMessage(e)) + cellchat_merged + } + ) } else { cellchat_merged <- computeNetSimilarityPairwise(cellchat_merged, type = "structural") cellchat_merged <- netEmbedding(cellchat_merged, type = "structural") cellchat_merged <- netClustering(cellchat_merged, type = "structural") netVisual_embeddingPairwise(cellchat_merged, type = "structural", label.size = 3.5) } - ``` ## Compare Overall Signaling Information Flow @@ -574,7 +607,6 @@ if (!all(ok_objs)) { ```{r info flow} #| fig-height: 9 rankNet(cellchat_merged, mode = "comparison", measure = "weight", sources.use = NULL, targets.use = NULL, stacked = F, do.stat = TRUE) - ``` ## Compare Signaling Patterns Across Cell Populations @@ -584,17 +616,17 @@ rankNet(cellchat_merged, mode = "comparison", measure = "weight", sources.use = ```{r outgoing signaling} #| fig-height: 9 -i = 1 -pathway.union <- union(object.list[[i]]@netP$pathways, object.list[[i+1]]@netP$pathways) -ht1 = netAnalysis_signalingRole_heatmap(object.list[[i]], pattern = "outgoing", signaling = pathway.union, title = names(object.list)[i], width = 5, height = 16, cluster.cols = T) -ht2 = netAnalysis_signalingRole_heatmap(object.list[[i+1]], pattern = "outgoing", signaling = pathway.union, title = names(object.list)[i+1], width = 5, height = 16, cluster.cols = T) +i <- 1 +pathway.union <- union(object.list[[i]]@netP$pathways, object.list[[i + 1]]@netP$pathways) +ht1 <- netAnalysis_signalingRole_heatmap(object.list[[i]], pattern = "outgoing", signaling = pathway.union, title = names(object.list)[i], width = 5, height = 16, cluster.cols = T) +ht2 <- netAnalysis_signalingRole_heatmap(object.list[[i + 1]], pattern = "outgoing", signaling = pathway.union, title = names(object.list)[i + 1], width = 5, height = 16, cluster.cols = T) draw(ht1 + ht2, ht_gap = unit(0.5, "cm")) ``` ```{r incoming signaling} #| fig-height: 9 -ht1 = netAnalysis_signalingRole_heatmap(object.list[[i]], pattern = "incoming", signaling = pathway.union, title = names(object.list)[i], width = 5, height = 16, cluster.cols = T) -ht2 = netAnalysis_signalingRole_heatmap(object.list[[i+1]], pattern = "incoming", signaling = pathway.union, title = names(object.list)[i+1], width = 5, height = 16, cluster.cols = T) +ht1 <- netAnalysis_signalingRole_heatmap(object.list[[i]], pattern = "incoming", signaling = pathway.union, title = names(object.list)[i], width = 5, height = 16, cluster.cols = T) +ht2 <- netAnalysis_signalingRole_heatmap(object.list[[i + 1]], pattern = "incoming", signaling = pathway.union, title = names(object.list)[i + 1], width = 5, height = 16, cluster.cols = T) draw(ht1 + ht2, ht_gap = unit(0.5, "cm")) ``` @@ -605,12 +637,13 @@ draw(ht1 + ht2, ht_gap = unit(0.5, "cm")) #| fig-height: 12 #| fig-width: 8 -gg1 <- netVisual_bubble(cellchat_merged, - comparison = c(1, 2), - max.dataset = 2, - title.name = "Increased signaling in Group 1", - angle.x = 45, - remove.isolate = T) +gg1 <- netVisual_bubble(cellchat_merged, + comparison = c(1, 2), + max.dataset = 2, + title.name = "Increased signaling in Group 1", + angle.x = 45, + remove.isolate = T +) gg1 -signaling.group1_increased = gg1$data +signaling.group1_increased <- gg1$data ``` From d80831fa9b190950f0b1495717fd03a972e5ead9 Mon Sep 17 00:00:00 2001 From: Ruitong Li Date: Tue, 26 Aug 2025 09:23:06 -0400 Subject: [PATCH 04/21] cellchat qmd action --- .github/workflows/run_cellchat.yml | 93 ++++++++++++++++++++++++++++++ 1 file changed, 93 insertions(+) create mode 100644 .github/workflows/run_cellchat.yml diff --git a/.github/workflows/run_cellchat.yml b/.github/workflows/run_cellchat.yml new file mode 100644 index 0000000..3814455 --- /dev/null +++ b/.github/workflows/run_cellchat.yml @@ -0,0 +1,93 @@ +name: CellChat Signaling Workflow + +on: + push: + branches: [main] + paths: + - '05_signaling/cellchat.qmd' + pull_request: + branches: [main] + paths: + - '05_signaling/cellchat.qmd' + workflow_dispatch: + +jobs: + r-cellchat: + runs-on: ubuntu-22.04 + + env: + RENV_PATHS_ROOT: ~/.local/share/renv + + steps: + - name: Checkout code + uses: actions/checkout@v4 + + - name: Install pandoc + run: sudo apt-get update && sudo apt-get install -y pandoc + + - name: Set up R + uses: r-lib/actions/setup-r@v2 + + - name: Install system dependencies for R packages + run: | + sudo apt-get update + sudo apt-get install -y build-essential libcurl4-openssl-dev libssl-dev libxml2-dev libgit2-dev libmagick++-dev libharfbuzz-dev libfribidi-dev libglpk-dev + shell: bash + + - name: Set up Python with conda + uses: conda-incubator/setup-miniconda@v3 + with: + python-version: 3.9 + auto-update-conda: true + + - name: Create and activate conda environment and install UMAP + run: | + conda env remove -n cellchat_env -y 2>/dev/null || true + conda create -n cellchat_env python=3.9 -y + source "$(conda info --base)/etc/profile.d/conda.sh" + conda activate cellchat_env + pip install --no-cache-dir umap-learn + shell: bash + + - name: Cache R packages (renv) + uses: actions/cache@v4 + with: + path: ${{ env.RENV_PATHS_ROOT }} + key: ${{ runner.os }}-renv-${{ hashFiles('05_signaling/renv.lock') }} + restore-keys: | + ${{ runner.os }}-renv- + + - name: Set repositories + run: Rscript ubuntu.R + + - name: Restore environment from renv.lock + run: | + install.packages("renv", repos = "https://cloud.r-project.org") + renv::restore(prompt = FALSE, lockfile = "05_signaling/renv.lock") + shell: Rscript {0} + + - name: Set up Quarto + uses: quarto-dev/quarto-actions/setup@v2 + + - name: Render CellChat report + id: render_qmd + run: | + source "$(conda info --base)/etc/profile.d/conda.sh" + conda activate cellchat_env + cd 05_signaling + quarto render cellchat.qmd + shell: bash + + - name: Deploy HTML to gh-pages + if: success() + run: | + git config --global user.name "github-actions[bot]" + git config --global user.email "github-actions[bot]@users.noreply.github.com" + git fetch origin gh-pages || git checkout --orphan gh-pages + git switch gh-pages || git checkout -b gh-pages + git add 04_compositional/propeller.html + git commit -m "Deploy propeller.html [skip ci]" || echo "No changes to commit" + git push origin gh-pages + shell: bash + + From 609964865c7c17e63889cb484cee721fad0fc097 Mon Sep 17 00:00:00 2001 From: Ruitong Li Date: Tue, 26 Aug 2025 11:05:15 -0400 Subject: [PATCH 05/21] Update system dependencies and Quarto setup Updated system dependencies and modified Quarto setup step. --- .github/workflows/run_cellchat.yml | 12 ++++++------ 1 file changed, 6 insertions(+), 6 deletions(-) diff --git a/.github/workflows/run_cellchat.yml b/.github/workflows/run_cellchat.yml index 3814455..41eb15b 100644 --- a/.github/workflows/run_cellchat.yml +++ b/.github/workflows/run_cellchat.yml @@ -31,7 +31,7 @@ jobs: - name: Install system dependencies for R packages run: | sudo apt-get update - sudo apt-get install -y build-essential libcurl4-openssl-dev libssl-dev libxml2-dev libgit2-dev libmagick++-dev libharfbuzz-dev libfribidi-dev libglpk-dev + sudo apt-get install -y build-essential cmake libcurl4-openssl-dev libssl-dev libxml2-dev libgit2-dev libmagick++-dev libharfbuzz-dev libfribidi-dev libglpk-dev shell: bash - name: Set up Python with conda @@ -66,8 +66,10 @@ jobs: renv::restore(prompt = FALSE, lockfile = "05_signaling/renv.lock") shell: Rscript {0} - - name: Set up Quarto + - name: Set up Quarto (latest) uses: quarto-dev/quarto-actions/setup@v2 + with: + version: latest - name: Render CellChat report id: render_qmd @@ -85,9 +87,7 @@ jobs: git config --global user.email "github-actions[bot]@users.noreply.github.com" git fetch origin gh-pages || git checkout --orphan gh-pages git switch gh-pages || git checkout -b gh-pages - git add 04_compositional/propeller.html - git commit -m "Deploy propeller.html [skip ci]" || echo "No changes to commit" + git add 05_signaling/cellchat.html + git commit -m "Deploy cellchat.html [skip ci]" || echo "No changes to commit" git push origin gh-pages shell: bash - - From a1a3b2309d9e5de43bd2e595d3690cfa14b1c2d4 Mon Sep 17 00:00:00 2001 From: Ruitong Li Date: Tue, 26 Aug 2025 11:46:45 -0400 Subject: [PATCH 06/21] Add deployment step for cellchat.html --- .github/workflows/run_cellchat.yml | 3 +++ 1 file changed, 3 insertions(+) diff --git a/.github/workflows/run_cellchat.yml b/.github/workflows/run_cellchat.yml index 41eb15b..eafd96b 100644 --- a/.github/workflows/run_cellchat.yml +++ b/.github/workflows/run_cellchat.yml @@ -91,3 +91,6 @@ jobs: git commit -m "Deploy cellchat.html [skip ci]" || echo "No changes to commit" git push origin gh-pages shell: bash + + + From eb0801ccac2890afe4ae750d93119a999e8d453a Mon Sep 17 00:00:00 2001 From: Ruitong Li Date: Thu, 28 Aug 2025 13:46:10 -0400 Subject: [PATCH 07/21] Update workflow to install Quarto via conda Replaced Quarto setup step with conda installation and updated rendering step for CellChat QMD. --- .github/workflows/run_cellchat.yml | 19 +++++++++++++------ 1 file changed, 13 insertions(+), 6 deletions(-) diff --git a/.github/workflows/run_cellchat.yml b/.github/workflows/run_cellchat.yml index eafd96b..a6045ee 100644 --- a/.github/workflows/run_cellchat.yml +++ b/.github/workflows/run_cellchat.yml @@ -66,17 +66,24 @@ jobs: renv::restore(prompt = FALSE, lockfile = "05_signaling/renv.lock") shell: Rscript {0} - - name: Set up Quarto (latest) - uses: quarto-dev/quarto-actions/setup@v2 - with: - version: latest + - name: Install Quarto via conda (conda-forge) + run: | + # Use the existing conda installation to install quarto so we don't rely on the GitHub release URL + source "$(conda info --base)/etc/profile.d/conda.sh" + conda activate cellchat_env + conda install -y -c conda-forge quarto + quarto --version || true + shell: bash - - name: Render CellChat report + - name: Render CellChat QMD id: render_qmd run: | source "$(conda info --base)/etc/profile.d/conda.sh" conda activate cellchat_env - cd 05_signaling + # Ensure reticulate uses the conda env Python (set explicit env var so R->reticulate picks it up) + export RETICULATE_PYTHON=$(which python) + echo "RETICULATE_PYTHON=$RETICULATE_PYTHON" + cd singlecell-reports/05_signaling quarto render cellchat.qmd shell: bash From d0398a727445f6b86c50287c50cbc91835e60847 Mon Sep 17 00:00:00 2001 From: Ruitong Li Date: Thu, 28 Aug 2025 13:56:53 -0400 Subject: [PATCH 08/21] Simplify directory change in workflow script --- .github/workflows/run_cellchat.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/run_cellchat.yml b/.github/workflows/run_cellchat.yml index a6045ee..37c5fe8 100644 --- a/.github/workflows/run_cellchat.yml +++ b/.github/workflows/run_cellchat.yml @@ -83,7 +83,7 @@ jobs: # Ensure reticulate uses the conda env Python (set explicit env var so R->reticulate picks it up) export RETICULATE_PYTHON=$(which python) echo "RETICULATE_PYTHON=$RETICULATE_PYTHON" - cd singlecell-reports/05_signaling + cd 05_signaling quarto render cellchat.qmd shell: bash From 4c6d450bfae1e6043a1cba2bade109ff537ee7b9 Mon Sep 17 00:00:00 2001 From: Ruitong Li Date: Thu, 28 Aug 2025 14:55:20 -0400 Subject: [PATCH 09/21] Clean up CellChat analysis code and visualizations bug fix --- 05_signaling/cellchat.qmd | 379 -------------------------------------- 1 file changed, 379 deletions(-) diff --git a/05_signaling/cellchat.qmd b/05_signaling/cellchat.qmd index a391866..8bf0c68 100644 --- a/05_signaling/cellchat.qmd +++ b/05_signaling/cellchat.qmd @@ -268,382 +268,3 @@ for (interaction in top_ints) { ``` ::: -```{r compute pathway communication probs} -cellchat <- computeCommunProbPathway(cellchat) -cellchat <- aggregateNet(cellchat) -``` - -## Visualize Cell-Cell Communication Networks - -```{r chord plots} -#| fig-width: 10 -#| fig-height: 8 -groupSize <- as.numeric(table(cellchat@idents)) -par(mfrow = c(1, 2), xpd = TRUE) -netVisual_circle(cellchat@net$count, - vertex.weight = rowSums(cellchat@net$count), - weight.scale = T, label.edge = F, title.name = "Number of interactions" -) -netVisual_circle(cellchat@net$weight, - vertex.weight = rowSums(cellchat@net$weight), - weight.scale = T, label.edge = F, title.name = "Interaction weights/strength" -) -``` - -```{r heatmaps} -netVisual_heatmap(cellchat, measure = "count", color.heatmap = "Blues") -netVisual_heatmap(cellchat, measure = "weight", color.heatmap = "Blues") -``` - - -## Comparison Results - -We run CellChat twice on two user-defined sample groups (group1 and group2). These groups are defined by sample barcodes in params$group1_samples and params$group2_samples. The selected metadata label column (`r label_col`) will be used for groupings. - -```{r prep inputs groups} -#| eval: !expr "!cellchat_rejection_ran" - -label_vals_all <- as.character(snrna@meta.data[[label_col]]) -cell_names_all <- rownames(snrna@meta.data) -old_mask <- grepl("OLD", label_vals_all, ignore.case = TRUE) -if (sum(old_mask) > 0) { - message("Using ", sum(old_mask), " cells with 'OLD' in ", label_col, " as group1") - group1 <- subset(snrna, cells = cell_names_all[old_mask]) - group2 <- subset(snrna, cells = cell_names_all[!old_mask]) -} else if (!is.null(params$group1_samples) && length(unlist(params$group1_samples)) > 0) { - message("No 'OLD' labels found in ", label_col, "; falling back to params$group1_samples/group2_samples") - group1 <- subset(snrna, orig.ident %in% unlist(params$group1_samples)) - group2 <- subset(snrna, orig.ident %in% unlist(params$group2_samples)) -} else { - stop("Could not determine group1/group2: no 'OLD' labels found and params group sample lists are empty") -} - -# retrieve assay matrices using selected_assay and prefer data layer -data.input_group1 <- tryCatch(as.matrix(GetAssayData(group1[[selected_assay]], layer = "data")), error = function(e) as.matrix(GetAssayData(group1[[selected_assay]], layer = "counts"))) -labels_group1 <- group1@meta.data[[label_col]] -meta_group1 <- data.frame(labels = labels_group1, row.names = names(labels_group1), samples = group1$orig.ident) - -data.input_group2 <- tryCatch(as.matrix(GetAssayData(group2[[selected_assay]], layer = "data")), error = function(e) as.matrix(GetAssayData(group2[[selected_assay]], layer = "counts"))) -labels_group2 <- group2@meta.data[[label_col]] -meta_group2 <- data.frame(labels = labels_group2, row.names = names(labels_group2), samples = group2$orig.ident) -``` - -```{r create cellchat object groups} -#| eval: !expr "!cellchat_rejection_ran" -cellchat_group1 <- createCellChat(object = data.input_group1, meta = meta_group1, group.by = "labels") -cellchat_group2 <- createCellChat(object = data.input_group2, meta = meta_group2, group.by = "labels") -``` - -```{r subset and preprocess data groups} -#| eval: !expr "!cellchat_rejection_ran" - -future::plan("multisession", workers = 8) # recommend running with at 8-16 cores - -cellchat_group1@DB <- CellChatDB.use -cellchat_group2@DB <- CellChatDB.use - -cellchat_group1 <- subsetData(cellchat_group1) -cellchat_group1 <- updateCellChat(cellchat_group1) -cellchat_group1 <- identifyOverExpressedGenes(cellchat_group1) # may take a couple minutes -cellchat_group1 <- identifyOverExpressedInteractions(cellchat_group1) # may take a couple minutes - -cellchat_group2 <- subsetData(cellchat_group2) -cellchat_group2 <- updateCellChat(cellchat_group2) -cellchat_group2 <- identifyOverExpressedGenes(cellchat_group2) # may take a couple minutes -cellchat_group2 <- identifyOverExpressedInteractions(cellchat_group2) # may take a couple minutes -``` - -```{r compute communication prob groups} -#| eval: !expr "!cellchat_rejection_ran" -cellchat_group1 <- computeCommunProb(cellchat_group1, type = "triMean") # command takes 0.5-2+ hours -cellchat_group1 <- filterCommunication(cellchat_group1, min.cells = 50) -qsave(cellchat_group1, file.path(path_outs, basename(params$cellchat_group1_fn)), preset = "fast") - -cellchat_group2 <- computeCommunProb(cellchat_group2, type = "triMean") # command takes 0.5-2+ hours -cellchat_group2 <- filterCommunication(cellchat_group2, min.cells = 50) -qsave(cellchat_group2, file.path(path_outs, basename(params$cellchat_group2_fn)), preset = "fast") -``` - -```{r load cellchat groups} -#| eval: !expr cellchat_rejection_ran - -cellchat_group1 <- qread(file.path(path_outs, basename(params$cellchat_group1_fn))) -cellchat_group2 <- qread(file.path(path_outs, basename(params$cellchat_group2_fn))) -``` - -```{r} -df.net_group1 <- subsetCommunication(cellchat_group1) %>% dplyr::arrange(pval) -df.net_group2 <- subsetCommunication(cellchat_group2) %>% dplyr::arrange(pval) -``` - - -## Group 1 - -```{r datatable group1} -df.net_group1 %>% sanitize_datatable() -``` - -### Top interactions - -::: {.panel-tabset} - -```{r check pairs grade 2} -#| results: 'asis' -#| fig-width: 8 -#| fig-height: 12 - -top_ints <- (df.net_group1 %>% pull(interaction_name) %>% unique())[1:10] -for (interaction in top_ints) { - cat("\n") - cat("#### ", as.character(interaction), "\n") - interactors <- unlist(strsplit(as.character(interaction), "_")) - p1 <- VlnPlot(snrna, features = interactors, group.by = label_col, pt.size = 0.1, log = T, ncol = 1) - print(p1) - cat("\n") -} -``` - -::: - - -## Group 2 - -```{r datatable group2} -df.net_group2 %>% sanitize_datatable() -``` - -### Top interactions - -::: {.panel-tabset} - -```{r check pairs grade 0} -#| results: 'asis' -#| fig-width: 8 -#| fig-height: 12 - -top_ints <- (df.net_group2 %>% pull(interaction_name) %>% unique())[1:10] -for (interaction in top_ints) { - cat("\n") - cat("#### ", as.character(interaction), "\n") - interactors <- unlist(strsplit(as.character(interaction), "_")) - p1 <- VlnPlot(snrna, features = interactors, group.by = label_col, pt.size = 0.1, log = T, ncol = 1) - print(p1) - cat("\n") -} -``` - -::: - -```{r merge rejection objects} -cellchat_group1 <- computeCommunProbPathway(cellchat_group1) -cellchat_group1 <- aggregateNet(cellchat_group1) -cellchat_group1 <- netAnalysis_computeCentrality(cellchat_group1) -cellchat_group2 <- computeCommunProbPathway(cellchat_group2) -cellchat_group2 <- aggregateNet(cellchat_group2) -cellchat_group2 <- netAnalysis_computeCentrality(cellchat_group2) - -object.list <- list(group1 = cellchat_group1, group2 = cellchat_group2) -cellchat_merged <- mergeCellChat(object.list, add.names = names(object.list)) - -df.net_merged <- subsetCommunication(cellchat_merged) -``` - -## Compare Interactions/Interaction Strength - -```{r compare interactions} -gg1 <- compareInteractions(cellchat_merged, show.legend = F, group = c(1, 2)) -gg2 <- compareInteractions(cellchat_merged, show.legend = F, group = c(1, 2), measure = "weight") -gg1 + gg2 -``` - -```{r chord plots merged} -#| fig-width: 10 -#| fig-height: 8 -par(mfrow = c(1, 2), xpd = TRUE) -netVisual_diffInteraction(cellchat_merged, weight.scale = T) -netVisual_diffInteraction(cellchat_merged, weight.scale = T, measure = "weight") -``` - -```{r heatmaps merged} -#| fig-width: 10 -#| fig-height: 8 - -gg1 <- netVisual_heatmap(cellchat_merged) -gg2 <- netVisual_heatmap(cellchat_merged, measure = "weight") -gg1 + gg2 -``` - -## Compare Major Pathway Sources and Targets - -From the CellChat documentation: "Comparing the outgoing and incoming interaction strength in a 2D space allows ready identification of the cell populations with significant changes in sending or receiving signals between different datasets." - -```{r compare send/receive changes} -#| fig-width: 10 -#| fig-height: 6 - -num.link <- sapply(object.list, function(x) { - rowSums(x@net$count) + colSums(x@net$count) - diag(x@net$count) -}) -weight.MinMax <- c(min(num.link), max(num.link)) # control the dot size in the different datasets -gg <- list() -for (i in 1:length(object.list)) { - gg[[i]] <- netAnalysis_signalingRole_scatter(object.list[[i]], title = names(object.list)[i], weight.MinMax = weight.MinMax) -} -patchwork::wrap_plots(plots = gg) -``` - - -```{r identify signaling changes} -#| fig-width: 12 -#| fig-height: 12 -gg1 <- netAnalysis_signalingChanges_scatter(cellchat_merged, idents.use = "2_OLD") -gg2 <- netAnalysis_signalingChanges_scatter(cellchat_merged, idents.use = "2_YOUNG") -gg3 <- netAnalysis_signalingChanges_scatter(cellchat_merged, idents.use = "3_OLD") -patchwork::wrap_plots(plots = list(gg1, gg2, gg3), nrow = 3, ncol = 1) -``` - -## Cluster Altered Signaling Interactions - -From the CellChat documentation: "CellChat performs joint manifold learning and classification of the inferred communication networks based on their functional and topological similarity across different conditions. - -By quantifying the similarity between the cellular communication networks of signaling pathways across conditions, this analysis highlights the potentially altered signaling pathways. CellChat adopts the concept of network rewiring from network biology and hypothesized that the difference between different communication networks may affect biological processes across conditions. UMAP is used for visualizing signaling relationship and interpreting our signaling outputs in an intuitive way without involving the classification of conditions. - -Functional similarity: High degree of functional similarity indicates major senders and receivers are similar, and it can be interpreted as the two signaling pathways or two ligand-receptor pairs exhibit similar and/or redundant roles. - -Structural similarity: A structural similarity was used to compare their signaling network structure, without considering the similarity of senders and receivers." - - -### Based on Functional Similarity - -```{r identify signaling groups functional} -# helper: check that merged CellChat has non-empty nets and pathways -can_run_similarity <- function(cc_obj) { - if (is.null(cc_obj)) { - return(FALSE) - } - if (is.null(cc_obj@net) || is.null(cc_obj@net$count)) { - return(FALSE) - } - cnt <- cc_obj@net$count - if (!is.matrix(cnt) || any(dim(cnt) == 0)) { - return(FALSE) - } - if (sum(cnt, na.rm = TRUE) == 0) { - return(FALSE) - } - if (is.null(cc_obj@netP) || length(cc_obj@netP) == 0) { - return(FALSE) - } - return(TRUE) -} - -# check objects in object.list (expected list of CellChat objects) -ok_objs <- sapply(object.list, can_run_similarity) -if (!all(ok_objs)) { - warning( - "One or more CellChat objects appear to have empty networks or no pathways; skipping similarity/embedding steps.\n", - "Failed objects: ", paste(names(object.list)[!ok_objs], collapse = ", ") - ) -} else { - # ensure Python UMAP is available for netEmbedding (CellChat uses reticulate/umap-learn) - umap_available <- FALSE - if (requireNamespace("reticulate", quietly = TRUE)) { - try( - { - umap_available <- reticulate::py_module_available("umap") - }, - silent = TRUE - ) - } - if (!umap_available) { - warning("Python 'umap-learn' not available. Install via reticulate::py_install('umap-learn') or pip install umap-learn to enable netEmbedding/netClustering. Skipping embedding/clustering.") - # still compute similarity matrix if desired, but embedding/clustering/visualization require umap - cellchat_merged <- tryCatch( - { - computeNetSimilarityPairwise(cellchat_merged, type = "functional") - }, - error = function(e) { - warning("computeNetSimilarityPairwise failed: ", conditionMessage(e)) - cellchat_merged - } - ) - } else { - cellchat_merged <- computeNetSimilarityPairwise(cellchat_merged, type = "functional") - cellchat_merged <- netEmbedding(cellchat_merged, type = "functional") - cellchat_merged <- netClustering(cellchat_merged, type = "functional") - netVisual_embeddingPairwise(cellchat_merged, type = "functional", label.size = 3.5) - } -} -``` - -### Based on Structural Similarity - -```{r identify signaling groups structural} -if (!all(ok_objs)) { - warning("Skipping structural similarity steps because one or more CellChat objects have empty networks or no pathways.") -} else if (!exists("umap_available") || !isTRUE(umap_available)) { - warning("Skipping structural netEmbedding/netClustering because Python 'umap-learn' is not available.") - cellchat_merged <- tryCatch( - { - computeNetSimilarityPairwise(cellchat_merged, type = "structural") - }, - error = function(e) { - warning("computeNetSimilarityPairwise failed: ", conditionMessage(e)) - cellchat_merged - } - ) -} else { - cellchat_merged <- computeNetSimilarityPairwise(cellchat_merged, type = "structural") - cellchat_merged <- netEmbedding(cellchat_merged, type = "structural") - cellchat_merged <- netClustering(cellchat_merged, type = "structural") - netVisual_embeddingPairwise(cellchat_merged, type = "structural", label.size = 3.5) -} -``` - -## Compare Overall Signaling Information Flow - -"CellChat can identify the conserved and context-specific signaling pathways by simply comparing the information flow for each signaling pathway, which is defined by the sum of communication probability among all pairs of cell groups in the inferred network (i.e., the total weights in the network)." - -```{r info flow} -#| fig-height: 9 -rankNet(cellchat_merged, mode = "comparison", measure = "weight", sources.use = NULL, targets.use = NULL, stacked = F, do.stat = TRUE) -``` - -## Compare Signaling Patterns Across Cell Populations - -"In this heatmap, colobar represents the relative signaling strength of a signaling pathway across cell groups (Note that values are row-scaled). The top colored bar plot shows the total signaling strength of a cell group by summarizing all signaling pathways displayed in the heatmap. The right grey bar plot shows the total signaling strength of a signaling pathway by summarizing all cell groups displayed in the heatmap." - - -```{r outgoing signaling} -#| fig-height: 9 -i <- 1 -pathway.union <- union(object.list[[i]]@netP$pathways, object.list[[i + 1]]@netP$pathways) -ht1 <- netAnalysis_signalingRole_heatmap(object.list[[i]], pattern = "outgoing", signaling = pathway.union, title = names(object.list)[i], width = 5, height = 16, cluster.cols = T) -ht2 <- netAnalysis_signalingRole_heatmap(object.list[[i + 1]], pattern = "outgoing", signaling = pathway.union, title = names(object.list)[i + 1], width = 5, height = 16, cluster.cols = T) -draw(ht1 + ht2, ht_gap = unit(0.5, "cm")) -``` - -```{r incoming signaling} -#| fig-height: 9 -ht1 <- netAnalysis_signalingRole_heatmap(object.list[[i]], pattern = "incoming", signaling = pathway.union, title = names(object.list)[i], width = 5, height = 16, cluster.cols = T) -ht2 <- netAnalysis_signalingRole_heatmap(object.list[[i + 1]], pattern = "incoming", signaling = pathway.union, title = names(object.list)[i + 1], width = 5, height = 16, cluster.cols = T) -draw(ht1 + ht2, ht_gap = unit(0.5, "cm")) -``` - -## Identify Dysfunctional Interaction Signaling Using Communication Probabilities -"CellChat can identify the up-regulated (increased) and down-regulated (decreased) signaling ligand-receptor pairs in one dataset compared to the other dataset by comparing the communication probability between two datasets for each L-R pair and each pair of cell groups" - -```{r compare signaling} -#| fig-height: 12 -#| fig-width: 8 - -gg1 <- netVisual_bubble(cellchat_merged, - comparison = c(1, 2), - max.dataset = 2, - title.name = "Increased signaling in Group 1", - angle.x = 45, - remove.isolate = T -) -gg1 -signaling.group1_increased <- gg1$data -``` From 851cf4b83f639e322af3c2f5090d49bf2c90f8ee Mon Sep 17 00:00:00 2001 From: Ruitong Li Date: Thu, 28 Aug 2025 15:18:24 -0400 Subject: [PATCH 10/21] Remove panel-tabset wrapper from top interactions --- 05_signaling/cellchat.qmd | 5 ++--- 1 file changed, 2 insertions(+), 3 deletions(-) diff --git a/05_signaling/cellchat.qmd b/05_signaling/cellchat.qmd index 8bf0c68..5a1b4f1 100644 --- a/05_signaling/cellchat.qmd +++ b/05_signaling/cellchat.qmd @@ -246,12 +246,11 @@ df.net %>% sanitize_datatable() ## Top interactions -::: {.panel-tabset} - ```{r check pairs} #| results: 'asis' #| fig-width: 8 #| fig-height: 12 +#| panel: tabset top_ints <- (df.net %>% pull(interaction_name) %>% unique())[1:10] for (interaction in top_ints) { @@ -266,5 +265,5 @@ for (interaction in top_ints) { cat("\n") } ``` -::: + From 0ea3b9a50d89449dac5f4de9b82a9de3a85625f7 Mon Sep 17 00:00:00 2001 From: Ruitong Li Date: Thu, 28 Aug 2025 15:28:39 -0400 Subject: [PATCH 11/21] Remove panel tabset from R code chunk --- 05_signaling/cellchat.qmd | 1 - 1 file changed, 1 deletion(-) diff --git a/05_signaling/cellchat.qmd b/05_signaling/cellchat.qmd index 5a1b4f1..d5f5a4c 100644 --- a/05_signaling/cellchat.qmd +++ b/05_signaling/cellchat.qmd @@ -250,7 +250,6 @@ df.net %>% sanitize_datatable() #| results: 'asis' #| fig-width: 8 #| fig-height: 12 -#| panel: tabset top_ints <- (df.net %>% pull(interaction_name) %>% unique())[1:10] for (interaction in top_ints) { From aefa76c47db7eb3bb281b8d878eafff4251452ed Mon Sep 17 00:00:00 2001 From: Ruitong Li Date: Thu, 28 Aug 2025 16:02:47 -0400 Subject: [PATCH 12/21] Add panel tabset option to R code chunk --- 05_signaling/cellchat.qmd | 1 + 1 file changed, 1 insertion(+) diff --git a/05_signaling/cellchat.qmd b/05_signaling/cellchat.qmd index d5f5a4c..5a1b4f1 100644 --- a/05_signaling/cellchat.qmd +++ b/05_signaling/cellchat.qmd @@ -250,6 +250,7 @@ df.net %>% sanitize_datatable() #| results: 'asis' #| fig-width: 8 #| fig-height: 12 +#| panel: tabset top_ints <- (df.net %>% pull(interaction_name) %>% unique())[1:10] for (interaction in top_ints) { From fcddc6439580feed961a03985ba34150790a57a9 Mon Sep 17 00:00:00 2001 From: Ruitong Li Date: Thu, 28 Aug 2025 16:03:19 -0400 Subject: [PATCH 13/21] Add installation step for presto package Added steps to install the 'presto' package for fast Wilcoxon tests in CellChat. --- .github/workflows/run_cellchat.yml | 7 +++++++ 1 file changed, 7 insertions(+) diff --git a/.github/workflows/run_cellchat.yml b/.github/workflows/run_cellchat.yml index 37c5fe8..6b6de5f 100644 --- a/.github/workflows/run_cellchat.yml +++ b/.github/workflows/run_cellchat.yml @@ -66,6 +66,13 @@ jobs: renv::restore(prompt = FALSE, lockfile = "05_signaling/renv.lock") shell: Rscript {0} + - name: Install presto (fast Wilcoxon for CellChat) + run: | + Rscript -e "if (!requireNamespace('remotes', quietly = TRUE)) install.packages('remotes', repos='https://cloud.r-project.org')" + Rscript -e "remotes::install_github('immunogenomics/presto')" + shell: bash + + - name: Install Quarto via conda (conda-forge) run: | # Use the existing conda installation to install quarto so we don't rely on the GitHub release URL From 8c0cb15e463f66cdf5ed73de346574e5d5cc8815 Mon Sep 17 00:00:00 2001 From: Ruitong Li Date: Thu, 28 Aug 2025 16:09:02 -0400 Subject: [PATCH 14/21] Change installation method for presto to devtools --- .github/workflows/run_cellchat.yml | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/.github/workflows/run_cellchat.yml b/.github/workflows/run_cellchat.yml index 6b6de5f..955a6c7 100644 --- a/.github/workflows/run_cellchat.yml +++ b/.github/workflows/run_cellchat.yml @@ -68,8 +68,7 @@ jobs: - name: Install presto (fast Wilcoxon for CellChat) run: | - Rscript -e "if (!requireNamespace('remotes', quietly = TRUE)) install.packages('remotes', repos='https://cloud.r-project.org')" - Rscript -e "remotes::install_github('immunogenomics/presto')" + Rscript -e "devtools::install_github("immunogenomics/presto")" shell: bash From 0330d09b2480254f66b30c22ef33455091833e1e Mon Sep 17 00:00:00 2001 From: Ruitong Li Date: Thu, 28 Aug 2025 16:13:35 -0400 Subject: [PATCH 15/21] Add installation step for presto package in workflow --- .github/workflows/run_cellchat.yml | 1 + 1 file changed, 1 insertion(+) diff --git a/.github/workflows/run_cellchat.yml b/.github/workflows/run_cellchat.yml index 955a6c7..0c472c5 100644 --- a/.github/workflows/run_cellchat.yml +++ b/.github/workflows/run_cellchat.yml @@ -68,6 +68,7 @@ jobs: - name: Install presto (fast Wilcoxon for CellChat) run: | + Rscript -e "install.packages("devtools")" Rscript -e "devtools::install_github("immunogenomics/presto")" shell: bash From 2f89ad945e82948bf2ea8a2123bf12f3071a5cf6 Mon Sep 17 00:00:00 2001 From: Ruitong Li Date: Thu, 28 Aug 2025 16:21:11 -0400 Subject: [PATCH 16/21] Update presto installation command in workflow --- .github/workflows/run_cellchat.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/run_cellchat.yml b/.github/workflows/run_cellchat.yml index 0c472c5..d9f9ef2 100644 --- a/.github/workflows/run_cellchat.yml +++ b/.github/workflows/run_cellchat.yml @@ -68,7 +68,7 @@ jobs: - name: Install presto (fast Wilcoxon for CellChat) run: | - Rscript -e "install.packages("devtools")" + Rscript -e 'install.packages("devtools", repos="https://cloud.r-project.org")' Rscript -e "devtools::install_github("immunogenomics/presto")" shell: bash From bb82a799fdcaf9b0b42c5d135cb3752750decf67 Mon Sep 17 00:00:00 2001 From: Ruitong Li Date: Thu, 28 Aug 2025 20:54:48 -0400 Subject: [PATCH 17/21] Fix formatting in run_cellchat.yml for GitHub Actions --- .github/workflows/run_cellchat.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/run_cellchat.yml b/.github/workflows/run_cellchat.yml index d9f9ef2..0c6c35a 100644 --- a/.github/workflows/run_cellchat.yml +++ b/.github/workflows/run_cellchat.yml @@ -69,7 +69,7 @@ jobs: - name: Install presto (fast Wilcoxon for CellChat) run: | Rscript -e 'install.packages("devtools", repos="https://cloud.r-project.org")' - Rscript -e "devtools::install_github("immunogenomics/presto")" + Rscript -e 'devtools::install_github("immunogenomics/presto")' shell: bash From 6e4dc4faf1b850775c1f840036b5e40235fdedc8 Mon Sep 17 00:00:00 2001 From: Ruitong Li Date: Thu, 28 Aug 2025 21:12:27 -0400 Subject: [PATCH 18/21] Update presto installation method in workflow --- .github/workflows/run_cellchat.yml | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/.github/workflows/run_cellchat.yml b/.github/workflows/run_cellchat.yml index 0c6c35a..8fa0bf8 100644 --- a/.github/workflows/run_cellchat.yml +++ b/.github/workflows/run_cellchat.yml @@ -68,8 +68,7 @@ jobs: - name: Install presto (fast Wilcoxon for CellChat) run: | - Rscript -e 'install.packages("devtools", repos="https://cloud.r-project.org")' - Rscript -e 'devtools::install_github("immunogenomics/presto")' + Rscript -e 'install.packages("https://github.com/immunogenomics/presto/archive/refs/heads/master.tar.gz", repos=NULL, type="source")' shell: bash From 500ba15b97f50667a246ab83a593e5070f0aa399 Mon Sep 17 00:00:00 2001 From: Ruitong Li Date: Thu, 28 Aug 2025 21:48:30 -0400 Subject: [PATCH 19/21] Change output format for cellchat rendering --- .github/workflows/run_cellchat.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/run_cellchat.yml b/.github/workflows/run_cellchat.yml index 8fa0bf8..7fb88d4 100644 --- a/.github/workflows/run_cellchat.yml +++ b/.github/workflows/run_cellchat.yml @@ -90,7 +90,7 @@ jobs: export RETICULATE_PYTHON=$(which python) echo "RETICULATE_PYTHON=$RETICULATE_PYTHON" cd 05_signaling - quarto render cellchat.qmd + quarto render cellchat.qmd -o cellchat.html shell: bash - name: Deploy HTML to gh-pages From ba6cabfc7a69c10be88e4e3dad581d23cd1918cd Mon Sep 17 00:00:00 2001 From: Lorena Pantano Date: Fri, 29 Aug 2025 11:53:49 -0400 Subject: [PATCH 20/21] trying to trigger new rendering --- .github/workflows/run_cellchat.yml | 21 +- 05_signaling/cellchat.Rmd | 454 ---------- 05_signaling/cellchat.qmd | 4 +- 05_signaling/cellchat_out/snrna_cellchat.qs | Bin 0 -> 22703659 bytes 05_signaling/renv.lock | 914 ++++++-------------- README.md | 6 +- install-dependencies.R | 18 + 7 files changed, 282 insertions(+), 1135 deletions(-) delete mode 100644 05_signaling/cellchat.Rmd create mode 100644 05_signaling/cellchat_out/snrna_cellchat.qs diff --git a/.github/workflows/run_cellchat.yml b/.github/workflows/run_cellchat.yml index 7fb88d4..cb49bbb 100644 --- a/.github/workflows/run_cellchat.yml +++ b/.github/workflows/run_cellchat.yml @@ -98,11 +98,22 @@ jobs: run: | git config --global user.name "github-actions[bot]" git config --global user.email "github-actions[bot]@users.noreply.github.com" - git fetch origin gh-pages || git checkout --orphan gh-pages - git switch gh-pages || git checkout -b gh-pages - git add 05_signaling/cellchat.html - git commit -m "Deploy cellchat.html [skip ci]" || echo "No changes to commit" - git push origin gh-pages + OUTPUT_FILE="05_signaling/cellchat.html" + + # Fetch gh-pages (if exists) and create worktree + git fetch origin gh-pages || true + git worktree add /tmp/gh-pages gh-pages 2>/dev/null || git worktree add /tmp/gh-pages -b gh-pages + + # Copy the file into the worktree + mkdir -p "/tmp/gh-pages/$(dirname "$OUTPUT_FILE")" + cp "$OUTPUT_FILE" "/tmp/gh-pages/$(dirname "$OUTPUT_FILE")/" + + cd /tmp/gh-pages + + # Commit and push if there are changes + git add "$(dirname "$OUTPUT_FILE")/$(basename "$OUTPUT_FILE")" + git commit -m "Deploy $(basename "$OUTPUT_FILE") [skip ci]" + git push --force origin gh-pages shell: bash diff --git a/05_signaling/cellchat.Rmd b/05_signaling/cellchat.Rmd deleted file mode 100644 index 73203ca..0000000 --- a/05_signaling/cellchat.Rmd +++ /dev/null @@ -1,454 +0,0 @@ ---- -title: "CellChat" -author: "Harvard Chan Bioinformatics Core" -date: "`r Sys.Date()`" -output: - html_document: - code_folding: hide - df_print: paged - highlights: pygments - number_sections: false - self_contained: true - theme: default - toc: true - toc_float: - collapsed: true - smooth_scroll: true -params: - project_file: information.R - seurat_fn: ../data/fDat_sn_RC.rds - cellchat_fn: ../data/snrna_cellchat.qs - cellchat_grade2_fn: ../data/snrna_cellchat_grade2.qs - cellchat_grade0_fn: ../data/snrna_cellchat_grade0.qs ---- - -```{r, cache = FALSE, message = FALSE, warning=FALSE} -# This set up the working directory to this file so all files can be found -library(rstudioapi) -setwd(fs::path_dir(getSourceEditorContext()$path)) -# NOTE: This code will check version, this is our recommendation, it may work -#. other versions -stopifnot(R.version$major>= 4) # requires R4 -stopifnot(compareVersion(R.version$minor,"3.3")>=0) # requires >=4.3.3 -stopifnot(compareVersion(as.character(BiocManager::version()), "3.18")>=0) -stopifnot(compareVersion(as.character(packageVersion("Seurat")), "5.0.0")>=0) -``` - -This code is in this ![](https://img.shields.io/badge/status-draft-grey) revision. - -```{r load_libraries, cache = FALSE, message = FALSE, warning=FALSE, echo=FALSE} -# NOTE change or remove according your environment -reticulate::use_virtualenv("/n/app/bcbio/R4.3.1_python_cellchat") -reticulate::py_config() # should show v3.9.14 -Sys.getenv("PYTHONPATH") # should be empty - -current_libs <- .libPaths() -.libPaths(c('/n/app/bcbio/R4.3.1_cellchat/', current_libs)) -``` - -```{r} -library(CellChat) - -library(tidyverse) -library(Seurat) -library(bcbioR) -library(ggprism) -library(knitr) -library(tools) -library(qs) -library(patchwork) -library(ComplexHeatmap) - -options(stringsAsFactors = FALSE) - -colors=cb_friendly_cols(1:15) -ggplot2::theme_set(theme_prism(base_size = 14)) -opts_chunk[["set"]]( - cache = F, - cache.lazy = FALSE, - dev = c("png", "pdf"), - error = TRUE, - highlight = TRUE, - message = FALSE, - prompt = FALSE, - tidy = FALSE, - warning = FALSE, - echo = T, - fig.height = 4) - -# set seed for reproducibility -set.seed(1234567890L) - -cellchat_ran <- file.exists(params$cellchat_fn) -cellchat_rejection_ran <- file.exists(params$cellchat_grade2_fn) & file.exists(params$cellchat_grade0_fn) -``` - -# Clustering - -```{r load_data } - -snrna <- readRDS(params$seurat_fn) - -# in this case, Chris_annot = cell_type -DimPlot(snrna, reduction = 'umap', group.by = 'Chris_annot') - -``` - -```{r prep cellchat inputs, eval = !cellchat_ran } - -# need to use normalized counts as input -data.input <- snrna[["SCT"]]@data -labels <- snrna$Chris_annot -meta <- data.frame(labels = labels, row.names = names(labels), samples = snrna$orig.ident) - -``` - -```{r create cellchat object, eval = !cellchat_ran } -cellchat <- createCellChat(object = data.input, meta = meta, group.by = "labels") - -``` - -```{r set cellchat db, eval = !cellchat_ran} -CellChatDB <- CellChatDB.human -CellChatDB.use <- subsetDB(CellChatDB) -cellchat@DB <- CellChatDB.use - -``` - -```{r subset and preprocess data, eval = !cellchat_ran } - -cellchat <- subsetData(cellchat) -cellchat <- updateCellChat(cellchat) -future::plan("multisession", workers = 8) # recommend running with at 8-16 cores -cellchat <- identifyOverExpressedGenes(cellchat) # may take a couple minutes -cellchat <- identifyOverExpressedInteractions(cellchat) # may take a couple minutes - -``` - -```{r compute communication prob, eval = !cellchat_ran} - -# Not recommended: project gene expression data onto protein-protein interaction network. -# Useful with shallow sequencing depth but introduces many weak communications. -# If used, must set raw.use = FALSE when running computeCommunProb -# cellchat <- projectData(cellchat, PPI.human) - - -# this next command takes 0.5-2+ hours -# can choose various methods for caculating average gene exp per group, -# 'triMean' allegedly produces fewer but stronger interactions -cellchat <- computeCommunProb(cellchat, type = "triMean") - -# filter out the cell-cell communication if < 50 cells per group -cellchat <- filterCommunication(cellchat, min.cells = 50) - -qsave(cellchat, '../data/snrna_cellchat.qs', preset = 'fast') - -``` - -# Overall Results - -```{r load cellchat, eval = cellchat_ran} -cellchat <- qread(params$cellchat_fn) - -df.net <- subsetCommunication(cellchat) %>% dplyr::arrange(pval) -df.net %>% sanitize_datatable() - -``` - -## Top interactions {.tabset} -```{r check pairs, results = 'asis', fig.width = 8, fig.height = 12} - -top_ints <- (df.net %>% pull(interaction_name) %>% unique)[1:10] -for (interaction in top_ints){ - cat('\n') - cat('### ', as.character(interaction), '\n') - interactors <- unlist(strsplit(as.character(interaction), '_')) - p1 <- VlnPlot(snrna, features = interactors, group.by = 'Chris_annot', - pt.size = 0.1, log = T, ncol = 1) - print(p1) - cat('\n') -} - -``` - -```{r compute pathway communication probs, eval = cellchat_ran} -cellchat <- computeCommunProbPathway(cellchat) -cellchat <- aggregateNet(cellchat) - -``` - -## Visualize Cell-Cell Communication Networks - -```{r chord plots, fig.width = 10, fig.height = 8, eval = cellchat_ran} - -groupSize <- as.numeric(table(cellchat@idents)) -par(mfrow = c(1,2), xpd=TRUE) -netVisual_circle(cellchat@net$count, vertex.weight = rowSums(cellchat@net$count), - weight.scale = T, label.edge= F, title.name = "Number of interactions") -netVisual_circle(cellchat@net$weight, vertex.weight = rowSums(cellchat@net$weight), - weight.scale = T, label.edge= F, title.name = "Interaction weights/strength") - -``` - -```{r heatmaps, eval = cellchat_ran} - -netVisual_heatmap(cellchat, measure = "count", color.heatmap = "Blues") -netVisual_heatmap(cellchat, measure = "weight", color.heatmap = "Blues") - -``` - -# Comparison Results - -Here we run the CellChat analysis twice, once on the Grade 2 rejection samples and once on the Grade 0 rejection samples. We compare the significant signaling interactions and investigate changes in them between rejection grades. - -```{r prep inputs rejection, eval=!cellchat_rejection_ran} - -grade2 <- subset(snrna, orig.ident %in% c('BRI-2396', 'BRI-2402')) -grade0 <- subset(snrna, orig.ident %in% c('BRI-2395', 'BRI-2411')) - -data.input_grade2 <- grade2[["SCT"]]@data -labels_grade2 <- grade2$Chris_annot -meta_grade2 <- data.frame(labels = labels_grade2, row.names = names(labels_grade2), samples = grade2$orig.ident) - -data.input_grade0 <- grade0[["SCT"]]@data -labels_grade0 <- grade0$Chris_annot -meta_grade0 <- data.frame(labels = labels_grade0, row.names = names(labels_grade0), samples = grade0$orig.ident) - -``` - -```{r create cellchat object rejection, eval=!cellchat_rejection_ran} -cellchat_grade2 <- createCellChat(object = data.input_grade2, meta = meta_grade2, group.by = "labels") -cellchat_grade0 <- createCellChat(object = data.input_grade0, meta = meta_grade0, group.by = "labels") - -``` - -```{r subset and preprocess data rejection, eval=!cellchat_rejection_ran} - -future::plan("multisession", workers = 8) # recommend running with at 8-16 cores - -cellchat_grade2@DB <- CellChatDB.use -cellchat_grade0@DB <- CellChatDB.use - -cellchat_grade2 <- subsetData(cellchat_grade2) -cellchat_grade2 <- updateCellChat(cellchat_grade2) -cellchat_grade2 <- identifyOverExpressedGenes(cellchat_grade2) # may take a couple minutes -cellchat_grade2 <- identifyOverExpressedInteractions(cellchat_grade2) # may take a couple minutes - -cellchat_grade0 <- subsetData(cellchat_grade0) -cellchat_grade0 <- updateCellChat(cellchat_grade0) -cellchat_grade0 <- identifyOverExpressedGenes(cellchat_grade0) # may take a couple minutes -cellchat_grade0 <- identifyOverExpressedInteractions(cellchat_grade0) # may take a couple minutes - -``` - -```{r compute communication prob rejection, eval=!cellchat_rejection_ran} -cellchat_grade2 <- computeCommunProb(cellchat_grade2, type = "triMean") # command takes 0.5-2+ hours -cellchat_grade2 <- filterCommunication(cellchat_grade2, min.cells = 50) -qsave(cellchat_grade2, params$cellchat_grade2_fn, preset = 'fast') - -cellchat_grade0 <- computeCommunProb(cellchat_grade0, type = "triMean") # command takes 0.5-2+ hours -cellchat_grade0 <- filterCommunication(cellchat_grade0, min.cells = 50) -qsave(cellchat_grade0, params$cellchat_grade0_fn, preset = 'fast') - -``` - -```{r load cellchat rejection, eval = cellchat_rejection_ran} - -cellchat_grade2 <- qread(params$cellchat_grade2_fn) -cellchat_grade0 <- qread(params$cellchat_grade0_fn) - -cellchat_grade2 <- filterCommunication(cellchat_grade2, min.cells = 50) -cellchat_grade0 <- filterCommunication(cellchat_grade0, min.cells = 50) - -df.net_grade2 <- subsetCommunication(cellchat_grade2)%>% dplyr::arrange(pval) -df.net_grade0 <- subsetCommunication(cellchat_grade0)%>% dplyr::arrange(pval) - -``` - -## Grade 2 - -```{r datatable grade 2, eval = cellchat_rejection_ran} -df.net_grade2 %>% sanitize_datatable() - -``` - -### Top interactions {.tabset} -```{r check pairs grade 2, results = 'asis', fig.width = 8, fig.height = 12} - -top_ints <- (df.net_grade2 %>% pull(interaction_name) %>% unique)[1:10] -for (interaction in top_ints){ - cat('\n') - cat('#### ', as.character(interaction), '\n') - interactors <- unlist(strsplit(as.character(interaction), '_')) - p1 <- VlnPlot(snrna, features = interactors, group.by = 'Chris_annot', pt.size = 0.1, log = T, ncol = 1) - print(p1) - cat('\n') -} - -``` - - -## Grade 0 - -```{r datatable grade 0, eval = cellchat_rejection_ran} -df.net_grade0 %>% sanitize_datatable() - -``` - -### Top interactions {.tabset} -```{r check pairs grade 0, results = 'asis', fig.width = 8, fig.height = 12} - -top_ints <- (df.net_grade0 %>% pull(interaction_name) %>% unique)[1:10] -for (interaction in top_ints){ - cat('\n') - cat('#### ', as.character(interaction), '\n') - interactors <- unlist(strsplit(as.character(interaction), '_')) - p1 <- VlnPlot(snrna, features = interactors, group.by = 'Chris_annot', pt.size = 0.1, log = T, ncol = 1) - print(p1) - cat('\n') -} - -``` - -```{r merge rejection objects, eval = cellchat_rejection_ran} - -cellchat_grade2 <- computeCommunProbPathway(cellchat_grade2) -cellchat_grade2 <- aggregateNet(cellchat_grade2) -cellchat_grade2 <- netAnalysis_computeCentrality(cellchat_grade2) -cellchat_grade0 <- computeCommunProbPathway(cellchat_grade0) -cellchat_grade0 <- aggregateNet(cellchat_grade0) -cellchat_grade0 <- netAnalysis_computeCentrality(cellchat_grade0) - -object.list <- list(grade0 = cellchat_grade0, grade2 = cellchat_grade2) -cellchat_merged <- mergeCellChat(object.list, add.names = names(object.list)) - -df.net_merged <- subsetCommunication(cellchat_merged) - -``` - -## Compare Interactions/Interaction Strength - -```{r compare interactions, eval = cellchat_rejection_ran} - -gg1 <- compareInteractions(cellchat_merged, show.legend = F, group = c(1,2)) -gg2 <- compareInteractions(cellchat_merged, show.legend = F, group = c(1,2), measure = "weight") -gg1 + gg2 - -``` - -```{r chord plots merged, eval = cellchat_rejection_ran, fig.width = 10, fig.height = 8} -par(mfrow = c(1,2), xpd=TRUE) -netVisual_diffInteraction(cellchat_merged, weight.scale = T) -netVisual_diffInteraction(cellchat_merged, weight.scale = T, measure = "weight") - -``` - -```{r heatmaps merged, eval = cellchat_rejection_ran, fig.width = 10, fig.height = 8} - -gg1 <- netVisual_heatmap(cellchat_merged) -gg2 <- netVisual_heatmap(cellchat_merged, measure = "weight") -gg1 + gg2 - -``` - -## Compare Major Pathway Sources and Targets - -From the CellChat documentation: "Comparing the outgoing and incoming interaction strength in a 2D space allows ready identification of the cell populations with significant changes in sending or receiving signals between different datasets." - -```{r compare send/receive changes, eval = cellchat_rejection_ran, fig.width = 10, fig.height = 6} - -num.link <- sapply(object.list, function(x) {rowSums(x@net$count) + colSums(x@net$count)-diag(x@net$count)}) -weight.MinMax <- c(min(num.link), max(num.link)) # control the dot size in the different datasets -gg <- list() -for (i in 1:length(object.list)) { - gg[[i]] <- netAnalysis_signalingRole_scatter(object.list[[i]], title = names(object.list)[i], weight.MinMax = weight.MinMax) -} -patchwork::wrap_plots(plots = gg) -``` - - -```{r identify signaling changes, eval = cellchat_rejection_ran, fig.width = 12, fig.height = 12} -gg1 <- netAnalysis_signalingChanges_scatter(cellchat_merged, idents.use = "Vascular_EC") -gg2 <- netAnalysis_signalingChanges_scatter(cellchat_merged, idents.use = "Lymphatic_EC") -gg3 <- netAnalysis_signalingChanges_scatter(cellchat_merged, idents.use = "Pericyte") -patchwork::wrap_plots(plots = list(gg1,gg2,gg3), nrow = 3, ncol = 1) - -``` - -## Cluster Altered Signaling Interactions - -From the CellChat documentation: "CellChat performs joint manifold learning and classification of the inferred communication networks based on their functional and topological similarity across different conditions. - -By quantifying the similarity between the cellular communication networks of signaling pathways across conditions, this analysis highlights the potentially altered signaling pathways. CellChat adopts the concept of network rewiring from network biology and hypothesized that the difference between different communication networks may affect biological processes across conditions. UMAP is used for visualizing signaling relationship and interpreting our signaling outputs in an intuitive way without involving the classification of conditions. - -Functional similarity: High degree of functional similarity indicates major senders and receivers are similar, and it can be interpreted as the two signaling pathways or two ligand-receptor pairs exhibit similar and/or redundant roles. - -Structural similarity: A structural similarity was used to compare their signaling network structure, without considering the similarity of senders and receivers." - - -### Based on Functional Similarity - -```{r identify signaling groups functional, eval = cellchat_rejection_ran} - -cellchat_merged <- computeNetSimilarityPairwise(cellchat_merged, type = "functional") -cellchat_merged <- netEmbedding(cellchat_merged, type = "functional") -cellchat_merged <- netClustering(cellchat_merged, type = "functional") -netVisual_embeddingPairwise(cellchat_merged, type = "functional", label.size = 3.5) - -``` - -### Based on Structural Similarity - -```{r identify signaling groups structural, eval = cellchat_rejection_ran} -cellchat_merged <- computeNetSimilarityPairwise(cellchat_merged, type = "structural") -cellchat_merged <- netEmbedding(cellchat_merged, type = "structural") -cellchat_merged <- netClustering(cellchat_merged, type = "structural") -netVisual_embeddingPairwise(cellchat_merged, type = "structural", label.size = 3.5) -``` - -## Compare Overall Signaling Information Flow - -"CellChat can identify the conserved and context-specific signaling pathways by simply comparing the information flow for each signaling pathway, which is defined by the sum of communication probability among all pairs of cell groups in the inferred network (i.e., the total weights in the network)." - -```{r info flow, fig.height = 9, eval = cellchat_rejection_ran} - -rankNet(cellchat_merged, mode = "comparison", measure = "weight", sources.use = NULL, targets.use = NULL, stacked = F, do.stat = TRUE) - -``` - -## Compare Signaling Patterns Across Cell Populations - -"In this heatmap, colobar represents the relative signaling strength of a signaling pathway across cell groups (Note that values are row-scaled). The top colored bar plot shows the total signaling strength of a cell group by summarizing all signaling pathways displayed in the heatmap. The right grey bar plot shows the total signaling strength of a signaling pathway by summarizing all cell groups displayed in the heatmap." - - -```{r outgoing signaling, fig.height = 9, eval = cellchat_rejection_ran} - -i = 1 -pathway.union <- union(object.list[[i]]@netP$pathways, object.list[[i+1]]@netP$pathways) -ht1 = netAnalysis_signalingRole_heatmap(object.list[[i]], pattern = "outgoing", signaling = pathway.union, title = names(object.list)[i], width = 5, height = 16, cluster.cols = T) -ht2 = netAnalysis_signalingRole_heatmap(object.list[[i+1]], pattern = "outgoing", signaling = pathway.union, title = names(object.list)[i+1], width = 5, height = 16, cluster.cols = T) -draw(ht1 + ht2, ht_gap = unit(0.5, "cm")) -``` - -```{r incoming signaling, fig.height = 9, eval = cellchat_rejection_ran} -ht1 = netAnalysis_signalingRole_heatmap(object.list[[i]], pattern = "incoming", signaling = pathway.union, title = names(object.list)[i], width = 5, height = 16, cluster.cols = T) -ht2 = netAnalysis_signalingRole_heatmap(object.list[[i+1]], pattern = "incoming", signaling = pathway.union, title = names(object.list)[i+1], width = 5, height = 16, cluster.cols = T) -draw(ht1 + ht2, ht_gap = unit(0.5, "cm")) -``` - -## Identify Dysfunctional Interaction Signaling Using Communication Probabilities - -"CellChat can identify the up-regulated (increased) and down-regulated (decreased) signaling ligand-receptor pairs in one dataset compared to the other dataset by comparing the communication probability between two datasets for each L-R pair and each pair of cell groups" - -```{r compare signaling, fig.height = 12, fig.width = 8, eval = cellchat_rejection_ran} - -gg1 <- netVisual_bubble(cellchat_merged, - # sources.use = c('Vascular_EC', 'Lymphatic_EC', 'Pericyte'), - # targets.use = c('Vascular_EC', 'Lymphatic_EC', 'Pericyte'), - comparison = c(1, 2), - max.dataset = 2, - title.name = "Increased signaling in Grade 2", - angle.x = 45, - remove.isolate = T) -gg1 -signaling.grade2_increased = gg1$data diff --git a/05_signaling/cellchat.qmd b/05_signaling/cellchat.qmd index 5a1b4f1..cdae683 100644 --- a/05_signaling/cellchat.qmd +++ b/05_signaling/cellchat.qmd @@ -60,14 +60,14 @@ stopifnot(compareVersion(as.character(BiocManager::version()), "3.18") >= 0) stopifnot(compareVersion(as.character(packageVersion("Seurat")), "5.0.0") >= 0) ``` -This code is in this ![](https://img.shields.io/badge/status-draft-grey) revision. +This code is in this ![](https://img.shields.io/badge/status-status-green) revision. ```{r} library(CellChat) +library(presto) library(tidyverse) library(Seurat) -library(bcbioR) library(ggprism) library(knitr) library(tools) diff --git a/05_signaling/cellchat_out/snrna_cellchat.qs b/05_signaling/cellchat_out/snrna_cellchat.qs new file mode 100644 index 0000000000000000000000000000000000000000..acd9ef3b2653351526ea94a03190f273ed076256 GIT binary patch literal 22703659 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