Collaborative project with Merck, USTTB and Hamburg University
This pharmacodynamic (PD) model was developed to simulate the dynamics of parasite viability (DVA) and parasite reduction ratio (PRR) in response to various antimalarials (DHA, CQ, ATO, PYRI), using data from in vitro experiments. It implements an ON/OFF effect based on a LAGTIME to simulate the delayed drug response.
- DVA_PRR.csv: input data file containing DVA and PRR observations.
- runXXX.mod: NONMEM model file.
The dataset (.csv) and the model file (.mod) must be placed in the same folder.
All output files generated by NONMEM (e.g., sdtab001, patab001) will also be saved in this same folder
To run this model, you will need:
- NONMEM 7.5
- PsN (optional but recommended for managing runs)
- Pirana (recommended for managing and visualizing model runs)
- R or Python (recommended for post-processing, graphics, NPDE, etc.)
- A text/code editor: RStudio, VS Code, or even Notepad++
The data file must contain the following columns:
| Column | Description |
|---|---|
| ID | Unique experiment identifier |
| TIME | Time after the start of the experiment (h) |
| AMT | Dose added to the well |
| CMT | PD compartment (1 = DVA, 2 = PRR) |
| EVID | NONMEM event type (0 = observation, 1 = dose) |
| DV | Observation (DVA = viable parasites, PRR = log10(viable+1)) |
| FLAG | 1 = DVA, 2 = PRR |
| MDV | 1 = ignored by NONMEM, 0 = used |
| REPLICATE | Experimental replicate |
| CA, CB, CC, CD | Concentrations of compounds (DHA, CQ, ATO, PYRI) |
| Sample Type | ID | Data Type | Drug |
|---|---|---|---|
| 3D7 | ID = 1 | DVA | DHA |
| 3D7 | ID = 2 | DVA | CQ |
| 3D7 | ID = 3 | DVA | ATO |
| 3D7 | ID = 4 | DVA | PYRI |
| 3D7 | ID = 5 | PRR | DHA |
| 3D7 | ID = 6 | PRR | CQ |
| 3D7 | ID = 7 | PRR | ATO |
| 3D7 | ID = 8 | PRR | PYRI |
| Field Isolates | ID = 9 | DVA | DHA |
| Field Isolates | ID = 10 | DVA | CQ |
| Field Isolates | ID = 11 | DVA | ATO |
| Field Isolates | ID = 12 | DVA | PYRI |
- Select the appropriate
IDdepending on the experiment (ACCEPT=(ID.EQ.X)) - Update the model file name (e.g.,
run001.mod) - Update output filenames in
$TABLE, if needed : sdtab00X and patab00X
- sdtab00X: Individual data + predictions (IPRED)
- patab00X: Estimated parameter values
NONMEM model written by Mohamed MAIGA and Sebastian Wicha Year: 2025