PoPy
1.3.0
Getting Started Guide
Principles of Pharmacokinetics
Population Models in
PoPy
PoPy
Example Models
PoPy
for Nonmem Users
PoPy
Reference Guide
Appendices
PoPy
PoPy
Contents Page
View page source
PoPy
Contents Page
Getting Started Guide
Introducing
PoPy
Overview
Documentation Structure
System Requirements
Abbreviations
Install
PoPy
Downloading
PoPy
Installing
PoPy
Activating
PoPy
Checking your new
PoPy
Installation
Win10 Increase max path length
Troubleshooting
Configure Editor
Notepad++
Fitting a Simple PopPK Model using
PoPy
Run the Fit Script
Summary of Fit Results
Syntax of Fit Script
Visual Predictive Check for Simple PopPK Model
PoPy
Data Format
Required Fields
Dosing Fields
Observation Fields
Extra Fields
Generate data and Fit using Simple PopPK Model
Running the Tutorial Script
Syntax of Tut Script
Summary of Tut Results
Generate multiple data sets and Fit using Simple PopPK Model
Typical Workflows
Developing a PK/PD model for a real life Data Set
Investigate a PK/PD model using synthetic data
Principles of Pharmacokinetics
Elimination, Clearance and Volume of Distribution
Volume of Distribution
Clearance
Compartment Models
One Compartment Model
Two Compartment Model
Three Compartment Model
Dose Administration
Bolus Dose
Infusion
Gamma Dose
Weibull Dose
Repeated Dosing
Residual Error Model
Error Models for Continuous Data
Estimating Model Parameters
Likelihood and the Objective Function
Minimization Algorithm
Initial Values and Convergence
Uncertainty and Standard Errors
Likelihood Hessian
Confidence Intervals
Standard Errors
Population Models in
PoPy
Inter-Subject Variation (ISV)
Data Synthesis with ISV
Naïve ISV Fit
Mixed Effect ISV Fit
Inter-Occasion Variation (IOV)
Data Synthesis with IOV
Naïve IOV Fit
Mixed Effect IOV Fit
Modelling Correlation in Random Effects
Uncorrelated Effects
Correlated Effects
Covariates
Continuous Covariates
Discrete Covariates
Diagnostics
Residuals
Weighted Residuals (WRES)
Conditional Weighted Residuals
PoPy
Example Models
Creating Example Scripts
Creating an example Fit Script
Creating an example Tut Script
Fitting a Two Compartment PopPK Model
Run the Fit Script
Summary of Fit Results
Syntax of Fit Script
Visual Predictive Check for Two Compartment PopPK Model
Generate a Two Compartment PopPK Data Set
Running the Gen Script
Summary of Gen Results
Syntax in the Gen Script
Structure of output synthetic data file
Controlling Random Seed in
PoPy
scripts
Generate data and Fit using a Two Compartment Model
Running the Tutorial Script
Syntax of Tut Script
Summary of Tut Results
Re-run the tutorial
Generate multiple data sets and Fit using a Two Compartment Model
Running the MTut Script
Syntax of MTut Script
Summary of MTut Results
Re-run the MTut Script
Convert Tut to MTut
Generate BLQ observations and fit different error models
Generating BLQ observations
Fitting BLQ observations using rectnorm (correct error model)
Fitting BLQ observations using norm (incorrect error model)
Fitting BLQ observations using half LLQ (approx error model)
Fit to non-BLQ observations only (reduced data model)
PoPy
for Nonmem Users
Nonmem control file to
PoPy
Fit Script
$PROBLEM
$DATA
$INPUT
$SUBROUTINES
$MODEL
$THETA
$OMEGA
$SIGMA
$PK
$DES
$ERROR
$ESTIMATION
Nonmem Advan1,2,3,4,11,12 to
PoPy
analytic compartment models
ADVAN1
ADVAN1 TRANS2
ADVAN2
ADVAN2 TRANS2
ADVAN3
ADVAN3 TRANS4
ADVAN4
ADVAN4 TRANS4
ADVAN11
ADVAN11 TRANS4
ADVAN12
ADVAN12 TRANS4
Nonmem Data to
PoPy
Data File
EVID
ID
TIME
CMT
AMT
DV
MDV
DDMoRe0061 Conversion Example
Overview
DDMoRe0093 Conversion Example
Overview
DDMoRe0238 Conversion Example
Overview
PoPy
Reference Guide
Open a
PoPy
Command Prompt
Desktop Shortcut Method
Console Method
Verify
PoPy
Environment
PoPy
Activation
Licensing
Activate
PoPy
Activation Status
Deactivate
PoPy
Transfer Product Key Between Machines
Configure
PoPy
PoPy
Config File
Factory Reset Options
Uninstall
PoPy
PoPy
Website
PoPy
introductory site
PoPy
demo site
PoPy
product website
Validate
PoPy
Check the
PoPy
Configuration
Run the Validator
Validation Examples
Troubleshoot
Command Line Tools
Script File Formats
Script File Sections
Script File Elements
Script File Outputs
PoPy
Quick Reference Guide
Appendices
Glossary
HTML Summary Links
Example Summaries
Individual Model Summaries
Population Model Summaries
Bug Reporting
Check you have a bug!
Bug Report Advice
Reporting the bug
Credits
Authors
Sponsor
Python Libraries
Release Notes
PoPy
v1.2.4
PoPy
v1.2.3
PoPy
v1.2.2
PoPy
v1.2.1
PoPy
v1.2.0
PoPy
v1.1.2
PoPy
v1.1.1
PoPy
v1.1.0
PoPy
v1.0.5
PoPy
v1.0.4
PoPy
v1.0.3
PoPy
v1.0.2
PoPy
v1.0.1
PoPy
v1.0.0
Bibliography