popy
1.3.1
Preliminaries
Operating Instructions
Simulating A Single Individual
Simulating A Population Of Individuals
Estimating Population Parameters
Working With Many Populations
PoPy
for Nonmem Users
PoPy
Reference Guide
popy
PoPy
Contents Page
View page source
PoPy
Contents Page
Preliminaries
Motivation
About
PoPy
System Requirements
Bug Reporting
Acknowledgements
About This Book
Book Structure
Abbreviations
Setting Up
PoPy
Installation
Configure Editor
Configure
PoPy
Operating Instructions
PoPy
Terminal
Checking The
PoPy
Installation
PoPy
Validation
Activating a
PoPy
Licence
Deactivating a
PoPy
Licence
Creating Your First
PoPy
Scripts
Creating a
fit
Script
Message Logging
Creating a
tut
Script
Running Your First
tut
Script
Script Hierarchies
The
gen
Subscript
The
fit
Subscript
The
comp
and
tutsum
Subscripts
PoPy
Data Format
Required Fields
Dosing Fields
Observation Fields
User-Defined Fields
Simulating A Single Individual
Dose Administration
Bolus Dose
Infusion
Gamma Dose
Weibull Dose
Elimination, Clearance and Volume of Distribution
Volume of Distribution
Clearance
Compartment Models
One Compartment Model
Two Compartment Model
Three Compartment Model
Residual Error Model
Controlling Randomness in Simulations
Error Models for Continuous Data
Pharmacodynamic Models
Time Delay
Direct Effect Models
Indirect Effect Models
Linear Effect Model
Circadian Models
Emax Models
Other Stuff
PD Parameter Fitting
Simulating A Population Of Individuals
Inter-Subject Variability (ISV)
Data Synthesis with ISV
Naïve ISV Fit
Mixed Effect ISV Fit
Inter-Occasion Variability (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
Estimating Population Parameters
Estimating Model Parameters
Likelihood and the Objective Function
Minimization Algorithm
Initial Values and Convergence
Uncertainty and Standard Errors
Likelihood Hessian
Confidence Intervals
Standard Errors
Diagnostics
Residuals
Weighted Residuals (WRES)
Conditional Weighted Residuals (CWRES)
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)
Working With Many Populations
Generate multiple data sets and Fit using Simple PopPK Model
Running the MTut Script
Syntax of MTut Script
Summary of MTut Results
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
Data Source
Data Preprocessing
Fixed/Random Effects Specification
PK Model Parameters Specification
ODEs Specification
Likelihood Error Specification
Parameter Fitting Methods Specification
DDMoRe0093 Conversion Example
Data Source & Preprocessing
Fixed/Random Effects Specification
PK Model Parameters Specification
ODEs Specification
Likelihood Error Specification
Parameter Fitting Methods Specification
DDMoRe0238 Conversion Example
Data Source
Data Preprocessing
Fixed/Random Effects Specification
PK Model Parameters Specification
Initial State Specification
ODEs Specification
Likelihood Error Specification
Parameter Fitting Methods Specification
PoPy
Reference Guide
PoPy
Quick Reference Guide
Command Line Tools
Script File Formats
Script File Sections
Script File Elements
Script File Outputs
Glossary
HTML Summary Links
Example Summaries
Individual Model Summaries
Population Model Summaries
Release Notes
PoPy
v1.3.0
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
Notepad++
Install
Notepad++
Configure
Notepad++
Tabs for Indentation
Configure
Notepad++
Colouring
Validation Examples
Troubleshooting
Win10 Increase max path length
Bibliography