In-depth analysis of patterns in selection of different physiologically-based pharmacokinetic modeling tools: Part II — Assessment of model reusability and comparison between open and non-open source-code software
Hamza Khaled Abdelmajed Aldibani, Arham Jamaal Rajput, Amin Rostami-Hodjegan
{"title":"In-depth analysis of patterns in selection of different physiologically-based pharmacokinetic modeling tools: Part II — Assessment of model reusability and comparison between open and non-open source-code software","authors":"Hamza Khaled Abdelmajed Aldibani, Arham Jamaal Rajput, Amin Rostami-Hodjegan","doi":"10.1002/bdd.2360","DOIUrl":null,"url":null,"abstract":"Whilst the reproducibility of models in the area of systems biology and quantitative systems pharmacology has been the focus of attention lately, the concept of ‘reusability’ is not addressed. With the advent of the ‘Model Master File’ dominating some regulatory discussions on pharmaceutical applications of physiologically‐based pharmacokinetic (PBPK) models, reusability becomes a vital aspect of confidence in their use. Herein, we define ‘reusability’ specifically in the context of PBPK models and investigate the influence of open versus non‐open source‐code (NOSC) nature of the software on the extent of ‘reusability’. Original articles (n = 145) that were associated with the development of novel PBPK models were identified as source models and citations to these reports, which involved further PBPK model development, were explored (n > 1800) for reuse cases of the source PBPK model whether in full or partial form. The nature of source‐code was a major determinant of external reusability for PBPK models (>50% of the NOSC models as opposed <25% of open source‐code [OSC]). Full reusability of the models was not common and mostly involved internal reuse of the OSC model (by the group who had previously developed the original model). The results were stratified by the software utilised (various), organisations involved (academia, industry, regulatory), and type of reusability (full vs. partial). The clear link between external reuse of models and NOSC PBPK software might stem from many elements related to quality and trust that require further investigation, and challenges the unfounded notion that OSC models are associated with higher uptake for reuse.","PeriodicalId":8865,"journal":{"name":"Biopharmaceutics & Drug Disposition","volume":"44 4","pages":"292-300"},"PeriodicalIF":1.7000,"publicationDate":"2023-04-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/bdd.2360","citationCount":"1","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Biopharmaceutics & Drug Disposition","FirstCategoryId":"3","ListUrlMain":"https://onlinelibrary.wiley.com/doi/10.1002/bdd.2360","RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"PHARMACOLOGY & PHARMACY","Score":null,"Total":0}
引用次数: 1
Abstract
Whilst the reproducibility of models in the area of systems biology and quantitative systems pharmacology has been the focus of attention lately, the concept of ‘reusability’ is not addressed. With the advent of the ‘Model Master File’ dominating some regulatory discussions on pharmaceutical applications of physiologically‐based pharmacokinetic (PBPK) models, reusability becomes a vital aspect of confidence in their use. Herein, we define ‘reusability’ specifically in the context of PBPK models and investigate the influence of open versus non‐open source‐code (NOSC) nature of the software on the extent of ‘reusability’. Original articles (n = 145) that were associated with the development of novel PBPK models were identified as source models and citations to these reports, which involved further PBPK model development, were explored (n > 1800) for reuse cases of the source PBPK model whether in full or partial form. The nature of source‐code was a major determinant of external reusability for PBPK models (>50% of the NOSC models as opposed <25% of open source‐code [OSC]). Full reusability of the models was not common and mostly involved internal reuse of the OSC model (by the group who had previously developed the original model). The results were stratified by the software utilised (various), organisations involved (academia, industry, regulatory), and type of reusability (full vs. partial). The clear link between external reuse of models and NOSC PBPK software might stem from many elements related to quality and trust that require further investigation, and challenges the unfounded notion that OSC models are associated with higher uptake for reuse.
期刊介绍:
Biopharmaceutics & Drug Dispositionpublishes original review articles, short communications, and reports in biopharmaceutics, drug disposition, pharmacokinetics and pharmacodynamics, especially those that have a direct relation to the drug discovery/development and the therapeutic use of drugs. These includes:
- animal and human pharmacological studies that focus on therapeutic response. pharmacodynamics, and toxicity related to plasma and tissue concentrations of drugs and their metabolites,
- in vitro and in vivo drug absorption, distribution, metabolism, transport, and excretion studies that facilitate investigations related to the use of drugs in man
- studies on membrane transport and enzymes, including their regulation and the impact of pharmacogenomics on drug absorption and disposition,
- simulation and modeling in drug discovery and development
- theoretical treatises
- includes themed issues and reviews
and exclude manuscripts on
- bioavailability studies reporting only on simple PK parameters such as Cmax, tmax and t1/2 without mechanistic interpretation
- analytical methods