{"title":"IVPT Data Challenges in the Real World: Outliers, Anomalous and Aberrant Data: Examples.","authors":"Paul A Lehman","doi":"10.1007/s11095-025-03893-5","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>The in vitro permeation test (IVPT) is a sensitive and robust model system that has been vital in elucidating the fundamental parameters surrounding the absorption of both therapeutic agents and industrial chemicals through skin. Unlike most clinical bioequivalence study designs, the IVPT method allows for the evaluation of multiple replicates (skin sections) from the same donor (\"subject\") at the same time. Though this should provide an advantage for a better characterization of the topical permeation kinetics within a donor, it also comes with the likelihood that any given skin replicate within the same donor, may demonstrate an unusual or anomalous absorption profile. These are often described as 'outliers', those sections demonstrating a substantial difference in percutaneous absorption kinetics to the other replicates.</p><p><strong>Methods: </strong>A retrospective analysis of data from the authors' archives has been screened with the objective of finding and addressing a number of questions regarding skin section and donor data outliers, anomalous data, missing data and the establishment of a representative J<sub>max</sub>.</p><p><strong>Conclusion: </strong>When the IVPT method has been properly designed and performed, outliers reflect anomalies in the donor's skin and donor population rather than as an artifact of the IVPT method. Identification and statistical confirmation approaches help to differentiate anomalous data from the core data set. In addition, missing data, and determining a representative J<sub>max</sub>, confound the accurate determination of BE for topical formulations.</p>","PeriodicalId":20027,"journal":{"name":"Pharmaceutical Research","volume":" ","pages":""},"PeriodicalIF":3.5000,"publicationDate":"2025-07-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Pharmaceutical Research","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1007/s11095-025-03893-5","RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"CHEMISTRY, MULTIDISCIPLINARY","Score":null,"Total":0}
引用次数: 0
Abstract
Background: The in vitro permeation test (IVPT) is a sensitive and robust model system that has been vital in elucidating the fundamental parameters surrounding the absorption of both therapeutic agents and industrial chemicals through skin. Unlike most clinical bioequivalence study designs, the IVPT method allows for the evaluation of multiple replicates (skin sections) from the same donor ("subject") at the same time. Though this should provide an advantage for a better characterization of the topical permeation kinetics within a donor, it also comes with the likelihood that any given skin replicate within the same donor, may demonstrate an unusual or anomalous absorption profile. These are often described as 'outliers', those sections demonstrating a substantial difference in percutaneous absorption kinetics to the other replicates.
Methods: A retrospective analysis of data from the authors' archives has been screened with the objective of finding and addressing a number of questions regarding skin section and donor data outliers, anomalous data, missing data and the establishment of a representative Jmax.
Conclusion: When the IVPT method has been properly designed and performed, outliers reflect anomalies in the donor's skin and donor population rather than as an artifact of the IVPT method. Identification and statistical confirmation approaches help to differentiate anomalous data from the core data set. In addition, missing data, and determining a representative Jmax, confound the accurate determination of BE for topical formulations.
期刊介绍:
Pharmaceutical Research, an official journal of the American Association of Pharmaceutical Scientists, is committed to publishing novel research that is mechanism-based, hypothesis-driven and addresses significant issues in drug discovery, development and regulation. Current areas of interest include, but are not limited to:
-(pre)formulation engineering and processing-
computational biopharmaceutics-
drug delivery and targeting-
molecular biopharmaceutics and drug disposition (including cellular and molecular pharmacology)-
pharmacokinetics, pharmacodynamics and pharmacogenetics.
Research may involve nonclinical and clinical studies, and utilize both in vitro and in vivo approaches. Studies on small drug molecules, pharmaceutical solid materials (including biomaterials, polymers and nanoparticles) biotechnology products (including genes, peptides, proteins and vaccines), and genetically engineered cells are welcome.