Eric Sherer, Wei Chen, Dillon Aberasturi, Ksheera Sagar, Yang Li, Zachary Sutake, Jiaqi Xu, Felix R Harris, Joshua A Harrill, Jessica LaRocca
{"title":"Cell Painting in HepaRG Cells: An Interlaboratory Reproducibility Study.","authors":"Eric Sherer, Wei Chen, Dillon Aberasturi, Ksheera Sagar, Yang Li, Zachary Sutake, Jiaqi Xu, Felix R Harris, Joshua A Harrill, Jessica LaRocca","doi":"10.1093/toxsci/kfaf139","DOIUrl":null,"url":null,"abstract":"<p><p>Traditional toxicological safety assessment relies heavily on the use of animals, and animal-free new approach methodologies (NAMs) are therefore critical for increasing the efficiency and human relevance of chemical hazard screening. Cell Painting, a high-content imaging assay that quantifies phenotypic changes at the cellular level, is an approach that has been widely used in pharmacologic discovery purposes. In the present study, Cell Painting methodologies were adapted to the human liver cell line, HepaRG, given that the liver is a common target organ in standard repeat dose toxicological studies. The HepaRG cell line was selected for its expression of phase I and II enzymes and ability to metabolize xenobiotic chemicals, which are critical features for an in vitro toxicological assay to assess chemicals that could be extensively metabolized in vivo. An interlaboratory reproducibility assessment was conducted to optimize culture conditions, image acquisition, computational workflows for image segmentation and feature extraction, and derivation of phenotype altering concentrations (PACs). Two laboratories, the US EPA Center for Computational Toxicology and Exposure (Site 1), and Corteva Agriscience (Site 2), tested a set of 20 phenotypic reference chemicals in the HepaRG Cell Painting assay for derivation of PACs. The results from Site 1 and Site 2 were highly concordant both in terms PAC estimates and the profiles of phenotypic effects observed for the test chemicals. These results support the reproducibility and robustness of the Cell Painting assay in the metabolically competent HepaRG cell line, thereby providing a NAM with the potential to predict in vivo toxicity.</p>","PeriodicalId":23178,"journal":{"name":"Toxicological Sciences","volume":" ","pages":""},"PeriodicalIF":4.1000,"publicationDate":"2025-10-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Toxicological Sciences","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1093/toxsci/kfaf139","RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"TOXICOLOGY","Score":null,"Total":0}
引用次数: 0
Abstract
Traditional toxicological safety assessment relies heavily on the use of animals, and animal-free new approach methodologies (NAMs) are therefore critical for increasing the efficiency and human relevance of chemical hazard screening. Cell Painting, a high-content imaging assay that quantifies phenotypic changes at the cellular level, is an approach that has been widely used in pharmacologic discovery purposes. In the present study, Cell Painting methodologies were adapted to the human liver cell line, HepaRG, given that the liver is a common target organ in standard repeat dose toxicological studies. The HepaRG cell line was selected for its expression of phase I and II enzymes and ability to metabolize xenobiotic chemicals, which are critical features for an in vitro toxicological assay to assess chemicals that could be extensively metabolized in vivo. An interlaboratory reproducibility assessment was conducted to optimize culture conditions, image acquisition, computational workflows for image segmentation and feature extraction, and derivation of phenotype altering concentrations (PACs). Two laboratories, the US EPA Center for Computational Toxicology and Exposure (Site 1), and Corteva Agriscience (Site 2), tested a set of 20 phenotypic reference chemicals in the HepaRG Cell Painting assay for derivation of PACs. The results from Site 1 and Site 2 were highly concordant both in terms PAC estimates and the profiles of phenotypic effects observed for the test chemicals. These results support the reproducibility and robustness of the Cell Painting assay in the metabolically competent HepaRG cell line, thereby providing a NAM with the potential to predict in vivo toxicity.
期刊介绍:
The mission of Toxicological Sciences, the official journal of the Society of Toxicology, is to publish a broad spectrum of impactful research in the field of toxicology.
The primary focus of Toxicological Sciences is on original research articles. The journal also provides expert insight via contemporary and systematic reviews, as well as forum articles and editorial content that addresses important topics in the field.
The scope of Toxicological Sciences is focused on a broad spectrum of impactful toxicological research that will advance the multidisciplinary field of toxicology ranging from basic research to model development and application, and decision making. Submissions will include diverse technologies and approaches including, but not limited to: bioinformatics and computational biology, biochemistry, exposure science, histopathology, mass spectrometry, molecular biology, population-based sciences, tissue and cell-based systems, and whole-animal studies. Integrative approaches that combine realistic exposure scenarios with impactful analyses that move the field forward are encouraged.