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High Accuracy Classification of Developmental Toxicants by In Vitro Tests of Human Neuroepithelial and Cardiomyoblast Differentiation

Human-relevant tests to predict developmental toxicity are urgently needed. A currently intensively studied approach makes use of differentiating human stem cells to measure chemically-induced deviations of the normal developmental program, as in a recent study based on cardiac differentiation (UKK2...

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Autores principales: Seidel, Florian, Cherianidou, Anna, Kappenberg, Franziska, Marta, Miriam, Dreser, Nadine, Blum, Jonathan, Waldmann, Tanja, Blüthgen, Nils, Meisig, Johannes, Madjar, Katrin, Henry, Margit, Rotshteyn, Tamara, Scholtz-Illigens, Andreas, Marchan, Rosemarie, Edlund, Karolina, Leist, Marcel, Rahnenführer, Jörg, Sachinidis, Agapios, Hengstler, Jan Georg
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9653768/
https://www.ncbi.nlm.nih.gov/pubmed/36359802
http://dx.doi.org/10.3390/cells11213404
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author Seidel, Florian
Cherianidou, Anna
Kappenberg, Franziska
Marta, Miriam
Dreser, Nadine
Blum, Jonathan
Waldmann, Tanja
Blüthgen, Nils
Meisig, Johannes
Madjar, Katrin
Henry, Margit
Rotshteyn, Tamara
Scholtz-Illigens, Andreas
Marchan, Rosemarie
Edlund, Karolina
Leist, Marcel
Rahnenführer, Jörg
Sachinidis, Agapios
Hengstler, Jan Georg
author_facet Seidel, Florian
Cherianidou, Anna
Kappenberg, Franziska
Marta, Miriam
Dreser, Nadine
Blum, Jonathan
Waldmann, Tanja
Blüthgen, Nils
Meisig, Johannes
Madjar, Katrin
Henry, Margit
Rotshteyn, Tamara
Scholtz-Illigens, Andreas
Marchan, Rosemarie
Edlund, Karolina
Leist, Marcel
Rahnenführer, Jörg
Sachinidis, Agapios
Hengstler, Jan Georg
author_sort Seidel, Florian
collection PubMed
description Human-relevant tests to predict developmental toxicity are urgently needed. A currently intensively studied approach makes use of differentiating human stem cells to measure chemically-induced deviations of the normal developmental program, as in a recent study based on cardiac differentiation (UKK2). Here, we (i) tested the performance of an assay modeling neuroepithelial differentiation (UKN1), and (ii) explored the benefit of combining assays (UKN1 and UKK2) that model different germ layers. Substance-induced cytotoxicity and genome-wide expression profiles of 23 teratogens and 16 non-teratogens at human-relevant concentrations were generated and used for statistical classification, resulting in accuracies of the UKN1 assay of 87–90%. A comparison to the UKK2 assay (accuracies of 90–92%) showed, in general, a high congruence in compound classification that may be explained by the fact that there was a high overlap of signaling pathways. Finally, the combination of both assays improved the prediction compared to each test alone, and reached accuracies of 92–95%. Although some compounds were misclassified by the individual tests, we conclude that UKN1 and UKK2 can be used for a reliable detection of teratogens in vitro, and that a combined analysis of tests that differentiate hiPSCs into different germ layers and cell types can even further improve the prediction of developmental toxicants.
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spelling pubmed-96537682022-11-15 High Accuracy Classification of Developmental Toxicants by In Vitro Tests of Human Neuroepithelial and Cardiomyoblast Differentiation Seidel, Florian Cherianidou, Anna Kappenberg, Franziska Marta, Miriam Dreser, Nadine Blum, Jonathan Waldmann, Tanja Blüthgen, Nils Meisig, Johannes Madjar, Katrin Henry, Margit Rotshteyn, Tamara Scholtz-Illigens, Andreas Marchan, Rosemarie Edlund, Karolina Leist, Marcel Rahnenführer, Jörg Sachinidis, Agapios Hengstler, Jan Georg Cells Article Human-relevant tests to predict developmental toxicity are urgently needed. A currently intensively studied approach makes use of differentiating human stem cells to measure chemically-induced deviations of the normal developmental program, as in a recent study based on cardiac differentiation (UKK2). Here, we (i) tested the performance of an assay modeling neuroepithelial differentiation (UKN1), and (ii) explored the benefit of combining assays (UKN1 and UKK2) that model different germ layers. Substance-induced cytotoxicity and genome-wide expression profiles of 23 teratogens and 16 non-teratogens at human-relevant concentrations were generated and used for statistical classification, resulting in accuracies of the UKN1 assay of 87–90%. A comparison to the UKK2 assay (accuracies of 90–92%) showed, in general, a high congruence in compound classification that may be explained by the fact that there was a high overlap of signaling pathways. Finally, the combination of both assays improved the prediction compared to each test alone, and reached accuracies of 92–95%. Although some compounds were misclassified by the individual tests, we conclude that UKN1 and UKK2 can be used for a reliable detection of teratogens in vitro, and that a combined analysis of tests that differentiate hiPSCs into different germ layers and cell types can even further improve the prediction of developmental toxicants. MDPI 2022-10-27 /pmc/articles/PMC9653768/ /pubmed/36359802 http://dx.doi.org/10.3390/cells11213404 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Seidel, Florian
Cherianidou, Anna
Kappenberg, Franziska
Marta, Miriam
Dreser, Nadine
Blum, Jonathan
Waldmann, Tanja
Blüthgen, Nils
Meisig, Johannes
Madjar, Katrin
Henry, Margit
Rotshteyn, Tamara
Scholtz-Illigens, Andreas
Marchan, Rosemarie
Edlund, Karolina
Leist, Marcel
Rahnenführer, Jörg
Sachinidis, Agapios
Hengstler, Jan Georg
High Accuracy Classification of Developmental Toxicants by In Vitro Tests of Human Neuroepithelial and Cardiomyoblast Differentiation
title High Accuracy Classification of Developmental Toxicants by In Vitro Tests of Human Neuroepithelial and Cardiomyoblast Differentiation
title_full High Accuracy Classification of Developmental Toxicants by In Vitro Tests of Human Neuroepithelial and Cardiomyoblast Differentiation
title_fullStr High Accuracy Classification of Developmental Toxicants by In Vitro Tests of Human Neuroepithelial and Cardiomyoblast Differentiation
title_full_unstemmed High Accuracy Classification of Developmental Toxicants by In Vitro Tests of Human Neuroepithelial and Cardiomyoblast Differentiation
title_short High Accuracy Classification of Developmental Toxicants by In Vitro Tests of Human Neuroepithelial and Cardiomyoblast Differentiation
title_sort high accuracy classification of developmental toxicants by in vitro tests of human neuroepithelial and cardiomyoblast differentiation
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9653768/
https://www.ncbi.nlm.nih.gov/pubmed/36359802
http://dx.doi.org/10.3390/cells11213404
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