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

alternative testing strategies developmental and reproductive toxicity drug screening gene expression in vitro test induced pluripotent stem cells toxicogenomics transcriptomics

Journal

Cells
ISSN: 2073-4409
Titre abrégé: Cells
Pays: Switzerland
ID NLM: 101600052

Informations de publication

Date de publication:
27 10 2022
Historique:
received: 13 09 2022
revised: 20 10 2022
accepted: 24 10 2022
entrez: 11 11 2022
pubmed: 12 11 2022
medline: 15 11 2022
Statut: epublish

Résumé

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.

Identifiants

pubmed: 36359802
pii: cells11213404
doi: 10.3390/cells11213404
pmc: PMC9653768
pii:
doi:

Substances chimiques

Teratogens 0

Types de publication

Journal Article Research Support, Non-U.S. Gov't

Langues

eng

Sous-ensembles de citation

IM

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Auteurs

Florian Seidel (F)

Leibniz Research Centre for Working Environment and Human Factors (IfADo), Technical University of Dortmund, Ardeystrasse 67, 44139 Dortmund, Germany.

Anna Cherianidou (A)

Working Group Sachinidis, Center for Physiology, Faculty of Medicine and University Hospital Cologne, University of Cologne, Robert-Koch-Str. 39, 50931 Cologne, Germany.

Franziska Kappenberg (F)

Department of Statistics, TU Dortmund University, Vogelpothsweg 87, 44227 Dortmund, Germany.

Miriam Marta (M)

Leibniz Research Centre for Working Environment and Human Factors (IfADo), Technical University of Dortmund, Ardeystrasse 67, 44139 Dortmund, Germany.

Nadine Dreser (N)

In Vitro Toxicology and Biomedicine, Department of Biology, University of Konstanz, Universitätsstr. 10, 78454 Konstanz, Germany.

Jonathan Blum (J)

In Vitro Toxicology and Biomedicine, Department of Biology, University of Konstanz, Universitätsstr. 10, 78454 Konstanz, Germany.

Tanja Waldmann (T)

Department of Advanced Cell Systems, trenzyme GmbH, Byk-Gulden-Str. 2, 78467 Konstanz, Germany.

Nils Blüthgen (N)

Institute of Pathology, Charité-Universitätsmedizin Berlin, Chariteplatz 1, 10117 Berlin, Germany.
IRI Life Sciences, Humboldt Universität zu Berlin, Philippstraße 13, Haus 18, 10115 Berlin, Germany.

Johannes Meisig (J)

Institute of Pathology, Charité-Universitätsmedizin Berlin, Chariteplatz 1, 10117 Berlin, Germany.
IRI Life Sciences, Humboldt Universität zu Berlin, Philippstraße 13, Haus 18, 10115 Berlin, Germany.

Katrin Madjar (K)

Department of Statistics, TU Dortmund University, Vogelpothsweg 87, 44227 Dortmund, Germany.

Margit Henry (M)

Working Group Sachinidis, Center for Physiology, Faculty of Medicine and University Hospital Cologne, University of Cologne, Robert-Koch-Str. 39, 50931 Cologne, Germany.
Center for Molecular Medicine Cologne (CMMC), University of Cologne, 50931 Cologne, Germany.

Tamara Rotshteyn (T)

Working Group Sachinidis, Center for Physiology, Faculty of Medicine and University Hospital Cologne, University of Cologne, Robert-Koch-Str. 39, 50931 Cologne, Germany.
Center for Molecular Medicine Cologne (CMMC), University of Cologne, 50931 Cologne, Germany.

Andreas Scholtz-Illigens (A)

Leibniz Research Centre for Working Environment and Human Factors (IfADo), Technical University of Dortmund, Ardeystrasse 67, 44139 Dortmund, Germany.

Rosemarie Marchan (R)

Leibniz Research Centre for Working Environment and Human Factors (IfADo), Technical University of Dortmund, Ardeystrasse 67, 44139 Dortmund, Germany.

Karolina Edlund (K)

Leibniz Research Centre for Working Environment and Human Factors (IfADo), Technical University of Dortmund, Ardeystrasse 67, 44139 Dortmund, Germany.

Marcel Leist (M)

In Vitro Toxicology and Biomedicine, Department of Biology, University of Konstanz, Universitätsstr. 10, 78454 Konstanz, Germany.

Jörg Rahnenführer (J)

Department of Statistics, TU Dortmund University, Vogelpothsweg 87, 44227 Dortmund, Germany.

Agapios Sachinidis (A)

Working Group Sachinidis, Center for Physiology, Faculty of Medicine and University Hospital Cologne, University of Cologne, Robert-Koch-Str. 39, 50931 Cologne, Germany.
Center for Molecular Medicine Cologne (CMMC), University of Cologne, 50931 Cologne, Germany.

Jan Georg Hengstler (JG)

Leibniz Research Centre for Working Environment and Human Factors (IfADo), Technical University of Dortmund, Ardeystrasse 67, 44139 Dortmund, Germany.

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