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ORIGINAL RESEARCH article

Front. Toxicol.

Sec. In Vitro Toxicology

Volume 7 - 2025 | doi: 10.3389/ftox.2025.1644119

This article is part of the Research TopicNew Approach Methodologies for the assessment of Cardiovascular Diseases and Drug Induced CardiotoxicityView all articles

Integral approach to organelle profiling in human iPSCderived cardiomyocytes enhances in-vitro cardiac safety classification of known cardiotoxic compounds

Provisionally accepted
Brigitta  Rita SzaboBrigitta Rita Szabo1,2Jeroen  SteinJeroen Stein1Anna  SavchenkoAnna Savchenko2Thomas  HutschalikThomas Hutschalik1,3Filip  Van NieuwerburghFilip Van Nieuwerburgh4Tim  MeeseTim Meese4Georgios  KosmidisGeorgios Kosmidis1Paul  G A VoldersPaul G A Volders2Elena  MatsaElena Matsa1,5,6,7*
  • 1Ncardia Services B.V., Leiden, Netherlands
  • 2Dept. of Cardiology, Cardiovascular Research Institute Maastricht (CARIM), Maastricht, Netherlands
  • 3Dept. of Physiology, Cardiovascular Research Institute Maastricht (CARIM), Maastricht, Netherlands
  • 4Laboratory of Pharmaceutical Biotechnology, Ghent University, Ghent, Belgium
  • 5University College Cork, Cork, Ireland
  • 6Cellistic, Mont-Saint-Guibert, Belgium
  • 7National Institute for Bioprocessing Research and Training, Dublin, Ireland

The final, formatted version of the article will be published soon.

Introduction: Efficient preclinical prediction of cardiovascular side effects poses a pivotal challenge for the pharmaceutical industry. Human induced pluripotent stem cell-derived cardiomyocytes (hiPSC-CMs) are becoming increasingly important in this field due to inaccessibility of human native cardiac tissue. Current preclinical hiPSC-CMs models focus on functional changes such as electrophysiological abnormalities, however other parameters, such as structural toxicity, remain less understood.Methods: This study utilized hiPSC-CMs from three independent donors, cultured in serumfree conditions, and treated with a library of 17 small molecules with stratified cardiac side effects. High-content imaging (HCI) targeting ten subcellular organelles, combined with multielectrode array (MEA) data, was employed to profile drug responses. Dimensionality reduction and clustering of the data were performed using principal component analysis (PCA) and sparse partial least squares discriminant analysis (sPLS-DA).Results: Both supervised and unsupervised clustering revealed patterns associated with known clinical side effects. In supervised clustering, morphological features outperformed electrophysiological data alone, and the combined data set achieved a 76% accuracy in recapitulating known clinical cardiotoxicity classifications. RNA-sequencing of all drugs versus vehicle conditions was used to support the mechanistic insights derived from morphological profiling, validating the former as a valuable cardiotoxicity tool.Results demonstrate that a combined approach of analyzing morphology and electrophysiology enhances in-vitro prediction and understanding of drug cardiotoxicity. Our integrative approach introduces a potential framework that is accessible, scalable and better aligned with clinical outcomes.

Keywords: hiPSC-derived cardiomyocytes1, organelle profiling2, cardiac safety3, in vitro drug testing4, fluorescence microscopy5, cell painting6, phenotypic screening7

Received: 09 Jun 2025; Accepted: 30 Jul 2025.

Copyright: © 2025 Rita Szabo, Stein, Savchenko, Hutschalik, Van Nieuwerburgh, Meese, Kosmidis, Volders and Matsa. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

* Correspondence: Elena Matsa, University College Cork, Cork, Ireland

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