Tracking single hiPSC-derived cardiomyocyte contractile function using CONTRAX an efficient pipeline for traction force measurement.
Gaspard PardonAlison Schroer Vander RoestOrlando ChirikianFoster BirnbaumHenry LewisErica A CastilloRobin WilsonAleksandra K DenisinCheavar A BlairColin HolbrookKassie KoleckarAlex Chia Yu ChangHelen M BlauBeth L PruittPublished in: Nature communications (2024)
Cardiomyocytes derived from human induced pluripotent stem cells (hiPSC-CMs) are powerful in vitro models to study the mechanisms underlying cardiomyopathies and cardiotoxicity. Quantification of the contractile function in single hiPSC-CMs at high-throughput and over time is essential to disentangle how cellular mechanisms affect heart function. Here, we present CONTRAX, an open-access, versatile, and streamlined pipeline for quantitative tracking of the contractile dynamics of single hiPSC-CMs over time. Three software modules enable: parameter-based identification of single hiPSC-CMs; automated video acquisition of >200 cells/hour; and contractility measurements via traction force microscopy. We analyze >4,500 hiPSC-CMs over time in the same cells under orthogonal conditions of culture media and substrate stiffnesses; +/- drug treatment; +/- cardiac mutations. Using undirected clustering, we reveal converging maturation patterns, quantifiable drug response to Mavacamten and significant deficiencies in hiPSC-CMs with disease mutations. CONTRAX empowers researchers with a potent quantitative approach to develop cardiac therapies.
Keyphrases
- high throughput
- induced pluripotent stem cells
- induced apoptosis
- skeletal muscle
- single molecule
- smooth muscle
- single cell
- cell cycle arrest
- heart failure
- endothelial cells
- machine learning
- blood pressure
- oxidative stress
- gene expression
- genome wide
- rna seq
- dna methylation
- atrial fibrillation
- signaling pathway
- angiotensin ii
- high speed
- adverse drug
- smoking cessation