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Identifying extrinsic versus intrinsic drivers of variation in cell behavior in human iPSC lines from healthy donors
journal contributionposted on 2019-12-19, 18:06 authored by Alessandra Vigilante, Anna Laddach, Nathalie Moens, Ruta Meleckyte, Andreas Leha, Arsham Ghahramani, Oliver J Culley, Annie Kathuria, Chloe Hurling, Alice Vickers, Erika Wiseman, Mukul Tewary, Peter W Zandstra, HipSci Consortium, Richard Durbin, Franca Fraternali, Oliver Stegle, Ewan Birney, Nicholas M Luscombe, Davide Danovi, Fiona M Watt
Large cohorts of human induced pluripotent stem cells (iPSCs) from healthy donors are a potentially powerful tool for investigating the relationship between genetic variants and cellular behavior. Here, we integrate high content imaging of cell shape, proliferation, and other phenotypes with gene expression and DNA sequence datasets from over 100 human iPSC lines. By applying a dimensionality reduction approach, Probabilistic Estimation of Expression Residuals (PEER), we extracted factors that captured the effects of intrinsic (genetic concordance between different cell lines from the same donor) and extrinsic (cell responses to different fibronectin concentrations) conditions. We identify genes that correlate in expression with intrinsic and extrinsic PEER factors and associate outlier cell behavior with genes containing rare deleterious non-synonymous SNVs. Our study, thus, establishes a strategy for examining the genetic basis of inter-individual variability in cell behavior.