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Identifying Extrinsic versus Intrinsic Drivers of Variation in Cell Behavior in Human iPSC Lines from Healthy Donors

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 ex...

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Autores principales: Vigilante, Alessandra, Laddach, Anna, Moens, Nathalie, Meleckyte, Ruta, Leha, Andreas, Ghahramani, Arsham, Culley, Oliver J., Kathuria, Annie, Hurling, Chloe, Vickers, Alice, Wiseman, Erika, Tewary, Mukul, Zandstra, Peter W., Durbin, Richard, Fraternali, Franca, Stegle, Oliver, Birney, Ewan, Luscombe, Nicholas M., Danovi, Davide, Watt, Fiona M.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Cell Press 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6381787/
https://www.ncbi.nlm.nih.gov/pubmed/30784590
http://dx.doi.org/10.1016/j.celrep.2019.01.094
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author Vigilante, Alessandra
Laddach, Anna
Moens, Nathalie
Meleckyte, Ruta
Leha, Andreas
Ghahramani, Arsham
Culley, Oliver J.
Kathuria, Annie
Hurling, Chloe
Vickers, Alice
Wiseman, Erika
Tewary, Mukul
Zandstra, Peter W.
Durbin, Richard
Fraternali, Franca
Stegle, Oliver
Birney, Ewan
Luscombe, Nicholas M.
Danovi, Davide
Watt, Fiona M.
author_facet Vigilante, Alessandra
Laddach, Anna
Moens, Nathalie
Meleckyte, Ruta
Leha, Andreas
Ghahramani, Arsham
Culley, Oliver J.
Kathuria, Annie
Hurling, Chloe
Vickers, Alice
Wiseman, Erika
Tewary, Mukul
Zandstra, Peter W.
Durbin, Richard
Fraternali, Franca
Stegle, Oliver
Birney, Ewan
Luscombe, Nicholas M.
Danovi, Davide
Watt, Fiona M.
author_sort Vigilante, Alessandra
collection PubMed
description 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.
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spelling pubmed-63817872019-02-28 Identifying Extrinsic versus Intrinsic Drivers of Variation in Cell Behavior in Human iPSC Lines from Healthy Donors Vigilante, Alessandra Laddach, Anna Moens, Nathalie Meleckyte, Ruta Leha, Andreas Ghahramani, Arsham Culley, Oliver J. Kathuria, Annie Hurling, Chloe Vickers, Alice Wiseman, Erika Tewary, Mukul Zandstra, Peter W. Durbin, Richard Fraternali, Franca Stegle, Oliver Birney, Ewan Luscombe, Nicholas M. Danovi, Davide Watt, Fiona M. Cell Rep Article 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. Cell Press 2019-02-19 /pmc/articles/PMC6381787/ /pubmed/30784590 http://dx.doi.org/10.1016/j.celrep.2019.01.094 Text en © 2019 The Authors http://creativecommons.org/licenses/by/4.0/ This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Vigilante, Alessandra
Laddach, Anna
Moens, Nathalie
Meleckyte, Ruta
Leha, Andreas
Ghahramani, Arsham
Culley, Oliver J.
Kathuria, Annie
Hurling, Chloe
Vickers, Alice
Wiseman, Erika
Tewary, Mukul
Zandstra, Peter W.
Durbin, Richard
Fraternali, Franca
Stegle, Oliver
Birney, Ewan
Luscombe, Nicholas M.
Danovi, Davide
Watt, Fiona M.
Identifying Extrinsic versus Intrinsic Drivers of Variation in Cell Behavior in Human iPSC Lines from Healthy Donors
title Identifying Extrinsic versus Intrinsic Drivers of Variation in Cell Behavior in Human iPSC Lines from Healthy Donors
title_full Identifying Extrinsic versus Intrinsic Drivers of Variation in Cell Behavior in Human iPSC Lines from Healthy Donors
title_fullStr Identifying Extrinsic versus Intrinsic Drivers of Variation in Cell Behavior in Human iPSC Lines from Healthy Donors
title_full_unstemmed Identifying Extrinsic versus Intrinsic Drivers of Variation in Cell Behavior in Human iPSC Lines from Healthy Donors
title_short Identifying Extrinsic versus Intrinsic Drivers of Variation in Cell Behavior in Human iPSC Lines from Healthy Donors
title_sort identifying extrinsic versus intrinsic drivers of variation in cell behavior in human ipsc lines from healthy donors
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6381787/
https://www.ncbi.nlm.nih.gov/pubmed/30784590
http://dx.doi.org/10.1016/j.celrep.2019.01.094
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