Cargando…
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...
Autores principales: | , , , , , , , , , , , , , , , , , , , |
---|---|
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 |
_version_ | 1783396573290430464 |
---|---|
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. |
format | Online Article Text |
id | pubmed-6381787 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Cell Press |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT vigilantealessandra identifyingextrinsicversusintrinsicdriversofvariationincellbehaviorinhumanipsclinesfromhealthydonors AT laddachanna identifyingextrinsicversusintrinsicdriversofvariationincellbehaviorinhumanipsclinesfromhealthydonors AT moensnathalie identifyingextrinsicversusintrinsicdriversofvariationincellbehaviorinhumanipsclinesfromhealthydonors AT meleckyteruta identifyingextrinsicversusintrinsicdriversofvariationincellbehaviorinhumanipsclinesfromhealthydonors AT lehaandreas identifyingextrinsicversusintrinsicdriversofvariationincellbehaviorinhumanipsclinesfromhealthydonors AT ghahramaniarsham identifyingextrinsicversusintrinsicdriversofvariationincellbehaviorinhumanipsclinesfromhealthydonors AT culleyoliverj identifyingextrinsicversusintrinsicdriversofvariationincellbehaviorinhumanipsclinesfromhealthydonors AT kathuriaannie identifyingextrinsicversusintrinsicdriversofvariationincellbehaviorinhumanipsclinesfromhealthydonors AT hurlingchloe identifyingextrinsicversusintrinsicdriversofvariationincellbehaviorinhumanipsclinesfromhealthydonors AT vickersalice identifyingextrinsicversusintrinsicdriversofvariationincellbehaviorinhumanipsclinesfromhealthydonors AT wisemanerika identifyingextrinsicversusintrinsicdriversofvariationincellbehaviorinhumanipsclinesfromhealthydonors AT tewarymukul identifyingextrinsicversusintrinsicdriversofvariationincellbehaviorinhumanipsclinesfromhealthydonors AT zandstrapeterw identifyingextrinsicversusintrinsicdriversofvariationincellbehaviorinhumanipsclinesfromhealthydonors AT identifyingextrinsicversusintrinsicdriversofvariationincellbehaviorinhumanipsclinesfromhealthydonors AT durbinrichard identifyingextrinsicversusintrinsicdriversofvariationincellbehaviorinhumanipsclinesfromhealthydonors AT fraternalifranca identifyingextrinsicversusintrinsicdriversofvariationincellbehaviorinhumanipsclinesfromhealthydonors AT stegleoliver identifyingextrinsicversusintrinsicdriversofvariationincellbehaviorinhumanipsclinesfromhealthydonors AT birneyewan identifyingextrinsicversusintrinsicdriversofvariationincellbehaviorinhumanipsclinesfromhealthydonors AT luscombenicholasm identifyingextrinsicversusintrinsicdriversofvariationincellbehaviorinhumanipsclinesfromhealthydonors AT danovidavide identifyingextrinsicversusintrinsicdriversofvariationincellbehaviorinhumanipsclinesfromhealthydonors AT wattfionam identifyingextrinsicversusintrinsicdriversofvariationincellbehaviorinhumanipsclinesfromhealthydonors |