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Feasibility and application of polygenic score analysis to the morphology of human-induced pluripotent stem cells
Genome-wide association studies have identified thousands of significant associations between genetic variants and complex traits. Inferring biological insights from these associations has been challenging. One approach attempted has been to examine the effects of individual variants in cellular mod...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Springer Berlin Heidelberg
2022
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9250464/ https://www.ncbi.nlm.nih.gov/pubmed/35633379 http://dx.doi.org/10.1007/s00438-022-01905-2 |
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author | Coleman, Jonathan R. I. |
author_facet | Coleman, Jonathan R. I. |
author_sort | Coleman, Jonathan R. I. |
collection | PubMed |
description | Genome-wide association studies have identified thousands of significant associations between genetic variants and complex traits. Inferring biological insights from these associations has been challenging. One approach attempted has been to examine the effects of individual variants in cellular models. Here, I demonstrate the feasibility of examining the aggregate effect of many variants on cellular phenotypes. I examine the effects of polygenic scores for cross-psychiatric disorder risk, schizophrenia, body mass index and height on cellular morphology, using 1.5 million induced pluripotent stem cells (iPSC) from 60 European-ancestry donors from the Human iPSC Initiative dataset. I show that measuring multiple cells per donor provides sufficient power for polygenic score analyses, and that cross-psychiatric disorder risk is associated with cell area (p = 0.004). Combined with emerging methods of high-throughput iPSC phenotyping, cellular polygenic scoring is a promising method for understanding potential biological effects of the polygenic component of complex traits. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s00438-022-01905-2. |
format | Online Article Text |
id | pubmed-9250464 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Springer Berlin Heidelberg |
record_format | MEDLINE/PubMed |
spelling | pubmed-92504642022-07-04 Feasibility and application of polygenic score analysis to the morphology of human-induced pluripotent stem cells Coleman, Jonathan R. I. Mol Genet Genomics Original Article Genome-wide association studies have identified thousands of significant associations between genetic variants and complex traits. Inferring biological insights from these associations has been challenging. One approach attempted has been to examine the effects of individual variants in cellular models. Here, I demonstrate the feasibility of examining the aggregate effect of many variants on cellular phenotypes. I examine the effects of polygenic scores for cross-psychiatric disorder risk, schizophrenia, body mass index and height on cellular morphology, using 1.5 million induced pluripotent stem cells (iPSC) from 60 European-ancestry donors from the Human iPSC Initiative dataset. I show that measuring multiple cells per donor provides sufficient power for polygenic score analyses, and that cross-psychiatric disorder risk is associated with cell area (p = 0.004). Combined with emerging methods of high-throughput iPSC phenotyping, cellular polygenic scoring is a promising method for understanding potential biological effects of the polygenic component of complex traits. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s00438-022-01905-2. Springer Berlin Heidelberg 2022-05-28 2022 /pmc/articles/PMC9250464/ /pubmed/35633379 http://dx.doi.org/10.1007/s00438-022-01905-2 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Original Article Coleman, Jonathan R. I. Feasibility and application of polygenic score analysis to the morphology of human-induced pluripotent stem cells |
title | Feasibility and application of polygenic score analysis to the morphology of human-induced pluripotent stem cells |
title_full | Feasibility and application of polygenic score analysis to the morphology of human-induced pluripotent stem cells |
title_fullStr | Feasibility and application of polygenic score analysis to the morphology of human-induced pluripotent stem cells |
title_full_unstemmed | Feasibility and application of polygenic score analysis to the morphology of human-induced pluripotent stem cells |
title_short | Feasibility and application of polygenic score analysis to the morphology of human-induced pluripotent stem cells |
title_sort | feasibility and application of polygenic score analysis to the morphology of human-induced pluripotent stem cells |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9250464/ https://www.ncbi.nlm.nih.gov/pubmed/35633379 http://dx.doi.org/10.1007/s00438-022-01905-2 |
work_keys_str_mv | AT colemanjonathanri feasibilityandapplicationofpolygenicscoreanalysistothemorphologyofhumaninducedpluripotentstemcells |