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Multivariate meta-analysis reveals global transcriptomic signatures underlying distinct human naive-like pluripotent states
The ground or naive pluripotent state of human pluripotent stem cells (hPSCs), which was initially established in mouse embryonic stem cells (mESCs), is an emerging and tentative concept. To verify this vital concept in hPSCs, we performed a multivariate meta-analysis of major hPSC datasets via the...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8118304/ https://www.ncbi.nlm.nih.gov/pubmed/33984026 http://dx.doi.org/10.1371/journal.pone.0251461 |
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author | Johnson, Kory R. Mallon, Barbara S. Fann, Yang C. Chen, Kevin G. |
author_facet | Johnson, Kory R. Mallon, Barbara S. Fann, Yang C. Chen, Kevin G. |
author_sort | Johnson, Kory R. |
collection | PubMed |
description | The ground or naive pluripotent state of human pluripotent stem cells (hPSCs), which was initially established in mouse embryonic stem cells (mESCs), is an emerging and tentative concept. To verify this vital concept in hPSCs, we performed a multivariate meta-analysis of major hPSC datasets via the combined analytic powers of percentile normalization, principal component analysis (PCA), t-distributed stochastic neighbor embedding (t-SNE), and SC3 consensus clustering. This robust bioinformatics approach has significantly improved the predictive values of our meta-analysis. Accordingly, we revealed various similarities or dissimilarities between some naive-like hPSCs (NLPs) generated from different laboratories. Our analysis confirms some previous studies and provides new evidence concerning the existence of three distinct naive-like pluripotent states. Moreover, our study offers global transcriptomic markers that define diverse pluripotent states under various hPSC growth protocols. |
format | Online Article Text |
id | pubmed-8118304 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-81183042021-05-24 Multivariate meta-analysis reveals global transcriptomic signatures underlying distinct human naive-like pluripotent states Johnson, Kory R. Mallon, Barbara S. Fann, Yang C. Chen, Kevin G. PLoS One Research Article The ground or naive pluripotent state of human pluripotent stem cells (hPSCs), which was initially established in mouse embryonic stem cells (mESCs), is an emerging and tentative concept. To verify this vital concept in hPSCs, we performed a multivariate meta-analysis of major hPSC datasets via the combined analytic powers of percentile normalization, principal component analysis (PCA), t-distributed stochastic neighbor embedding (t-SNE), and SC3 consensus clustering. This robust bioinformatics approach has significantly improved the predictive values of our meta-analysis. Accordingly, we revealed various similarities or dissimilarities between some naive-like hPSCs (NLPs) generated from different laboratories. Our analysis confirms some previous studies and provides new evidence concerning the existence of three distinct naive-like pluripotent states. Moreover, our study offers global transcriptomic markers that define diverse pluripotent states under various hPSC growth protocols. Public Library of Science 2021-05-13 /pmc/articles/PMC8118304/ /pubmed/33984026 http://dx.doi.org/10.1371/journal.pone.0251461 Text en https://creativecommons.org/publicdomain/zero/1.0/This is an open access article, free of all copyright, and may be freely reproduced, distributed, transmitted, modified, built upon, or otherwise used by anyone for any lawful purpose. The work is made available under the Creative Commons CC0 (https://creativecommons.org/publicdomain/zero/1.0/) public domain dedication. |
spellingShingle | Research Article Johnson, Kory R. Mallon, Barbara S. Fann, Yang C. Chen, Kevin G. Multivariate meta-analysis reveals global transcriptomic signatures underlying distinct human naive-like pluripotent states |
title | Multivariate meta-analysis reveals global transcriptomic signatures underlying distinct human naive-like pluripotent states |
title_full | Multivariate meta-analysis reveals global transcriptomic signatures underlying distinct human naive-like pluripotent states |
title_fullStr | Multivariate meta-analysis reveals global transcriptomic signatures underlying distinct human naive-like pluripotent states |
title_full_unstemmed | Multivariate meta-analysis reveals global transcriptomic signatures underlying distinct human naive-like pluripotent states |
title_short | Multivariate meta-analysis reveals global transcriptomic signatures underlying distinct human naive-like pluripotent states |
title_sort | multivariate meta-analysis reveals global transcriptomic signatures underlying distinct human naive-like pluripotent states |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8118304/ https://www.ncbi.nlm.nih.gov/pubmed/33984026 http://dx.doi.org/10.1371/journal.pone.0251461 |
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