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Molecular Signatures and Networks of Cardiomyocyte Differentiation in Humans and Mice
Cardiomyocyte differentiation derived from embryonic stem cells (ESCs) is a complex process involving molecular regulation of multiple levels. In this study, we first identify and compare differentially expressed gene (DEG) signatures of ESC-derived cardiomyocyte differentiation (ESCDCD) in humans a...
Autores principales: | , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
American Society of Gene & Cell Therapy
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7412763/ https://www.ncbi.nlm.nih.gov/pubmed/32769060 http://dx.doi.org/10.1016/j.omtn.2020.07.011 |
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author | Wang, Yumei Yi, Na Hu, Yi Zhou, Xianxiao Jiang, Hanyu Lin, Qin Chen, Rou Liu, Huan Gu, Yanqiong Tong, Chang Lu, Min Zhang, Junfang Zhang, Bin Peng, Luying Li, Li |
author_facet | Wang, Yumei Yi, Na Hu, Yi Zhou, Xianxiao Jiang, Hanyu Lin, Qin Chen, Rou Liu, Huan Gu, Yanqiong Tong, Chang Lu, Min Zhang, Junfang Zhang, Bin Peng, Luying Li, Li |
author_sort | Wang, Yumei |
collection | PubMed |
description | Cardiomyocyte differentiation derived from embryonic stem cells (ESCs) is a complex process involving molecular regulation of multiple levels. In this study, we first identify and compare differentially expressed gene (DEG) signatures of ESC-derived cardiomyocyte differentiation (ESCDCD) in humans and mice. Then, the multiscale embedded gene co-expression network analysis (MEGENA) of the human ESCDCD dataset is performed to identify 212 significantly co-expressed gene modules, which capture well the regulatory information of cardiomyocyte differentiation. Three modules respectively involved in the regulation of stem cell pluripotency, Wnt, and calcium pathways are enriched in the DEG signatures of the differentiation phase transition in the two species. Three human-specific cardiomyocyte differentiation phase transition modules are identified. Moreover, the potential regulation mechanisms of transcription factors during cardiomyocyte differentiation are also illustrated. Finally, several novel key drivers of ESCDCD are identified with the evidence of their expression during mouse embryonic cardiomyocyte differentiation. Using an integrative network analysis, the core molecular signatures and gene subnetworks (modules) underlying cardiomyocyte lineage commitment are identified in both humans and mice. Our findings provide a global picture of gene-gene co-regulation and identify key regulators during ESCDCD. |
format | Online Article Text |
id | pubmed-7412763 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | American Society of Gene & Cell Therapy |
record_format | MEDLINE/PubMed |
spelling | pubmed-74127632020-08-14 Molecular Signatures and Networks of Cardiomyocyte Differentiation in Humans and Mice Wang, Yumei Yi, Na Hu, Yi Zhou, Xianxiao Jiang, Hanyu Lin, Qin Chen, Rou Liu, Huan Gu, Yanqiong Tong, Chang Lu, Min Zhang, Junfang Zhang, Bin Peng, Luying Li, Li Mol Ther Nucleic Acids Article Cardiomyocyte differentiation derived from embryonic stem cells (ESCs) is a complex process involving molecular regulation of multiple levels. In this study, we first identify and compare differentially expressed gene (DEG) signatures of ESC-derived cardiomyocyte differentiation (ESCDCD) in humans and mice. Then, the multiscale embedded gene co-expression network analysis (MEGENA) of the human ESCDCD dataset is performed to identify 212 significantly co-expressed gene modules, which capture well the regulatory information of cardiomyocyte differentiation. Three modules respectively involved in the regulation of stem cell pluripotency, Wnt, and calcium pathways are enriched in the DEG signatures of the differentiation phase transition in the two species. Three human-specific cardiomyocyte differentiation phase transition modules are identified. Moreover, the potential regulation mechanisms of transcription factors during cardiomyocyte differentiation are also illustrated. Finally, several novel key drivers of ESCDCD are identified with the evidence of their expression during mouse embryonic cardiomyocyte differentiation. Using an integrative network analysis, the core molecular signatures and gene subnetworks (modules) underlying cardiomyocyte lineage commitment are identified in both humans and mice. Our findings provide a global picture of gene-gene co-regulation and identify key regulators during ESCDCD. American Society of Gene & Cell Therapy 2020-07-10 /pmc/articles/PMC7412763/ /pubmed/32769060 http://dx.doi.org/10.1016/j.omtn.2020.07.011 Text en © 2020 The Authors http://creativecommons.org/licenses/by-nc-nd/4.0/ This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/). |
spellingShingle | Article Wang, Yumei Yi, Na Hu, Yi Zhou, Xianxiao Jiang, Hanyu Lin, Qin Chen, Rou Liu, Huan Gu, Yanqiong Tong, Chang Lu, Min Zhang, Junfang Zhang, Bin Peng, Luying Li, Li Molecular Signatures and Networks of Cardiomyocyte Differentiation in Humans and Mice |
title | Molecular Signatures and Networks of Cardiomyocyte Differentiation in Humans and Mice |
title_full | Molecular Signatures and Networks of Cardiomyocyte Differentiation in Humans and Mice |
title_fullStr | Molecular Signatures and Networks of Cardiomyocyte Differentiation in Humans and Mice |
title_full_unstemmed | Molecular Signatures and Networks of Cardiomyocyte Differentiation in Humans and Mice |
title_short | Molecular Signatures and Networks of Cardiomyocyte Differentiation in Humans and Mice |
title_sort | molecular signatures and networks of cardiomyocyte differentiation in humans and mice |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7412763/ https://www.ncbi.nlm.nih.gov/pubmed/32769060 http://dx.doi.org/10.1016/j.omtn.2020.07.011 |
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