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Transcriptional and open chromatin analysis of bovine skeletal muscle development by single‐cell sequencing

Skeletal muscle is a complex heterogeneous tissue and characterizing its cellular heterogeneity and transcriptional and epigenetic signatures are important for understanding the details of its ontogeny. In our study, we applied scRNA‐seq and scATAC‐seq to investigate the cell types, molecular featur...

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Autores principales: Cai, Cuicui, Wan, Peng, Wang, Hui, Cai, Xin, Wang, Jiabo, Chai, Zhixin, Wang, Jikun, Wang, Haibo, Zhang, Ming, Yang, Nan, Wu, Zhijuan, Zhu, Jiangjiang, Yang, Xueyao, Li, Yulian, Yue, Binglin, Dang, Ruihua, Zhong, Jincheng
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10472525/
https://www.ncbi.nlm.nih.gov/pubmed/36855961
http://dx.doi.org/10.1111/cpr.13430
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author Cai, Cuicui
Wan, Peng
Wang, Hui
Cai, Xin
Wang, Jiabo
Chai, Zhixin
Wang, Jikun
Wang, Haibo
Zhang, Ming
Yang, Nan
Wu, Zhijuan
Zhu, Jiangjiang
Yang, Xueyao
Li, Yulian
Yue, Binglin
Dang, Ruihua
Zhong, Jincheng
author_facet Cai, Cuicui
Wan, Peng
Wang, Hui
Cai, Xin
Wang, Jiabo
Chai, Zhixin
Wang, Jikun
Wang, Haibo
Zhang, Ming
Yang, Nan
Wu, Zhijuan
Zhu, Jiangjiang
Yang, Xueyao
Li, Yulian
Yue, Binglin
Dang, Ruihua
Zhong, Jincheng
author_sort Cai, Cuicui
collection PubMed
description Skeletal muscle is a complex heterogeneous tissue and characterizing its cellular heterogeneity and transcriptional and epigenetic signatures are important for understanding the details of its ontogeny. In our study, we applied scRNA‐seq and scATAC‐seq to investigate the cell types, molecular features, transcriptional and epigenetic regulation, and patterns of developing bovine skeletal muscle from gestational, lactational and adult stages. Detailed molecular analyses were used to dissect cellular heterogeneity, and we deduced the differentiation trajectory of myogenic cells and uncovered their dynamic gene expression profiles. SCENIC analysis was performed to demonstrate key regulons during cell fate decisions. We explored the future expression states of these heterogeneous cells by RNA velocity analysis and found extensive networks of intercellular communication using the toolkit CellChat. Moreover, the transcriptomic and chromatin accessibility modalities were confirmed to be highly concordant, and integrative analysis of chromatin accessibility and gene expression revealed key transcriptional regulators acting during myogenesis. In bovine skeletal muscle, by scRNA‐seq and scATAC‐seq analysis, different cell types such as adipocytes, endothelial cells, fibroblasts, lymphocytes, monocytes, pericyte cells and eight skeletal myogenic subpopulations were identified at the three developmental stages. The pseudotime trajectory exhibited a distinct sequential ordering for these myogenic subpopulations and eight distinct gene clusters were observed according to their expression pattern. Moreover, specifically expressed TFs (such as MSC, MYF5, MYOD1, FOXP3, ESRRA, BACH1, SIX2 and ATF4) associated with muscle development were predicted, and likely future transcriptional states of individual cells and the developmental dynamics of differentiation among neighbouring cells were predicted. CellChat analysis on the scRNA‐seq data set then classified many ligand–receptor pairs among these cell clusters, which were further categorized into significant signalling pathways, including BMP, IGF, WNT, MSTN, ANGPTL, TGFB, TNF, VEGF and FGF. Finally, scRNA‐seq and scATAC‐seq results were successfully integrated to reveal a series of specifically expressed TFs that are likely to be candidates for the promotion of cell fate transition during bovine skeletal muscle development. Overall, our results outline a single‐cell dynamic chromatin/transcriptional landscape for normal bovine skeletal muscle development; these provide an important resource for understanding the structure and function of mammalian skeletal muscle, which will promote research into its biology.
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spelling pubmed-104725252023-09-02 Transcriptional and open chromatin analysis of bovine skeletal muscle development by single‐cell sequencing Cai, Cuicui Wan, Peng Wang, Hui Cai, Xin Wang, Jiabo Chai, Zhixin Wang, Jikun Wang, Haibo Zhang, Ming Yang, Nan Wu, Zhijuan Zhu, Jiangjiang Yang, Xueyao Li, Yulian Yue, Binglin Dang, Ruihua Zhong, Jincheng Cell Prolif Original Articles Skeletal muscle is a complex heterogeneous tissue and characterizing its cellular heterogeneity and transcriptional and epigenetic signatures are important for understanding the details of its ontogeny. In our study, we applied scRNA‐seq and scATAC‐seq to investigate the cell types, molecular features, transcriptional and epigenetic regulation, and patterns of developing bovine skeletal muscle from gestational, lactational and adult stages. Detailed molecular analyses were used to dissect cellular heterogeneity, and we deduced the differentiation trajectory of myogenic cells and uncovered their dynamic gene expression profiles. SCENIC analysis was performed to demonstrate key regulons during cell fate decisions. We explored the future expression states of these heterogeneous cells by RNA velocity analysis and found extensive networks of intercellular communication using the toolkit CellChat. Moreover, the transcriptomic and chromatin accessibility modalities were confirmed to be highly concordant, and integrative analysis of chromatin accessibility and gene expression revealed key transcriptional regulators acting during myogenesis. In bovine skeletal muscle, by scRNA‐seq and scATAC‐seq analysis, different cell types such as adipocytes, endothelial cells, fibroblasts, lymphocytes, monocytes, pericyte cells and eight skeletal myogenic subpopulations were identified at the three developmental stages. The pseudotime trajectory exhibited a distinct sequential ordering for these myogenic subpopulations and eight distinct gene clusters were observed according to their expression pattern. Moreover, specifically expressed TFs (such as MSC, MYF5, MYOD1, FOXP3, ESRRA, BACH1, SIX2 and ATF4) associated with muscle development were predicted, and likely future transcriptional states of individual cells and the developmental dynamics of differentiation among neighbouring cells were predicted. CellChat analysis on the scRNA‐seq data set then classified many ligand–receptor pairs among these cell clusters, which were further categorized into significant signalling pathways, including BMP, IGF, WNT, MSTN, ANGPTL, TGFB, TNF, VEGF and FGF. Finally, scRNA‐seq and scATAC‐seq results were successfully integrated to reveal a series of specifically expressed TFs that are likely to be candidates for the promotion of cell fate transition during bovine skeletal muscle development. Overall, our results outline a single‐cell dynamic chromatin/transcriptional landscape for normal bovine skeletal muscle development; these provide an important resource for understanding the structure and function of mammalian skeletal muscle, which will promote research into its biology. John Wiley and Sons Inc. 2023-03-01 /pmc/articles/PMC10472525/ /pubmed/36855961 http://dx.doi.org/10.1111/cpr.13430 Text en © 2023 The Authors. Cell Proliferation published by Beijing Institute for Stem Cell and Regenerative Medicine and John Wiley & Sons Ltd. https://creativecommons.org/licenses/by/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited.
spellingShingle Original Articles
Cai, Cuicui
Wan, Peng
Wang, Hui
Cai, Xin
Wang, Jiabo
Chai, Zhixin
Wang, Jikun
Wang, Haibo
Zhang, Ming
Yang, Nan
Wu, Zhijuan
Zhu, Jiangjiang
Yang, Xueyao
Li, Yulian
Yue, Binglin
Dang, Ruihua
Zhong, Jincheng
Transcriptional and open chromatin analysis of bovine skeletal muscle development by single‐cell sequencing
title Transcriptional and open chromatin analysis of bovine skeletal muscle development by single‐cell sequencing
title_full Transcriptional and open chromatin analysis of bovine skeletal muscle development by single‐cell sequencing
title_fullStr Transcriptional and open chromatin analysis of bovine skeletal muscle development by single‐cell sequencing
title_full_unstemmed Transcriptional and open chromatin analysis of bovine skeletal muscle development by single‐cell sequencing
title_short Transcriptional and open chromatin analysis of bovine skeletal muscle development by single‐cell sequencing
title_sort transcriptional and open chromatin analysis of bovine skeletal muscle development by single‐cell sequencing
topic Original Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10472525/
https://www.ncbi.nlm.nih.gov/pubmed/36855961
http://dx.doi.org/10.1111/cpr.13430
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