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Identification of key genes in bovine muscle development by co-expression analysis

BACKGROUND: Skeletal muscle is not only an important tissue involved in exercise and metabolism, but also an important part of livestock and poultry meat products. Its growth and development determines the output and quality of meat to a certain extent, and has an important impact on the economic be...

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Autores principales: Zhang, Junxing, Sheng, Hui, Pan, Cuili, Wang, Shuzhe, Yang, Mengli, Hu, Chunli, Wei, Dawei, Wang, Yachun, Ma, Yun
Formato: Online Artículo Texto
Lenguaje:English
Publicado: PeerJ Inc. 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10105563/
https://www.ncbi.nlm.nih.gov/pubmed/37070092
http://dx.doi.org/10.7717/peerj.15093
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author Zhang, Junxing
Sheng, Hui
Pan, Cuili
Wang, Shuzhe
Yang, Mengli
Hu, Chunli
Wei, Dawei
Wang, Yachun
Ma, Yun
author_facet Zhang, Junxing
Sheng, Hui
Pan, Cuili
Wang, Shuzhe
Yang, Mengli
Hu, Chunli
Wei, Dawei
Wang, Yachun
Ma, Yun
author_sort Zhang, Junxing
collection PubMed
description BACKGROUND: Skeletal muscle is not only an important tissue involved in exercise and metabolism, but also an important part of livestock and poultry meat products. Its growth and development determines the output and quality of meat to a certain extent, and has an important impact on the economic benefits of animal husbandry. Skeletal muscle development is a complex regulatory network process, and its molecular mechanism needs to be further studied. METHOD: We used a weighted co-expression network (WGCNA) and single gene set enrichment analysis (GSEA) to study the RNA-seq data set of bovine tissue differential expression analysis, and the core genes and functional enrichment pathways closely related to muscle tissue development were screened. Finally, the accuracy of the analysis results was verified by tissue expression profile detection and bovine skeletal muscle satellite cell differentiation model in vitro (BSMSCs). RESULTS: In this study, Atp2a1, Tmod4, Lmod3, Ryr1 and Mybpc2 were identified as marker genes in muscle tissue, which are mainly involved in glycolysis/gluconeogenesis, AMPK pathway and insulin pathway. The assay results showed that these five genes were highly expressed in muscle tissue and positively correlated with the differentiation of bovine BSMSCs. CONCLUSIONS: In this study, several muscle tissue characteristic genes were excavated, which may play an important role in muscle development and provide new insights for bovine molecular genetic breeding.
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spelling pubmed-101055632023-04-16 Identification of key genes in bovine muscle development by co-expression analysis Zhang, Junxing Sheng, Hui Pan, Cuili Wang, Shuzhe Yang, Mengli Hu, Chunli Wei, Dawei Wang, Yachun Ma, Yun PeerJ Bioinformatics BACKGROUND: Skeletal muscle is not only an important tissue involved in exercise and metabolism, but also an important part of livestock and poultry meat products. Its growth and development determines the output and quality of meat to a certain extent, and has an important impact on the economic benefits of animal husbandry. Skeletal muscle development is a complex regulatory network process, and its molecular mechanism needs to be further studied. METHOD: We used a weighted co-expression network (WGCNA) and single gene set enrichment analysis (GSEA) to study the RNA-seq data set of bovine tissue differential expression analysis, and the core genes and functional enrichment pathways closely related to muscle tissue development were screened. Finally, the accuracy of the analysis results was verified by tissue expression profile detection and bovine skeletal muscle satellite cell differentiation model in vitro (BSMSCs). RESULTS: In this study, Atp2a1, Tmod4, Lmod3, Ryr1 and Mybpc2 were identified as marker genes in muscle tissue, which are mainly involved in glycolysis/gluconeogenesis, AMPK pathway and insulin pathway. The assay results showed that these five genes were highly expressed in muscle tissue and positively correlated with the differentiation of bovine BSMSCs. CONCLUSIONS: In this study, several muscle tissue characteristic genes were excavated, which may play an important role in muscle development and provide new insights for bovine molecular genetic breeding. PeerJ Inc. 2023-04-12 /pmc/articles/PMC10105563/ /pubmed/37070092 http://dx.doi.org/10.7717/peerj.15093 Text en ©2023 Zhang et al. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, reproduction and adaptation in any medium and for any purpose provided that it is properly attributed. For attribution, the original author(s), title, publication source (PeerJ) and either DOI or URL of the article must be cited.
spellingShingle Bioinformatics
Zhang, Junxing
Sheng, Hui
Pan, Cuili
Wang, Shuzhe
Yang, Mengli
Hu, Chunli
Wei, Dawei
Wang, Yachun
Ma, Yun
Identification of key genes in bovine muscle development by co-expression analysis
title Identification of key genes in bovine muscle development by co-expression analysis
title_full Identification of key genes in bovine muscle development by co-expression analysis
title_fullStr Identification of key genes in bovine muscle development by co-expression analysis
title_full_unstemmed Identification of key genes in bovine muscle development by co-expression analysis
title_short Identification of key genes in bovine muscle development by co-expression analysis
title_sort identification of key genes in bovine muscle development by co-expression analysis
topic Bioinformatics
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10105563/
https://www.ncbi.nlm.nih.gov/pubmed/37070092
http://dx.doi.org/10.7717/peerj.15093
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