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Identification of the hub genes related to adipose tissue metabolism of bovine
Due to the demand for high-quality animal protein, there has been consistent interest in how to obtain more high-quality beef. As well-known, the adipose content of beef has a close connection with the taste and quality of beef, and cattle with different energy or protein diet have corresponding eff...
Autores principales: | , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9682410/ https://www.ncbi.nlm.nih.gov/pubmed/36439361 http://dx.doi.org/10.3389/fvets.2022.1014286 |
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author | Wang, Xiaohui Wang, Jianfang Raza, Sayed Haidar Abbas Deng, Jiahan Ma, Jing Qu, Xiaopeng Yu, Shengchen Zhang, Dianqi Alshammari, Ahmed Mohajja Almohaimeed, Hailah M. Zan, Linsen |
author_facet | Wang, Xiaohui Wang, Jianfang Raza, Sayed Haidar Abbas Deng, Jiahan Ma, Jing Qu, Xiaopeng Yu, Shengchen Zhang, Dianqi Alshammari, Ahmed Mohajja Almohaimeed, Hailah M. Zan, Linsen |
author_sort | Wang, Xiaohui |
collection | PubMed |
description | Due to the demand for high-quality animal protein, there has been consistent interest in how to obtain more high-quality beef. As well-known, the adipose content of beef has a close connection with the taste and quality of beef, and cattle with different energy or protein diet have corresponding effects on the lipid metabolism of beef. Thus, we performed weighted gene co-expression network analysis (WGCNA) with subcutaneous adipose genes from Norwegian red heifers fed different diets to identify hub genes regulating bovine lipid metabolism. For this purpose, the RNA sequencing data of subcutaneous adipose tissue of 12-month-old Norwegian red heifers (n = 48) with different energy or protein levels were selected from the GEO database, and 7,630 genes with the largest variation were selected for WGCNA analysis. Then, three modules were selected as hub genes candidate modules according to the correlation between modules and phenotypes, including pink, magenta and grey60 modules. GO and KEGG enrichment analysis showed that genes were related to metabolism, and participated in Rap, MAPK, AMPK, VEGF signaling pathways, and so forth. Combined gene interaction network analysis using Cytoscape software, eight hub genes of lipid metabolism were identified, including TIA1, LOC516108, SNAPC4, CPSF2, ZNF574, CLASRP, MED15 and U2AF2. Further, the expression levels of hub genes in the cattle tissue were also measured to verify the results, and we found hub genes in higher expression in muscle and adipose tissue in adult cattle. In summary, we predicted the key genes of lipid metabolism in the subcutaneous adipose tissue that were affected by the intake of various energy diets to find the hub genes that coordinate lipid metabolism, which provide a theoretical basis for regulating beef quality. |
format | Online Article Text |
id | pubmed-9682410 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-96824102022-11-24 Identification of the hub genes related to adipose tissue metabolism of bovine Wang, Xiaohui Wang, Jianfang Raza, Sayed Haidar Abbas Deng, Jiahan Ma, Jing Qu, Xiaopeng Yu, Shengchen Zhang, Dianqi Alshammari, Ahmed Mohajja Almohaimeed, Hailah M. Zan, Linsen Front Vet Sci Veterinary Science Due to the demand for high-quality animal protein, there has been consistent interest in how to obtain more high-quality beef. As well-known, the adipose content of beef has a close connection with the taste and quality of beef, and cattle with different energy or protein diet have corresponding effects on the lipid metabolism of beef. Thus, we performed weighted gene co-expression network analysis (WGCNA) with subcutaneous adipose genes from Norwegian red heifers fed different diets to identify hub genes regulating bovine lipid metabolism. For this purpose, the RNA sequencing data of subcutaneous adipose tissue of 12-month-old Norwegian red heifers (n = 48) with different energy or protein levels were selected from the GEO database, and 7,630 genes with the largest variation were selected for WGCNA analysis. Then, three modules were selected as hub genes candidate modules according to the correlation between modules and phenotypes, including pink, magenta and grey60 modules. GO and KEGG enrichment analysis showed that genes were related to metabolism, and participated in Rap, MAPK, AMPK, VEGF signaling pathways, and so forth. Combined gene interaction network analysis using Cytoscape software, eight hub genes of lipid metabolism were identified, including TIA1, LOC516108, SNAPC4, CPSF2, ZNF574, CLASRP, MED15 and U2AF2. Further, the expression levels of hub genes in the cattle tissue were also measured to verify the results, and we found hub genes in higher expression in muscle and adipose tissue in adult cattle. In summary, we predicted the key genes of lipid metabolism in the subcutaneous adipose tissue that were affected by the intake of various energy diets to find the hub genes that coordinate lipid metabolism, which provide a theoretical basis for regulating beef quality. Frontiers Media S.A. 2022-11-09 /pmc/articles/PMC9682410/ /pubmed/36439361 http://dx.doi.org/10.3389/fvets.2022.1014286 Text en Copyright © 2022 Wang, Wang, Raza, Deng, Ma, Qu, Yu, Zhang, Alshammari, Almohaimeed and Zan. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Veterinary Science Wang, Xiaohui Wang, Jianfang Raza, Sayed Haidar Abbas Deng, Jiahan Ma, Jing Qu, Xiaopeng Yu, Shengchen Zhang, Dianqi Alshammari, Ahmed Mohajja Almohaimeed, Hailah M. Zan, Linsen Identification of the hub genes related to adipose tissue metabolism of bovine |
title | Identification of the hub genes related to adipose tissue metabolism of bovine |
title_full | Identification of the hub genes related to adipose tissue metabolism of bovine |
title_fullStr | Identification of the hub genes related to adipose tissue metabolism of bovine |
title_full_unstemmed | Identification of the hub genes related to adipose tissue metabolism of bovine |
title_short | Identification of the hub genes related to adipose tissue metabolism of bovine |
title_sort | identification of the hub genes related to adipose tissue metabolism of bovine |
topic | Veterinary Science |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9682410/ https://www.ncbi.nlm.nih.gov/pubmed/36439361 http://dx.doi.org/10.3389/fvets.2022.1014286 |
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