{"title":"整合WGCNA和ceRNA分析提供了牛肌内脂肪沉积的见解。","authors":"Jiahao Liang, Chenglong Li, Yanfeng Zhang, Yanling Ding, Xiaonan Zhou, Junjie Xu, Xiaowei Wang, Yurun Han, Dingxiang Wang, Yuangang Shi, Yun Ma, Xiaolong Kang","doi":"10.1186/s12864-025-12097-5","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>Intramuscular fat (IMF) content is a crucial determinant of beef quality and a key indicator in cattle breeding and production. However, the molecular regulatory mechanisms governing IMF deposition remain poorly understood.</p><p><strong>Results: </strong>This study preliminarily explored the molecular mechanisms underlying IMF deposition by integrating weighted gene co-expression network analysis (WGCNA) and competitive endogenous RNA (ceRNA) network analysis. Sequencing of longissimus dorsi muscle samples from crossbred Wagyu cattle with varying IMF deposition levels revealed 172 differentially expressed circular RNAs (circRNAs), which were subsequently annotated and used to construct regulatory networks. Protein-protein interaction (PPI) network analysis predicted possible several lipid metabolism-related genes, including EZH2, AKT3, APP and SMARCA5. By combining the miRNA and mRNA data from our previous studies, we constructed circRNA-mRNA coexpression networks and circRNA-miRNA-mRNA regulatory networks. Functional enrichment analysis revealed that the identified circRNAs are involved primarily in lipid metabolism-related pathways, including phosphatidylinositol metabolism and the cGMP-PKG signaling pathway. Additionally, several circRNAs were predicted to function as molecular sponges based on coexpression patterns.</p><p><strong>Conclusion: </strong>This study provides novel insights into the molecular mechanisms underlying IMF deposition in hybrid cattle and provides candidate regulatory mechanisms for further validation in selective breeding.</p>","PeriodicalId":9030,"journal":{"name":"BMC Genomics","volume":"26 1","pages":"865"},"PeriodicalIF":3.7000,"publicationDate":"2025-09-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12482651/pdf/","citationCount":"0","resultStr":"{\"title\":\"The integration of WGCNA and ceRNA analysis provides insights into bovine intramuscular fat deposition.\",\"authors\":\"Jiahao Liang, Chenglong Li, Yanfeng Zhang, Yanling Ding, Xiaonan Zhou, Junjie Xu, Xiaowei Wang, Yurun Han, Dingxiang Wang, Yuangang Shi, Yun Ma, Xiaolong Kang\",\"doi\":\"10.1186/s12864-025-12097-5\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><strong>Background: </strong>Intramuscular fat (IMF) content is a crucial determinant of beef quality and a key indicator in cattle breeding and production. However, the molecular regulatory mechanisms governing IMF deposition remain poorly understood.</p><p><strong>Results: </strong>This study preliminarily explored the molecular mechanisms underlying IMF deposition by integrating weighted gene co-expression network analysis (WGCNA) and competitive endogenous RNA (ceRNA) network analysis. Sequencing of longissimus dorsi muscle samples from crossbred Wagyu cattle with varying IMF deposition levels revealed 172 differentially expressed circular RNAs (circRNAs), which were subsequently annotated and used to construct regulatory networks. Protein-protein interaction (PPI) network analysis predicted possible several lipid metabolism-related genes, including EZH2, AKT3, APP and SMARCA5. By combining the miRNA and mRNA data from our previous studies, we constructed circRNA-mRNA coexpression networks and circRNA-miRNA-mRNA regulatory networks. Functional enrichment analysis revealed that the identified circRNAs are involved primarily in lipid metabolism-related pathways, including phosphatidylinositol metabolism and the cGMP-PKG signaling pathway. Additionally, several circRNAs were predicted to function as molecular sponges based on coexpression patterns.</p><p><strong>Conclusion: </strong>This study provides novel insights into the molecular mechanisms underlying IMF deposition in hybrid cattle and provides candidate regulatory mechanisms for further validation in selective breeding.</p>\",\"PeriodicalId\":9030,\"journal\":{\"name\":\"BMC Genomics\",\"volume\":\"26 1\",\"pages\":\"865\"},\"PeriodicalIF\":3.7000,\"publicationDate\":\"2025-09-29\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12482651/pdf/\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"BMC Genomics\",\"FirstCategoryId\":\"99\",\"ListUrlMain\":\"https://doi.org/10.1186/s12864-025-12097-5\",\"RegionNum\":2,\"RegionCategory\":\"生物学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"BIOTECHNOLOGY & APPLIED MICROBIOLOGY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"BMC Genomics","FirstCategoryId":"99","ListUrlMain":"https://doi.org/10.1186/s12864-025-12097-5","RegionNum":2,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"BIOTECHNOLOGY & APPLIED MICROBIOLOGY","Score":null,"Total":0}
The integration of WGCNA and ceRNA analysis provides insights into bovine intramuscular fat deposition.
Background: Intramuscular fat (IMF) content is a crucial determinant of beef quality and a key indicator in cattle breeding and production. However, the molecular regulatory mechanisms governing IMF deposition remain poorly understood.
Results: This study preliminarily explored the molecular mechanisms underlying IMF deposition by integrating weighted gene co-expression network analysis (WGCNA) and competitive endogenous RNA (ceRNA) network analysis. Sequencing of longissimus dorsi muscle samples from crossbred Wagyu cattle with varying IMF deposition levels revealed 172 differentially expressed circular RNAs (circRNAs), which were subsequently annotated and used to construct regulatory networks. Protein-protein interaction (PPI) network analysis predicted possible several lipid metabolism-related genes, including EZH2, AKT3, APP and SMARCA5. By combining the miRNA and mRNA data from our previous studies, we constructed circRNA-mRNA coexpression networks and circRNA-miRNA-mRNA regulatory networks. Functional enrichment analysis revealed that the identified circRNAs are involved primarily in lipid metabolism-related pathways, including phosphatidylinositol metabolism and the cGMP-PKG signaling pathway. Additionally, several circRNAs were predicted to function as molecular sponges based on coexpression patterns.
Conclusion: This study provides novel insights into the molecular mechanisms underlying IMF deposition in hybrid cattle and provides candidate regulatory mechanisms for further validation in selective breeding.
期刊介绍:
BMC Genomics is an open access, peer-reviewed journal that considers articles on all aspects of genome-scale analysis, functional genomics, and proteomics.
BMC Genomics is part of the BMC series which publishes subject-specific journals focused on the needs of individual research communities across all areas of biology and medicine. We offer an efficient, fair and friendly peer review service, and are committed to publishing all sound science, provided that there is some advance in knowledge presented by the work.