Integrative Analysis of Gene Networks Associated with Adipose and Muscle Traits in Hanwoo Steers

This study aims to characterize tissue-specific expression patterns in Hanwoo steers by identifying co-expression modules, functional pathways, and hub genes related to fat and muscle traits using Weighted Gene Co-expression Network analysis (WGCNA). RNA-Seq data were generated from three muscle tissues (longissimus muscle, tenderloin, and rump) and two fat tissues (back fat and abdominal fat) collected from six 30-month-old Hanwoo steers. Quality control of raw sequencing reads was performed using FastQC, and trimmed reads were aligned to the bovine reference genome (ARS-UCD1.3) using HISAT2. We also identified a gene co-expression network via <i>WGCNA</i> using normalized gene expression values. Modules were defined based on topological overlap and correlated with tissue-specific expression patterns. Modules with a significant association (<i>p</i> < 0.05) were used for functional enrichment based on Gene Ontology (GO) and KEGG pathways, as well as Protein-Protein Interaction Network analysis. A total of seven co-expression modules were identified by WGCNA and labeled in distinct colors (yellow, blue, red, brown, turquoise, green, black). Among them, the yellow and blue modules were positively associated with back fat, while the turquoise and green modules showed a negative correlation with abdominal fat. Additionally, the turquoise or green module was positively correlated with longissimus and rump tissues, indicating distinct gene expression patterns between fat and muscle. This study identified key co-expression modules and hub genes associated with muscle and fat metabolism. Notably, <i>ARPC5</i> (blue module) was involved in lipid metabolism and energy storage, whereas <i>AGPAT5</i> (turquoise module) was linked to maintaining muscle cell structure and function. These findings reveal biological mechanisms for tissue-specific gene regulation, providing targets for enhancing meat quality in Hanwoo.

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Journal
Animals
Published
2025-11-03
DOI
https://doi.org/10.3390/ani15213201
Primary Topic
Meat and Animal Product Quality
Type
article
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article

Integrative Analysis of Gene Networks Associated with Adipose and Muscle Traits in Hanwoo Steers

Sunsik Jang, Dajeong Lim, Taejoon Jeong, Junyoung Lee et al.
Animals
Meat and Animal Product Quality
article

Integrative Analysis of Gene Networks Associated with Adipose and Muscle Traits in Hanwoo Steers

Sunsik Jang, Dajeong Lim, Taejoon Jeong, Junyoung Lee, Woncheoul Park, Sung-Hei Hwang
article en

Abstract

This study aims to characterize tissue-specific expression patterns in Hanwoo steers by identifying co-expression modules, functional pathways, and hub genes related to fat and muscle traits using Weighted Gene Co-expression Network analysis (WGCNA). RNA-Seq data were generated from three muscle tissues (longissimus muscle, tenderloin, and rump) and two fat tissues (back fat and abdominal fat) collected from six 30-month-old Hanwoo steers. Quality control of raw sequencing reads was performed using FastQC, and trimmed reads were aligned to the bovine reference genome (ARS-UCD1.3) using HISAT2. We also identified a gene co-expression network via <i>WGCNA</i> using normalized gene expression values. Modules were defined based on topological overlap and correlated with tissue-specific expression patterns. Modules with a significant association (<i>p</i> < 0.05) were used for functional enrichment based on Gene Ontology (GO) and KEGG pathways, as well as Protein-Protein Interaction Network analysis. A total of seven co-expression modules were identified by WGCNA and labeled in distinct colors (yellow, blue, red, brown, turquoise, green, black). Among them, the yellow and blue modules were positively associated with back fat, while the turquoise and green modules showed a negative correlation with abdominal fat. Additionally, the turquoise or green module was positively correlated with longissimus and rump tissues, indicating distinct gene expression patterns between fat and muscle. This study identified key co-expression modules and hub genes associated with muscle and fat metabolism. Notably, <i>ARPC5</i> (blue module) was involved in lipid metabolism and energy storage, whereas <i>AGPAT5</i> (turquoise module) was linked to maintaining muscle cell structure and function. These findings reveal biological mechanisms for tissue-specific gene regulation, providing targets for enhancing meat quality in Hanwoo.

AnimalsVol. 15(21)
Chungnam National University (KR), National Institute of Animal Science (KR)
Openalex Percentile: Top 62%
Meat and Animal Product Quality
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