RNA-Seq and WGCNA Identify Key Regulatory Modules and Genes Associated with Water-Holding Capacity and Tenderness in Sheep

Meat quality traits, particularly WHC and tenderness, are pivotal for consumer satisfaction and economic value in the sheep industry. However, their genetic regulatory mechanisms remain unclear. We used RNA-Seq and WGCNA to identify genes regulating WHC and tenderness. Sixty longissimus thoracis samples were classified into high/low WHC (HWHC vs. LWHC) and high/low tenderness (HTN vs. LTN) groups. Comparative transcriptomics identified 270 differentially expressed genes (DEGs) linked to WHC, enriched in pathways like the regulation of the ATP metabolic process and the inhibition of canonical Wnt signaling. Key DEGs (e.g., <i>SORBS1</i>, <i>FOXO1</i>, <i>PDE4B</i>, <i>CDH1</i>) correlated significantly with WHC-associated traits. For tenderness, 165 DEGs were identified, including <i>LEP</i>, <i>FABP4</i>, <i>PLIN1</i>, and <i>GLP1R</i>, enriched in PPAR signaling, fat cell differentiation, and cAMP signaling pathways. WGCNA revealed modules associated with WHC and tenderness, with hub genes (<i>ATP2C1</i>, <i>GSKIP</i>, <i>PATL1</i>, <i>PPARA</i>, <i>CYLD</i>) involved in ATP metabolism, lipid biosynthesis, and myofibril assembly. Tissue-specific gene integration prioritized muscle-enriched candidates (<i>METTL21C</i> and <i>ACTC1</i>) with strong trait correlations. Our findings unveil interconnected gene networks governing WHC and tenderness, highlighting some candidate genes as potential biomarkers for precision breeding. This study provides novel insights into the molecular determinants of meat quality, offering actionable targets to enhance mutton production sustainability and consumer appeal.

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Publication Details

Journal
Animals
Published
2025-05-27
DOI
https://doi.org/10.3390/ani15111569
Citations
3
Primary Topic
Meat and Animal Product Quality
Type
article
Field-Weighted Citation Impact
3.58

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article

RNA-Seq and WGCNA Identify Key Regulatory Modules and Genes Associated with Water-Holding Capacity and Tenderness in Sheep

Huibin Tian, Jiangbo Cheng, Yuan Zhao, Deyin Zhang et al.
3 citations
Animals
Meat and Animal Product Quality
3.58
article

RNA-Seq and WGCNA Identify Key Regulatory Modules and Genes Associated with Water-Holding Capacity and Tenderness in Sheep

Huibin Tian, Jiangbo Cheng, Yuan Zhao, Deyin Zhang, Xinshu Zhang, Fadi Li, Weimin Wang, Qi Zhang, Xiaolong Li, Liming Zhao, Yukun Zhang, Quanzhong Xu, Dan Xu, Xiaobin Yang, Peiliang Cao, Mengru Pu, Zongwu Ma
article en
3 citations

Abstract

Meat quality traits, particularly WHC and tenderness, are pivotal for consumer satisfaction and economic value in the sheep industry. However, their genetic regulatory mechanisms remain unclear. We used RNA-Seq and WGCNA to identify genes regulating WHC and tenderness. Sixty longissimus thoracis samples were classified into high/low WHC (HWHC vs. LWHC) and high/low tenderness (HTN vs. LTN) groups. Comparative transcriptomics identified 270 differentially expressed genes (DEGs) linked to WHC, enriched in pathways like the regulation of the ATP metabolic process and the inhibition of canonical Wnt signaling. Key DEGs (e.g., <i>SORBS1</i>, <i>FOXO1</i>, <i>PDE4B</i>, <i>CDH1</i>) correlated significantly with WHC-associated traits. For tenderness, 165 DEGs were identified, including <i>LEP</i>, <i>FABP4</i>, <i>PLIN1</i>, and <i>GLP1R</i>, enriched in PPAR signaling, fat cell differentiation, and cAMP signaling pathways. WGCNA revealed modules associated with WHC and tenderness, with hub genes (<i>ATP2C1</i>, <i>GSKIP</i>, <i>PATL1</i>, <i>PPARA</i>, <i>CYLD</i>) involved in ATP metabolism, lipid biosynthesis, and myofibril assembly. Tissue-specific gene integration prioritized muscle-enriched candidates (<i>METTL21C</i> and <i>ACTC1</i>) with strong trait correlations. Our findings unveil interconnected gene networks governing WHC and tenderness, highlighting some candidate genes as potential biomarkers for precision breeding. This study provides novel insights into the molecular determinants of meat quality, offering actionable targets to enhance mutton production sustainability and consumer appeal.

AnimalsVol. 15(11)
Gansu Agricultural University (CN), Ministry of Agriculture and Rural Affairs (CN), Lanzhou University (CN)
National Natural Science Foundation of China
Responsible consumption and production
Openalex Percentile: Top 8%
Meat and Animal Product Quality
3.58
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