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February 19, 2026Animals0 citationsOpen Access

Multi-Omics Integration Identifies Key Pathways and Regulatory Genes Driving Marbling Formation and Meat Quality in Yunling Cattle

LGLutao GaoLZLilian ZhangJCJian Chen

Key Points

  • This research aims to uncover the molecular mechanisms behind marbling formation and meat quality in Yunling cattle.
  • Integrated analysis of transcriptomics, lipidomics, and metabolomics in Yunling, Angus, and Simmental cattle.
  • Identification of differentially expressed genes using transcriptome data.
  • Characterization of lipid profiles through lipidomics.
  • Evaluation of amino acid levels to assess metabolic differences.
  • Construction of a gene-metabolite network using Weighted Gene Co-expression Network Analysis (WGCNA).
  • Identified 2053 and 2156 differentially expressed genes in comparative analyses between cattle breeds.
  • Characterized 27 unique lipids in Yunling cattle, distinguishing them from Angus and Simmental.
  • Found significant reductions in specific amino acids in Yunling cattle compared to Angus and Simmental.
  • Highlighted key metabolic pathways and genes (e.g., PI3K-Akt, MAPK) associated with marbling.
  • Established a network linking gene expression to metabolic profiles related to marbling.

Abstract

Marbling, or intramuscular fat (IMF), is a primary determinant of high-quality beef, defining key sensory attributes and nutritional value. Yunling (YL) cattle, an indigenous breed from Yunnan, China, are renowned for their superior marbling, yet the underlying molecular mechanisms remain unclear. This study employed an integrated transcriptomic, lipidomic, and amino acid metabolomic approach to systematically compare the multi-omics profiles of the longissimus dorsi muscle among YL, Angus (AGS), and Simmental (XMTE) cattle. Transcriptome analysis identified 2053 and 2156 differentially expressed genes (DEGs) in XMTE vs. YL and AGS vs. YL, respectively. These DEGs were primarily enriched in the PI3K-Akt and MAPK signaling pathways, as well as oxidative phosphorylation. Lipidomic analysis revealed a distinct lipid profile in YL cattle, identifying 27 characteristic lipid molecules (e.g., SM(d20:0/24:1), DG(16:0/18:1(11Z)/0:0)) compared to XMTE and 17 differential lipids compared to AGS. The amino acid metabolome showed that Beta-Alanine and L-Aspartic acid levels in YL were 42.6% and 54.8% lower than in XMTE, respectively (p 0.6). Within these modules, energy metabolism-related genes such as NDUFB1, COX7C, and IDH3B, along with signal transduction genes including ITGB3, PDGFRA, and FN1, were found to synergistically regulate marbling formation in YL cattle. This study systematically elucidates the molecular mechanisms underlying both marbling formation and the nutritional characteristics of meat in Yunling cattle. This provides a theoretical foundation for genetic improvement and offers potential molecular targets to enhance both marbling and overall meat quality in other indigenous cattle breeds worldwide.

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Cite This Study

Gao et al. (2026) studied this question.

synapsesocial.com/papers/6996a7a5ecb39a600b3ed7afhttps://doi.org/10.3390/ani16040623
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