Evidence map›Paper›PMID 42260334›Full record

ArticleBMC genomics2026

Single-nucleus transcriptomics dissects beef quality variation: coordinated reprogramming of myofiber metabolism, FAPs Fate, and ECM-vascular signaling.

Jiawei Du, Juntao Guo, Tongfei He, Ni Gao, Haobin Ma, Hafiz Qadeer Ahmed, Huaxuan Li, Huabin Zhu, Linsen Zan

Abstract read
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Article in BMC genomics, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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4 · The record

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5 · Who and what money

Authors and funding

9 authors.

Jiawei Du *College of Animal Science and Technology, Northwest A&F University, Yangling, 712100, China.
Juntao Guo *College of Animal Science and Technology, Northwest A&F University, Yangling, 712100, China.
Tongfei HeCollege of Animal Science and Technology, Northwest A&F University, Yangling, 712100, China.
Ni GaoCollege of Animal Science and Technology, Northwest A&F University, Yangling, 712100, China.
Haobin MaCollege of Animal Science and Technology, Northwest A&F University, Yangling, 712100, China.
Hafiz Qadeer AhmedCollege of Animal Science and Technology, Northwest A&F University, Yangling, 712100, China.
Huaxuan LiCollege of Animal Science and Technology, Northwest A&F University, Yangling, 712100, China.
Huabin Zhu *Embryo Biotechnology and Reproduction Laboratory, Institute of Animal Science, Chinese Academy of Agricultural Sciences, Beijing, 100193, China. zhuhuabin@caas.cn.
Linsen Zan *College of Animal Science and Technology, Northwest A&F University, Yangling, 712100, China. zanlinsen@163.com.

Funding

the China Agriculture Research System - Beef Cattle and Yak CARS-37the National Key R&D Program of China 2023YFD1300101, 2023YFD1300103the Science and Technology Project of the Ministry of Agriculture and Rural Affairs of China 22250059the Shaanxi Key R&D Program - Core Agricultural Technologies K3031224096, 2024NYGG005the Shaanxi "Two Chains" Special Project 2022GD-TSLD-46-0102
6 · The paper itself

Abstract

backgroundBeef quality traits significantly varies among cattle breeds. These differences cannot be fully explained using traditional omics techniques as they lack cell-level detail. To address this gap, we integrated phenotypic data, histological analyses, and single-nucleus RNA sequencing (snRNA-seq) of the longissimus dorsi muscle to uncover the cellular and molecular mechanisms underlying breed-specific variation.

resultsHistology and molecular markers indicated that Wagyu (WY) had the highest intramuscular fat(IMF) and the lowest shear force followed by Angus (AN) with the intermediate while Qinchuan cattle (QC) showed the lowest levels. SnRNA-seq resolved 12 cell types, revealing breed-specific cellular compositions. Pseudotime analysis revealed myoblast differentiation through hybrid states to type IIX (IIX), type IIA (IIA), and type I (I) myofibers, with lineage-specific remodeling of glycolysis, oxidative phosphorylation, and Ca²⁺ handling directing QC toward IIX fibers and WY toward Type I fibers. Reclustering of PDGFRα⁺ fibro-adipogenic progenitors (FAPs) revealed a bifurcation between adipogenic and fibrogenic fates, with WY favoring lipid-metabolism and adipogenesis-enriched FAPs alongside stronger FGF/ANGPTL-integrin signaling, while QC showed extracellular matrix (ECM)-integrin and TGF-β/TNFα-NF-κB pathways. Ligand-receptor analysis indicated that, in contrast to QC's adhesion-centric ECM axis, WY-specific laminin/collagen-integrin and IGF/ANGPT inputs enhance metabolic-mechanical coupling. These results suggested that breed-dependent phenotypes arise from coordinated shifts in FAP fate, myofiber metabolism, and ECM-vascular signaling.

conclusionBeef-quality variation reflects coordinated reprogramming along three axes: myofiber metabolic programs, FAP fate specification, and basement-membrane/integrin-vascular coupling, forming a phenotypic gradient from WY, which is pro-adipogenic and anti-fibrotic, through AN, which is intermediate, to QC, which is pro-fibrotic with high stiffness.

Indexed as

Cell NucleusExtracellular MatrixGene Expression ProfilingMuscle Fibers, SkeletalRed MeatTranscriptomeAnimalsCattleCell DifferentiationMuscle, SkeletalSignal TransductionSingle-Cell Gene Expression AnalysisFAPsMeat qualityMuscle fiber compositionMyofiber metabolismsnRNA-seq

Identifiers

PMID42260334
PMCPMC13465791

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.