A single‐cell atlas of bovine skeletal muscle reveals mechanisms regulating intramuscular adipogenesis and fibrogenesis

Abstract Background Intramuscular fat (IMF) and intramuscular connective tissue (IMC) are often seen in human myopathies and are central to beef quality. The mechanisms regulating their accumulation remain poorly understood. Here, we explored the possibility of using beef cattle as a novel model for...

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Published in:Journal of Cachexia, Sarcopenia and Muscle
Main Authors: Leshan Wang, Peidong Gao, Chaoyang Li, Qianglin Liu, Zeyang Yao, Yuxia Li, Xujia Zhang, Jiangwen Sun, Constantine Simintiras, Matthew Welborn, Kenneth McMillin, Stephanie Oprescu, Shihuan Kuang, Xing Fu
Format: Article
Language:English
Published: Wiley 2023-10-01
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Online Access:https://doi.org/10.1002/jcsm.13292
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author Leshan Wang
Peidong Gao
Chaoyang Li
Qianglin Liu
Zeyang Yao
Yuxia Li
Xujia Zhang
Jiangwen Sun
Constantine Simintiras
Matthew Welborn
Kenneth McMillin
Stephanie Oprescu
Shihuan Kuang
Xing Fu
author_facet Leshan Wang
Peidong Gao
Chaoyang Li
Qianglin Liu
Zeyang Yao
Yuxia Li
Xujia Zhang
Jiangwen Sun
Constantine Simintiras
Matthew Welborn
Kenneth McMillin
Stephanie Oprescu
Shihuan Kuang
Xing Fu
author_sort Leshan Wang
collection DOAJ
container_title Journal of Cachexia, Sarcopenia and Muscle
description Abstract Background Intramuscular fat (IMF) and intramuscular connective tissue (IMC) are often seen in human myopathies and are central to beef quality. The mechanisms regulating their accumulation remain poorly understood. Here, we explored the possibility of using beef cattle as a novel model for mechanistic studies of intramuscular adipogenesis and fibrogenesis. Methods Skeletal muscle single‐cell RNAseq was performed on three cattle breeds, including Wagyu (high IMF), Brahman (abundant IMC but scarce IMF), and Wagyu/Brahman cross. Sophisticated bioinformatics analyses, including clustering analysis, gene set enrichment analyses, gene regulatory network construction, RNA velocity, pseudotime analysis, and cell–cell communication analysis, were performed to elucidate heterogeneities and differentiation processes of individual cell types and differences between cattle breeds. Experiments were conducted to validate the function and specificity of identified key regulatory and marker genes. Integrated analysis with multiple published human and non‐human primate datasets was performed to identify common mechanisms. Results A total of 32 708 cells and 21 clusters were identified, including fibro/adipogenic progenitor (FAP) and other resident and infiltrating cell types. We identified an endomysial adipogenic FAP subpopulation enriched for COL4A1 and CFD (log2FC = 3.19 and 1.92, respectively; P < 0.0001) and a perimysial fibrogenic FAP subpopulation enriched for COL1A1 and POSTN (log2FC = 1.83 and 0.87, respectively; P < 0.0001), both of which were likely derived from an unspecified subpopulation. Further analysis revealed more progressed adipogenic programming of Wagyu FAPs and more advanced fibrogenic programming of Brahman FAPs. Mechanistically, NAB2 drives CFD expression, which in turn promotes adipogenesis. CFD expression in FAPs of young cattle before the onset of intramuscular adipogenesis was predictive of IMF contents in adulthood (R2 = 0.885, P < 0.01). Similar adipogenic and fibrogenic FAPs were identified in humans and monkeys. In aged humans with metabolic syndrome and progressed Duchenne muscular dystrophy (DMD) patients, increased CFD expression was observed (P < 0.05 and P < 0.0001, respectively), which was positively correlated with adipogenic marker expression, including ADIPOQ (R2 = 0.303, P < 0.01; and R2 = 0.348, P < 0.01, respectively). The specificity of Postn/POSTN as a fibrogenic FAP marker was validated using a lineage‐tracing mouse line. POSTN expression was elevated in Brahman FAPs (P < 0.0001) and DMD patients (P < 0.01) but not in aged humans. Strong interactions between vascular cells and FAPs were also identified. Conclusions Our study demonstrates the feasibility of beef cattle as a model for studying IMF and IMC. We illustrate the FAP programming during intramuscular adipogenesis and fibrogenesis and reveal the reliability of CFD as a predictor and biomarker of IMF accumulation in cattle and humans.
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spelling doaj-art-e77cbf1d0fc54af0a6bb0da511022bf82025-08-20T00:27:35ZengWileyJournal of Cachexia, Sarcopenia and Muscle2190-59912190-60092023-10-011452152216710.1002/jcsm.13292A single‐cell atlas of bovine skeletal muscle reveals mechanisms regulating intramuscular adipogenesis and fibrogenesisLeshan Wang0Peidong Gao1Chaoyang Li2Qianglin Liu3Zeyang Yao4Yuxia Li5Xujia Zhang6Jiangwen Sun7Constantine Simintiras8Matthew Welborn9Kenneth McMillin10Stephanie Oprescu11Shihuan Kuang12Xing Fu13School of Animal Science Louisiana State University Agricultural Center Baton Rouge LA USASchool of Animal Science Louisiana State University Agricultural Center Baton Rouge LA USASchool of Animal Science Louisiana State University Agricultural Center Baton Rouge LA USASchool of Animal Science Louisiana State University Agricultural Center Baton Rouge LA USADepartment of Computer Science Old Dominion University Norfolk VA USASchool of Animal Science Louisiana State University Agricultural Center Baton Rouge LA USASchool of Animal Science Louisiana State University Agricultural Center Baton Rouge LA USADepartment of Computer Science Old Dominion University Norfolk VA USASchool of Animal Science Louisiana State University Agricultural Center Baton Rouge LA USASchool of Veterinary Medicine Louisiana State University Baton Rouge LA USASchool of Animal Science Louisiana State University Agricultural Center Baton Rouge LA USADepartment of Animal Sciences Purdue University West Lafayette IN USADepartment of Animal Sciences Purdue University West Lafayette IN USASchool of Animal Science Louisiana State University Agricultural Center Baton Rouge LA USAAbstract Background Intramuscular fat (IMF) and intramuscular connective tissue (IMC) are often seen in human myopathies and are central to beef quality. The mechanisms regulating their accumulation remain poorly understood. Here, we explored the possibility of using beef cattle as a novel model for mechanistic studies of intramuscular adipogenesis and fibrogenesis. Methods Skeletal muscle single‐cell RNAseq was performed on three cattle breeds, including Wagyu (high IMF), Brahman (abundant IMC but scarce IMF), and Wagyu/Brahman cross. Sophisticated bioinformatics analyses, including clustering analysis, gene set enrichment analyses, gene regulatory network construction, RNA velocity, pseudotime analysis, and cell–cell communication analysis, were performed to elucidate heterogeneities and differentiation processes of individual cell types and differences between cattle breeds. Experiments were conducted to validate the function and specificity of identified key regulatory and marker genes. Integrated analysis with multiple published human and non‐human primate datasets was performed to identify common mechanisms. Results A total of 32 708 cells and 21 clusters were identified, including fibro/adipogenic progenitor (FAP) and other resident and infiltrating cell types. We identified an endomysial adipogenic FAP subpopulation enriched for COL4A1 and CFD (log2FC = 3.19 and 1.92, respectively; P < 0.0001) and a perimysial fibrogenic FAP subpopulation enriched for COL1A1 and POSTN (log2FC = 1.83 and 0.87, respectively; P < 0.0001), both of which were likely derived from an unspecified subpopulation. Further analysis revealed more progressed adipogenic programming of Wagyu FAPs and more advanced fibrogenic programming of Brahman FAPs. Mechanistically, NAB2 drives CFD expression, which in turn promotes adipogenesis. CFD expression in FAPs of young cattle before the onset of intramuscular adipogenesis was predictive of IMF contents in adulthood (R2 = 0.885, P < 0.01). Similar adipogenic and fibrogenic FAPs were identified in humans and monkeys. In aged humans with metabolic syndrome and progressed Duchenne muscular dystrophy (DMD) patients, increased CFD expression was observed (P < 0.05 and P < 0.0001, respectively), which was positively correlated with adipogenic marker expression, including ADIPOQ (R2 = 0.303, P < 0.01; and R2 = 0.348, P < 0.01, respectively). The specificity of Postn/POSTN as a fibrogenic FAP marker was validated using a lineage‐tracing mouse line. POSTN expression was elevated in Brahman FAPs (P < 0.0001) and DMD patients (P < 0.01) but not in aged humans. Strong interactions between vascular cells and FAPs were also identified. Conclusions Our study demonstrates the feasibility of beef cattle as a model for studying IMF and IMC. We illustrate the FAP programming during intramuscular adipogenesis and fibrogenesis and reveal the reliability of CFD as a predictor and biomarker of IMF accumulation in cattle and humans.https://doi.org/10.1002/jcsm.13292AdipogenesisFibro/adipogenic progenitorFibrogenesisIntramuscular adipose tissueSingle‐cell RNAseq
spellingShingle Leshan Wang
Peidong Gao
Chaoyang Li
Qianglin Liu
Zeyang Yao
Yuxia Li
Xujia Zhang
Jiangwen Sun
Constantine Simintiras
Matthew Welborn
Kenneth McMillin
Stephanie Oprescu
Shihuan Kuang
Xing Fu
A single‐cell atlas of bovine skeletal muscle reveals mechanisms regulating intramuscular adipogenesis and fibrogenesis
Adipogenesis
Fibro/adipogenic progenitor
Fibrogenesis
Intramuscular adipose tissue
Single‐cell RNAseq
title A single‐cell atlas of bovine skeletal muscle reveals mechanisms regulating intramuscular adipogenesis and fibrogenesis
title_full A single‐cell atlas of bovine skeletal muscle reveals mechanisms regulating intramuscular adipogenesis and fibrogenesis
title_fullStr A single‐cell atlas of bovine skeletal muscle reveals mechanisms regulating intramuscular adipogenesis and fibrogenesis
title_full_unstemmed A single‐cell atlas of bovine skeletal muscle reveals mechanisms regulating intramuscular adipogenesis and fibrogenesis
title_short A single‐cell atlas of bovine skeletal muscle reveals mechanisms regulating intramuscular adipogenesis and fibrogenesis
title_sort single cell atlas of bovine skeletal muscle reveals mechanisms regulating intramuscular adipogenesis and fibrogenesis
topic Adipogenesis
Fibro/adipogenic progenitor
Fibrogenesis
Intramuscular adipose tissue
Single‐cell RNAseq
url https://doi.org/10.1002/jcsm.13292
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