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

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...

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Published in:Journal of cachexia, sarcopenia and muscle sarcopenia and muscle, 2023-10, Vol.14 (5), p.2152-2167
Main Authors: Wang, Leshan, Gao, Peidong, Li, Chaoyang, Liu, Qianglin, Yao, Zeyang, Li, Yuxia, Zhang, Xujia, Sun, Jiangwen, Simintiras, Constantine, Welborn, Matthew, McMillin, Kenneth, Oprescu, Stephanie, Kuang, Shihuan, Fu, Xing
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container_title Journal of cachexia, sarcopenia and muscle
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creator Wang, Leshan
Gao, Peidong
Li, Chaoyang
Liu, Qianglin
Yao, Zeyang
Li, Yuxia
Zhang, Xujia
Sun, Jiangwen
Simintiras, Constantine
Welborn, Matthew
McMillin, Kenneth
Oprescu, Stephanie
Kuang, Shihuan
Fu, Xing
description 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. 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. 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 
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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. 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. 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 (R  = 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 (R  = 0.303, P < 0.01; and R  = 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. 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.]]></description><identifier>ISSN: 2190-5991</identifier><identifier>EISSN: 2190-6009</identifier><identifier>DOI: 10.1002/jcsm.13292</identifier><identifier>PMID: 37439037</identifier><language>eng</language><publisher>Germany: John Wiley &amp; Sons, Inc</publisher><subject>Adipogenesis ; Adipogenesis - physiology ; Aged ; Animals ; Beef cattle ; Blood vessels ; Cattle ; Cell Differentiation ; Cells ; Communication ; Comparative analysis ; Datasets ; Fibro/adipogenic progenitor ; Fibrogenesis ; Gene expression ; Genomics ; Humans ; Intramuscular adipose tissue ; Mice ; Muscle, Skeletal - metabolism ; Muscular Dystrophy, Duchenne ; Musculoskeletal system ; Original ; Reproducibility of Results ; Single‐cell RNAseq ; Smooth muscle</subject><ispartof>Journal of cachexia, sarcopenia and muscle, 2023-10, Vol.14 (5), p.2152-2167</ispartof><rights>2023 The Authors. 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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. 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. 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 (R  = 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 (R  = 0.303, P < 0.01; and R  = 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. 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.]]></description><subject>Adipogenesis</subject><subject>Adipogenesis - physiology</subject><subject>Aged</subject><subject>Animals</subject><subject>Beef cattle</subject><subject>Blood vessels</subject><subject>Cattle</subject><subject>Cell Differentiation</subject><subject>Cells</subject><subject>Communication</subject><subject>Comparative analysis</subject><subject>Datasets</subject><subject>Fibro/adipogenic progenitor</subject><subject>Fibrogenesis</subject><subject>Gene expression</subject><subject>Genomics</subject><subject>Humans</subject><subject>Intramuscular adipose tissue</subject><subject>Mice</subject><subject>Muscle, Skeletal - metabolism</subject><subject>Muscular Dystrophy, Duchenne</subject><subject>Musculoskeletal system</subject><subject>Original</subject><subject>Reproducibility of Results</subject><subject>Single‐cell RNAseq</subject><subject>Smooth muscle</subject><issn>2190-5991</issn><issn>2190-6009</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2023</creationdate><recordtype>article</recordtype><sourceid>PIMPY</sourceid><sourceid>DOA</sourceid><recordid>eNpdkk1v1DAQhiMEolXphR-ALHFBlVLGSWzHJ1RVFCpV4gJna_yRrRcnXuxkEf8ep7utKL7Yev340Yw1VfWWwiUFaD5uTR4vadvI5kV12lAJNQeQL49nJiU9qc5z3kJZHaecwevqpBVdK6EVp9XvK5L9tAmuNi4EgnPATOJAdNz7yZH80wU3YyDjkk1wJLm9w5DJ6Mw9Tj6PuUSbJeBcJMRPc8KVLEEiaP0ubtzkss8EJ0sGr9Nj8KZ6NRSROz_uZ9WPm8_fr7_Wd9--3F5f3dWmE-1c90zIpgOuGfCBC41CgxGaY8vsYBi3moO0vWRW9EIgA8OotqbrdWMAuWnPqtuD10bcql3yI6Y_KqJXD0FMG4Vp9qU35YQweqAWirjDoTzXGiwySqFp9NAX16eDa7fo0Vnj1nbDM-nzm8nfq03cKwpMAPSiGD4cDSn-Wlye1ejz-vE4ubhk1fQt74UE3hT0_X_oNi5pKn9VKMFpx4Sghbo4UCbFnJMbnqqhoNb5UOt8qIf5KPC7f-t_Qh-nof0LMDy5Mw</recordid><startdate>20231001</startdate><enddate>20231001</enddate><creator>Wang, Leshan</creator><creator>Gao, Peidong</creator><creator>Li, Chaoyang</creator><creator>Liu, Qianglin</creator><creator>Yao, Zeyang</creator><creator>Li, Yuxia</creator><creator>Zhang, Xujia</creator><creator>Sun, Jiangwen</creator><creator>Simintiras, Constantine</creator><creator>Welborn, Matthew</creator><creator>McMillin, Kenneth</creator><creator>Oprescu, Stephanie</creator><creator>Kuang, Shihuan</creator><creator>Fu, Xing</creator><general>John Wiley &amp; 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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. 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. 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 (R  = 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 (R  = 0.303, P < 0.01; and R  = 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. 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.]]></abstract><cop>Germany</cop><pub>John Wiley &amp; Sons, Inc</pub><pmid>37439037</pmid><doi>10.1002/jcsm.13292</doi><tpages>16</tpages><orcidid>https://orcid.org/0000-0001-5419-2691</orcidid><oa>free_for_read</oa></addata></record>
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ispartof Journal of cachexia, sarcopenia and muscle, 2023-10, Vol.14 (5), p.2152-2167
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2190-6009
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source Open Access: Wiley-Blackwell Open Access Journals; Publicly Available Content (ProQuest); PubMed Central
subjects Adipogenesis
Adipogenesis - physiology
Aged
Animals
Beef cattle
Blood vessels
Cattle
Cell Differentiation
Cells
Communication
Comparative analysis
Datasets
Fibro/adipogenic progenitor
Fibrogenesis
Gene expression
Genomics
Humans
Intramuscular adipose tissue
Mice
Muscle, Skeletal - metabolism
Muscular Dystrophy, Duchenne
Musculoskeletal system
Original
Reproducibility of Results
Single‐cell RNAseq
Smooth muscle
title A single-cell atlas of bovine skeletal muscle reveals mechanisms regulating intramuscular adipogenesis and fibrogenesis
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