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Li X, Fang L, Zhou R, Yao L, Clayton SW, Muscat S, Kamm DR, Wang C, Liu CJ, Qin L, Tower RJ, Karner CM, Guilak F, Tang SY, Loiselle AE, Meyer GA, Shen J. Current cutting-edge omics techniques on musculoskeletal tissues and diseases. Bone Res 2025; 13:59. [PMID: 40484858 DOI: 10.1038/s41413-025-00442-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2025] [Revised: 03/31/2025] [Accepted: 04/27/2025] [Indexed: 06/11/2025] Open
Abstract
Musculoskeletal disorders, including osteoarthritis, rheumatoid arthritis, osteoporosis, bone fracture, intervertebral disc degeneration, tendinopathy, and myopathy, are prevalent conditions that profoundly impact quality of life and place substantial economic burdens on healthcare systems. Traditional bulk transcriptomics, genomics, proteomics, and metabolomics have played a pivotal role in uncovering disease-associated alterations at the population level. However, these approaches are inherently limited in their ability to resolve cellular heterogeneity or to capture the spatial organization of cells within tissues, thus hindering a comprehensive understanding of the complex cellular and molecular mechanisms underlying these diseases. To address these limitations, advanced single-cell and spatial omics techniques have emerged in recent years, offering unparalleled resolution for investigating cellular diversity, tissue microenvironments, and biomolecular interactions within musculoskeletal tissues. These cutting-edge techniques enable the detailed mapping of the molecular landscapes in diseased tissues, providing transformative insights into pathophysiological processes at both the single-cell and spatial levels. This review presents a comprehensive overview of the latest omics technologies as applied to musculoskeletal research, with a particular focus on their potential to revolutionize our understanding of disease mechanisms. Additionally, we explore the power of multi-omics integration in identifying novel therapeutic targets and highlight key challenges that must be overcome to successfully translate these advancements into clinical applications.
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Affiliation(s)
- Xiaofei Li
- Department of Orthopaedic Surgery, Washington University, St. Louis, MO, USA
| | - Liang Fang
- Department of Orthopaedic Surgery, Washington University, St. Louis, MO, USA
| | - Renpeng Zhou
- Department of Orthopaedics and Rehabilitation, Yale University, New Haven, CT, USA
| | - Lutian Yao
- Department of Orthopaedic Surgery, University of Pennsylvania, Philadelphia, PA, USA
| | - Sade W Clayton
- Department of Orthopaedic Surgery, Washington University, St. Louis, MO, USA
| | - Samantha Muscat
- Department of Pathology & Laboratory Medicine, University of Rochester Medical Center, Rochester, NY, USA
- Department of Orthopaedics & Physical Performance, Center for Musculoskeletal Research, University of Rochester Medical Center, Rochester, NY, USA
| | - Dakota R Kamm
- Program in Physical Therapy, Washington University, St. Louis, MO, USA
| | - Cuicui Wang
- Department of Orthopaedic Surgery, Washington University, St. Louis, MO, USA
| | - Chuan-Ju Liu
- Department of Orthopaedics and Rehabilitation, Yale University, New Haven, CT, USA
| | - Ling Qin
- Department of Orthopaedic Surgery, University of Pennsylvania, Philadelphia, PA, USA
| | - Robert J Tower
- Department of Surgery, UT Southwestern Medical Center, Dallas, TX, USA
| | - Courtney M Karner
- Department of Internal Medicine, UT Southwestern Medical Center, Dallas, TX, USA
| | - Farshid Guilak
- Department of Orthopaedic Surgery, Washington University, St. Louis, MO, USA
- Shriners Hospitals for Children-St. Louis, St. Louis, MO, USA
| | - Simon Y Tang
- Department of Orthopaedic Surgery, Washington University, St. Louis, MO, USA
| | - Alayna E Loiselle
- Department of Pathology & Laboratory Medicine, University of Rochester Medical Center, Rochester, NY, USA
- Department of Orthopaedics & Physical Performance, Center for Musculoskeletal Research, University of Rochester Medical Center, Rochester, NY, USA
| | - Gretchen A Meyer
- Department of Orthopaedic Surgery, Washington University, St. Louis, MO, USA
- Program in Physical Therapy, Washington University, St. Louis, MO, USA
- Department of Neurology, Washington University, St. Louis, MO, USA
| | - Jie Shen
- Department of Orthopaedic Surgery, Washington University, St. Louis, MO, USA.
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Hansen M, Grothen JER, Karlsen A, Martinez JM, Sidiropoulos N, Helge JW, Pedersen TÅ, Dela F. The skeletal muscle response to high-intensity training assessed by single-nucleus RNA-sequencing is blunted in individuals with type 2 diabetes. J Physiol 2025; 603:3357-3377. [PMID: 40413649 DOI: 10.1113/jp288368] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2024] [Accepted: 04/17/2025] [Indexed: 05/27/2025] Open
Abstract
Training can improve insulin sensitivity in individuals with type 2 diabetes, but a clear understanding of the mechanisms remains elusive. To further our knowledge in this area, we aimed to examine the effect of type 2 diabetes and of high-intensity interval training (HIIT) on the nuclear transcriptional response in skeletal muscle. We performed single-nucleus RNA-sequencing (snRNA-seq) and immunofluorescence analysis on muscle biopsies from the trained and the untrained legs of participants with and without type 2 diabetes, after 2 weeks of one-legged HIIT on a cycle ergometer. Surprisingly, the type 2 diabetes condition only seemed to have a minor effect on transcriptional activity in myonuclei related to major metabolic pathways when comparing the untrained legs. However, while in particular the type IIA myonuclei in the control group displayed a considerable metabolic response to HIIT, with increases in genes related to glycogen breakdown and glycolysis primarily in the type IIA myonuclei of the trained leg, this response was blunted in the diabetes group, despite a marked increase in glucose clearance in both groups. Additionally, we observed that fibre type distribution assessed by immunofluorescence significantly correlated with the proportion of myonuclei in the snRNA-seq analysis. In conclusion, the type 2 diabetes condition blunts the metabolic transcriptional response to HIIT in the type IIA myonuclei without affecting the improvement in insulin sensitivity. Additionally, our results indicate that snRNA-seq can be used as a surrogate marker for fibre type distribution in sedentary middle-aged adults. KEY POINTS: The study utilized single-nucleus RNA sequencing (snRNA-seq) to analyse 38 skeletal muscle biopsies, revealing distinct transcriptional profiles in myonuclei from individuals with and without type 2 diabetes (T2D) after 2 weeks of HIIT. snRNA-seq identified significant differences in gene expression, with 14 differentially expressed genes (DEGs) in type IIA myonuclei of the control group, specifically related to glycogen breakdown and glycolysis, which were blunted in the T2D group. In the control group, HIIT induced a substantial transcriptional response in type IIA myonuclei, enhancing metabolic pathways associated with insulin sensitivity, while the T2D group showed minimal transcriptional changes despite improved insulin sensitivity. The T2D group exhibited a blunted response in metabolic gene expression, indicating that the training effect on muscle adaptation was significantly impaired compared to healthy controls. Overall, the findings highlight the differential impact of HIIT on muscle metabolism, emphasizing the need for tailored exercise interventions for individuals with T2D.
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Affiliation(s)
- Maria Hansen
- Xlab, Department of Biomedical Sciences, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Julius E R Grothen
- Global Drug Discovery, Novo Nordisk A/S, Copenhagen, Denmark
- Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Anders Karlsen
- Xlab, Department of Biomedical Sciences, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Jaime M Martinez
- Computational Biology, AI & Digital Research, Novo Nordisk A/S, Copenhagen, Denmark
| | - Nikos Sidiropoulos
- Computational Biology, AI & Digital Research, Novo Nordisk A/S, Copenhagen, Denmark
| | - Jørn W Helge
- Department of Biomedical Sciences, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | | | - Flemming Dela
- Xlab, Department of Biomedical Sciences, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
- Laboratory of Sports and Nutrition Research, Riga Stradins University, Riga, Latvia
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Shah MNA, Wilton-Clark H, Haque F, Powell B, Sutanto LE, Maradiya R, Zhabyeyev P, Roshmi RR, Anwar S, Aslesh T, Lim KRQ, Maruyama R, Bigot A, Young CS, Bittner S, Spencer MJ, Moulton HM, Oudit GY, Yokota T. DG9 boosts PMO nuclear uptake and exon skipping to restore dystrophic muscle and cardiac function. Nat Commun 2025; 16:4477. [PMID: 40368879 PMCID: PMC12078682 DOI: 10.1038/s41467-025-59494-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2024] [Accepted: 04/24/2025] [Indexed: 05/16/2025] Open
Abstract
Duchenne muscular dystrophy (DMD) is a severe neuromuscular disorder caused by DMD gene mutations, leading to the loss of functional dystrophin. While antisense oligonucleotide (ASO)-mediated exon skipping offers therapeutic potential, its efficacy in cardiac muscle remains limited. Here, we investigate DG9, a cell-penetrating peptide derived from human polyhomeotic 1 homolog (Hph-1) transcription factor, as an enhancer of phosphorodiamidate morpholino oligomer (PMO)-based therapy targeting exon 44. In a humanized DMD mouse model (hDMDdel45;mdx), DG9-PMO significantly increases exon skipping, restores dystrophin expression, and improves muscle function, particularly in the heart. Mechanistically, DG9-PMO enhances intracellular uptake through multiple endocytic pathways and achieves superior nuclear localization. Compared to the benchmark R6G peptide, DG9-PMO exhibits greater efficacy in cardiac tissue with no detectable toxicity. These findings highlight DG9-PMO as a promising next-generation exon-skipping therapy with potential clinical relevance for improving both skeletal and cardiac outcomes in DMD patients.
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Affiliation(s)
- Md Nur Ahad Shah
- Department of Medical Genetics, Faculty of Medicine and Dentistry, University of Alberta, Edmonton, AB, T6G 2H7, Canada
| | - Harry Wilton-Clark
- Department of Medical Genetics, Faculty of Medicine and Dentistry, University of Alberta, Edmonton, AB, T6G 2H7, Canada
| | - Farhia Haque
- Department of Medical Genetics, Faculty of Medicine and Dentistry, University of Alberta, Edmonton, AB, T6G 2H7, Canada
| | - Brooklynn Powell
- Department of Medical Genetics, Faculty of Medicine and Dentistry, University of Alberta, Edmonton, AB, T6G 2H7, Canada
| | - Laura Edellein Sutanto
- Department of Medical Genetics, Faculty of Medicine and Dentistry, University of Alberta, Edmonton, AB, T6G 2H7, Canada
| | - Radha Maradiya
- Department of Medical Genetics, Faculty of Medicine and Dentistry, University of Alberta, Edmonton, AB, T6G 2H7, Canada
| | - Pavel Zhabyeyev
- Department of Medicine, Faculty of Medicine and Dentistry, University of Alberta, Edmonton, AB, T6G 2G3, Canada
| | - Rohini Roy Roshmi
- Department of Medical Genetics, Faculty of Medicine and Dentistry, University of Alberta, Edmonton, AB, T6G 2H7, Canada
| | - Saeed Anwar
- Department of Medical Genetics, Faculty of Medicine and Dentistry, University of Alberta, Edmonton, AB, T6G 2H7, Canada
| | - Tejal Aslesh
- Department of Medical Genetics, Faculty of Medicine and Dentistry, University of Alberta, Edmonton, AB, T6G 2H7, Canada
| | - Kenji Rowel Q Lim
- Center for Cardiovascular Research, Division of Cardiology, Department of Medicine, Washington University in St. Louis, St. Louis, MO, 63110, USA
| | - Rika Maruyama
- Department of Medical Genetics, Faculty of Medicine and Dentistry, University of Alberta, Edmonton, AB, T6G 2H7, Canada
| | - Anne Bigot
- Sorbonne Université, Inserm, Institut de Myologie, Centre de Recherche en Myologie, F-75013, Paris, France
| | - Courtney S Young
- Department of Neurology, David Geffen School of Medicine, University of California, Los Angeles, CA, USA
| | - Scott Bittner
- Department of Biomedical Sciences, Carlson College of Veterinary Medicine, Oregon State University, Corvallis, OR, 97331, USA
| | - Melissa J Spencer
- Department of Neurology, David Geffen School of Medicine, University of California, Los Angeles, CA, USA
| | - Hong M Moulton
- Department of Biomedical Sciences, Carlson College of Veterinary Medicine, Oregon State University, Corvallis, OR, 97331, USA
| | - Gavin Y Oudit
- Department of Medicine, Faculty of Medicine and Dentistry, University of Alberta, Edmonton, AB, T6G 2G3, Canada
- Mazankowski Alberta Heart Institute, University of Alberta, Edmonton, AB, T6G 2B7, Canada
| | - Toshifumi Yokota
- Department of Medical Genetics, Faculty of Medicine and Dentistry, University of Alberta, Edmonton, AB, T6G 2H7, Canada.
- The Friends of Garrett Cumming Research & Muscular Dystrophy Canada HM Toupin Neurological Science Research Chair, Edmonton, AB, T6G 2H7, Canada.
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Chen K, Wei E, Mitanoska A, Gearhart MD, Kyba M, Bosnakovski D. Dux Is Dispensable for Skeletal Muscle Regeneration: A Study Inspired by a "Red Flagged" Publication and Editorial Oversight. Cells 2025; 14:695. [PMID: 40422198 PMCID: PMC12109671 DOI: 10.3390/cells14100695] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/17/2025] [Revised: 04/30/2025] [Accepted: 05/07/2025] [Indexed: 05/28/2025] Open
Abstract
Double homeobox (DUX) genes are key embryonic regulators that are silenced after the early cleavage stages of embryogenesis. Aberrant expression of DUX4 in skeletal muscle is linked to facioscapulohumeral muscular dystrophy (FSHD). A recent study reported that Dux, the murine ortholog of DUX4, contributes to the dystrophic phenotype in mdx mice, a Duchenne muscular dystrophy (DMD) model, and that its deletion enhances muscle regeneration by reducing oxidative stress. However, convincing evidence of Dux expression in either intact or injured muscle of wild-type (WT) and mdx mice remains lacking, raising questions about its role in muscle homeostasis. To investigate this, we assessed Dux expression in WT and mdx mice and used Dux knockout (DuxΔ/Δ) mice to evaluate its function during regeneration following cardiotoxin (CTX)-induced injury. Contrary to prior reports, Dux was not expressed in either WT or mdx mice. Moreover, Dux deletion did not enhance muscle regeneration or affect the expression of the oxidative stress regulator Nrf2 following CTX injury. Lastly, we confirmed that neither DUX4 nor its target genes were induced in muscle biopsies from DMD patients, excluding a role for DUX4 in DMD pathology. Collectively, our results demonstrate that Dux does not impact skeletal muscle regeneration or DUX4 contribution to the DMD dystrophic phenotype, directly challenging the conclusions of a previously published study. We comment on issues of editorial oversight that led to the publication of that study and highlight the deleterious impact of the growing wave of fraudulent publications.
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Affiliation(s)
- Kenric Chen
- Department of Pediatrics and Lillehei Heart Institute, University of Minnesota, Minneapolis, MN 55455, USA; (K.C.); (E.W.); (A.M.); (M.K.)
| | - Erdong Wei
- Department of Pediatrics and Lillehei Heart Institute, University of Minnesota, Minneapolis, MN 55455, USA; (K.C.); (E.W.); (A.M.); (M.K.)
| | - Ana Mitanoska
- Department of Pediatrics and Lillehei Heart Institute, University of Minnesota, Minneapolis, MN 55455, USA; (K.C.); (E.W.); (A.M.); (M.K.)
| | - Micah D. Gearhart
- Department of Obstetrics, Gynecology and Women’s Health, University of Minnesota, Minneapolis, MN 55455, USA
| | - Michael Kyba
- Department of Pediatrics and Lillehei Heart Institute, University of Minnesota, Minneapolis, MN 55455, USA; (K.C.); (E.W.); (A.M.); (M.K.)
| | - Darko Bosnakovski
- Department of Pediatrics and Lillehei Heart Institute, University of Minnesota, Minneapolis, MN 55455, USA; (K.C.); (E.W.); (A.M.); (M.K.)
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Morales ED, Wang D, Burke MJ, Han J, Devine DD, Zhang K, Duan D. Transcriptional changes of genes encoding sarcoplasmic reticulum calcium binding and up-taking proteins in normal and Duchenne muscular dystrophy dogs. BMC Musculoskelet Disord 2024; 25:811. [PMID: 39402529 PMCID: PMC11472500 DOI: 10.1186/s12891-024-07927-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/12/2024] [Accepted: 10/07/2024] [Indexed: 10/19/2024] Open
Abstract
BACKGROUND Cytosolic calcium overload contributes to muscle degradation in Duchenne muscular dystrophy (DMD). The sarcoplasmic reticulum (SR) is the primary calcium storage organelle in muscle. The sarco-endoplasmic reticulum ATPase (SERCA) pumps cytosolic calcium to the SR during muscle relaxation. Calcium is kept in the SR by calcium-binding proteins. METHODS Given the importance of the canine DMD model in translational studies, we examined transcriptional changes of SERCA (SERCA1 and SERCA2a), SERCA regulators (phospholamban, sarcolipin, myoregulin, and dwarf open reading frame), and SR calcium-binding proteins (calreticulin, calsequestrin 1, calsequestrin 2, and sarcalumenin) in skeletal muscle (diaphragm and extensor carpi ulnaris) and heart (left ventricle) in normal and affected male dogs by droplet digital PCR before the onset (≤ 2-m-old), at the active stage (8 to 16-m-old), and at the terminal stage (30 to 50-m-old) of the disease. Since many of these proteins are expressed in a fiber type-specific manner, we also evaluated fiber type composition in skeletal muscle. RESULTS In affected dog skeletal muscle, SERCA and its regulators were down-regulated at the active stage, but calcium-binding proteins (except for calsequestrin 1) were upregulated at the terminal stage. Surprisingly, nominal differences were detected in the heart. We also examined whether there exists sex-biased expression in 8 to 16-m-old dogs. Multiple transcripts were significantly downregulated in the heart and extensor carpi ulnaris muscle of female dogs. In fiber type analysis, we found significantly more type I fiber in the diaphragm of 8 to 16-m-old affected dogs, and significantly more type II fibers in the extensor carpi ulnaris of 30 to 50-m-old affected dogs. However, no difference was detected between male and female dogs. CONCLUSIONS Our study adds new knowledge to the understanding of muscle calcium regulation in normal and dystrophic canines.
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Affiliation(s)
- Emily D Morales
- Department of Molecular Microbiology and Immunology, School of Medicine, The University of Missouri, Columbia, MO, 65212, USA
| | - Dongxin Wang
- Department of Molecular Microbiology and Immunology, School of Medicine, The University of Missouri, Columbia, MO, 65212, USA
| | - Matthew J Burke
- Department of Molecular Microbiology and Immunology, School of Medicine, The University of Missouri, Columbia, MO, 65212, USA
| | - Jin Han
- Department of Molecular Microbiology and Immunology, School of Medicine, The University of Missouri, Columbia, MO, 65212, USA
| | - Drake D Devine
- Department of Molecular Microbiology and Immunology, School of Medicine, The University of Missouri, Columbia, MO, 65212, USA
| | - Keqing Zhang
- Department of Molecular Microbiology and Immunology, School of Medicine, The University of Missouri, Columbia, MO, 65212, USA
| | - Dongsheng Duan
- Department of Molecular Microbiology and Immunology, School of Medicine, The University of Missouri, Columbia, MO, 65212, USA.
- Department of Neurology, School of Medicine, The University of Missouri, Columbia, MO, 65212, USA.
- Department of Chemical and Biomedical Engineering, College of Engineering, The University of Missouri, Columbia, MO, 65212, USA.
- Department of Biomedical Sciences, College of Veterinary Medicine, The University of Missouri, Columbia, MO, 65212, USA.
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