ReviewInternational journal of molecular sciences2023
Application of Single-Cell and Spatial Omics in Musculoskeletal Disorder Research.
Review in International journal of molecular sciences, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 18 papers, 1 of them a synthesis that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
18 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Single-cell transcriptome reveals Staphylococcus aureus modulating fibroblast differentiation in the bone-implant interface.Molecular medicine (Cambridge, Mass.) · 2023Pooled it
- Multi‑omics approaches to decipher the molecular mechanisms of exercise‑mediated bone protection: From mechanistic insights to personalized exercise prescription (Review).Molecular medicine reports · 2026Review
- Cellular crosstalk and signaling networks in the rheumatoid arthritis synovial microenvironment.Journal of translational medicine · 2026Review
- Decoding cellular communication networks and signaling pathways in bone, skeletal muscle, and bone-muscle crosstalk through spatial transcriptomics in a young male mouse.Bone research · 2026Article
- Exploring DNA methylation profiles in the pathogenesis of human osteoporosis via whole-genome bisulfite sequencing.PloS one · 2026Article
- Multitechnological integration advances musculoskeletal regeneration: synergistic progress of organoids, 3D/4D bioprinting, single-cell omics and artificial intelligence.Frontiers in bioengineering and biotechnology · 2026Review
- Spatial multi-omics decoding of the fracture nonunion niche: from immune-vascular-skeletal crosstalk to precision regeneration.Frontiers in medicine · 2026Review
- Resetting the epigenetic clock: cellular senescence and regenerative strategies in intervertebral disc degeneration.Frontiers in aging · 2026Review
- Low oxygen content as a potential risk factor for scoliosis: a school-based cross-sectional study.Frontiers in public health · 2026Article
- Current cutting-edge omics techniques on musculoskeletal tissues and diseases.Bone research · 2025Review
- Advances in spatial transcriptomics and its application in the musculoskeletal system.Bone research · 2025Review
- Research Trends and Dynamics in Single-cell RNA Sequencing for Musculoskeletal Diseases: A Scientometric and Visualization Study.International journal of medical sciences · 2025Review
- Osteocytes: master orchestrators of skeletal homeostasis, remodeling, and osteoporosis pathogenesis.Frontiers in cell and developmental biology · 2025Review
- Advancing precision medicine in axial spondyloarthritis: insights from multi-omics approaches.Frontiers in medicine · 2025Review
- CCL4L2 participates in tendinopathy progression by promoting macrophage inflammatory responses: a single-cell analysis.Journal of orthopaedic surgery and research · 2024Article
- Mapping Cell Atlases at the Single-Cell Level.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2024Review
- Genetic and Gene Expression Resources for Osteoporosis and Bone Biology Research.Current osteoporosis reports · 2023Review
- Bone Trans-omics: Integrating Omics to Unveil Mechanistic Molecular Networks Regulating Bone Biology and Disease.Current osteoporosis reports · 2023Review
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
5 authors.
Funding
Abstract
Musculoskeletal disorders, including fractures, scoliosis, heterotopic ossification, osteoporosis, osteoarthritis, disc degeneration, and muscular injury, etc., can occur at any stage of human life. Understanding the occurrence and development mechanism of musculoskeletal disorders, as well as the changes in tissues and cells during therapy, might help us find targeted treatment methods. Single-cell techniques provide excellent tools for studying alterations at the cellular level of disorders. However, the application of these techniques in research on musculoskeletal disorders is still limited. This review summarizes the current single-cell and spatial omics used in musculoskeletal disorders. Cell isolation, experimental methods, and feasible experimental designs for single-cell studies of musculoskeletal system diseases have been reviewed based on tissue characteristics. Then, the paper summarizes the latest findings of single-cell studies in musculoskeletal disorders from three aspects: bone and ossification, joint, and muscle and tendon disorders. Recent discoveries about the cell populations involved in these diseases are highlighted. Furthermore, the therapeutic responses of musculoskeletal disorders, especially single-cell changes after the treatments of implants, stem cell therapies, and drugs are described. Finally, the application potential and future development directions of single-cell and spatial omics in research on musculoskeletal diseases are discussed.
Indexed as
Identifiers
What Socratic holds
Registered trials
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 Socratic graph.