ArticleFrontiers in endocrinology2022
Deciphering Obesity-Related Gene Clusters Unearths SOCS3 Immune Infiltrates and 5mC/m6A Modifiers in Ossification of Ligamentum Flavum Pathogenesis.
Article in Frontiers in endocrinology, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 13 papers.
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13 citing papers in PubMed, 17 citations in OpenAlex.
- Comprehensive analysis of mRNA-microRNA-lncRNA expression profiles in post-traumatic elbow heterotopic ossification using RNA sequencing and experimental validation.Annals of medicine · 2026Article
- PPARγ signalling pathway: molecular mechanisms and therapeutic potential in ligamentum flavum hypertrophy and lumbar spinal stenosis.Journal of translational medicine · 2026Review
- Review
- The Clinical Relevance of FTO as a Demethylase Beyond Cancer: Molecular Mechanisms and Therapeutic Opportunities.Aging and disease · 2025Review
- From bone marrow mesenchymal stem cells to diseases: the crucial role of mStem cell research & therapy · 2025Review
- Disturbed glycolipid metabolism activates CXCL13-CXCR5 axis in senescent TSCs to promote heterotopic ossification.Cellular and molecular life sciences : CMLS · 2024Article
- KLF5 promotes the ossification process of ligamentum flavum by transcriptionally activating CX43.Journal of orthopaedic surgery and research · 2024Article
- Inflammation-Responsive Hydrogel Spray for Synergistic Prevention of Traumatic Heterotopic Ossification via Dual-Homeostatic Modulation Strategy.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2023Article
- Surgical outcomes of percutaneous endoscopic thoracic decompression in the treatment of multi-segment thoracic ossification of the ligamentum flavum.Acta neurochirurgica · 2023Article
- The Role ofInternational journal of molecular sciences · 2023Article
- Unearths IFNB1 immune infiltrates in SOP-related ossification of ligamentum flavum pathogenesis.Heliyon · 2023Article
- N6-methyladenosine RNA modification: an emerging molecule in type 2 diabetes metabolism.Frontiers in endocrinology · 2023Review
- Characterization of ligamentum flavum hypertrophy based on m6A RNA methylation modification and the immune microenvironment.American journal of translational research · 2022Article
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Authors and funding
9 authors at 3 institutions in 1 country.
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Abstract
Background: Ossification of ligamentum flavum (OLF) is an insidious and debilitating heterotopic ossifying disease with etiological heterogeneity and undefined pathogenesis. Obese individuals predispose to OLF, whereas the underlying connections between obesity phenotype and OLF pathomechanism are not fully understood. Therefore, this study aims to explore distinct obesity-related genes and their functional signatures in OLF. Methods: The transcriptome sequencing data related to OLF were downloaded from the GSE106253 in the Gene Expression Omnibus (GEO) database. The obesity-related differentially expressed genes (ORDEGs) in OLF were screened, and functional and pathway enrichment analysis were applied for these genes. Furthermore, protein-protein interactions (PPI), module analysis, transcription factor enrichment analysis (TFEA), and experiment validation were used to identify hub ORDEGs. The immune infiltration landscape in OLF was depicted, and correlation analysis between core gene SOCS3 and OLF-related infiltrating immune cells (OIICs) as well as 5mC/m6A modifiers in OLF was constructed. Results: Ninety-nine ORDEGs were preliminarily identified, and functional annotations showed these genes were mainly involved in metabolism, inflammation, and immune-related biological functions and pathways. Integrative bioinformatic algorithms determined a crucial gene cluster associated with inflammatory/immune responses, such as TNF signaling pathway, JAK-STAT signaling pathway, and regulation of interferon-gamma-mediated signaling. Eight hub ORDEGs were validated, including 6 down-regulated genes (SOCS3, PPARG, ICAM-1, CCL2, MYC, and NT5E) and 2 up-regulated genes (PTGS2 and VEGFA). Furthermore, 14 differential OIICs were identified by ssGSEA and xCell, and SOCS3 was overlapped to be the core gene, which was associated with multiple immune infiltrates (dendritic cells, macrophage, and T cells) and six m6A modifiers as well as four 5mC regulators in OLF. Reduced SOCS3 and FTO expression and up-regulated DNMT1 level in OLF were validated by Western blotting. Conclusion: This study deciphered immune/inflammatory signatures of obesity-related gene clusters for the first time, and defined SOCS3 as one core gene. The crosstalk between 5mC/m6A methylation may be a key mediator of SOCS3 expression and immune infiltration. These findings will provide more insights into molecular mechanisms and therapeutic targets of obesity-related OLF.
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