ArticleInternational journal of molecular sciences2026
Integrative Analysis Coupled with In Vitro Validation Reveals
Article in International journal of molecular sciences, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.
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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.
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5 authors.
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Abstract
Osteosarcopenia, which is the coexistence of sarcopenia and osteoporosis, is being increasingly recognized as a systemic musculoskeletal aging syndrome. However, shared molecular regulators of bone-muscle deterioration remain unclear. In this study, we integrated bulk transcriptomic datasets from sarcopenic skeletal muscle and osteoporosis peripheral blood mononuclear cells to identify shared differentially expressed genes, followed by two-sample Mendelian randomization using osteoporosis genome-wide association study summary statistics to prioritize genes with potential causal relevance. Furthermore, diagnostic performance, functional enrichment, immune infiltration, single-cell RNA sequencing, regulatory network reconstruction, compound prediction, and siRNA-mediated validation were conducted in C2C12 and MC3T3-E1 cells. Overall, 122 shared differentially expressed genes were preliminarily screened, and
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