Multi-omics Mendelian randomization and single-cell analysis identify novel therapeutic targets for osteosarcopenia

孟德尔随机化 医学 肌萎缩 计算生物学 生物信息学 全基因组关联研究 转录组 生物 内科学 遗传学 单核苷酸多态性 基因 基因表达 遗传变异 基因型
作者
Jiyong Yang,Mengyuan Gong,Yi Zhou,Jianqiang Zhao,Weijian Chen,Wengang Liu
出处
期刊:The Journals of Gerontology [Oxford University Press]
卷期号:80 (12)
标识
DOI:10.1093/gerona/glaf228
摘要

Abstract Background Osteosarcopenia, defined by the coexistence of osteoporosis and sarcopenia, presents a significant health challenge for aging populations. The purpose of current study was to identify potential therapeutic targets for osteosarcopenia using integrative analysis methods, including multi-omics Mendelian Randomization (MR) and single-cell RNA sequencing (scRNA-seq). Methods An integrative analysis using transcriptome, proteome wide MR, Summary-based MR (SMR), and colocalization analysis was performed. Data from large-scale genome-wide association studies (GWAS) of plasma transcriptome, proteome were analyzed. The expression data for these candidate targets across different tissues and cell types to further explore how they might contribute to the development of osteosarcopenia. Results The MR analysis identified 331 genes, 20 and 24 proteins in the eQTLgen, deCODE, and Fenland datasets that were causally associated with osteosarcopenia traits. Twelve causal targets were validated in at least two datasets, and the causal direction was generally consistent. Among these, MGP, CTSS, and SNUPN were recognized as protective factors, while MMP16, ART4, and PSMD9 were associated with an increased risk of osteosarcopenia. Validation was further supported by SMR and colocalization analyses. The tissue and single-cell expression of these candidate targets suggested that MGP and CTSS may directly influence the musculoskeletal system, while the others might not. Conclusions Our findings suggest that ART4, MMP16, and PSMD9 may be risk factors for osteosarcopenia, whereas MGP, SNUPN, and CTSS show protective potential. Further investigations are needed to validate these targets and investigate their roles in specific tissues and cellular contexts, advancing osteosarcopenia management strategies.
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