Identifying causal brain structures, genes and proteins for osteoarthritis: A large-scale genetic correlation study based on brain imaging-derived phenotypes, transcriptomes, and proteomes

Chao Wang, Zhi Liu, Yong Zhu, Zhe Ruan, Haitao Long, Zhangyuan Lin, Ruibo Zhao, Wenfeng Xiao, Yusheng Li, Shushan Zhao
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Abstract

Background Recent epidemiological studies have linked the central nervous system (CNS) to osteoarthritis (OA), suggesting that targeting the CNS could offer new therapeutic strategies. This study aimed to validate the correlation between brain structures and OA risk, and to identify key causal genes by integrating brain transcriptomic and proteomic data with OA genome-wide association studies (GWAS). Methods We analyzed OA summary statistics from 826,690 participants. Using linkage disequilibrium score regression (LDSC) and Mendelian randomization (MR), we explored the genetic relationships between brain structures and OA. A transcriptome-wide association study (TWAS) was conducted with 5,138 brain transcriptomes. Additionally, a proteome-wide association study (PWAS) combined GWAS data with 152 human brain proteomes. Single-cell RNA-Seq eQTL data helped identify causal genes in brain cells linked to OA. Results LDSC and MR indicated brain structures, such as the putamen and amygdala, are strongly associated with OA. Seven genes were linked to knee OA and four to hip OA (FDR < 0.05). Proteins associated with knee, hip, and thumb OA were also identified. scRNA analysis revealed CPNE1 in excitatory neurons and EMILIN2 in oligodendrocyte progenitor cells as causally linked to knee OA. Conclusions This study enhances our understanding of the brain-joint axis in OA genetics, potentially informing new treatment strategies and therapeutic targets.
鉴定骨关节炎的因果脑结构、基因和蛋白质:基于脑成像衍生表型、转录组和蛋白质组的大规模遗传相关性研究
最近的流行病学研究将中枢神经系统(CNS)与骨关节炎(OA)联系起来,表明靶向中枢神经系统可能提供新的治疗策略。本研究旨在验证脑结构与OA风险之间的相关性,并通过将脑转录组学和蛋白质组学数据与OA全基因组关联研究(GWAS)相结合,确定关键的致病基因。方法对826,690名参与者的OA汇总统计数据进行分析。利用连锁不平衡评分回归(LDSC)和孟德尔随机化(MR),我们探讨了脑结构与OA之间的遗传关系。对5138个脑转录组进行了全转录组关联研究(TWAS)。此外,一项蛋白质组关联研究(PWAS)将GWAS数据与152个人脑蛋白质组相结合。单细胞RNA-Seq eQTL数据有助于识别与OA相关的脑细胞中的致病基因。结果LDSC和MR显示,脑结构,如壳核和杏仁核,与OA密切相关。7个基因与膝关节OA有关,4个与髋关节OA有关(FDR <;0.05)。与膝关节、髋关节和拇指OA相关的蛋白质也被确定。scRNA分析显示,兴奋性神经元中的CPNE1和少突胶质祖细胞中的EMILIN2与膝关节OA有因果关系。结论本研究增强了我们对OA遗传学中脑-关节轴的理解,可能为新的治疗策略和治疗靶点提供信息。
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