Integrative omics analysis incorporating cardiovascular magnetic resonance imaging pinpoints potentially druggable plasma proteins for cardiovascular diseases

可药性 孟德尔随机化 计算生物学 生命银行 生物信息学 医学 疾病 全基因组关联研究 组学 代谢组学 遗传关联 观察研究 蛋白质-蛋白质相互作用 药物基因组学 共域化 生物 蛋白质组学 动脉粥样硬化性心血管疾病 药物靶点 生物标志物 药物发现
作者
Weiming Gong,Ping Guo,Lu Liu,X. Sun,Shukang Wang,Fuzhong Xue,Lujia Shen,Zhongshang Yuan
出处
期刊: [Oxford University Press]
标识
DOI:10.1093/lifemeta/loag001
摘要

Abstract Despite advances in traditional risk factors for cardiovascular diseases (CVDs), significant residual risk of CVDs remains incompletely captured. Integrative analysis incorporating cardiovascular magnetic resonance imaging (CMR) could facilitate to discover novel therapeutic targets. This study aims to identify potentially druggable plasma proteins for CVDs by incorporating CMR traits with integrative omics analysis. By integrating protein quantitative trait loci (pQTL) datasets of plasma proteins from Atherosclerosis Risk in Communities (ARIC) study with genome-wide association studies of 19 CVDs and 82 CMR traits, we sequentially used proteome-wide association study (PWAS), Mendelian randomization (MR), and colocalization analysis to identify putatively causal proteins. Replication MR was conducted using deCODE pQTL data, followed by observational association analysis using UK Biobank individual-level data, and multidimensional downstream analyses, as well as Phenome-wide MR. In total, we identified 342 protein-CVD pairs and 115 protein-CMR pairs through PWAS. MR and colocalization analyses revealed 66 protein-CVD and 39 protein-CMR pairs with potential causal relationships, of which 51 protein-CVD and 33 protein-CMR pairs were replicated. Additionally, 26 protein-CVD and 6 protein-CMR pairs showed significantly observational associations. Multidimensional downstream analysis highlighted potential biological pathways and druggability insights. Notably, AGER, CCN3, FER, and SPON1 were identified as proteins associated with both CVDs and CMR traits. Phenome-wide MR (Phe-MR) analysis suggests potential beneficial effects of these proteins on other diseases. Our findings highlight potentially druggable plasma proteins for CVDs by incorporating CMR traits, providing novel insights into CVD pathogenesis and therapeutic drug development.
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