Hu Xinyue, Chen Guanglei, Yang Xiaofang, Cui Jin, Zhang Ning
College of Acumox and Tuina, Guizhou University of Traditional Chinese Medicine, Guiyang, China.
School of Basic Medicine, Guizhou University of Traditional Chinese Medicine, Guiyang, China.
Atheroscler Plus. 2024 Nov 23;58:59-74. doi: 10.1016/j.athplu.2024.11.002. eCollection 2024 Dec.
Coronary atherosclerosis (CAS) is a complex chronic inflammatory disease with significant genetic and environmental contributions. While genome-wide association studies (GWAS) have pinpointed many risk loci, over 75 % are in non-coding regions, complicating functional analysis and understanding gene-disease mechanisms.
We conducted a cross-tissue transcriptome-wide association study (TWAS) using data from the GWAS Catalog (16,041 cases, 440,307 controls) and the Genotype-Tissue Expression (GTEx) v8 eQTL dataset. Initially, we used the Unified Test for Molecular Signatures (UTMOST) for analysis, followed by validation with Functional Summary-based Imputation (FUSION) and conditional and joint (COJO) analyses. Candidate genes were further refined using Multi-marker Analysis of Genomic Annotation (MAGMA). Causal relationships were assessed through Summary Data-Based Mendelian Randomization (SMR), colocalization analysis (COLOC), and Mendelian Randomization (MR). GeneMANIA was used to identify interacting genes, and Phenome-Wide Association Study (PheWAS) was employed to enhance the results.
UTMOST identified 33 susceptibility genes for CAS. Out of these, 17 met stringent criteria in both UTMOST and FUSION analyses. Combining results from UTMOST, FUSION, and MAGMA, we identified four critical candidate genes. WDPCP was the only gene to pass SMR, COLOC, and MR analyses, confirming its causal role in CAS. GeneMANIA revealed additional interacting genes, and PheWAS validated WDPCP's role as a susceptibility gene.
WDPCP is a potential novel susceptibility gene for CAS, influencing endothelial function, lipid metabolism, and coronary artery development. This study extends GWAS findings, highlighting WDPCP's potential as a therapeutic target and its consistent expression across different tissues. Further validation studies are warranted.
冠状动脉粥样硬化(CAS)是一种复杂的慢性炎症性疾病,受遗传和环境因素影响显著。虽然全基因组关联研究(GWAS)已确定了许多风险位点,但超过75%位于非编码区,这使得功能分析以及对基因-疾病机制的理解变得复杂。
我们利用GWAS目录(16041例病例,440307例对照)和基因型-组织表达(GTEx)v8 eQTL数据集进行了跨组织转录组全关联研究(TWAS)。最初,我们使用分子特征统一检验(UTMOST)进行分析,随后通过基于功能汇总的插补(FUSION)以及条件和联合(COJO)分析进行验证。候选基因使用基因组注释多标记分析(MAGMA)进一步优化。通过基于汇总数据的孟德尔随机化(SMR)、共定位分析(COLOC)和孟德尔随机化(MR)评估因果关系。使用GeneMANIA识别相互作用基因,并采用全表型关联研究(PheWAS)来强化结果。
UTMOST确定了33个CAS易感基因。其中,17个在UTMOST和FUSION分析中均符合严格标准。综合UTMOST、FUSION和MAGMA的结果,我们确定了四个关键候选基因。WDPCP是唯一通过SMR、COLOC和MR分析的基因,证实了其在CAS中的因果作用。GeneMANIA揭示了其他相互作用基因,PheWAS验证了WDPCP作为易感基因的作用。
WDPCP是CAS潜在的新型易感基因,影响内皮功能、脂质代谢和冠状动脉发育。本研究扩展了GWAS的发现,突出了WDPCP作为治疗靶点的潜力及其在不同组织中的一致表达。有必要进行进一步的验证研究。