Genetic insights into lipid traits and atherosclerosis risk: a Mendelian randomization and polygenic risk score analysis

孟德尔随机化 医学 脂质代谢 优势比 内科学 血脂谱 多基因风险评分 生物信息学 胆固醇 内分泌学 遗传学 生物 单核苷酸多态性 基因 遗传变异 基因型
作者
Hongliang Zhang,Xiaoyu Long,Guannan Niu,Wence Shi,Zhenyan Zhao,Dejing Feng,Hui Sun,Yongjian Wu
出处
期刊:International Journal of Surgery [Wolters Kluwer]
卷期号:111 (10): 6802-6815
标识
DOI:10.1097/js9.0000000000002869
摘要

Background: Atherosclerosis (AS) is a leading cause of cardiovascular diseases, with lipid metabolism disorders playing a key role in its development. This study used Mendelian randomization (MR) analysis to examine the causal links between four lipid traits [high-density lipoprotein (HDL), low-density lipoprotein (LDL), triglycerides (TG), and total cholesterol (TC)] and AS risk, and also investigated the polygenic risk score (PRS) and potential molecular mechanisms. Methods: Genome-Wide Association Study GWAS summary data for lipid traits from the Integrative Epidemiology Unit IEU and Finngen databases were used for MR analysis to assess the causal link between lipid traits and AS risk. The odds ratios (ORs) and 95% confidence intervals (CIs) were calculated. Single-cell RNA sequencing (scRNA-seq) and bulk RNA sequencing (bulk RNA-seq) data were used to evaluate the PRS of AS. Drug enrichment analysis and molecular docking were performed to identify potential drug targets. Results: Higher HDL levels were associated with a decreased risk of AS (OR = 0.8038, P = 0.000014), while higher LDL, TC, and TG levels were linked to increased AS risk (OR = 1.0147, P = 9.95 × 10 −13 ; OR = 1.0163, P = 8.98 × 10 −16 ; OR = 1.0087, P = 4.32 × 10 −4 ). Drug enrichment analysis highlighted potential drug targets, including HMGCR binding with STIGMASTEROL and Benzofurans. PRS analysis revealed that multiple lipid metabolism-related genes influence AS susceptibility. Conclusion: The study demonstrated a clear causal relationship between lipid traits and AS risk. Higher HDL levels were associated with a reduced risk, while higher LDL, TC, and TG levels increase AS risk. The role of lipid metabolism genes in AS pathogenesis was underscored by PRS analysis.
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