Department of Surgery, Perelman School of Medicine (P.S., S.M.D.), University of Pennsylvania, Philadelphia.
Veterans Affairs Palo Alto Healthcare System, CA (D.K., P.S.T.).
Arterioscler Thromb Vasc Biol. 2024 May;44(5):1114-1123. doi: 10.1161/ATVBAHA.124.320674. Epub 2024 Mar 28.
Hundreds of biomarkers for peripheral artery disease (PAD) have been reported in the literature; however, the observational nature of these studies limits causal inference due to the potential of reverse causality and residual confounding. We sought to evaluate the potential causal impact of putative PAD biomarkers identified in human observational studies through genetic causal inference methods.
Putative circulating PAD biomarkers were identified from human observational studies through a comprehensive literature search based on terms related to PAD using PubMed, Cochrane, and Embase. Genetic instruments were generated from publicly available genome-wide association studies of circulating biomarkers. Two-sample Mendelian randomization was used to test the association of genetically determined biomarker levels with PAD using summary statistics from a genome-wide association study of 31 307 individuals with and 211 753 individuals without PAD in the Veterans Affairs Million Veteran Program and replicated in data from FinnGen comprised of 11 924 individuals with and 288 638 individuals without PAD.
We identified 204 unique circulating biomarkers for PAD from the observational literature, of which 173 were genetically instrumented using genome-wide association study results. After accounting for multiple testing (false discovery rate, <0.05), 10 of 173 (5.8%) biomarkers had significant associations with PAD. These 10 biomarkers represented categories including plasma lipoprotein regulation, lipid homeostasis, and protein-lipid complex remodeling. Observational literature highlighted different pathways including inflammatory response, negative regulation of multicellular organismal processes, and regulation of response to external stimuli.
Integrating human observational studies and genetic causal inference highlights several key pathways in PAD pathophysiology. This work demonstrates that a substantial portion of biomarkers identified in observational studies are not well supported by human genetic evidence and emphasizes the importance of triangulating evidence to understand PAD pathophysiology. Although the identified biomarkers offer insights into atherosclerotic development in the lower limb, their specificity to PAD compared with more widespread atherosclerosis requires further study.
数百种外周动脉疾病(PAD)的生物标志物已在文献中报道;然而,由于潜在的反向因果关系和残余混杂,这些研究的观察性质限制了因果推断。我们试图通过遗传因果推断方法评估在人类观察性研究中确定的潜在 PAD 生物标志物的潜在因果影响。
通过基于与 PAD 相关的术语在 PubMed、Cochrane 和 Embase 上进行全面文献检索,从人类观察性研究中确定潜在的循环 PAD 生物标志物。遗传工具由循环生物标志物的公开可用全基因组关联研究产生。使用退伍军人百万老兵计划中 31307 名 PAD 患者和 211753 名无 PAD 患者的全基因组关联研究汇总统计数据,以及 FinnGen 中包含 11924 名 PAD 患者和 288638 名无 PAD 患者的数据进行两样本 Mendelian 随机化,以测试遗传确定的生物标志物水平与 PAD 的关联。
我们从观察性文献中确定了 204 种独特的 PAD 循环生物标志物,其中 173 种使用全基因组关联研究结果进行了遗传仪器化。在考虑了多次测试(错误发现率,<0.05)后,173 种生物标志物中有 10 种(5.8%)与 PAD 有显著关联。这 10 种生物标志物代表了包括血浆脂蛋白调节、脂质稳态和蛋白质-脂质复合物重塑等类别。观察性文献强调了包括炎症反应、多细胞生物过程的负调节以及对外界刺激的反应调节等不同途径。
将人类观察性研究和遗传因果推断相结合,突出了 PAD 病理生理学中的几个关键途径。这项工作表明,在观察性研究中确定的生物标志物中有很大一部分没有得到人类遗传证据的充分支持,强调了综合证据以了解 PAD 病理生理学的重要性。尽管确定的生物标志物提供了对下肢动脉粥样硬化发展的深入了解,但它们与更广泛的动脉粥样硬化相比对 PAD 的特异性需要进一步研究。