The Zena and Michael A. Wiener Cardiovascular Institute, Icahn School of Medicine at Mount Sinai, One Gustave L. Levy Place, Box 1030, New York, NY 10029, USA.
Department of Genetics & Genomic Sciences, Institute of Genomics and Multiscale Biology, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
Cardiovasc Res. 2020 Jan 1;116(1):63-77. doi: 10.1093/cvr/cvz219.
Fibromuscular dysplasia (FMD) is a poorly understood disease that predominantly affects women during middle-life, with features that include stenosis, aneurysm, and dissection of medium-large arteries. Recently, plasma proteomics has emerged as an important means to understand cardiovascular diseases. Our objectives were: (i) to characterize plasma proteins and determine if any exhibit differential abundance in FMD subjects vs. matched healthy controls and (ii) to leverage these protein data to conduct systems analyses to provide biologic insights on FMD, and explore if this could be developed into a blood-based FMD test.
Females with 'multifocal' FMD and matched healthy controls underwent clinical phenotyping, dermal biopsy, and blood draw. Using dual-capture proximity extension assay and nuclear magnetic resonance-spectroscopy, we evaluated plasma levels of 981 proteins and 31 lipid sub-classes, respectively. In a discovery cohort (Ncases = 90, Ncontrols = 100), we identified 105 proteins and 16 lipid sub-classes (predominantly triglycerides and fatty acids) with differential plasma abundance in FMD cases vs. controls. In an independent cohort (Ncases = 23, Ncontrols = 28), we successfully validated 37 plasma proteins and 10 lipid sub-classes with differential abundance. Among these, 5/37 proteins exhibited genetic control and Bayesian analyses identified 3 of these as potential upstream drivers of FMD. In a 3rd cohort (Ncases = 506, Ncontrols = 876) the genetic locus of one of these upstream disease drivers, CD2-associated protein (CD2AP), was independently validated as being associated with risk of having FMD (odds ratios = 1.36; P = 0.0003). Immune-fluorescence staining identified that CD2AP is expressed by the endothelium of medium-large arteries. Finally, machine learning trained on the discovery cohort was used to develop a test for FMD. When independently applied to the validation cohort, the test showed a c-statistic of 0.73 and sensitivity of 78.3%.
FMD exhibits a plasma proteogenomic and lipid signature that includes potential causative disease drivers, and which holds promise for developing a blood-based test for this disease.
纤维肌性发育不良(FMD)是一种尚未被充分了解的疾病,主要影响中年女性,其特征包括狭窄、动脉瘤和大中动脉夹层。最近,血浆蛋白质组学已成为理解心血管疾病的重要手段。我们的目标是:(i)描述血浆蛋白,并确定是否存在 FMD 患者与匹配健康对照组之间存在差异丰度的蛋白;(ii)利用这些蛋白质数据进行系统分析,提供对 FMD 的生物学见解,并探索是否可以将其开发成基于血液的 FMD 测试。
患有“多灶性”FMD 的女性和匹配的健康对照组接受了临床表型、皮肤活检和血液采集。使用双捕获邻近延伸测定法和核磁共振谱法,我们分别评估了 981 种蛋白和 31 种脂质亚类的血浆水平。在发现队列(Ncases=90,Ncontrols=100)中,我们鉴定出 105 种蛋白和 16 种脂质亚类(主要为甘油三酯和脂肪酸)在 FMD 病例与对照组之间的血浆丰度存在差异。在独立的队列(Ncases=23,Ncontrols=28)中,我们成功验证了 37 种具有差异丰度的血浆蛋白和 10 种脂质亚类。其中,5/37 种蛋白具有遗传控制,贝叶斯分析鉴定出其中 3 种可能是 FMD 的潜在上游驱动因素。在第 3 个队列(Ncases=506,Ncontrols=876)中,其中一个上游疾病驱动基因的遗传位点 CD2 相关蛋白(CD2AP)被独立验证为与 FMD 风险相关(比值比=1.36;P=0.0003)。免疫荧光染色显示 CD2AP 由大中动脉的内皮细胞表达。最后,在发现队列中训练的机器学习用于开发 FMD 测试。当将该测试独立应用于验证队列时,该测试的 C 统计量为 0.73,灵敏度为 78.3%。
FMD 表现出一种血浆蛋白质组学和脂质特征,其中包括潜在的致病驱动因素,这为开发基于血液的 FMD 测试提供了希望。