Department of Medicine, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, California, USA.
Department of Internal Medicine, Charles R. Drew University of Medicine and Science, Los Angeles, California, USA.
Metab Syndr Relat Disord. 2021 Feb;19(1):39-47. doi: 10.1089/met.2019.0121. Epub 2020 Sep 3.
The metabolic syndrome (MetS) is associated with elevated urinary albumin (UA) excretion and C-reactive protein (CRP). However, potential differences in CRP levels on the association between individual components of the MetS and microalbuminuria (MA; 30-300 μg/mL) and/or UA (0-300 μg/mL) by race/ethnicity is unknown. We analyzed National Health and Nutrition Examination Surveys (NHANES) data, (1999-2010) for adults (≥20 years of age) with the MetS ( = 5700). The Sobel-Goodman mediation test examined the influence of CRP on the association between individual MetS components and both MA and UA by race/ethnicity. We applied machine learning models to predict UA. CRP mediated the association between waist circumference (WC) and MA in Whites and Hispanics but not in Blacks. However, in general, the proportion of the total effect of MetS components on UA, mediated by CRP, was: 11% for high-density lipoprotein cholesterol (HDL-C) and 40% for WC ( < 0.001). In contrast to MA, the mediation effect of CRP for WC and UA was highest for Blacks (94%) compared with Whites (55%) or Hispanics (18%), < 0.05. The prediction of an elevated UA concentration was increased in Blacks (∼51%) with the MetS when CRP was added to the random forest model. CRP mediates the association between UA and both HDL-C and WC in Whites and Blacks and between UA and WC in Hispanics. Moreover, the machine learning approach suggests that the incorporation of CRP may improve model prediction of UA in Blacks. These findings may favor screening for CRP in persons with the MetS, particularly in Blacks.
代谢综合征(MetS)与尿白蛋白(UA)排泄和 C 反应蛋白(CRP)升高有关。然而,CRP 水平在种族/民族之间代谢综合征个体成分与微量白蛋白尿(MA;30-300μg/mL)和/或 UA(0-300μg/mL)之间的关联中的潜在差异尚不清楚。我们分析了国家健康和营养检查调查(NHANES)的数据(1999-2010 年),其中包括代谢综合征患者( = 5700 人)。Sobel-Goodman 中介检验检查了 CRP 对 CRP 对种族/民族之间代谢综合征各成分与 MA 和 UA 之间关联的影响。我们应用机器学习模型预测 UA。CRP 介导了腰围(WC)与白人和西班牙裔人群中 MA 的关联,但不能介导黑人群体中的 MA 关联。然而,一般来说,CRP 介导的代谢综合征各成分对 UA 的总效应比例为:高密度脂蛋白胆固醇(HDL-C)为 11%,WC 为 40%( < 0.001)。与 MA 不同,CRP 对 WC 和 UA 的中介效应在黑人群体中最高(94%),而在白人群体中(55%)或西班牙裔人群中(18%)最低, < 0.05。当 CRP 被添加到随机森林模型中时,黑人群体中 UA 浓度升高的预测值增加了(∼51%)。CRP 介导了白人和黑人群体中 UA 与 HDL-C 和 WC 之间的关联,以及西班牙裔人群中 UA 与 WC 之间的关联。此外,机器学习方法表明,CRP 的加入可能会提高黑人群体中 UA 的模型预测。这些发现可能有利于在代谢综合征患者中筛查 CRP,尤其是在黑人群体中。