Department of Epidemiology and Population Health, Albert Einstein College of Medicine, Bronx, NY.
Department of Nutrition and Food Hygiene, School of Public Health, Soochow University, Suzhou, China.
Diabetes. 2022 Jun 1;71(6):1338-1349. doi: 10.2337/db21-1056.
Metabolomic signatures of incident diabetes remain largely unclear for the U.S. Hispanic/Latino population, a group with high diabetes burden. We evaluated the associations of 624 known serum metabolites (measured by a global, untargeted approach) with incident diabetes in a subsample (n = 2,010) of the Hispanic Community Health Study/Study of Latinos without diabetes and cardiovascular disease at baseline (2008-2011). Based on the significant metabolites associated with incident diabetes, metabolite modules were detected using topological network analysis, and their associations with incident diabetes and longitudinal changes in cardiometabolic traits were further examined. There were 224 incident cases of diabetes after an average 6 years of follow-up. After adjustment for sociodemographic, behavioral, and clinical factors, 134 metabolites were associated with incident diabetes (false discovery rate-adjusted P < 0.05). We identified 10 metabolite modules, including modules comprising previously reported diabetes-related metabolites (e.g., sphingolipids, phospholipids, branched-chain and aromatic amino acids, glycine), and 2 reflecting potentially novel metabolite groups (e.g., threonate, N-methylproline, oxalate, and tartarate in a plant food metabolite module and androstenediol sulfates in an androgenic steroid metabolite module). The plant food metabolite module and its components were associated with higher diet quality (especially higher intakes of healthy plant-based foods), lower risk of diabetes, and favorable longitudinal changes in HOMA for insulin resistance. The androgenic steroid module and its component metabolites decreased with increasing age and were associated with a higher risk of diabetes and greater increases in 2-h glucose over time. We replicated the associations of both modules with incident diabetes in a U.S. cohort of non-Hispanic Black and White adults (n = 1,754). Among U.S. Hispanic/Latino adults, we identified metabolites across various biological pathways, including those reflecting androgenic steroids and plant-derived foods, associated with incident diabetes and changes in glycemic traits, highlighting the importance of hormones and dietary intake in the pathogenesis of diabetes.
美国西班牙裔/拉丁裔人群的糖尿病发病代谢特征仍不清楚,该人群的糖尿病负担很高。我们在基线时(2008-2011 年)无糖尿病和心血管疾病的西班牙裔社区健康研究/拉丁裔研究的一个亚组(n=2010)中评估了 624 种已知血清代谢物(通过全局非靶向方法测量)与糖尿病发病的相关性。基于与糖尿病发病相关的显著代谢物,使用拓扑网络分析检测代谢物模块,并进一步研究其与糖尿病发病和心血管代谢特征的纵向变化的相关性。在平均 6 年的随访后,有 224 例糖尿病发病。在调整社会人口统计学、行为和临床因素后,有 134 种代谢物与糖尿病发病相关(错误发现率调整 P < 0.05)。我们确定了 10 个代谢物模块,包括包含先前报道的与糖尿病相关的代谢物的模块(例如鞘脂类、磷脂类、支链和芳香族氨基酸、甘氨酸),以及 2 个反映潜在新的代谢物组的模块(例如植物源性食物代谢物模块中的 threonate、N-methylproline、草酸盐和酒石酸盐和雄激素类固醇代谢物模块中的 androstenediol 硫酸盐)。植物源性食物代谢物模块及其成分与更高的饮食质量(特别是健康植物性食物的摄入量更高)、较低的糖尿病风险以及胰岛素抵抗的 HOMA 的有利纵向变化相关。雄激素类固醇模块及其成分代谢物随着年龄的增加而减少,与糖尿病风险增加和 2 小时葡萄糖随时间增加有关。我们在美国非西班牙裔黑人和白人成年人(n=1754)的队列中复制了这两个模块与糖尿病发病的相关性。在美国西班牙裔/拉丁裔成年人中,我们确定了与糖尿病发病和血糖特征变化相关的各种生物途径的代谢物,包括反映雄激素类固醇和植物源性食物的代谢物,突出了激素和饮食摄入在糖尿病发病机制中的重要性。