Serum metabolomic signatures of plant-based diets and incident chronic kidney disease

被引:20
|
作者
Kim, Hyunju [1 ,2 ]
Yu, Bing [3 ]
Li, Xin [2 ]
Wong, Kari E. [4 ]
Boerwinkle, Eric [3 ]
Seidelmann, Sara B. [5 ]
Levey, Andrew S. [6 ]
Rhee, Eugene P. [7 ,8 ]
Coresh, Josef [1 ,2 ,9 ]
Rebholz, Casey M. [1 ,2 ,9 ]
机构
[1] Johns Hopkins Bloomberg Sch Publ Hlth, Dept Epidemiol, Baltimore, MD 21205 USA
[2] Johns Hopkins Univ, Welch Ctr Prevent Epidemiol & Clin Res, Baltimore, MD 21218 USA
[3] Univ Texas Hlth Sci Ctr Houston, Sch Publ Hlth, Dept Epidemiol Human Genet & Environm Sci, Houston, TX 77030 USA
[4] Metabolon, Res Triangle Pk, NC USA
[5] Columbia Univ, Coll Phys & Surg, New York, NY USA
[6] Tufts Med Ctr, Div Nephrol, Boston, MA 02111 USA
[7] Massachusetts Gen Hosp, Nephrol Div, Boston, MA 02114 USA
[8] Massachusetts Gen Hosp, Endocrine Unit, Boston, MA 02114 USA
[9] Johns Hopkins Sch Med, Dept Med, Baltimore, MD 21205 USA
来源
AMERICAN JOURNAL OF CLINICAL NUTRITION | 2022年 / 116卷 / 01期
关键词
plant-based diets; metabolomics; chronic kidney disease; biomarkers; US adults; ATHEROSCLEROSIS RISK; AFRICAN-AMERICANS; CKD; IDENTIFICATION; MORTALITY; DESIGN; GAMMA; 1,5-ANHYDROGLUCITOL; INFLAMMATION; CREATININE;
D O I
10.1093/ajcn/nqac054
中图分类号
R15 [营养卫生、食品卫生]; TS201 [基础科学];
学科分类号
100403 ;
摘要
Background Greater adherence to plant-based diets is associated with a lower risk of incident chronic kidney disease (CKD). Metabolomics can help identify blood biomarkers of plant-based diets and enhance understanding of underlying mechanisms. Objectives Using untargeted metabolomics, we aimed to identify metabolites associated with 4 plant-based diet indices (PDIs) (overall PDI, provegetarian diet, healthful PDI, and unhealthful PDI) and incident CKD in 2 subgroups within the Atherosclerosis Risk in Communities study. Methods We calculated 4 PDIs based on participants' responses on an FFQ. We used multivariable linear regression to examine the association between 4 PDIs and 374 individual metabolites, adjusting for confounders. We used Cox proportional hazards regression to evaluate associations between PDI-related metabolites and incident CKD. Estimates were meta-analyzed across 2 subgroups (n(1) = 1762; n(2) = 1960). We calculated C-statistics to assess whether metabolites improved the prediction of those in the highest quintile compared to the lower 4 quintiles of PDIs, and whether PDI- and CKD-related metabolites predicted incident CKD beyond the CKD prediction model. Results We identified 82 significant PDI-metabolite associations (overall PDI = 27; provegetarian = 17; healthful PDI = 20; unhealthful PDI = 18); 11 metabolites overlapped across the overall PDI, provegetarian diet, and healthful PDI. The addition of metabolites improved prediction of those in the highest quintile as opposed to the lower 4 quintiles of PDIs compared with participant characteristics alone (range of differences in C-statistics = 0.026-0.104; P value <= 0.001 for all tests). Six PDI-related metabolites (glycerate, 1,5-anhydroglucitol, gamma-glutamylalanine, gamma-glutamylglutamate, gamma-glutamylleucine, gamma-glutamylvaline), involved in glycolysis, gluconeogenesis, pyruvate metabolism, and gamma-glutamyl peptide metabolism, were significantly associated with incident CKD and improved prediction of incident CKD beyond the CKD prediction model (difference in C-statistics for 6 metabolites = 0.005; P value = 0.006). Conclusions In a community-based study of US adults, we identified metabolites that were related to plant-based diets and predicted incident CKD. These metabolites highlight pathways through which plant-based diets are associated with incident CKD.
引用
收藏
页码:151 / 164
页数:14
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