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Circulating metabolites, genetics and lifestyle factors in relation to future risk of type 2 diabetes.


ABSTRACT: The human metabolome reflects complex metabolic states affected by genetic and environmental factors. However, metabolites associated with type 2 diabetes (T2D) risk and their determinants remain insufficiently characterized. Here we integrated blood metabolomic, genomic and lifestyle data from up to 23,634 initially T2D-free participants from ten cohorts. Of 469 metabolites examined, 235 were associated with incident T2D during up to 26 years of follow-up, including 67 associations not previously reported across bile acid, lipid, carnitine, urea cycle and arginine/proline, glycine and histidine pathways. Further genetic analyses linked these metabolites to signaling pathways and clinical traits central to T2D pathophysiology, including insulin resistance, glucose/insulin response, ectopic fat deposition, energy/lipid regulation and liver function. Lifestyle factors-particularly physical activity, obesity and diet-explained greater variations in T2D-associated versus non-associated metabolites, with specific metabolites revealed as potential mediators. Finally, a 44-metabolite signature improved T2D risk prediction beyond conventional factors. These findings provide a foundation for understanding T2D mechanisms and may inform precision prevention targeting specific metabolic pathways.

SUBMITTER: Li J 

PROVIDER: S-EPMC12920144 | biostudies-literature | 2026 Feb

REPOSITORIES: biostudies-literature

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Circulating metabolites, genetics and lifestyle factors in relation to future risk of type 2 diabetes.

Li Jun J   Hu Jie J   Yun Huan H   Mei Zhendong Z   Wang Xingyan X   Luo Kai K   Guasch-Ferré Marta M   Han Xikun X   Truong Buu B   Merino Jordi J   Jia Chengyong C   Ruiz-Canela Miguel M   Rebholz Casey M CM   Moon Eun Hye EH   Alkis Taryn T   Liu Guning G   Yao Jie J   Zhang Xiyuan X   Porneala Bianca C BC   Salas-Salvadó Jordi J   Wang Thomas J TJ   Dupuis Josée J   Selvin Elizabeth E   Guo Xiuqing X   Bhupathiraju Shilpa N SN   Brody Jennifer A JA   Liu Yongmei Y   Wood Alexis C AC   North Kari E KE   Jung Su Yon SY   Liu Ching-Ti CT   Sotoodehnia Nona N   Liu Simin S   Tinker Lesley F LF   Eliassen A Heather AH   Manson JoAnn E JE   Florez Jose C JC   Gerszten Robert E RE   Clish Clary B CB   Liang Liming L   Lemaitre Rozenn N RN   Tucker Katherine L KL   Rich Stephen S SS   Rotter Jerome I JI   Martínez-González Miguel Angel MA   Rexrode Kathryn M KM   Meigs James B JB   Boerwinkle Eric E   Kaplan Robert C RC   Hu Frank B FB   Yu Bing B   Qi Qibin Q  

Nature medicine 20260114 2


The human metabolome reflects complex metabolic states affected by genetic and environmental factors. However, metabolites associated with type 2 diabetes (T2D) risk and their determinants remain insufficiently characterized. Here we integrated blood metabolomic, genomic and lifestyle data from up to 23,634 initially T2D-free participants from ten cohorts. Of 469 metabolites examined, 235 were associated with incident T2D during up to 26 years of follow-up, including 67 associations not previous  ...[more]

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