Department of Nutrition, Harvard TH Chan School of Public Health, Boston, MA, USA.
Human Nutrition Unit, Faculty of Medicine and Health Sciences, Pere Virgili Health Research Institute, Rovira i Virgili University, Reus, Spain.
Am J Clin Nutr. 2020 Apr 1;111(4):835-844. doi: 10.1093/ajcn/nqaa016.
Glycolysis/gluconeogenesis and tricarboxylic acid (TCA) cycle metabolites have been associated with type 2 diabetes (T2D). However, the associations of these metabolites with T2D incidence and the potential effect of dietary interventions remain unclear.
We aimed to evaluate the association of baseline and 1-y changes in glycolysis/gluconeogenesis and TCA cycle metabolites with insulin resistance and T2D incidence, and the potential modifying effect of Mediterranean diet (MedDiet) interventions.
We included 251 incident T2D cases and 638 noncases in a nested case-cohort study within the PREDIMED Study during median follow-up of 3.8 y. Participants were allocated to MedDiet + extra-virgin olive oil, MedDiet + nuts, or control diet. Plasma metabolites were measured using a targeted approach by LC-tandem MS. We tested the associations of baseline and 1-y changes in glycolysis/gluconeogenesis and TCA cycle metabolites with subsequent T2D risk using weighted Cox regression models and adjusting for potential confounders. We designed a weighted score combining all these metabolites and applying the leave-one-out cross-validation approach.
Baseline circulating concentrations of hexose monophosphate, pyruvate, lactate, alanine, glycerol-3 phosphate, and isocitrate were significantly associated with higher T2D risk (17-44% higher risk for each 1-SD increment). The weighted score including all metabolites was associated with a 30% (95% CI: 1.12, 1.51) higher relative risk of T2D for each 1-SD increment. Baseline lactate and alanine were associated with baseline and 1-y changes of homeostasis model assessment of insulin resistance. One-year increases in most metabolites and in the weighted score were associated with higher relative risk of T2D after 1 y of follow-up. Lower risks were observed in the MedDiet groups than in the control group although no significant interactions were found after adjusting for multiple comparisons.
We identified a panel of glycolysis/gluconeogenesis-related metabolites that was significantly associated with T2D risk in a Mediterranean population at high cardiovascular disease risk. A MedDiet could counteract the detrimental effects of these metabolites.This trial was registered at controlled-trials.com as ISRCTN35739639.
糖酵解/糖异生和三羧酸 (TCA) 循环代谢物与 2 型糖尿病 (T2D) 有关。然而,这些代谢物与 T2D 发病率的关联以及饮食干预的潜在影响仍不清楚。
我们旨在评估基线和 1 年糖酵解/糖异生和 TCA 循环代谢物变化与胰岛素抵抗和 T2D 发病率的关系,以及地中海饮食 (MedDiet) 干预的潜在调节作用。
我们在 PREDIMED 研究中进行了嵌套病例对照研究,纳入了 251 例新诊断的 T2D 病例和 638 例非病例,中位随访时间为 3.8 年。参与者被分配到 MedDiet+特级初榨橄榄油、MedDiet+坚果或对照饮食。使用 LC-串联 MS 进行靶向方法测量血浆代谢物。我们使用加权 Cox 回归模型和调整潜在混杂因素,测试基线和 1 年糖酵解/糖异生和 TCA 循环代谢物变化与随后的 T2D 风险之间的关系。我们设计了一个加权评分,结合所有这些代谢物,并应用留一法交叉验证方法。
基线循环单磷酸己糖、丙酮酸、乳酸、丙氨酸、甘油-3 磷酸和异柠檬酸浓度与更高的 T2D 风险显著相关(每增加 1-SD 增加 17-44%的风险)。包括所有代谢物的加权评分与每增加 1-SD,T2D 的相对风险增加 30%(95%CI:1.12,1.51)相关。基线乳酸和丙氨酸与基线和 1 年的稳态模型评估胰岛素抵抗有关。在 1 年的随访中,大多数代谢物和加权评分的增加与更高的 T2D 相对风险相关。与对照组相比,在 MedDiet 组中观察到较低的风险,尽管在进行多次比较调整后未发现显著的交互作用。
我们在心血管疾病风险较高的地中海人群中发现了一组与 T2D 风险显著相关的糖酵解/糖异生相关代谢物。MedDiet 可能会抵消这些代谢物的有害影响。这项试验在 controlled-trials.com 上注册为 ISRCTN35739639。