Glycolysis/gluconeogenesis- and tricarboxylic acid cycle–related metabolites, Mediterranean diet, and type 2 diabetes Academic Article uri icon


  • ABSTRACT Background 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. Objectives 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. Methods 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. Results 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. Conclusions 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 as ISRCTN35739639.


  • Guasch-Ferré, Marta
  • Santos, José L
  • Martinez-Gonzalez, Miguel A
  • Clish, Clary B
  • Razquin, Cristina
  • Wang, Dong
  • Liang, Liming
  • Li, Jun
  • Dennis, Courtney
  • Corella, Dolores
  • Muñoz-Bravo, Carlos
  • Romaguera, Dora
  • Estruch, Ramón
  • Santos-Lozano, José Manuel
  • Castañer, Olga
  • Alonso-Gómez, Angel
  • Serra-Majem, Luis
  • Ros, Emilio
  • Canudas, Sílvia
  • Asensio, Eva M
  • Fitó, Montserrat
  • Pierce, Kerry
  • Martínez, J Alfredo
  • Salas-Salvadó, Jordi
  • Toledo, Estefanía
  • Hu, Frank B
  • Ruiz-Canela, Miguel

publication date

  • 2020