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Metabolomics analysis of type 2 diabetes remission identifies 12 metabolites with predictive capacity: a CORDIOPREV clinical trial study.

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Date

2022-09-12

Authors

Mora-Ortiz, Marina
Alcala-Diaz, Juan F
Rangel-Zuñiga, Oriol Alberto
Arenas-de Larriva, Antonio Pablo
Abollo-Jimenez, Fernando
Luque-Cordoba, Diego
Priego-Capote, Feliciano
Malagon, Maria M
Delgado-Lista, Javier
Ordovas, Jose M

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BioMed Central
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Abstract

Type 2 diabetes mellitus (T2DM) is one of the most widely spread diseases, affecting around 90% of the patients with diabetes. Metabolomics has proven useful in diabetes research discovering new biomarkers to assist in therapeutical studies and elucidating pathways of interest. However, this technique has not yet been applied to a cohort of patients that have remitted from T2DM. All patients with a newly diagnosed T2DM at baseline (n = 190) were included. An untargeted metabolomics approach was employed to identify metabolic differences between individuals who remitted (RE), and those who did not (non-RE) from T2DM, during a 5-year study of dietary intervention. The biostatistical pipeline consisted of an orthogonal projection on the latent structure discriminant analysis (O-PLS DA), a generalized linear model (GLM), a receiver operating characteristic (ROC), a DeLong test, a Cox regression, and pathway analyses. The model identified a significant increase in 12 metabolites in the non-RE group compared to the RE group. Cox proportional hazard models, calculated using these 12 metabolites, showed that patients in the high-score tercile had significantly (p-value  Our study identified 12 endogenous metabolites with the potential to predict T2DM remission following a dietary intervention. These metabolites, combined with clinical variables, can be used to provide, in clinical practice, a more precise therapy.

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MeSH Terms

Humans
Biomarkers
Diabetes mellitus, type 2
Discriminant analysis
Metabolomics
ROC Curve

DeCS Terms

Análisis discriminante
Biomarcadores
Curva ROC
Diabetes mellitus tipo 2
Metabolómica

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Keywords

Diabetes, Insulin resistance, Metabolomics, Prospective human study

Citation

Mora-Ortiz M, Alcala-Diaz JF, Rangel-Zuñiga OA, Arenas-de Larriva AP, Abollo-Jimenez F, Luque-Cordoba D, et al. Metabolomics analysis of type 2 diabetes remission identifies 12 metabolites with predictive capacity: a CORDIOPREV clinical trial study. BMC Med. 2022 Oct 27;20(1):373