Publication: Untargeted Profiling of Concordant/Discordant Phenotypes of High Insulin Resistance and Obesity To Predict the Risk of Developing Diabetes.
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Date
2018-06-15
Authors
Marco-Ramell, Anna
Tulipani, Sara
Palau-Rodriguez, Magali
Gonzalez-Dominguez, Raul
Miñarro, Antonio
Jauregui, Olga
Sanchez-Pla, Alex
Macias-Gonzalez, Manuel
Cardona, Fernando
Tinahones, Francisco J
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Abstract
This study explores the metabolic profiles of concordant/discordant phenotypes of high insulin resistance (IR) and obesity. Through untargeted metabolomics (LC-ESI-QTOF-MS), we analyzed the fasting serum of subjects with high IR and/or obesity ( n = 64). An partial least-squares discriminant analysis with orthogonal signal correction followed by univariate statistics and enrichment analysis allowed exploration of these metabolic profiles. A multivariate regression method (LASSO) was used for variable selection and a predictive biomarker model to identify subjects with high IR regardless of obesity was built. Adrenic acid and a dyglyceride (DG) were shared by high IR and obesity. Uric and margaric acids, 14 DGs, ketocholesterol, and hydroxycorticosterone were unique to high IR, while arachidonic, hydroxyeicosatetraenoic (HETE), palmitoleic, triHETE, and glycocholic acids, HETE lactone, leukotriene B4, and two glutamyl-peptides to obesity. DGs and adrenic acid differed in concordant/discordant phenotypes, thereby revealing protective mechanisms against high IR also in obesity. A biomarker model formed by DGs, uric and adrenic acids presented a high predictive power to identify subjects with high IR [AUC 80.1% (68.9-91.4)]. These findings could become relevant for diabetes risk detection and unveil new potential targets in therapeutic treatments of IR, diabetes, and obesity. An independent validated cohort is needed to confirm these results.
Description
MeSH Terms
Biomarkers
Diabetes Mellitus, Type 2
Diglycerides
Fatty Acids, Unsaturated
Humans
Insulin Resistance
Metabolome
Obesity
Predictive Value of Tests
Risk
Uric Acid
Diabetes Mellitus, Type 2
Diglycerides
Fatty Acids, Unsaturated
Humans
Insulin Resistance
Metabolome
Obesity
Predictive Value of Tests
Risk
Uric Acid
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CIE Terms
Keywords
ROC curves, adrenic acid, diglycerides, insulin resistance, metabolic profiles, metabolomics, obesity, observational study, predictive model, uric acid