ArticleDiabetes care2022
Mechanistic Insights Into the Heterogeneity of Glucose Response Classes in Youths With Obesity: A Latent Class Trajectory Approach.
Article in Diabetes care, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 10 papers.
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Who cites it
10 citing papers in PubMed, 11 citations in OpenAlex.
- Association of first-trimester inflammatory markers with gestational diabetes mellitus subtypes and patterns: a cohort study.Journal of endocrinological investigation · 2026Article
- Impact of Glycemic Trajectory and Variability on Ischemic Stroke Prognosis and Exploration of Its Mechanisms: A Comprehensive Review.Healthcare (Basel, Switzerland) · 2026Review
- Article
- Dynamic OGTT-derived C-peptide trajectories for metabolic heterogeneity and adverse pregnancy outcomes in gestational diabetes mellitus: a nested case‒control study.BMC medicine · 2025Article
- Rare variants in the melanocortin 4 receptor gene (MC4R) are associated with abdominal fat and insulin resistance in youth with obesity.International journal of obesity (2005) · 2025Article
- TSH Trajectories During Levothyroxine Treatment in the Brazilian Longitudinal Study of Adult Health (ELSA-Brasil) Cohort.The Journal of clinical endocrinology and metabolism · 2024Article
- Alterations in Adipose Tissue Distribution, Cell Morphology, and Function Mark Primary Insulin Hypersecretion in Youth With Obesity.Diabetes · 2024Article
- Incretin effect determines glucose trajectory and insulin sensitivity in youths with obesity.JCI insight · 2023Article
- The World Congress of Insulin Resistance, Diabetes and Cardiovascular Disease (WCIRDC).Journal of diabetes · 2023Article
- Relevance of the pyroptosis-related inflammasome drug targets in the Chuanxiong to improve diabetic nephropathy.Molecular medicine (Cambridge, Mass.) · 2022Article
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Authors and funding
8 authors at 5 institutions in 4 countries.
Funding
Abstract
objectiveIn a large, multiethnic cohort of youths with obesity, we analyzed pathophysiological and genetic mechanisms underlying variations in plasma glucose responses to a 180 min oral glucose tolerance test (OGTT). RESEARCH DESIGN AND
methodsLatent class trajectory analysis was used to identify various glucose response profiles to a nine-point OGTT in 2,378 participants in the Yale Pathogenesis of Youth-Onset T2D study, of whom 1,190 had available TCF7L2 genotyping and 358 had multiple OGTTs over a 5 year follow-up. Insulin sensitivity, clearance, and β-cell function were estimated by glucose, insulin, and C-peptide modeling.
resultsFour latent classes (1 to 4) were identified based on increasing areas under the curve for glucose. Participants in class 3 and 4 had the worst metabolic and genetic risk profiles, featuring impaired insulin sensitivity, clearance, and β-cell function. Model-predicted probability to be classified as class 1 and 4 increased across ages, while insulin sensitivity and clearance showed transient reductions and β-cell function progressively declined. Insulin sensitivity was the strongest determinant of class assignment at enrollment and of the longitudinal change from class 1 and 2 to higher classes. Transitions between classes 3 and 4 were explained only by changes in β-cell glucose sensitivity.
conclusionsWe identified four glucose response classes in youths with obesity with different genetic risk profiles and progressive impairment in insulin kinetics and action. Insulin sensitivity was the main determinant in the transition between lower and higher glucose classes across ages. In contrast, transitions between the two worst glucose classes were driven only by β-cell glucose sensitivity.
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