Longitudinal metabolic trajectories in Diabetes Prevention Program participants reveal subgroups with varying micro and macrovascular complication risks

<p dir="ltr"><b>Objective</b>: Type 2 diabetes (T2D) and its associated complications develop heterogeneously over decades, but few studies span the progression from prediabetes to clinical events. We investigated whether long-term metabolic trajectories beginning in prediabetes delineate subgroups with differential complication risk.</p><p><br></p><p dir="ltr"><b>Research Design and Methods</b>: Clinical data from 1,732 Diabetes Prevention Program/Outcomes Study participants (follow-up 19 years) were analyzed across 12 phenotypes. Tensor decomposition was used to capture longitudinal patterns, and Gaussian Mixture Modeling to define longitudinal clusters. Cluster-specific complications were quantified with Cox and logistic regression.</p><p><br></p><p dir="ltr"><b>Results</b>: Four clusters emerged. Clusters 1 and 2 (73% of participants) maintained stable glycemia, blood pressure, and lipids. Although 49% and 71% developed T2D, cumulative micro and macrovascular events remained low. Cluster 3 (12%) showed the steepest rise in insulin resistance and hyperglycemia, with 92% of participants progressing to T2D and markedly higher rate of retinopathy (odds ratio (OR) 8.8, 95% CI 3.9-20.1) and neuropathy (OR 3.4, 95% CI 2.1-5.5). Cluster 4 (15%) presented with baseline microalbuminuria often prior to the development of T2D (73%). It was distinguished by progressive eGFR decline and a doubling of cardiovascular events (hazard ratio 2.0, 95% CI 1.4-3.0) despite comparable serum lipids to other groups.</p><p><br></p><p dir="ltr"><b>Conclusions</b>: Two-thirds of individuals with prediabetes follow metabolically resilient trajectories, whereas distinct insulin-resistant or renal-dysfunction trajectories precede micro or macrovascular complications respectively. The optimal window for macrovascular complication prevention in individuals with prediabetic microalbuminuria may precede progression to T2D.</p>

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Publication Details

Published
2025-08-26
DOI
https://doi.org/10.2337/figshare.29647037.v1
Primary Topic
Hyperglycemia and glycemic control in critically ill and hospitalized patients
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article

Longitudinal metabolic trajectories in Diabetes Prevention Program participants reveal subgroups with varying micro and macrovascular complication risks

Sunder Mudaliar, Marinella Temprosa, Amit R. Majithia, Nathaniel Linden-Santangeli et al.
Hyperglycemia and glycemic control in critically ill and hospitalized patients
article

Longitudinal metabolic trajectories in Diabetes Prevention Program participants reveal subgroups with varying micro and macrovascular complication risks

Sunder Mudaliar, Marinella Temprosa, Amit R. Majithia, Nathaniel Linden-Santangeli, Padmini Rangamani, Christopher B. Toomey, Sharon L. Edelstein, Emily Kobayashi, Ravi Goyal, Nicholas B. Chan
article en

Abstract

<p dir="ltr"><b>Objective</b>: Type 2 diabetes (T2D) and its associated complications develop heterogeneously over decades, but few studies span the progression from prediabetes to clinical events. We investigated whether long-term metabolic trajectories beginning in prediabetes delineate subgroups with differential complication risk.</p><p><br></p><p dir="ltr"><b>Research Design and Methods</b>: Clinical data from 1,732 Diabetes Prevention Program/Outcomes Study participants (follow-up 19 years) were analyzed across 12 phenotypes. Tensor decomposition was used to capture longitudinal patterns, and Gaussian Mixture Modeling to define longitudinal clusters. Cluster-specific complications were quantified with Cox and logistic regression.</p><p><br></p><p dir="ltr"><b>Results</b>: Four clusters emerged. Clusters 1 and 2 (73% of participants) maintained stable glycemia, blood pressure, and lipids. Although 49% and 71% developed T2D, cumulative micro and macrovascular events remained low. Cluster 3 (12%) showed the steepest rise in insulin resistance and hyperglycemia, with 92% of participants progressing to T2D and markedly higher rate of retinopathy (odds ratio (OR) 8.8, 95% CI 3.9-20.1) and neuropathy (OR 3.4, 95% CI 2.1-5.5). Cluster 4 (15%) presented with baseline microalbuminuria often prior to the development of T2D (73%). It was distinguished by progressive eGFR decline and a doubling of cardiovascular events (hazard ratio 2.0, 95% CI 1.4-3.0) despite comparable serum lipids to other groups.</p><p><br></p><p dir="ltr"><b>Conclusions</b>: Two-thirds of individuals with prediabetes follow metabolically resilient trajectories, whereas distinct insulin-resistant or renal-dysfunction trajectories precede micro or macrovascular complications respectively. The optimal window for macrovascular complication prevention in individuals with prediabetic microalbuminuria may precede progression to T2D.</p>

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Hyperglycemia and glycemic control in critically ill and hospitalized patients
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