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Author Spotlight: A Pharmacodissection Approach to Uncover Mechanisms in Cardiovascular Disease Risk Populations
Published on: July 21, 2023
Longitudinal Metabolic Trajectories in Diabetes Prevention Program Participants Reveal Subgroups With Varying Micro-
Emily Kobayashi1,2, Nathaniel J Linden-Santangeli3, Nicholas Chan1
1Bioinformatics and Systems Biology Graduate Program, University of California, San Diego, La Jolla, CA.
Prediabetes trajectories vary; some individuals remain metabolically healthy, while others develop insulin resistance or kidney dysfunction, increasing complication risks. Early intervention for microalbuminuria may prevent cardiovascular events.
Area of Science:
- Metabolic health and disease progression
- Longitudinal studies in diabetes research
- Clinical phenotyping and risk stratification
Background:
- Type 2 diabetes (T2D) and its complications develop over decades, with limited understanding of early progression from prediabetes.
- Heterogeneity in disease development necessitates identifying distinct patient subgroups for targeted interventions.
Purpose of the Study:
- To investigate if long-term metabolic trajectories starting in prediabetes can identify subgroups with different risks of T2D complications.
- To analyze how metabolic patterns influence the development of microvascular and macrovascular events.
Main Methods:
- Analysis of clinical data from 1,732 participants in the Diabetes Prevention Program/Outcomes Study over 19 years.
- Utilized tensor decomposition to identify longitudinal patterns and Gaussian mixture modeling for cluster definition.
- Quantified cluster-specific complication risks using Cox and logistic regression.
Main Results:
- Four distinct metabolic clusters were identified.
- Two clusters (73%) showed stable metabolic profiles with low complication rates despite T2D development.
- One cluster (12%) exhibited rapid insulin resistance and hyperglycemia, leading to high rates of retinopathy and neuropathy.
- A fourth cluster (15%) presented with early microalbuminuria and progressive kidney function decline, doubling cardiovascular event risk.
Conclusions:
- Most individuals with prediabetes (two-thirds) follow metabolically resilient paths.
- Distinct trajectories of insulin resistance or renal dysfunction precede micro- or macrovascular complications.
- Intervention for individuals with prediabetes and microalbuminuria should occur before T2D onset to optimize macrovascular event prevention.
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