Longitudinal Metabolic Risk Factors Are Associated With Microvascular Complications

OBJECTIVE: Determine associations between summaries of longitudinal metabolic risk factors and microvascular complications. METHODS: We performed a secondary analysis of participants with and without diabetes enrolled within the Atherosclerosis Risk in Communities Study that completed metabolic risk factors assessments four times across 11 years. We calculated slope and area under the curve (AUC) as summaries of longitudinal data for fasting glucose, systolic blood pressure (SBP), high-density lipoprotein, triglycerides and waist circumference. We assessed Chronic Kidney Disease (CKD) with estimated Glomerular Filtration Rate, Peripheral Neuropathy (PN) with monofilament testing and Retinopathy (RN) with the Early Treatment Diabetic Retinopathy Study scale. Area under the receiver operating characteristic curve (AUROC) determined discriminatory capability of models based on slope and AUC compared to models based on metabolic risk factors at baseline. RESULTS: We identified 4204, 2788 and 1792 persons with assessments of CKD, PN and RN, respectively. The mean age was 52.3, 57.1% were female, and 21.0% had diabetes. Logistic regression revealed fasting glucose AUC (1.09, 1.05-1.15) and SBP AUC (1.27, 1.19-1.36) associated with CKD, triglyceride AUC (1.14, 1.04-1.25) and waist AUC (1.11, 1.07-1.15) associated with PN and fasting glucose AUC (1.13, 1.04-1.22) associated with RN. Longitudinal metabolic summaries only improved AUROC by 0.001-0.01 versus models with cross-sectional metabolic assessments. CONCLUSION: AUCs of longitudinal metabolic risk factors, but not slopes, were associated with microvascular complications. This finding highlights the importance that sustained metabolic impairment has for the development of microvascular complications. Surprisingly, however, in this cohort, summaries of longitudinal metabolic risk factors did not meaningfully add discriminatory capability beyond models based on metabolic assessments at baseline.

Authors

Institutions

Publication Details

Journal
Diabetes Obesity and Metabolism
Published
2026-09-13
DOI
https://doi.org/10.1111/dom.71338
Primary Topic
Chronic Kidney Disease and Diabetes
Type
article
Field-Weighted Citation Impact
0.00

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Longitudinal Metabolic Risk Factors Are Associated With Microvascular Complications

Eva L. Feldman, Brian C. Callaghan, Evan L. Reynolds, Jihyun Park et al.
Diabetes Obesity and Metabolism
Chronic Kidney Disease and Diabetes
article

Longitudinal Metabolic Risk Factors Are Associated With Microvascular Complications

Eva L. Feldman, Brian C. Callaghan, Evan L. Reynolds, Jihyun Park, Cody H. Makinson
article en

Abstract

OBJECTIVE: Determine associations between summaries of longitudinal metabolic risk factors and microvascular complications. METHODS: We performed a secondary analysis of participants with and without diabetes enrolled within the Atherosclerosis Risk in Communities Study that completed metabolic risk factors assessments four times across 11 years. We calculated slope and area under the curve (AUC) as summaries of longitudinal data for fasting glucose, systolic blood pressure (SBP), high-density lipoprotein, triglycerides and waist circumference. We assessed Chronic Kidney Disease (CKD) with estimated Glomerular Filtration Rate, Peripheral Neuropathy (PN) with monofilament testing and Retinopathy (RN) with the Early Treatment Diabetic Retinopathy Study scale. Area under the receiver operating characteristic curve (AUROC) determined discriminatory capability of models based on slope and AUC compared to models based on metabolic risk factors at baseline. RESULTS: We identified 4204, 2788 and 1792 persons with assessments of CKD, PN and RN, respectively. The mean age was 52.3, 57.1% were female, and 21.0% had diabetes. Logistic regression revealed fasting glucose AUC (1.09, 1.05-1.15) and SBP AUC (1.27, 1.19-1.36) associated with CKD, triglyceride AUC (1.14, 1.04-1.25) and waist AUC (1.11, 1.07-1.15) associated with PN and fasting glucose AUC (1.13, 1.04-1.22) associated with RN. Longitudinal metabolic summaries only improved AUROC by 0.001-0.01 versus models with cross-sectional metabolic assessments. CONCLUSION: AUCs of longitudinal metabolic risk factors, but not slopes, were associated with microvascular complications. This finding highlights the importance that sustained metabolic impairment has for the development of microvascular complications. Surprisingly, however, in this cohort, summaries of longitudinal metabolic risk factors did not meaningfully add discriminatory capability beyond models based on metabolic assessments at baseline.

Diabetes Obesity and Metabolism
University of Michigan (US), Michigan State University (US)
National Institutes of Health
Reduced inequalities
Openalex Percentile: Top 11%
Chronic Kidney Disease and Diabetes
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.