Joint Association of Longitudinal Single-Point Insulin Sensitivity Estimator Patterns and Hypertension Status with Incident Stroke Among Adults with Cardiovascular-Kidney-Metabolic Syndrome Stages 0-3: A Nationwide Prospective Cohort Study

Background: The prognostic value of longitudinal single-point insulin sensitivity estimator (SPISE) patterns for stroke, particularly when considered in combination with hypertension (HTN), remains unclear among adults with cardiovascular-kidney-metabolic (CKM) syndrome stages 0-3. Aims: This study aimed to examine the association of combined longitudinal SPISE patterns and HTN status with incident stroke among adults with CKM syndrome stages 0-3. Study Design: A nationwide prospective cohort study. Methods: We included adults aged ≥ 45 years with CKM stages 0-3 from the China Health and Retirement Longitudinal Study. SPISE was calculated at Waves 1 and 3, and incident stroke was ascertained through Wave 5. K-means clustering was used to identify longitudinal SPISE patterns, which were dichotomized as persistently low or non-persistently low. Participants were then cross-classified according to longitudinal SPISE pattern and baseline HTN status. Cumulative SPISE exposure was calculated from repeated SPISE measurements. Cox models were used to examine associations with incident stroke. Dose-response, subgroup, sensitivity, and model-performance analyses were also performed. Results: Among 4,443 participants, 348 incident strokes occurred. A persistently low longitudinal SPISE pattern was associated with a higher risk of incident stroke than a persistently high pattern [hazard ratio (HR), 2.29; 95% confidence interval (CI), 1.59-3.29]. Compared with the group with no HTN and a non-persistently low SPISE pattern, stroke risk was higher in the group with no HTN and a persistently low SPISE pattern (HR, 1.48; 95% CI, 1.12-1.95), the group with HTN and a non-persistently low SPISE pattern (HR, 1.57; 95% CI, 1.10-2.23), and the group with HTN and a persistently low SPISE pattern (HR, 2.45; 95% CI, 1.84-3.26). Higher cumulative SPISE exposure was inversely associated with incident stroke (HR per 1-unit increment, 0.95; 95% CI, 0.93-0.97), with an approximately linear dose-response relationship. Incorporating the combined longitudinal SPISE pattern and HTN status increased the apparent C-index from 0.612 to 0.646. However, optimism-corrected discrimination was comparable between the combined model and the HTN-only model. Conclusion: The combination of longitudinal SPISE patterns and HTN status identified a subgroup at the highest risk of incident stroke in this CKM population.

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Journal
Balkan Medical Journal
Published
2026-10-26
DOI
https://doi.org/10.4274/balkanmedj.galenos.2026.2026-8-48
Primary Topic
Diabetes, Cardiovascular Risks, and Lipoproteins
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article
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article

Joint Association of Longitudinal Single-Point Insulin Sensitivity Estimator Patterns and Hypertension Status with Incident Stroke Among Adults with Cardiovascular-Kidney-Metabolic Syndrome Stages 0-3: A Nationwide Prospective Cohort Study

Liu Guanping, Xue Zhang, Hao Zhou, Xiao Ma et al.
Balkan Medical Journal
Diabetes, Cardiovascular Risks, and Lipoproteins
article

Joint Association of Longitudinal Single-Point Insulin Sensitivity Estimator Patterns and Hypertension Status with Incident Stroke Among Adults with Cardiovascular-Kidney-Metabolic Syndrome Stages 0-3: A Nationwide Prospective Cohort Study

Liu Guanping, Xue Zhang, Hao Zhou, Xiao Ma, Jibo Sun
article en

Abstract

Background: The prognostic value of longitudinal single-point insulin sensitivity estimator (SPISE) patterns for stroke, particularly when considered in combination with hypertension (HTN), remains unclear among adults with cardiovascular-kidney-metabolic (CKM) syndrome stages 0-3. Aims: This study aimed to examine the association of combined longitudinal SPISE patterns and HTN status with incident stroke among adults with CKM syndrome stages 0-3. Study Design: A nationwide prospective cohort study. Methods: We included adults aged ≥ 45 years with CKM stages 0-3 from the China Health and Retirement Longitudinal Study. SPISE was calculated at Waves 1 and 3, and incident stroke was ascertained through Wave 5. K-means clustering was used to identify longitudinal SPISE patterns, which were dichotomized as persistently low or non-persistently low. Participants were then cross-classified according to longitudinal SPISE pattern and baseline HTN status. Cumulative SPISE exposure was calculated from repeated SPISE measurements. Cox models were used to examine associations with incident stroke. Dose-response, subgroup, sensitivity, and model-performance analyses were also performed. Results: Among 4,443 participants, 348 incident strokes occurred. A persistently low longitudinal SPISE pattern was associated with a higher risk of incident stroke than a persistently high pattern [hazard ratio (HR), 2.29; 95% confidence interval (CI), 1.59-3.29]. Compared with the group with no HTN and a non-persistently low SPISE pattern, stroke risk was higher in the group with no HTN and a persistently low SPISE pattern (HR, 1.48; 95% CI, 1.12-1.95), the group with HTN and a non-persistently low SPISE pattern (HR, 1.57; 95% CI, 1.10-2.23), and the group with HTN and a persistently low SPISE pattern (HR, 2.45; 95% CI, 1.84-3.26). Higher cumulative SPISE exposure was inversely associated with incident stroke (HR per 1-unit increment, 0.95; 95% CI, 0.93-0.97), with an approximately linear dose-response relationship. Incorporating the combined longitudinal SPISE pattern and HTN status increased the apparent C-index from 0.612 to 0.646. However, optimism-corrected discrimination was comparable between the combined model and the HTN-only model. Conclusion: The combination of longitudinal SPISE patterns and HTN status identified a subgroup at the highest risk of incident stroke in this CKM population.

Balkan Medical Journal
Sichuan University (CN), Wuhan University (CN), West China Second University Hospital of Sichuan University (CN), West China Hospital of Sichuan University (CN), Shanghai Guanghua Hospital of Integrated Traditional Chinese and Western Medicine (CN)
Openalex Percentile: Top 11%
Diabetes, Cardiovascular Risks, and Lipoproteins
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