The association between baseline and long-term status of metabolic score for insulin resistance index and the incidence of cardiometabolic multimorbidity

Cardiometabolic multimorbidity (CMM) significantly shortens life expectancy. This study aimed to explore the relationship between baseline and longitudinal metabolic score for insulin resistance index (METS-IR) and CMM incidence in middle-aged and elderly Chinese adults. The study included 8,050 participants for analysis. Long-term METS-IR status was assessed using two approaches: (1) the mean METS-IR calculated from two measurements and (2) the duration of high METS-IR exposure, categorized as 0, 2, or 4 years based on ROC-optimized cutoffs. The primary outcome was incident CMM, defined as the presence of at least two self-reported cardiometabolic conditions (diabetes, stroke, or cardiac disease). Multivariable logistic regression and nonparametric restricted cubic splines were employed to evaluate the risk and shape of the relationship between baseline and longitudinal METS-IR and CMM. During the 6-year follow-up, 540 participants developed CMM. Participants in the highest METS-IR tertile showed a significantly increased risk of developing CMM compared to those in the lowest tertile (baseline: OR 2.94, 95%CI 2.04–4.22; updated mean: OR 3.26, 95%CI 1.90–5.59). RCS analysis revealed a strong linear association for both baseline and updated mean METS-IR (both Plinearity<0.0001). Notably, participants with 2-year (OR 2.45, 95%CI 1.52–3.96) and 4-year (OR 3.46, 95%CI 2.18–5.51) high METS-IR exposure were associated with increased CMM risk compared to those with no exposure. Elevated baseline and long-term METS-IR, particularly sustained high exposure, were associated with higher CMM incidence in middle-aged and older Chinese adults.

Authors

Institutions

Publication Details

Journal
BMC Public Health
Published
2025-10-28
DOI
https://doi.org/10.1186/s12889-025-24480-8
Primary Topic
Diabetes, Cardiovascular Risks, and Lipoproteins
Type
article
Field-Weighted Citation Impact
0.00

Funders

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

The association between baseline and long-term status of metabolic score for insulin resistance index and the incidence of cardiometabolic multimorbidity

Qian Shen, Suwen Shen, Yaqi Liu, Yun Qian et al.
BMC Public Health
Diabetes, Cardiovascular Risks, and Lipoproteins
article

The association between baseline and long-term status of metabolic score for insulin resistance index and the incidence of cardiometabolic multimorbidity

Qian Shen, Suwen Shen, Yaqi Liu, Yun Qian, Jia Liu, Man Yang
article en

Abstract

Cardiometabolic multimorbidity (CMM) significantly shortens life expectancy. This study aimed to explore the relationship between baseline and longitudinal metabolic score for insulin resistance index (METS-IR) and CMM incidence in middle-aged and elderly Chinese adults. The study included 8,050 participants for analysis. Long-term METS-IR status was assessed using two approaches: (1) the mean METS-IR calculated from two measurements and (2) the duration of high METS-IR exposure, categorized as 0, 2, or 4 years based on ROC-optimized cutoffs. The primary outcome was incident CMM, defined as the presence of at least two self-reported cardiometabolic conditions (diabetes, stroke, or cardiac disease). Multivariable logistic regression and nonparametric restricted cubic splines were employed to evaluate the risk and shape of the relationship between baseline and longitudinal METS-IR and CMM. During the 6-year follow-up, 540 participants developed CMM. Participants in the highest METS-IR tertile showed a significantly increased risk of developing CMM compared to those in the lowest tertile (baseline: OR 2.94, 95%CI 2.04–4.22; updated mean: OR 3.26, 95%CI 1.90–5.59). RCS analysis revealed a strong linear association for both baseline and updated mean METS-IR (both Plinearity<0.0001). Notably, participants with 2-year (OR 2.45, 95%CI 1.52–3.96) and 4-year (OR 3.46, 95%CI 2.18–5.51) high METS-IR exposure were associated with increased CMM risk compared to those with no exposure. Elevated baseline and long-term METS-IR, particularly sustained high exposure, were associated with higher CMM incidence in middle-aged and older Chinese adults.

BMC Public HealthVol. 25(1)
Xian Center for Disease Control and Prevention (CN), ARTS Group (China) (CN)
Nanjing Medical University, Wuxi Health and Family Planning Commission
Openalex Percentile: Top 57%
Diabetes, Cardiovascular Risks, and Lipoproteins
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.