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April 3, 2026Cardiovascular Diabetology5 citationsOpen Access

Association of C-reactive protein-triglycerides-glucose index-waist to height ratio and cardiometabolic multimorbidity in middle-aged and older adults: a nationwide cohort study

JDJiangxin DuZMZiyue ManXBXiaofang Bai

Key Result

Baseline CTI-WHtR in the highest quartile increased the risk of new-onset cardiometabolic multimorbidity by 2.85-fold compared to the lowest quartile in middle-aged and older adults.

Key Points

  • The study aims to investigate the longitudinal association between the CTI-WHtR index and the risk of cardiometabolic multimorbidity (CMM).
  • Utilized data from the China Health and Retirement Longitudinal Study (CHARLS).
  • Assessed baseline CTI-WHtR in a cohort free of CMM at baseline (n = 8,875).
  • Analyzed the cumulative CTI-WHtR exposure in a sub-cohort (n = 5,807) to evaluate its impact on CMM risk.
  • Employed Cox proportional hazards models, restricted cubic splines, and ROC curves for analysis.
  • Identified 873 and 490 new CMM cases in Cohorts 1 and 2, respectively.
  • Participants in the highest quartile of baseline CTI-WHtR had a 2.85-fold higher risk of CMM compared to the lowest quartile (P < 0.001).
  • A similar risk increase was observed for cumulative CTI-WHtR exposure.
  • Both baseline and cumulative CTI-WHtR demonstrated better predictive performance for CMM than its individual components.

Study Design

Type

Cohort (n=8,875)

Multicenter

Yes

Structured PICO

Does a higher C-reactive protein-triglycerides-glucose index-waist to height ratio (CTI-WHtR) predict the development of new-onset cardiometabolic multimorbidity in middle-aged and older adults?

P
Population
8,875 middle-aged and older adults (age ≥45 years) from the China Health and Retirement Longitudinal Study (CHARLS), free of cardiometabolic multimorbidity at baseline.
I
Intervention
High C-reactive protein-triglycerides-glucose index-waist to height ratio (CTI-WHtR) exposure (highest quartile)
C
Comparator
Low CTI-WHtR exposure (lowest quartile)
O
Outcome
New-onset cardiometabolic multimorbidity (development of ≥ 2 of the following: diabetes, heart disease, or stroke) during follow-up to 2020composite

The composite CTI-WHtR index is a strong, independent predictor of new-onset cardiometabolic multimorbidity, outperforming its individual components and offering a practical tool for early risk stratification.

Main Result

Effect estimate: HR 2.85 (95% CI 2.26-3.58)

p-value: p=<0.001

Limitations

  • Large amount of missing data for blood indicators leading to the exclusion of many participants who had a higher baseline prevalence of diseases
  • Potential residual confounding despite multiple adjustments

Abstract

Cardiometabolic multimorbidity (CMM) poses a severe global health burden. Effective prediction requires biomarkers capturing its complex pathophysiology, integrating inflammation, insulin resistance (IR), and central obesity. The C-reactive protein-triglycerides-glucose index-waist to height ratio (CTI-WHtR) is a composite index synthesizing these three pathways, but its longitudinal association with CMM risk remains unestablished. This prospective analysis utilized data from the China Health and Retirement Longitudinal Study (CHARLS). Cohort 1 (n = 8,875), free of CMM at baseline (2011), was established to assess the association between baseline CTI-WHtR and incident CMM. Cohort 2 (n = 5,807), a sub-cohort of longitudinal analysis, was analyzed to evaluate the impact of cumulative CTI-WHtR (cuCTI-WHtR) exposure (up to 2015) on CMM risk. The primary outcome was new-onset CMM (≥ 2 of diabetes, heart disease, or stroke). Cox proportional hazards models, restricted cubic splines, threshold analysis, and ROC curves were employed. During the follow-up period, 873 and 490 incident CMM cases occurred in Cohort 1 and Cohort 2, respectively. After multiple adjustment, participants in the highest quartile of baseline CTI-WHtR had a 2.85-fold (95% CI 2.26–3.58) higher CMM risk compared to the lowest quartile (P < 0.001). A similar dose–response relationship was observed for cuCTI-WHtR (Q4 HR = 2.76, 95% CI 2.04–3.75). RCS analysis revealed a non-linear association with a significant inflection point. Both baseline and cumulative CTI-WHtR demonstrated superior predictive performance for CMM compared to its individual components (CTI or WHtR). Results remained robust across multiple sensitivity analyses. Both baseline and cumulative CTI-WHtR are strong, independent, and non-linear predictors of new-onset CMM. This integrative index, combining inflammation, IR, and central obesity, outperforms its components, offering a practical tool for early identification of high-risk individuals for targeted prevention.

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Cite This Study

Du et al. (2026) conducted a cohort in Cardiometabolic multimorbidity (n=8,875). C-reactive protein-triglycerides-glucose index-waist to height ratio (CTI-WHtR) vs. Lowest quartile (Q1) was evaluated on New-onset cardiometabolic multimorbidity (≥2 of diabetes, heart disease, or stroke) (HR 2.85, 95% CI 2.26-3.58, p=<0.001). Baseline CTI-WHtR in the highest quartile increased the risk of new-onset cardiometabolic multimorbidity by 2.85-fold compared to the lowest quartile in middle-aged and older adults.

synapsesocial.com/papers/69cf5d775a333a821460b361https://doi.org/10.1186/s12933-026-03151-x
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