# C-reactive protein-triglyceride-glucose index versus triglyceride-glucose index in predicting cardiovascular metabolic multimorbidity risk: A cohort study

**Authors:** Hongjin Wang, Ming Yang, Wenjing Cai, Hao Zeng, Xin Luo, Zengkai Xu, Jiahuang Wu, Youdong Lin, Zhisheng Wang

PMC · DOI: 10.1371/journal.pone.0340098 · PLOS One · 2026-02-06

## TL;DR

This study compares two biomarker indices, CTI and TyG, to predict cardiovascular metabolic multimorbidity risk, finding CTI to be more accurate.

## Contribution

The study introduces and validates the novel C-reactive protein-triglyceride-glucose index (CTI) for predicting cardiovascular metabolic multimorbidity.

## Key findings

- CTI showed higher predictive accuracy than TyG in predicting CMM risk.
- Both CTI and TyG demonstrated a dose–response relationship with CMM risk.
- CTI's association with CMM risk varied by age, sex, and hypertension.

## Abstract

Cardiovascular Metabolic Multimorbidity (CMM), a leading global cause of mortality, lacks evidence on the predictive utility of the novel C-reactive protein-triglyceride-glucose index (CTI), which integrates insulin resistance and inflammation. This study compared CTI with the established Triglyceride-Glucose (TyG) index in predicting CMM risk.

A cohort of 8,487 adults aged ≥45 from the CHARLS database (2011–2020) was analyzed. Over nine years, CMM events were tracked. Cox regression, restricted cubic spline (RCS), and ROC curve analyses assessed associations between TyG, CTI, and CMM risk. Subgroup analyses evaluated population-specific variations.

Among participants, 1,030 (12.14%) developed CMM. Unadjusted Cox models showed TyG (HR = 1.89, 95%CI 1.73–2.07, P < 0.001) and CTI (HR = 1.83, 95%CI 1.70–1.97, P < 0.001) predicted CMM; adjusted models confirmed persistence. A dose–response association was observed for both CTI and TyG with CMM risk. In fully adjusted models, the overall dose–response trend remained similar. ROC analysis favored CTI (higher AUC). Subgroup analyses indicated TyG’s association varied by sex, smoking, and hypertension (P < 0.05), while CTI’s association differed by age, sex, and hypertension (P < 0.05).

Elevated CTI independently correlates with increased CMM risk, demonstrating superior predictive accuracy over TyG. Its linear association highlights potential clinical utility for early CMM risk stratification.

## Linked entities

- **Chemicals:** triglyceride (PubChem CID 5460048), glucose (PubChem CID 5793)

## Full-text entities

- **Genes:** CRP (C-reactive protein) [NCBI Gene 1401] {aka PTX1}
- **Diseases:** infections (MESH:D007239), stroke (MESH:D020521), thrombosis (MESH:D013927), Hypertension (MESH:D006973), CHARLS (OMIM:603663), cancer (MESH:D009369), angina (MESH:D000787), Diabetes (MESH:D003920), CMM (MESH:D024821), IR (MESH:D007333), atherosclerosis (MESH:D050197), death (MESH:D003643), CVD (MESH:D002318), congestive heart failure (MESH:D006333), CMDs (MESH:C567129), coronary heart disease (MESH:D003327), vascular injury (MESH:D057772), endothelial dysfunction (MESH:D014652), heart attack (MESH:D009203), heart disease (MESH:D006331), metabolic abnormalities (MESH:D008659), chronic inflammation (MESH:D007249)
- **Chemicals:** lipid (MESH:D008055), Glucose (MESH:D005947), TyG (-), TG (MESH:D013866), blood glucose (MESH:D001786), Triglyceride (MESH:D014280), alcohol (MESH:D000438)
- **Species:** Nicotiana tabacum (American tobacco, species) [taxon 4097], Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

6 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12880693/full.md

## References

33 references — full list in the complete paper: https://tomesphere.com/paper/PMC12880693/full.md

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Source: https://tomesphere.com/paper/PMC12880693