# The Relationship Between Cardiometabolic Index and New-Onset Diabetes in Adults Aged Over 45: A Longitudinal Analysis Based on CHARLS

**Authors:** Xiaoqin Chen, Zhitong Li, Tao Liu, Xingyu Li, Xuhui Li, Ruixue Duan, Shiwei Liu

PMC · DOI: 10.1155/ije/2259853 · International Journal of Endocrinology · 2025-07-29

## TL;DR

This study finds that higher cardiometabolic index scores are linked to a greater risk of developing diabetes in adults over 45 in China.

## Contribution

The study demonstrates that the cardiometabolic index is a significant predictor of new-onset diabetes in older adults.

## Key findings

- Higher CMI quartiles correlated with increased diabetes risk, with the highest quartile showing a 141% increased risk.
- Dyslipidemia modified the relationship between CMI and diabetes.
- HbA1c mediated 9.70% of the CMI–diabetes relationship.

## Abstract

Objective: The cardiometabolic index (CMI) serves as a comprehensive indicator of metabolic risk. Recent findings indicate a potential association between CMI and the likelihood of diabetes onset. The objective of this research is to explore the correlation between initial CMI values and the occurrence of newly diagnosed diabetes mellitus in individuals aged 45 years and above in China.

Methods: In this research, data were sourced from the China Health and Retirement Longitudinal Study (CHARLS). To evaluate the association between baseline CMI and the incidence of newly diagnosed diabetes, multivariate logistic regression models were employed, with adjustments made for various potential confounding factors. Additionally, stratified analyses evaluated subgroup variations, and mediation analysis explored pathways through which CMI influences diabetes risk.

Results: A cohort of 4,944 participants was followed, with 786 diagnosed with new-onset diabetes. The occurrence of diabetes escalated with increasing CMI quartiles, with Q4 showing a 141% increased risk (OR 2.41, 95% CI, 1.94–3.02) in unadjusted models. This association remained significant after adjustment. Stratified analyses found that dyslipidemia modified the CMI–diabetes association. CMI, age, BMI, HbA1c, and hypertension were identified as independent predictors of new-onset diabetes. Mediation analysis revealed that HbA1c mediated 9.70% of the CMI–diabetes relationship.

Conclusion: In summary, our research establishes a connection between increased levels of CMI and the onset of diabetes, suggesting its potential as a predictive tool. The findings highlight CMI's role in assessing diabetes risk and call for targeted interventions. Future research should validate these associations and explore underlying mechanisms for better prevention strategies.

## Linked entities

- **Diseases:** diabetes (MONDO:0005015), dyslipidemia (MONDO:0002525)

## Full-text entities

- **Genes:** TNF (tumor necrosis factor) [NCBI Gene 7124] {aka DIF, IMD127, TNF-alpha, TNFA, TNFSF2, TNLG1F}, CRP (C-reactive protein) [NCBI Gene 1401] {aka PTX1}, ADIPOQ (adiponectin, C1Q and collagen domain containing) [NCBI Gene 9370] {aka ACDC, ACRP30, ADIPQTL1, ADPN, APM-1, APM1}, AIP (AHR interacting HSP90 co-chaperone) [NCBI Gene 9049] {aka ARA9, FKBP16, FKBP37, PITA1, SMTPHN, XAP-2}, INS (insulin) [NCBI Gene 3630] {aka IDDM, IDDM1, IDDM2, ILPR, IRDN, MODY10}, IL6 (interleukin 6) [NCBI Gene 3569] {aka BSF-2, BSF2, CDF, HGF, HSF, IFN-beta-2}
- **Diseases:** hyperglycemia (MESH:D006943), hyperlipidemia (MESH:D006949), cardiovascular disease (MESH:D002318), glucose dysregulation (MESH:D018149), CHARLS (OMIM:603663), visceral adiposity (MESH:D007418), inflammation (MESH:D007249), Metabolic Disease (MESH:D008659), CMI (MESH:D024821), IR (MESH:D007333), stroke (MESH:D020521), adiposity (MESH:D018205), heart ailment (MESH:D006331), Endocrine and Metabolic Diseases (MESH:D004700), Dyslipidemia (MESH:D050171), Type 1 Diabetes (MESH:D003922), Hypertension (MESH:D006973), hyperuricemia (MESH:D033461), obesity (MESH:D009765), Type 2 diabetes mellitus (MESH:D003924), hyperinsulinemic-euglycemic (MESH:D044903), Chronic Disease (MESH:D002908), Diabetes (MESH:D003920), new-onset (MESH:D007562)
- **Chemicals:** TG (MESH:D014280), lipid (MESH:D008055), alcohol (MESH:D000438), blood glucose (MESH:D001786), A1c (-), creatinine (MESH:D003404), cholesterol (MESH:D002784), glucose (MESH:D005947)
- **Species:** Homo sapiens (human, species) [taxon 9606]
- **Mutations:** rs9939609

## Full text

_Full body text omitted from this summary view._ Fetch the complete paper as Markdown: https://tomesphere.com/paper/PMC12324913/full.md

## Figures

4 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12324913/full.md

## References

33 references — full list in the complete paper: https://tomesphere.com/paper/PMC12324913/full.md

---
Source: https://tomesphere.com/paper/PMC12324913