ORIGINAL RESEARCH article
Front. Cardiovasc. Med.
Sec. General Cardiovascular Medicine
Volume 12 - 2025 | doi: 10.3389/fcvm.2025.1610257
Association of Cardiometabolic Index with All-Cause and Cause-Specific Mortality among Overweight and Obese Adults: A Cohort Study
Provisionally accepted- 1Department of Clinical Nutrition, Tongde Hospital of Zhejiang Province, Hangzhou, China
- 2Department of Clinical Nutrition, Sir Run Run Shaw Hospital, Zhejiang University School of Medicine, Hangzhou, Jiangsu Province, China
- 3School of Medicine, Shaoxing University, Shaoxing, Zhejiang Province, China
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This study aimed to explore the associations of cardiometabolic index (CMI) with allcause and cause-specific mortality among the overweight and obese population. Methods: Mortality data for 13,674 participants with overweight or obesity were sourced from the National Death Index (NDI) and linked to the National Health and Nutrition Examination Survey (NHANES) datasets. We specifically examined the correlations of CMI with all-cause, premature, and cancer mortality. To ensure a comprehensive analysis, various statistical techniques were employed, including the Cox regression model, subgroup and sensitivity analysis, and restricted cubic spline (RCS) regression analysis. We also explored the potential mediating effect of inflammation-related indicators within these associations. Results: After adjusting for all covariates, CMI remained positively associated with all-cause, premature, and cancer mortality among overweight and obese adults. For all-cause mortality, the hazard ratio (HR) was 1.14 (95% confidence interval (CI): 1.01-1.28, P= 0.041). For premature mortality, the HR was 1.24 (95% CI: 1.08-1.42, P= 0.003). For cancer mortality, the HR was 1.33 (95% CI: 1.08-1.63, P= 0.006). When continues CMI was stratified into quartiles, significant correlations were maintained with all-cause mortality (P for trend= 0.003), premature mortality (P for trend= 0.006), and cancer mortality (P for trend= 0.007). Subgroup and sensitivity analyses indicated the robustness of results. Mediation analysis revealed that neutrophils mediated 16.27 % of the correlation between CMI and all-cause mortality, and 11.01 % of the association between CMI and premature mortality. Conclusions: Elevated CMI is positively associated with all-cause, premature, and cancer mortality among overweight and obese adults. The associations appeared to be partially mediated by inflammatory pathways, suggesting a mechanism linking CMI to adverse health outcomes. These findings may offer valuable insights for early risk stratification and the formulation of intervention strategies within overweight and obese populations.
Keywords: Cardiometabolic index, Inflammation, Overweight, Obesity, Mortality, National Health and Nutrition Examination Survey
Received: 11 Apr 2025; Accepted: 06 Jun 2025.
Copyright: © 2025 Luo, Cai and Jin. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
* Correspondence:
Xi Luo, Department of Clinical Nutrition, Tongde Hospital of Zhejiang Province, Hangzhou, China
Wei-Wei Jin, Department of Clinical Nutrition, Tongde Hospital of Zhejiang Province, Hangzhou, China
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