ORIGINAL RESEARCH article
Front. Cardiovasc. Med.
Sec. Cardiovascular Epidemiology and Prevention
A Cohort Study in Southern Xinjiang, China, 2018–2023 on the Association of Metabolic Syndrome Components and Their Interactions with Cardiovascular Disease Risk
Sijing Wang 1
Zumei Li 1
Xinyang Sun 1
Chu Cheng 1
Xiaofeng Han 2
Jingkai Mao 1
Dongqing An 1
Zhihao Zhang 3
1. Xinjiang Medical University, Urumqi, China
2. Beijing University of Posts and Telecommunications School of Modern Post, Beijing, China
3. Xinjiang University, Urumqi, China
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Abstract
The association between metabolic syndrome (MetS) and its components with cardiovascular disease (CVD) incidence represents a key global public health focus. However, given the unique dietary patterns of the population in southern Xinjiang, China, the differential effects of various Mets components on CVD onset and the interactions among these components remain poorly elucidated. This retrospective cohort study was conducted from 2018 to 2023, enrolling 144,966 participants from a county in southern Xinjiang with a median follow-up duration of 5.0 years. Cox proportional hazards regression and interaction analysis were applied to systematically explore the dose-response relationship between the number of abnormal values of the five core Mets indicators and CVD incidence. Among the 144,966 participants with no baseline CVD, the prevalence of Mets was 13.3%; Mets patients had a significantly higher mean age [(50.96 ± 13.28) vs. (40.30 ± 15.94) years, P <0.001]. During a median follow-up of 5.0 years, the incidence of CVD was 5.13% (51.3 cases / 1000 person-years) in the Mets group and 2.18% in the non-Mets group. After adjusting for confounders, elevated waist circumference (adjusted hazard ratio(aHR)=1.12, 95%CI:1.08-1.15,P <0.001), elevated blood pressure (aHR=1.24, 95%CI:1.20-1.29, P <0.001), and high blood glucose (aHR=1.14, 95%CI:1.10-1.18, P < 0.001) were independently associated with increased incident CVD events, while elevated triglycerides (aHR=1.03, 95%CI:1.00-1.07, P =0.065) and low high-density lipoprotein cholesterol (aHR=1.00, 95%CI:0.97-1.03, P =0.8788) showed no significant effect. Incident CVD events increased progressively with the number of abnormal Mets components (aHR=1.22 to 2.72, P for trend < 0.001). Significant positive additive interaction was observed between waist circumference and Sample et al. Running Title blood pressure, but not between other component pairs. These findings underscore the value of integrated waist circumference and blood pressure management for CVD prevention in similar populations, though recall bias and limited causal inference exist due to the retrospective design.
Summary
Keywords
Additive interaction, Cardiovascular Diseases, metabolic syndrome, Retrospective cohort, survival analysis
Received
18 October 2025
Accepted
19 February 2026
Copyright
© 2026 Wang, Li, Sun, Cheng, Han, Mao, An and Zhang. 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: Dongqing An; Zhihao Zhang
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