Salt intake moderates the association between BMI and cardiometabolic risk: evidence from an occupational cohort in Beijing

Objective: This study aims to examine whether daily salt intake (DSI) modifies the association between body mass index (BMI) and cardiometabolic indicators in a Beijing occupational population. Methods: In this cross-sectional study, 1,866 adults undergoing occupational health examinations were included. DSI was estimated from fasting morning spot urine using the Sun_C equation. Based on correlation screening, seven cardiometabolic indicators were selected for further analysis: HDL-C, uric acid (UA), ApoA1, creatinine (Cr), ALT, ApoB/ApoA1, and diastolic blood pressure (DBP). Associations were assessed using multiple linear regression and restricted cubic spline models adjusted for age and sex. Effect modification by DSI was evaluated using interaction terms and the Johnson-Neyman technique. Results: > 0.2). Conclusion: The moderating influence of daily salt intake on cardiometabolic associations with BMI varied by age and was more evident in younger adults. The thresholds identified in this study differed by sex, at approximately 13-16 g/d in men and 11-12 g/d in women, and were higher than the WHO-recommended ceiling of 5 g/d. In practical terms, although most participants remained below these sex-specific thresholds, the metabolic burden of excess body weight was evident across the working-age adult population regardless of current sodium intake. These findings suggest that a single sodium restriction target may not fully reflect differences in metabolic context, although the present results should be interpreted cautiously in light of the cross-sectional design.

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Publication Details

Journal
Frontiers in Nutrition
Published
2026-04-22
DOI
https://doi.org/10.3389/fnut.2026.1815741
Primary Topic
Sodium Intake and Health
Type
article
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article

Salt intake moderates the association between BMI and cardiometabolic risk: evidence from an occupational cohort in Beijing

Yanbo Zhu, Yu Zhang, Jin Li, Jiaju Ren et al.
Frontiers in Nutrition
Sodium Intake and Health
article

Salt intake moderates the association between BMI and cardiometabolic risk: evidence from an occupational cohort in Beijing

Yanbo Zhu, Yu Zhang, Jin Li, Jiaju Ren, Yan Cui, Wei Hao, Yanqing Guo
article en

Abstract

Objective: This study aims to examine whether daily salt intake (DSI) modifies the association between body mass index (BMI) and cardiometabolic indicators in a Beijing occupational population. Methods: In this cross-sectional study, 1,866 adults undergoing occupational health examinations were included. DSI was estimated from fasting morning spot urine using the Sun_C equation. Based on correlation screening, seven cardiometabolic indicators were selected for further analysis: HDL-C, uric acid (UA), ApoA1, creatinine (Cr), ALT, ApoB/ApoA1, and diastolic blood pressure (DBP). Associations were assessed using multiple linear regression and restricted cubic spline models adjusted for age and sex. Effect modification by DSI was evaluated using interaction terms and the Johnson-Neyman technique. Results: > 0.2). Conclusion: The moderating influence of daily salt intake on cardiometabolic associations with BMI varied by age and was more evident in younger adults. The thresholds identified in this study differed by sex, at approximately 13-16 g/d in men and 11-12 g/d in women, and were higher than the WHO-recommended ceiling of 5 g/d. In practical terms, although most participants remained below these sex-specific thresholds, the metabolic burden of excess body weight was evident across the working-age adult population regardless of current sodium intake. These findings suggest that a single sodium restriction target may not fully reflect differences in metabolic context, although the present results should be interpreted cautiously in light of the cross-sectional design.

Frontiers in NutritionVol. 13
Beijing University of Chinese Medicine (CN), Annoroad Gene Technology (China) (CN)
Openalex Percentile: Top 22%
Sodium Intake and Health
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Salt intake moderates the association between BMI and cardiometabolic risk: evidence from an occupational cohort in Beijing — Yanbo Zhu, Yu Zhang, et al. · Frontiers in Nutrition (2026) | TGRS Research Map | TGRS