Higher muscle mass might mitigate inflammation risk, while increased fat mass, body fat percentage, and visceral fat level might exacerbate the risk in older adults, with sex-specific differences existing in these associations.
Key Findings
Results
Elevated hs-CRP (>3.0 mg/L) was detected in 28.0% of older adults aged 65 years and above in 18 longevity areas in China.
A total of 4,596 older adults were included in the study.
Mean age was 82.61±10.55 years.
2,185 (47.5%) were men.
1,287 older adults (28.0%) had elevated hs-CRP.
Results
Higher muscle mass was associated with a significantly lower risk of elevated hs-CRP in older adults after adjustment for confounders.
The Q4 (highest) muscle mass group showed 32.8% lower risk of elevated hs-CRP compared with the Q1 (lowest) group.
OR=0.672, 95%CI: 0.518-0.869.
Body composition was measured using bioelectrical impedance analysis.
Multivariable logistic regression was used with adjustment for confounders.
Results
Higher fat mass was associated with a significantly increased risk of elevated hs-CRP in older adults.
The Q4 fat mass group showed 54.7% higher risk of elevated hs-CRP compared with the Q1 group.
OR=1.547, 95%CI: 1.189-2.012.
This association was observed after adjustment for confounders using multivariable logistic regression.
Results
Higher body fat percentage was associated with a significantly increased risk of elevated hs-CRP.
The Q4 body fat percentage group showed 43.2% higher risk compared with the Q1 group.
OR=1.432, 95%CI: 1.141-1.799.
Body fat percentage was measured using bioelectrical impedance analysis.
Results
Higher visceral fat level was associated with the greatest increased risk of elevated hs-CRP among the fat-related body composition indicators.
The Q4 visceral fat level group showed 73.8% higher risk of elevated hs-CRP compared with the Q1 group.
OR=1.738, 95%CI: 1.358-2.226.
This was the largest effect size among the four body composition indicators examined.
Results
All four body composition indicators showed significant nonlinear dose-response relationships with elevated hs-CRP risk.
Restricted cubic spline models were used to evaluate dose-response relationships.
Significant nonlinear relationships were found for muscle mass, fat mass, body fat percentage, and visceral fat level.
All P<0.05 for nonlinearity.
Results
The association between muscle mass and elevated hs-CRP risk was sex-specific, being significant only in men.
In men, the Q4 muscle mass group showed 43.7% reduced risk of elevated hs-CRP compared with Q1 (OR=0.563, 95%CI: 0.408-0.774).
In women, no statistically significant association was observed between muscle mass and elevated hs-CRP risk.
Subgroup analysis was stratified by sex.
Results
The association between fat mass and elevated hs-CRP risk was sex-specific, being significant only in women.
In women, the Q4 fat mass group showed 82.5% increased risk of elevated hs-CRP compared with Q1 (OR=1.825, 95%CI: 1.243-2.678).
In men, no statistically significant association was observed between fat mass and elevated hs-CRP risk.
These sex-specific differences were identified through subgroup analysis.
Li Y, Wang J, Xiong Y, Li Y, Lu Z, Xia Y, et al.. (2026). [Association between body composition and high-sensitivity C-reactive protein in older adults aged 65 years and above in 18 longevity areas in China].. Zhonghua liu xing bing xue za zhi = Zhonghua liuxingbingxue zazhi. https://doi.org/10.3760/cma.j.cn112338-20250621-00417