Associations of physical activity intensity with the non–high-density lipoprotein to high-density lipoprotein cholesterol ratio and mortality in middle-aged and older adults: New evidence from China

Associations of physical activity intensity with the non-high-density lipoprotein to high-density lipoprotein cholesterol ratio and mortality in middle-aged and older adults: New evidence from China
  • Zhao, Fangyu
  • Peng, Xuemin
  • Zhuang, Yongbin
  • Liu, Yaowen
  • Chen, Jiaxuan
  • ... Lee, Seong-no
  • 외 1명
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Background: The non-high-density lipoprotein to high-density lipoprotein cholesterol ratio (NHHR) has emerged as a comprehensive lipid index reflecting the balance between atherogenic and anti-atherogenic lipoproteins. However, evidence on how different intensities and durations of physical activity (PA) influence NHHR remains scarce, particularly in aging populations. Methods: Data were obtained from China Health and Retirement Longitudinal Study. PA was self-reported and categorized as high- (HPA), moderate- (MPA), or low-intensity (LPA). Multivariable linear regression models assessed associations between PA and NHHR, with subgroup, sensitivity, and dose-response analyses further exploring robustness. Cox regression and mediation analyses examined the associations of PA and NHHR with 10-year all-cause mortality. Results: Higher levels of total, moderate-, and high-intensity PA were significantly associated with lower NHHR. The results were generally consistent with a graded pattern, with lower NHHR observed at higher activity durations, particularly for moderate-to-vigorous activity. Exploratory mediation analyses suggested that NHHR may partially account for the inverse association between PA and mortality. Conclusions: This study adds large-scale, population-based evidence on the associations between different PA intensities and NHHR. Regular moderate-to-vigorous PA is associated with more favorable lipid profiles and lower mortality risk. These findings highlight NHHR as a valuable biomarker linking physical activity to cardiometabolic health and longevity in middle-aged and older adults.

키워드

CHRLSLipid metabolismMortalityNHHRPhysical activityEXERCISERISKOBESITYDISEASE
제목
Associations of physical activity intensity with the non–high-density lipoprotein to high-density lipoprotein cholesterol ratio and mortality in middle-aged and older adults: New evidence from China
제목 (타언어)
Associations of physical activity intensity with the non-high-density lipoprotein to high-density lipoprotein cholesterol ratio and mortality in middle-aged and older adults: New evidence from China
저자
Zhao, FangyuPeng, XueminZhuang, YongbinLiu, YaowenChen, JiaxuanJi, FujueLee, Seong-no
DOI
10.1016/j.exger.2026.113098
발행일
2026-06
유형
Article
저널명
Experimental Gerontology
218
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1 ~ 9