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Joint association of resting heart rate and physical activity with cardiovascular disease risk among middle-aged and older adults
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Jia-qi HUANG1, Li-jun LIANG1, Zhen-yu GAO1, Xiong XIAO1, 2
Modern Preventive Medicine | 2026, 53(8) : 1345 - 1350
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Modern Preventive Medicine | 2026, 53(8): 1345-1350
• Epidemiology and Statistical Methods Advances •
Joint association of resting heart rate and physical activity with cardiovascular disease risk among middle-aged and older adults
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Jia-qi HUANG1, Li-jun LIANG1, Zhen-yu GAO1, Xiong XIAO1, 2
Affiliations
  • Department of Epidemiology and Biostatistics, West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, Sichuan 610041, China
Published: 2026-04-25 doi: 10.20043/j.cnki.MPM.202601087
Outline
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Objective

Physical activity is effective in preventing and treating cardiovascular disease (CVD). However, high-level physical activity may pose potential health risks. An elevated resting heart rate is indicative of poor cardiovascular function, yet the safety of physical activity in individuals with high resting heart rates remains unclear. This study aimed to investigate the joint association of resting heart rate and physical activity with CVD risk to provide evidence for individualized exercise guidance.

Methods

This study included 5 672 middle-aged and older adults from the China Health and Retirement Longitudinal Study database. Generalized additive models were employed to explore the independent and joint associations of resting heart rate and physical activity with CVD risk. Multiple logistic regression was further used to examine their correlations, while three-dimensional surface plots and two-dimensional slice plots at fixed resting heart rate levels were generated to visualize the nonlinear associations.

Results

A significant nonlinear interaction was observed between resting heart rate, physical activity, and CVD risk (P for interaction <0.001). Compared with the reference group (normal resting heart rate and moderate physical activity), individuals with a resting heart rate >100 beats per minute and low physical activity had the highest risk of CVD (OR=6.223). Among those with high resting heart rate, moderate physical activity was associated with a possible increase in risk (OR=2.059), whereas high physical activity showed no statistically significant association with CVD risk (OR=0.956).

Conclusion

In individuals with a high resting heart rate, high-level physical activity is not associated with an increased risk of CVD. Increasing physical activity represents a universally applicable, low-cost, and effective health promotion strategy.

Resting heart rate  /  Physical activity  /  Cardiovascular disease  /  Generalized additive model
黄佳琪, 梁丽君, 高振宇, 肖雄. 中老年人静息心率和体力活动与心血管疾病患病风险的关联研究. 现代预防医学, 2026 , 53 (8) : 1345 -1350 . DOI: 10.20043/j.cnki.MPM.202601087
Jia-qi HUANG, Li-jun LIANG, Zhen-yu GAO, Xiong XIAO. Joint association of resting heart rate and physical activity with cardiovascular disease risk among middle-aged and older adults[J]. Modern Preventive Medicine, 2026 , 53 (8) : 1345 -1350 . DOI: 10.20043/j.cnki.MPM.202601087
Year 2026 volume 53 Issue 8
20
10
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Article Info
doi: 10.20043/j.cnki.MPM.202601087
  • Receive Date:2026-01-06
  • Online Date:2026-11-02
  • Published:2026-04-25
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  • Received:2026-01-06
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    Department of Epidemiology and Biostatistics, West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, Sichuan 610041, China
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表12种不同金属材料的力学参数
科
Family
属数
Number of
genus
种数
Number of
species
占总种数比例
Percentage of
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属
Genus
种数
Number of
species
占总种数比例
Percentage of total
species (%)
鹅膏菌科Amanitaceae 2 11 5.26 鹅膏菌属 Amanita 10 4.78
小菇科 Mycenaceae 2 12 5.74 丝盖伞属 Inocybe 5 2.39
多孔菌科 Polyporaceae 8 14 6.70 蜡蘑属 Laccaria 5 2.39
红菇科 Russulaceae 3 23 11.00 小皮伞属 Marasmius 6 2.87
小菇属 Mycena 11 5.26
光柄菇属 Pluteus 5 2.39
红菇属 Russula 17 8.13
栓菌属 Trametes 5 2.39
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