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The association between sunshine duration and frailty risk among middle-aged and older Chinese adults: a longitudinal analysis of CHARLS data
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Jie HUI1, Yan TANG2, Wei LU1, Shun ZHANG1, Zhao-hui WANG3
Modern Preventive Medicine | 2026, 53(11) : 1941 - 1946
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Modern Preventive Medicine | 2026, 53(11): 1941-1946
• Epidemiology and Statistical Methods •
The association between sunshine duration and frailty risk among middle-aged and older Chinese adults: a longitudinal analysis of CHARLS data
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Jie HUI1, Yan TANG2, Wei LU1, Shun ZHANG1, Zhao-hui WANG3
Affiliations
  • The Eighth Clinical Medical College of Guangzhou University of Chinese Medicine, Foshan, Guangdong 528099, China
Published: 2026-06-10 doi: 10.20043/j.cnki.MPM.202511285
Outline
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Objective

To examine the association between sunshine duration and incident frailty among middle-aged and older adults in China.

Methods

Data were obtained from the China Health and Retirement Longitudinal Study (2011—2018), including 5 520 participants aged ≥45 years. City-level sunshine duration was obtained from the National Meteorological Science Data Center. Time-dependent Cox models were used to evaluate the association between sunshine duration and incident frailty, and restricted cubic spline and subgroup analyses were performed to assess nonlinearity and effect modification.

Results

In the fully adjusted model, each 1 h/day increase in sunshine duration was associated with a 15% higher risk of incident frailty (HR=1.15, 95% CI: 1.06-1.24, P<0.001). Restricted cubic spline analysis showed a nonlinear association, with risk increasing markedly when daily sunshine duration was ≥6.63 h/day. Subgroup analyses suggested significant effect modification by sex, education level, urban-rural residence, and work status.

Conclusion

City-level sunshine duration was associated with incident frailty among middle-aged and older adults in China, with a nonlinear pattern and higher risk mainly at higher sunshine levels.

Sunshine  /  Frailty  /  China Health and Retirement Longitudinal Study (CHARLS)
惠杰, 唐燕, 卢伟, 张顺, 王朝辉. 日照时长与中国中老年人虚弱风险的关系——基于CHARLS数据的纵向分析. 现代预防医学, 2026 , 53 (11) : 1941 -1946 . DOI: 10.20043/j.cnki.MPM.202511285
Jie HUI, Yan TANG, Wei LU, Shun ZHANG, Zhao-hui WANG. The association between sunshine duration and frailty risk among middle-aged and older Chinese adults: a longitudinal analysis of CHARLS data[J]. Modern Preventive Medicine, 2026 , 53 (11) : 1941 -1946 . DOI: 10.20043/j.cnki.MPM.202511285
Year 2026 volume 53 Issue 11
30
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doi: 10.20043/j.cnki.MPM.202511285
  • Receive Date:2025-11-18
  • Online Date:2026-11-02
  • Published:2026-06-10
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  • Received:2025-11-18
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    The Eighth Clinical Medical College of Guangzhou University of Chinese Medicine, Foshan, Guangdong 528099, 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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