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Cross-lagged panel network analysis of cognitive function and physical frailty in Chinese older adults
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Xiao-min LI, Gui-xiang HE
Modern Preventive Medicine | 2026, 53(7) : 1304 - 1310
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Modern Preventive Medicine | 2026, 53(7): 1304-1310
• Health and Social Behavior •
Cross-lagged panel network analysis of cognitive function and physical frailty in Chinese older adults
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Xiao-min LI, Gui-xiang HE
Affiliations
  • School of Public Health, Xinjiang Medical University, Urumqi, Xinjiang 830017, China
Published: 2026-04-10 doi: 10.20043/j.cnki.MPM.202510117
Outline
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Objective

To explore dynamic bidirectional associations among cognitive frailty symptoms in Chinese older adults and identify core symptoms within the cognitive frailty network.

Methods

Older adults from the baseline and two follow-up waves (2011—2018) of the Chinese Longitudinal Healthy Longevity Survey were included. The longitudinal network structure of cognitive function and physical frailty was analyzed using cross-lagged panel network analysis.

Results

A total of 2 377 older adults were included. The T1→T2 network contained 63 non-zero predictive effects (57.27%), with the strongest prediction being the negative impact of instrumental activities of daily living on general ability (β=-0.47) and attention-based calculation ability (β=-0.39). The T2→T3 phase showed an increase to 71 non-zero effects (64.55%), revealing a feedback loop: instrumental activities of daily living→health status evaluation→verbal comprehension and self-coordination→instrumental activities of daily living. The centrality analysis showed that the language comprehension and self-coordination ability in the T1-T2 stage had the strongest outward influence (out-EI=0.98), and the basic activities of daily living in the T2-T3 stage became the strongest output node (out-EI=1.35). Physical function manifested as the introverted core (in-EI=1.43, 0.86) that was most susceptible to other nodes in both stages.

Conclusion

Priority should be given to improving basic activities of daily living and language comprehension abilities, implementing early comprehensive intervention, and strengthening the dynamic monitoring and management of physical functions and chronic diseases to delay the process of functional decline and promote healthy aging.

China  /  Older adults  /  Cognitive frailty  /  Cross-lagged panel network analysis  /  Longitudinal study
李晓敏, 何桂香. 中国老年人认知功能与身体衰弱的交叉滞后网络分析. 现代预防医学, 2026 , 53 (7) : 1304 -1310 . DOI: 10.20043/j.cnki.MPM.202510117
Xiao-min LI, Gui-xiang HE. Cross-lagged panel network analysis of cognitive function and physical frailty in Chinese older adults[J]. Modern Preventive Medicine, 2026 , 53 (7) : 1304 -1310 . DOI: 10.20043/j.cnki.MPM.202510117
Year 2026 volume 53 Issue 7
29
16
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Article Info
doi: 10.20043/j.cnki.MPM.202510117
  • Receive Date:2025-10-10
  • Online Date:2026-11-02
  • Published:2026-04-10
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  • Received:2025-10-10
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    School of Public Health, Xinjiang Medical University, Urumqi, Xinjiang 830017, China
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表12种不同金属材料的力学参数
科
Family
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Number of
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种数
Number of
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Percentage of
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Number of
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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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