Evidence map›Paper›PMID 41540410›Full record

ArticleBMC public health2026

Healthy Lifestyle, multimorbidity network, and all-cause mortality among older Chinese: a longitudinal analysis in Chinese longitudinal healthy longevity survey.

Yilin Chen, Huan Zhou, Siqing Wang, Lingqiu Dong, Yi Tang, Jiaxing Tan, Wei Qin

Abstract read
In one paragraph

Article in BMC public health, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

7 authors.

Yilin ChenDivision of Nephrology, Department of Medicine, West China Hospital, Sichuan University, Chengdu, Sichuan, China, People's Republic.
Huan ZhouDivision of Nephrology, Department of Medicine, West China Hospital, Sichuan University, Chengdu, Sichuan, China, People's Republic.
Siqing WangDivision of Nephrology, Department of Medicine, West China Hospital, Sichuan University, Chengdu, Sichuan, China, People's Republic.
Lingqiu DongDivision of Nephrology, Department of Medicine, West China Hospital, Sichuan University, Chengdu, Sichuan, China, People's Republic.
Yi TangDivision of Nephrology, Department of Medicine, West China Hospital, Sichuan University, Chengdu, Sichuan, China, People's Republic.
Jiaxing TanDivision of Nephrology, Department of Medicine, West China Hospital, Sichuan University, Chengdu, Sichuan, China, People's Republic.
Wei QinDivision of Nephrology, Department of Medicine, West China Hospital, Sichuan University, Chengdu, Sichuan, China, People's Republic. qinweihx@scu.edu.cn.

Funding

National Natural Science Foundation of China No.81970612Sichuan Provincial Science and Technology Support Program 2023YFS0275
6 · The paper itself

Abstract

backgroundWith population ageing, multimorbidity has become a major public health concern. Although healthy lifestyles are associated with reduced risks of single chronic diseases and mortality, their relationship with multimorbidity patterns among older Chinese remains insufficiently explored.

methodsData from 16,820 participants aged 60 and older, from the 2008-2018 waves of the China Longitudinal Healthy Longevity Survey (CLHLS), were analyzed. Participants were categorized into three lifestyle groups (favorable, average, and unfavorable) based on five modifiable lifestyle factors: social engagement, physical activity, smoking, drinking, and diet. Disease progression was assessed using multimorbidity networks, and all-cause mortality was analyzed with Cox proportional hazards models.

resultsCompared to an unfavorable lifestyle, a favorable lifestyle was associated with a lower risk of all-cause mortality (HR = 1.63, 95% CI: 1.50-1.77). Among the five lifestyle factors, social engagement showed the strongest association with mortality (HR for inactive vs. active engagement = 1.36, 95% CI: 1.29-1.43). Multimorbidity networks revealed that individuals with favorable lifestyles exhibited denser, more interconnected disease networks, while those with unfavorable lifestyles showed more streamlined, linear disease progressions, primarily driven by hypertension, cardiovascular disease, and dementia.

conclusionsA favorable lifestyle was linked to lower mortality and more complex multimorbidity networks, likely due to longer survival and the accumulation of chronic conditions. These findings underscore the need for interventions to reduce premature mortality and manage multimorbidity in aging populations.

Indexed as

Healthy LifestyleMortalityMultimorbidityAgedAged, 80 and overCause of DeathChinaEast Asian PeopleFemaleHealth SurveysHumansLongevityLongitudinal StudiesMaleMiddle AgedComorbidity networkHealthy lifestyleLongitudinal studyMultimorbidityOlder people

Identifiers

PMID41540410
PMCPMC12892668

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.