Evidence map›Paper›PMID 41922391›Full record

ArticleScientific reports2026

Household solid fuel use increases frailty risk in Chinese middle-aged and older adults: a prospective cohort study.

Yihan Liu, Zhenbo Li, Lei Wu, Pengfei Ren, Ming Liu, Yuxin He, Zhoubo Yu, Qing Liu, Jing Yang, Rui Wang

Abstract read
In one paragraph

Article in Scientific reports, 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

10 authors.

Yihan LiuCollege of Pharmacy, Heilongjiang University of Chinese Medicine, Harbin, 150006, China.
Zhenbo LiCollege of Pharmacy, Heilongjiang University of Chinese Medicine, Harbin, 150006, China.
Lei WuCollege of Pharmacy, Heilongjiang University of Chinese Medicine, Harbin, 150006, China.
Pengfei RenCollege of Pharmacy, Heilongjiang University of Chinese Medicine, Harbin, 150006, China.
Ming LiuCollege of Pharmacy, Heilongjiang University of Chinese Medicine, Harbin, 150006, China.
Yuxin HeCollege of Pharmacy, Heilongjiang University of Chinese Medicine, Harbin, 150006, China.
Zhoubo YuCollege of Pharmacy, Heilongjiang University of Chinese Medicine, Harbin, 150006, China.
Qing LiuBasic Medical College of Heilongjiang University of Chinese Medicine, Harbin, 150006, China.
Jing YangBasic Medical College of Heilongjiang University of Chinese Medicine, Harbin, 150006, China.
Rui WangCollege of Pharmacy, Heilongjiang University of Chinese Medicine, Harbin, 150006, China. wrdx@sina.com.

Funding

National Natural Science Foundation of China 82074271
6 · The paper itself

Abstract

With the aggravation of population aging, frailty has become a major public health issue. However, the association between indoor air pollution from solid fuels and frailty is unclear. We analyzed data collected from 13,233 middle-aged and older adults (> 45 years) who were non-frail at baseline survey (2011, 2013, 2015, and 2018) from the China Health and Retirement Longitudinal Study to investigate the association between the use of solid fuels for cooking and frailty. After excluding 1853 participants with missing data on heating fuel, 11,380 individuals surveyed in 2011, 2013, and 2015 were retained for the heating-fuel analyses. We constructed the frailty index (FI) based on 40 health deficit items. Frailty was defined as FI > 0.25. The seven fuel types surveyed were categorized as clean and solid fuels. Time-dependent Cox proportional hazards models were used to analyze the association of solid fuel use for cooking or heating, alone or in combination, with frailty. Cox models were also used to explore the association of fuel type switching. Covariates included individual characteristics, health behaviors, socioeconomic factors, and household dwelling characteristics. Sensitivity analyses were performed to test the robustness of the main results, and interaction and subgroup analyses were performed to explore the influence of potential confounding factors on the results. Compared with participants using clean fuels, those using solid fuels had a higher risk of frailty (cooking: HR 1.46, 95% CI 1.28-1.67, p < 0.001; heating: HR 1.58, 95% CI 1.29-1.94, p < 0.001). Participants who switched from solid to clean fuel showed a reduction in the risk of frailty (HR 0.61, 95% CI 0.51-0.73, p < 0.001). Indoor air pollution caused by solid fuels is associated with an increased risk of frailty among middle-aged and older adults in China. Our findings provide evidence supporting the restriction of solid fuel use and improvement of indoor air quality to protect this population from frailty risk.

Indexed as

Air Pollution, IndoorCookingFrailtyHeatingAgedChinaEast Asian PeopleFamily CharacteristicsFemaleHumansMaleMiddle AgedProportional Hazards ModelsProspective StudiesRisk FactorsCox analysesFrailtyIndoor air pollutionSolid fuel use

Identifiers

PMID41922391
PMCPMC13180995

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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.