Evidence map›Paper›PMID 40977803›Full record

ArticleFrontiers in public health2025

Body Mass Index and multidimensional health in Chinese older adults: a moderated mediation analysis of urban-rural residence, physical activity, and depression.

Hao Pan, Ying Hao

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Article in Frontiers in public health, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

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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

Who cites it

4 citing papers in PubMed.

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4 · The record

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5 · Who and what money

Authors and funding

2 authors.

Hao PanCollege of Physical Education, Northwest Normal University, Lanzhou, China.
Ying HaoCollege of Physical Education, Northwest Normal University, Lanzhou, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: In the context of China's accelerated aging, Body Mass Index (BMI) is a critical health metric. However, its health implications are not uniform, being profoundly shaped by structural socioeconomic divides and intricate psychosomatic pathways. This study provides an integrated analysis of BMI's association with multidimensional health (chronic diseases, functional disability, depression) in Chinese older adults, testing the moderating role of urban-rural residence and the mediating roles of physical activity and depression. Methods: Data were drawn from the 2018 Chinese Longitudinal Healthy Longevity Survey (CLHLS), including 11,521 older adults. We employed a suite of regression models to assess linear and non-linear associations and a Structural Equation Model (SEM) to delineate mediation pathways. Results: A higher BMI was associated with a greater chronic disease burden, but not with ADL disability after full adjustment. Crucially, this BMI-disease association was significantly amplified in rural populations, revealing a weaker socio-environmental "buffer" against weight-related health risks. We identified a robust U-shaped relationship between BMI and depression, extending the "obesity paradox" to the psychological domain, with optimal mental well-being observed in the overweight range (BMI ≈ 28.9 kg/m Conclusion: The health implications of BMI in Chinese older adults are profoundly context-dependent, challenging a one-size-fits-all approach. The findings suggest a dual insight: a psychological "obesity paradox" where moderate overweight status appears protective for mental health, and a socio-environmental moderation where the urban context appears to buffer the physical risks of higher BMI. Mental well-being emerges as a pivotal mediator in the psychosomatic pathway linking body weight to chronic illness. This evidence calls for a paradigm shift toward holistic, differentiated health strategies that integrate mental health support and are tailored to the distinct resource landscapes of urban and rural settings.

Indexed as

Body Mass IndexDepressionExerciseHealth StatusRural PopulationUrban PopulationAgedAged, 80 and overChinaChronic DiseaseEast Asian PeopleFemaleHumansLongitudinal StudiesMaleMediation Analysisbody mass indexchronic diseasedepressionolder adultsurban–rural disparities

Identifiers

PMID40977803
PMCPMC12446037

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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.