Evidence map›Paper›PMID 41923758›Full record

ArticleFrontiers in public health2026

Effects of meteorological variability on the burden of musculoskeletal disorders among people aged 55 and above in the United States: a secondary analysis of the Global Burden of Disease Study 2021.

Yingying Zhou, Jiemin Wang, Zhi Xie, Jun Zhang

Abstract read
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Article in Frontiers in 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

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

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4 · The record

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5 · Who and what money

Authors and funding

4 authors.

Yingying ZhouChangsha Center for Disease Control and Prevention, Changsha, China.
Jiemin WangCÚRAM, Centre for Research in Medical Devices, University of Galway, Galway, Ireland.
Zhi XieChangsha Center for Disease Control and Prevention, Changsha, China.
Jun ZhangDepartment of Orthopedics, The First Affiliated Hospital of Hunan Traditional Chinese Medical College (Hunan Provincial Directly Affiliated Hospital of Traditional Chinese Medicine), Zhuzhou, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Older adults in high-income countries face an increasing burden of musculoskeletal (MSK) disorders. Although the belief that meteorological variations influence musculoskeletal conditions is widespread, scientific evidence remains inconclusive. This study aimed to explore these meteorology-health relationships. Methods: Using publicly available data from the Global Historical Climatology Network Daily, Behavioral Risk Factor Surveillance System and the Global Burden of Disease Study 2021, we investigated associations between inter-annual meteorological factors variability (temperature, humidity, wind speed, barometric pressure) and musculoskeletal burdens, measured by disability-adjusted life years, among adults aged ≥55 in the United States. Penalized Generalized Additive Models were employed to investigate the potential associations for rheumatoid arthritis, osteoarthritis, low back pain, neck pain, gout, and other musculoskeletal diseases. State-level Socio-demographic Index and behavioral indicators (obesity prevalence and smoking rate) were included as covariables, and population density and healthcare access indices were incorporated in sensitivity analyses. Results: Musculoskeletal burdens among older U.S. adults substantially exceeded global averages (6,205.82 vs. 4,837.46 per 100,000), particularly for other musculoskeletal disorders in females and gout in males. Burdens generally increased from 2013 to 2021, except for rheumatoid arthritis and low back pain. Incorporating meteorological terms, jointly accounted for SDI, behavioral risk factors and residual temporal trends, improved model performance and revealed non-linear exposure-response patterns with potential thresholds. Inter-annual variations in temperature and humidity consistently exhibited significant associations with disease burden, while wind speed and barometric pressure also associated with burden. Sex-based heterogeneity emerged, most prominently for gout and rheumatoid arthritis. Conclusions: Our findings highlight consistent population-level associations between inter-annual meteorological variability and MSK burdens among older U.S. adults. These associations may reflect direct environmental influences as well as broader behavioral, infrastructural, and contextual contexts, underscoring the need for context-sensitive and sex-specific public-health strategies for aging populations.

Indexed as

Meteorological ConceptsMusculoskeletal DiseasesAgedDisability-Adjusted Life YearsFemaleGlobal Burden of DiseaseHumansMaleMiddle AgedUnited Statesbehavioral risk factor surveillance systemdisability-adjusted life yearsGlobal Burden of Disease study 2021global historical climatology networkmeteorological variability effectsmusculoskeletal disorders

Identifiers

PMID41923758
PMCPMC13036215

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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.