Evidence map›Paper›PMID 42630374›Full record

ArticleFrontiers in public health2026

Association between meteorological factors and blood pressure variability in northern Guizhou, China.

Yiyue Tang, Yunzhen Lei, Xingli Hu, Yukun Zhang, Yi Yao, Xinyue Chen, Xiaohua An, Qingxian Tu, Qianfeng Jiang

Abstract read
In one paragraph

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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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

9 authors.

Yiyue Tang *Department of Cardiovascular Medicine, The Third Affiliated Hospital of Zunyi Medical University (The First People's Hospital of Zunyi), Zunyi, Guizhou Province, China.
Yunzhen Lei *Department of Cardiovascular Medicine, The Third Affiliated Hospital of Zunyi Medical University (The First People's Hospital of Zunyi), Zunyi, Guizhou Province, China.
Xingli HuDepartment of Cardiovascular Medicine, Guizhou Aerospace Hospital (Affiliated Aerospace Hospital of Zunyi Medical University), Zunyi, Guizhou Province, China.
Yukun ZhangDepartment of Cardiovascular Medicine, Guizhou Aerospace Hospital (Affiliated Aerospace Hospital of Zunyi Medical University), Zunyi, Guizhou Province, China.
Yi YaoDepartment of Cardiovascular Medicine, The Third Affiliated Hospital of Zunyi Medical University (The First People's Hospital of Zunyi), Zunyi, Guizhou Province, China.
Xinyue ChenDepartment of Cardiovascular Medicine, The Third Affiliated Hospital of Zunyi Medical University (The First People's Hospital of Zunyi), Zunyi, Guizhou Province, China.
Xiaohua AnZunyi Medical University, Zunyi, Guizhou Province, China.
Qingxian TuDepartment of Cardiovascular Medicine, The Third Affiliated Hospital of Zunyi Medical University (The First People's Hospital of Zunyi), Zunyi, Guizhou Province, China.
Qianfeng JiangDepartment of Cardiovascular Medicine, The Third Affiliated Hospital of Zunyi Medical University (The First People's Hospital of Zunyi), Zunyi, Guizhou Province, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Hypertension is a major risk factor for cardiovascular mortality worldwide, and its pathogenesis is closely related to environmental exposures. However, most previous studies have focused on the effects of air pollution on resting blood pressure. This study investigated the associations between short-term exposure to meteorological factors and blood pressure variability (BPV). Ambulatory blood pressure monitoring data were obtained from 4,355 patients, and indices of systolic and diastolic BPV were calculated. Daily meteorological variables included relative humidity, shortwave radiation, and temperature. Distributed lag non-linear models (DLNMs) were used to estimate the associations between meteorological exposures and BPV. Over a maximum lag of 14 days, higher relative humidity and lower shortwave solar radiation were positively associated with greater BPV. Exploratory subgroup analyses yielded larger estimates in some daily series stratified by age, sex, smoking status, and alcohol consumption; however, these findings were based on aggregated data and involved multiple comparisons. In this hospital-based population, city-level relative humidity and shortwave radiation were associated with daily mean BPV. These findings should be interpreted as ecological associations rather than evidence of causal effects or confirmed individual susceptibility. Validation in multicenter studies incorporating individual-level exposure assessment is warranted.

Indexed as

Blood PressureEnvironmental ExposureHypertensionMeteorological ConceptsBlood Pressure Monitoring, AmbulatoryChinaFemaleHumansHumidityMaleRisk Factorsblood pressure variabilitydistributed lag non-linear modelDLNMhypertensionmeteorological factors

Identifiers

PMID42630374
PMCPMC13493591

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