{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,8,7]],"date-time":"2026-08-07T16:50:56Z","timestamp":1786121456092,"version":"build-2736575974"},"reference-count":58,"publisher":"Frontiers Media SA","license":[{"start":{"date-parts":[[2026,8,7]],"date-time":"2026-08-07T00:00:00Z","timestamp":1786060800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":["frontiersin.org"],"crossmark-restriction":true},"short-container-title":["Front. Public Health"],"abstract":"<jats:p>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.<\/jats:p>","DOI":"10.3389\/fpubh.2026.1888902","type":"journal-article","created":{"date-parts":[[2026,8,7]],"date-time":"2026-08-07T05:29:09Z","timestamp":1786080549000},"update-policy":"https:\/\/doi.org\/10.3389\/crossmark-policy","source":"Crossref","is-referenced-by-count":0,"title":["Association between meteorological factors and blood pressure variability in northern Guizhou, China"],"prefix":"10.3389","volume":"14","author":[{"given":"Yiyue","family":"Tang","sequence":"first","affiliation":[{"name":"Department of Cardiovascular Medicine, The Third Affiliated Hospital of Zunyi Medical University (The First People's Hospital of Zunyi)","place":["Zunyi, Guizhou Province, China"]},{"name":"Zunyi Medical University","place":["Zunyi, Guizhou Province, China"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yunzhen","family":"Lei","sequence":"additional","affiliation":[{"name":"Department of Cardiovascular Medicine, The Third Affiliated Hospital of Zunyi Medical University (The First People's Hospital of Zunyi)","place":["Zunyi, Guizhou Province, China"]},{"name":"Zunyi Medical University","place":["Zunyi, Guizhou Province, China"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Xingli","family":"Hu","sequence":"additional","affiliation":[{"name":"Department of Cardiovascular Medicine, Guizhou Aerospace Hospital (Affiliated Aerospace Hospital of Zunyi Medical University)","place":["Zunyi, Guizhou Province, China"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yukun","family":"Zhang","sequence":"additional","affiliation":[{"name":"Department of Cardiovascular Medicine, Guizhou Aerospace Hospital (Affiliated Aerospace Hospital of Zunyi Medical University)","place":["Zunyi, Guizhou Province, China"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yi","family":"Yao","sequence":"additional","affiliation":[{"name":"Department of Cardiovascular Medicine, The Third Affiliated Hospital of Zunyi Medical University (The First People's Hospital of Zunyi)","place":["Zunyi, Guizhou Province, China"]},{"name":"Zunyi Medical University","place":["Zunyi, Guizhou Province, China"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Xinyue","family":"Chen","sequence":"additional","affiliation":[{"name":"Department of Cardiovascular Medicine, The Third Affiliated Hospital of Zunyi Medical University (The First People's Hospital of Zunyi)","place":["Zunyi, Guizhou Province, China"]},{"name":"Zunyi Medical University","place":["Zunyi, Guizhou Province, China"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Xiaohua","family":"An","sequence":"additional","affiliation":[{"name":"Zunyi Medical University","place":["Zunyi, Guizhou Province, China"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Qingxian","family":"Tu","sequence":"additional","affiliation":[{"name":"Department of Cardiovascular Medicine, The Third Affiliated Hospital of Zunyi Medical University (The First People's Hospital of Zunyi)","place":["Zunyi, Guizhou Province, China"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Qianfeng","family":"Jiang","sequence":"additional","affiliation":[{"name":"Department of Cardiovascular Medicine, The Third Affiliated Hospital of Zunyi Medical University (The First People's Hospital of Zunyi)","place":["Zunyi, Guizhou Province, China"]},{"name":"Department of Cardiovascular Medicine, Guizhou Aerospace Hospital (Affiliated Aerospace Hospital of Zunyi Medical University)","place":["Zunyi, Guizhou Province, China"]}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1965","published-online":{"date-parts":[[2026,8,7]]},"reference":[{"key":"ref1","doi-asserted-by":"publisher","first-page":"685","DOI":"10.1016\/S0140-6736(21)01700-1","article-title":"Estimating the cause-specific relative risks of non-optimal temperature on daily mortality: a two-part modelling approach applied to the global burden of disease study","volume":"398","author":"Burkart","year":"2021","journal-title":"Lancet"},{"key":"ref2","doi-asserted-by":"publisher","first-page":"1873","DOI":"10.1016\/S0140-6736(25)01637-X","article-title":"Burden of 375 diseases and injuries, risk-attributable burden of 88 risk factors, and healthy life expectancy in 204 countries and territories, including 660 subnational locations, 1990-2023: a systematic analysis for the global burden of disease study 2023","volume":"406","year":"2025","journal-title":"Lancet"},{"key":"ref3","doi-asserted-by":"publisher","first-page":"462","DOI":"10.1016\/S0140-6736(17)32345-0","article-title":"The lancet commission on pollution and health","volume":"391","author":"Landrigan","year":"2018","journal-title":"Lancet"},{"key":"ref4","doi-asserted-by":"publisher","first-page":"427","DOI":"10.33963\/v.phj.104956","article-title":"Environmental degradation. 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