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ORIGINAL RESEARCH article
Front. Public Health
Sec. Environmental Health and Exposome
Volume 13 - 2025 | doi: 10.3389/fpubh.2025.1553278
This article is part of the Research TopicEvaluating Public Health Strategies for Climate Change: Risk and OpportunitiesView all 4 articles
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Background: Hand, foot, and mouth disease (HFMD) poses a significant risk to children. While most studies focus on the individual effects of temperature or relative humidity, the combined effect of these factors and their temporal variations remain unclear. Understanding these effects is essential for designing effective public health interventions.Methods: Using daily meteorological and HFMD case data collected from 2010 to 2019 in 16 cities in Yunnan Province, China, we compared three composite indices (Humidex, heat index, and temperature-humidity index) to identify the indices that best captured the combined effect of temperature and humidity on HFMD risk. An extended time-varying distributed lag nonlinear model (DLNM) was used to examine how these effects shifted over time across population subgroups. Relative risk (RR) values at the 1%, 25%, 75%, and 99% quantiles were extracted to represent effects at extremely, moderately low, moderately, and extremely high levels.Results: The THIa8 demonstrated a monotonic upward exposure-response curve with narrower confidence intervals, more consistent relationships across cities, and the best model fit (Quasi-Akaike information criterion (QAIC)=283564.2, Akaike information criterion (AIC)=45.46, and Bayesian information criterion (BIC)=62.30). HFMD risk decreased at extremely low (RR = 0.677, 95% CI: 0.632, 0.724) and moderately low THIa8 levels (RR = 0.766, 95% CI: 0.713, 0.823) but increased at moderately high (RR = 1.121, 95% CI: 1.084, 1.159) and extremely high THIa8 levels (RR = 1.478, 95% CI:1.300, 1.680). Temporal analysis revealed a decreased HFMD risk at extremely low THIa8 values from 2010 to 2019, weakened protective effects at moderately low THIa8 values and an increased risk at extremely high THIa8 values. Subgroup analyses revealed that kindergarten children (3 ≤ age < 6 years) and females were particularly vulnerable. Conclusions: The THIa8 effectively captures the combined effect of temperature and relative humidity on HFMD risk revealing temporal variations. Adaptive public health strategies are needed to mitigate HFMD transmission under changing environmental conditions.
Keywords: HFMD, Composite index, Combined effect, Temporal Trends, time-varying DLNM
Received: 30 Dec 2024; Accepted: 15 Apr 2025.
Copyright: © 2025 Wang, Ma, Cai, Zhang, Huang, Shui, Yin and Yang. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
* Correspondence:
Fei Yin, West China School of Public Health, Sichuan University, Chengdu, 610000, Sichuan Province, China
Haijun Yang, Yan'an Hospital Affiliated To Kunming Medical University, Kunming, China
Disclaimer: All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article or claim that may be made by its manufacturer is not guaranteed or endorsed by the publisher.
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