Impact of Air Pollution in Modifying the Relationship Between Climatic Variables and Hand, Foot and Mouth Disease: A Multi‐City Time Series Study in Jiangsu Province, China

Previous research has primarily focused on the impact of climatic variables and air pollution on Hand, Foot, and Mouth Disease (HFMD). However, there remains limited understanding of how air pollution levels modify these relationships across different regions and populations. This study employed a two-stage, multi-city time-series analysis using data from 13 cities in Jiangsu Province (2015-2023) to explore these effects. A multistage analytical approach, including the distributed lag non-linear model, multivariate meta-regression, and attributable risk calculation, was used to quantify the association between climatic variables, air pollutants, and HFMD. Findings indicated that HFMD incidence is closely associated with meteorological conditions, with peak risk at 24.8°C for average temperature and 89.2% for average relative humidity. Low average wind speed and short sunshine hours (SH) also contributed to increased risk. Air pollutants, such as PM<sub>2.5</sub>, SO<sub>2</sub>, and O<sub>3</sub>, significantly modified these associations. For example, PM<sub>2.5</sub> and SO<sub>2</sub> increased HFMD risk at higher temperatures, while O<sub>3</sub> reduced risk. Under low humidity, some pollutants exhibited protective effects, though risk increased with high humidity. NO<sub>2</sub> had the strongest influence in reducing variability, while high PM<sub>2.5</sub> and SO<sub>2</sub> concentrations weakened the protective effects of SH. These findings emphasize the non-linear influence of climatic variables on HFMD risk and suggest that air pollution's modification of these relationships varies by gender, age, and location. This provides important insights for developing targeted, timely public health warnings.

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Publication Details

Journal
GeoHealth
Published
2025-11-01
DOI
https://doi.org/10.1029/2024gh001265
Primary Topic
Viral Infections and Immunology Research
Type
article
Field-Weighted Citation Impact
0.00

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article

Impact of Air Pollution in Modifying the Relationship Between Climatic Variables and Hand, Foot and Mouth Disease: A Multi‐City Time Series Study in Jiangsu Province, China

Ruiyun Li, Zhe Lou, Ziying Chen, Jianli Hu et al.
GeoHealth
Viral Infections and Immunology Research
article

Impact of Air Pollution in Modifying the Relationship Between Climatic Variables and Hand, Foot and Mouth Disease: A Multi‐City Time Series Study in Jiangsu Province, China

Ruiyun Li, Zhe Lou, Ziying Chen, Jianli Hu, Xin Liu, Huan Fan, Hong Ji
article en

Abstract

Previous research has primarily focused on the impact of climatic variables and air pollution on Hand, Foot, and Mouth Disease (HFMD). However, there remains limited understanding of how air pollution levels modify these relationships across different regions and populations. This study employed a two-stage, multi-city time-series analysis using data from 13 cities in Jiangsu Province (2015-2023) to explore these effects. A multistage analytical approach, including the distributed lag non-linear model, multivariate meta-regression, and attributable risk calculation, was used to quantify the association between climatic variables, air pollutants, and HFMD. Findings indicated that HFMD incidence is closely associated with meteorological conditions, with peak risk at 24.8°C for average temperature and 89.2% for average relative humidity. Low average wind speed and short sunshine hours (SH) also contributed to increased risk. Air pollutants, such as PM<sub>2.5</sub>, SO<sub>2</sub>, and O<sub>3</sub>, significantly modified these associations. For example, PM<sub>2.5</sub> and SO<sub>2</sub> increased HFMD risk at higher temperatures, while O<sub>3</sub> reduced risk. Under low humidity, some pollutants exhibited protective effects, though risk increased with high humidity. NO<sub>2</sub> had the strongest influence in reducing variability, while high PM<sub>2.5</sub> and SO<sub>2</sub> concentrations weakened the protective effects of SH. These findings emphasize the non-linear influence of climatic variables on HFMD risk and suggest that air pollution's modification of these relationships varies by gender, age, and location. This provides important insights for developing targeted, timely public health warnings.

GeoHealthVol. 9(11)
Nanjing Health and Health Commission (CN), Jiangsu Provincial Center for Disease Control and Prevention (CN), Jiangsu Provincial Hospital of Traditional Chinese Medicine (CN), Nanjing Medical University (CN)
Jiangsu Commission of Health, Government of Jiangsu Province
Openalex Percentile: Top 48%
Viral Infections and Immunology Research
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