ArticlePloS one2016
Short-Term Effects of Climatic Variables on Hand, Foot, and Mouth Disease in Mainland China, 2008-2013: A Multilevel Spatial Poisson Regression Model Accounting for Overdispersion.
Article in PloS one, 2016. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 24 papers, 1 of them a synthesis that pooled it.
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Who cites it
24 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Temporal relationships between climate variables and hand-foot-mouth disease: a multi-province study in the Mekong Delta Region, Vietnam.International journal of biometeorology · 2020Pooled it
- Predicting the incidence of common intestinal infectious diseases in Changzhou, China based on environmental factors and deep learning.BMC public health · 2025Article
- Air pollution and hip fracture risk in older people: a multi-center time-series DLNM study.BMC geriatrics · 2025Observational
- Transmission components of hand, foot, and mouth disease in Guangdong Province and their association with meteorological factors: a modelling study.BMC infectious diseases · 2025Article
- Short-term effects of ambient air pollutants and meteorological factors on emergency department visits in tropical Haikou, China.Scientific reports · 2025Article
- Meteorological drivers of hemorrhagic fever with renal syndrome in China's Jiaodong Peninsula: an ecological time-series study from 2020 to 2024.Frontiers in public health · 2025Article
- Spatio-temporal pattern and associate factors study on intestinal infectious diseases based on panel model in Zhejiang Province.BMC public health · 2024Article
- Analysis of a SARIMA-XGBoost model for hand, foot, and mouth disease in Xinjiang, China.Epidemiology and infection · 2023Article
- Early warning of hand, foot, and mouth disease transmission: A modeling study in mainland, China.PLoS neglected tropical diseases · 2021Article
- Short-term effects of rainfall on childhood hand, foot and mouth disease and related spatial heterogeneity: evidence from 143 cities in mainland China.BMC public health · 2020Article
- Notifiable Respiratory Infectious Diseases in China: A Spatial-Temporal Epidemiology Analysis.International journal of environmental research and public health · 2020Article
- Transmission center and driving factors of hand, foot, and mouth disease in China: A combined analysis.PLoS neglected tropical diseases · 2020Article
- Article
- Impact of Ambient Temperature and Relative Humidity on the Incidence of Hand-Foot-Mouth Disease in Wuhan, China.International journal of environmental research and public health · 2020Article
- Weather effects on hand, foot, and mouth disease at individual level: a case-crossover study.BMC infectious diseases · 2019Article
- A descriptive analysis of the Spatio-temporal distribution of intestinal infectious diseases in China.BMC infectious diseases · 2019Article
- Health impact of climate change in cities of middle-income countries: the case of China.British medical bulletin · 2019Review
- Interactions between climate factors and air pollution on daily HFMD cases: A time series study in Guangdong, China.The Science of the total environment · 2019Article
- Understanding Weather and Hospital Admissions Patterns to Inform Climate Change Adaptation Strategies in the Healthcare Sector in Uganda.International journal of environmental research and public health · 2018Article
- Spatio-temporal analysis of the relationship between meteorological factors and hand-foot-mouth disease in Beijing, China.BMC infectious diseases · 2018Article
Corrections and comments
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Authors and funding
6 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundHand, Foot, and Mouth Disease (HFMD) is a worldwide infectious disease. In China, many provinces have reported HFMD cases, especially the south and southwest provinces. Many studies have found a strong association between the incidence of HFMD and climatic factors such as temperature, rainfall, and relative humidity. However, few studies have analyzed cluster effects between various geographical units.
methodsThe nonlinear relationships and lag effects between weekly HFMD cases and climatic variables were estimated for the period of 2008-2013 using a polynomial distributed lag model. The extra-Poisson multilevel spatial polynomial model was used to model the exact relationship between weekly HFMD incidence and climatic variables after considering cluster effects, provincial correlated structure of HFMD incidence and overdispersion. The smoothing spline methods were used to detect threshold effects between climatic factors and HFMD incidence.
resultsThe HFMD incidence spatial heterogeneity distributed among provinces, and the scale measurement of overdispersion was 548.077. After controlling for long-term trends, spatial heterogeneity and overdispersion, temperature was highly associated with HFMD incidence. Weekly average temperature and weekly temperature difference approximate inverse "V" shape and "V" shape relationships associated with HFMD incidence. The lag effects for weekly average temperature and weekly temperature difference were 3 weeks and 2 weeks. High spatial correlated HFMD incidence were detected in northern, central and southern province. Temperature can be used to explain most of variation of HFMD incidence in southern and northeastern provinces. After adjustment for temperature, eastern and Northern provinces still had high variation HFMD incidence.
conclusionWe found a relatively strong association between weekly HFMD incidence and weekly average temperature. The association between the HFMD incidence and climatic variables spatial heterogeneity distributed across provinces. Future research should explore the risk factors that cause spatial correlated structure or high variation of HFMD incidence which can be explained by temperature. When analyzing association between HFMD incidence and climatic variables, spatial heterogeneity among provinces should be evaluated. Moreover, the extra-Poisson multilevel model was capable of modeling the association between overdispersion of HFMD incidence and climatic variables.
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