Evidence map›Paper›PMID 41449334›Full record

ArticleBMC infectious diseases2025

Temperature-based spatiotemporal heterogeneity of hand, foot, and mouth disease transmission in China.

Zitong Zheng, Junyu He, Longhao Wang, Feng Shao, Danjie Zhang, Ruidong Qu, Liang Wen, Yong Wang, Yuanyong Xu, Zhaorui Chang and 1 more

Abstract read
In one paragraph

Article in BMC infectious diseases, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

2 citing papers in PubMed.

  1. Article
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

11 authors.

Zitong Zheng *Department of Epidemiology, School of Public Health, China Medical University, Shenyang, 110000, China.
Junyu He *Ocean College, Ocean Academy, Zhejiang University, Zhoushan, 316021, China.
Longhao Wang *Department of Health Statistics, Faculty of Military Preventive Medicine, Army Medical University, Chongqing, 400038, China.
Feng ShaoChinese PLA Center for Disease Control and Prevention, Beijing, 100071, China.
Danjie ZhangDepartment of Epidemiology, School of Public Health, China Medical University, Shenyang, 110000, China.
Ruidong QuDepartment of Epidemiology, School of Public Health, China Medical University, Shenyang, 110000, China.
Liang WenChinese PLA Center for Disease Control and Prevention, Beijing, 100071, China.
Yong WangDepartment of Epidemiology, School of Public Health, China Medical University, Shenyang, 110000, China.
Yuanyong XuDepartment of Epidemiology, School of Public Health, China Medical University, Shenyang, 110000, China. xyy_827@sina.com.
Zhaorui ChangDivision of Infectious Disease, Key Laboratory of Surveillance and Early-Warning on Infectious Disease, Chinese Center for Disease Control and Prevention, Beijing, 102206, China. changzr@chinacdc.cn.
Wenyi ZhangDepartment of Epidemiology, School of Public Health, China Medical University, Shenyang, 110000, China. zwy0419@126.com.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundHand, Foot, and Mouth Disease (HFMD) remains an important public health issue in China with numerous studies showing significant association between temperature and the disease. Amid growing concerns of the impact of climate change on disease, we specifically explore the relationship between temperature and HFMD in mainland China to investigate and estimate key epidemiological parameters and potential heterogeneity.

methodsWe developed an integrated modeling approach that combined HFMD incidence data from 68 cities across 28 Chinese provinces and municipalities from 2013 to 2019 and temperature data with the Susceptible–Exposed–Infectious–Recovered (SEIR) transmission model and Iterated Filtering (IF2) data assimilation. The approach estimated key epidemiological parameters and quantified the impact of temperature on HFMD transmission in different regions.

resultsHFMD transmission characteristics varied considerably by regions. The basic reproduction number ([Formula: see text]) declined spatially from the southeastern coast to the northwestern inland areas, with a maximum of 3.11 in South China, and minimum of 1.49 in Northeast China. The optimal temperature range for HFMD transmission was between 13.61 °C and 29.48 °C, with statistically significant regional differences in these ranges.

conclusionThe SEIR-IF2 model accurately fit the observed outbreak patterns and estimated key epidemiological parameters. Furthermore, it identified the optimal temperature range and revealed spatial heterogeneity in HFMD transmission in mainland China, providing a scientific basis for developing targeted prevention and control strategies.

Indexed as

Hand, Foot and Mouth DiseaseTemperatureBasic Reproduction NumberChinaHumansIncidenceSpatio-Temporal AnalysisHFMDSpatial heterogeneityTemperatureTransmission dynamics model

Identifiers

PMID41449334
PMCPMC12895818

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.