Evidence map›Paper›PMID 41792259›Full record

ArticleScientific reports2026

Short-term effects of meteorological factors on hand, foot, and mouth disease in Zhengzhou, China.

Bowen Dai, Xin Yuan, Shouhang Chen, Yaodong Zhang, Zhipeng Jin, Fang Wang, Zhi Li, Yuefei Jin

Abstract read
In one paragraph

Article in Scientific reports, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing 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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

8 authors.

Bowen DaiChildren's Hospital Affiliated to Zhengzhou University, Henan Children's Hospital, Zhengzhou, 450018, China.
Xin YuanCollege of Public Health, Zhengzhou University, Zhengzhou, 450001, China.
Shouhang ChenChildren's Hospital Affiliated to Zhengzhou University, Henan Children's Hospital, Zhengzhou, 450018, China.
Yaodong ZhangChildren's Hospital Affiliated to Zhengzhou University, Henan Children's Hospital, Zhengzhou, 450018, China.
Zhipeng JinChildren's Hospital Affiliated to Zhengzhou University, Henan Children's Hospital, Zhengzhou, 450018, China.
Fang WangChildren's Hospital Affiliated to Zhengzhou University, Henan Children's Hospital, Zhengzhou, 450018, China.
Zhi LiChildren's Hospital Affiliated to Zhengzhou University, Henan Children's Hospital, Zhengzhou, 450018, China. lizhizzcn@163.com.
Yuefei JinChildren's Hospital Affiliated to Zhengzhou University, Henan Children's Hospital, Zhengzhou, 450018, China. jyf201907@zzu.edu.cn.

Funding

China Postdoctoral Science Foundation 2024T170246National Natural Science Foundation of China 82273695Open Grant from the Pingyuan Laboratory 2023PY-OP-0202Open Project of Henan Province Engineering Research Center of Diagnosis and Treatment of Pediatric Infection and Critical Care ERC202302Science and Technology Innovation Project of Henan Province in 2024 NO. 242102310022
6 · The paper itself

Abstract

Hand, foot, and mouth disease (HFMD) demonstrates distinct seasonal patterns in high-incidence regions, highlighting the growing interest in the relationship between meteorological factors and disease transmission. Nevertheless, findings across different geographic areas remain highly heterogeneous. Data on HFMD cases in Zhengzhou City from 2009 to 2023 were obtained from the Zhengzhou Center for Disease Control and Prevention, while meteorological data were sourced from the National Meteorological Data Sharing Service System. Distributed lag nonlinear models (DLNM) was employed to quantify the effects of meteorological variables and extreme weather events on HFMD incidence, as well as to evaluate the impact of various lag periods. DLNM analysis revealed nonlinear exposure–response relationships between HFMD risk with daily mean temperature, relative humidity, and atmospheric pressure. Extreme weather events further elevated the risk. Daily mean temperature demonstrated the peaking relative risk (RR) at 27 °C (RR = 1.17, 95% CI: 1.007–2.349), while relative humidity at 83% corresponded to the highest RR (RR = 1.07, 95% CI: 1.021–1.121). Atmospheric pressure exhibited maximal risk at 1044 hPa (RR = 1.53, 95% CI: 1.014–2.293). These conditions correspond to the higher end of the local climatic distribution, suggesting that HFMD risk increases under relatively warm, humid, and high-pressure conditions. Meteorological factors, including daily average temperature, relative humidity, atmospheric pressure, and extreme weather events, are associated with altered HFMD incidence in Zhengzhou through nonlinear and lagged relationships. These findings provide scientific evidence for early warning systems and targeted public health interventions based on weather forecasts.

Indexed as

Hand, Foot and Mouth DiseaseMeteorological ConceptsAtmospheric PressureChinaHumansHumidityIncidenceNonlinear DynamicsSeasonsTemperatureWeatherDistributed lag Non-Linear modelHand, foot, and mouth diseaseMeteorological factors

Identifiers

PMID41792259
PMCPMC13083838

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

None linked

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.