Evidence map›Paper›PMID 36497712›Full record

ArticleInternational journal of environmental research and public health2022

Association between Global Monkeypox Cases and Meteorological Factors.

Md Aminul Islam, Sarawut Sangkham, Ananda Tiwari, Meysam Vadiati, Mohammad Nayeem Hasan, Syed Toukir Ahmed Noor, Jubayer Mumin, Prosun Bhattacharya, Samendra P Sherchan

Open access · goldAbstract read
In one paragraph

Article in International journal of environmental research and public health, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 15 papers.

0numbers the graph read from it
0cells of the map it votes in
15citing papers in PubMed
2.6field-weighted citation impact, top 8% of its field
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

15 citing papers in PubMed, 35 citations in OpenAlex.

  1. First Comprehensive Global Bibliometric Analysis of Monkeypox Virus Research Landscape From 1976 to 2025.The Canadian journal of infectious diseases & medical microbiology = Journal canadien des maladies infectieuses et de la microbiologie medicale · 2026
    Article
  2. Climate Change and the Rise of Emerging and Re-Emerging Infectious Diseases in Africa: A Literature Review.International journal of environmental research and public health · 2025
    Review
  3. Article
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  5. Review
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  9. Effects of fine particulate matter (PMCase studies in chemical and environmental engineering · 2023
    Article
  10. Review
  11. Article
  12. Correlation of Dengue and Meteorological Factors in Bangladesh: A Public Health Concern.International journal of environmental research and public health · 2023
    Article
  13. Mpox, Caused by the MPXV of the Clade IIb Lineage, Goes Global.Tropical medicine and infectious disease · 2023
    Article
  14. Article
  15. Article
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

9 authors at 7 institutions in 5 countries.

Md Aminul IslamAdvanced Molecular Lab, Department of Microbiology, President Abdul Hamid Medical College, Karimganj 2310, Bangladesh.ORCID 0000-0003-1091-9726
Sarawut SangkhamDepartment of Environmental Health, School of Public Health, University of Phayao, Muang District, Phayao 56000, Thailand.ORCID 0000-0002-0507-0177
Ananda TiwariDepartment of Food Hygiene and Environmental Health, Faculty of Veterinary Medicine, University of Helsinki, 00014 Helsinki, Finland.ORCID 0000-0001-8026-6885
Meysam VadiatiHubert H. Humphrey Fellowship Program, Global Affairs, University of California, Davis, 10 College Park, Davis, CA 95616, USA.ORCID 0000-0003-0841-6919
Mohammad Nayeem HasanDepartment of Statistics, Shahjalal University of Science & Technology, Sylhet 3114, Bangladesh.
Syed Toukir Ahmed NoorDepartment of Statistics, Shahjalal University of Science & Technology, Sylhet 3114, Bangladesh.ORCID 0000-0001-5111-7055
Jubayer MuminPlatform of Medical and Dental Society, Dhaka 1214, Bangladesh.ORCID 0000-0002-3729-8299
Prosun BhattacharyaCOVID-19 Research, Department of Sustainable Development, Environmental Science and Engineering, KTH Royal Institute of Technology, Teknikringen 10B, SE 10044 Stockholm, Sweden.
Samendra P SherchanDepartment of Biology, Morgan State University, Baltimore, MD 11428, USA.ORCID 0000-0002-0092-7928
Shahjalal University of Science and Technology · BDKTH Royal Institute of Technology · SENoakhali Science and Technology University · BDTulane University · USUniversity of California, Davis · USUniversity of Helsinki · FIUniversity of Phayao · TH

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The emergence of an outbreak of Monkeypox disease (MPXD) is caused by a contagious zoonotic Monkeypox virus (MPXV) that has spread globally. Yet, there is no study investigating the effect of climatic changes on MPXV transmission. Thus, studies on the changing epidemiology, evolving nature of the virus, and ecological niche are highly paramount. Determination of the role of potential meteorological drivers including temperature, precipitation, relative humidity, dew point, wind speed, and surface pressure is beneficial to understand the MPXD outbreak. This study examines the changes in MPXV cases over time while assessing the meteorological characteristics that could impact these disparities from the onset of the global outbreak. To conduct this data-based research, several well-accepted statistical techniques including Simple Exponential Smoothing (SES), Auto-Regressive Integrated Moving Average (ARIMA), Automatic forecasting time-series model (Prophet), and Autoregressive Integrated Moving Average with Explanatory Variables (ARIMAX) were applied to delineate the correlation of the meteorological factors on global daily Monkeypox cases. Data on MPXV cases including affected countries spanning from 6 May 2022, to 9 November 2022, from global databases and meteorological data were used to evaluate the developed models. According to the ARIMAX model, the results showed that temperature, relative humidity, and surface pressure have a positive impact [(51.56, 95% confidence interval (CI): -274.55 to 377.68), (17.32, 95% CI: -83.71 to 118.35) and (23.42, 95% CI: -9.90 to 56.75), respectively] on MPXV cases. In addition, dew/frost point, precipitation, and wind speed show a significant negative impact on MPXD cases. The Prophet model showed a significant correlation with rising MPXD cases, although the trend predicts peak values while the overall trend increases. This underscores the importance of immediate and appropriate preventive measures (timely preparedness and proactive control strategies) with utmost priority against MPXD including awareness-raising programs, the discovery, and formulation of effective vaccine candidate(s), prophylaxis and therapeutic regimes, and management strategies.

Indexed as

Mpox, MonkeypoxHumansMeteorological ConceptsMonkeypox virusTemperatureWinddaily casesmathematical modelsmeteorological factorsMonkeypox disease (MPXD)monkeypox (MPX)monkeypox virus (MPXV)temperature and dew pointtreatment and vaccinezoonotic disease

Identifiers

PMID36497712
PMCPMC9740470
OpenAlexW4309936122

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.