Mapping global zoonotic niche and interregional transmission risk of monkeypox: a retrospective observational study

Abstract Background Outbreaks of monkeypox have been ongoing in non-endemic countries since May 2022. A thorough assessment of its global zoonotic niche and potential transmission risk is lacking. Methods We established an integrated database on global monkeypox virus (MPXV) occurrence during 1958 −...

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Main Authors: Yan-Qun Sun, Jin-Jin Chen, Mei-Chen Liu, Yuan-Yuan Zhang, Tao Wang, Tian-Le Che, Ting-Ting Li, Yan-Ning Liu, Ai-Ying Teng, Bing-Zheng Wu, Xue-Geng Hong, Qiang Xu, Chen-Long Lv, Bao-Gui Jiang, Wei Liu, Li-Qun Fang
Format: Article
Language:English
Published: BMC 2023-08-01
Series:Globalization and Health
Subjects:
Online Access:https://doi.org/10.1186/s12992-023-00959-0
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author Yan-Qun Sun
Jin-Jin Chen
Mei-Chen Liu
Yuan-Yuan Zhang
Tao Wang
Tian-Le Che
Ting-Ting Li
Yan-Ning Liu
Ai-Ying Teng
Bing-Zheng Wu
Xue-Geng Hong
Qiang Xu
Chen-Long Lv
Bao-Gui Jiang
Wei Liu
Li-Qun Fang
author_facet Yan-Qun Sun
Jin-Jin Chen
Mei-Chen Liu
Yuan-Yuan Zhang
Tao Wang
Tian-Le Che
Ting-Ting Li
Yan-Ning Liu
Ai-Ying Teng
Bing-Zheng Wu
Xue-Geng Hong
Qiang Xu
Chen-Long Lv
Bao-Gui Jiang
Wei Liu
Li-Qun Fang
author_sort Yan-Qun Sun
collection DOAJ
description Abstract Background Outbreaks of monkeypox have been ongoing in non-endemic countries since May 2022. A thorough assessment of its global zoonotic niche and potential transmission risk is lacking. Methods We established an integrated database on global monkeypox virus (MPXV) occurrence during 1958 − 2022. Phylogenetic analysis was performed to examine the evolution of MPXV and effective reproductive number (Rt) was estimated over time to examine the dynamic of MPXV transmissibility. The potential ecological drivers of zoonotic transmission and inter-regional transmission risks of MPXV were examined. Results As of 24 July 2022, a total of 49 432 human patients with MPXV infections have been reported in 78 countries. Based on 525 whole genome sequences, two main clades of MPXV were formed, of which Congo Basin clade has a higher transmissibility than West African clade before the 2022-monkeypox, estimated by the overall Rt (0.81 vs. 0.56), and the latter significantly increased in the recent decade. Rt of 2022-monkeypox varied from 1.14 to 4.24 among the 15 continuously epidemic countries outside Africa, with the top three as Peru (4.24, 95% CI: 2.89–6.71), Brazil (3.45, 95% CI: 1.62–7.00) and the United States (2.44, 95% CI: 1.62–3.60). The zoonotic niche of MPXV was associated with the distributions of Graphiurus lorraineus and Graphiurus crassicaudatus, the richness of Rodentia, and four ecoclimatic indicators. Besides endemic areas in Africa, more areas of South America, the Caribbean States, and Southeast and South Asia are ecologically suitable for the occurrence of MPXV once the virus has invaded. Most of Western Europe has a high-imported risk of monkeypox from Western Africa, whereas France and the United Kingdom have a potential imported risk of Congo Basin clade MPXV from Central Africa. Eleven of the top 15 countries with a high risk of MPXV importation from the main countries of 2022-monkeypox outbreaks are located at Europe with the highest risk in Italy, Ireland and Poland. Conclusions The suitable ecological niche for MPXV is not limited to Africa, and the transmissibility of MPXV was significantly increased during the 2022-monkeypox outbreaks. The imported risk is higher in Europe, both from endemic areas and currently epidemic countries. Future surveillance and targeted intervention programs are needed in its high-risk areas informed by updated prediction.
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spelling doaj.art-9d5e8b042b69430eb2c36f5fd35e01e02023-11-26T14:33:17ZengBMCGlobalization and Health1744-86032023-08-0119111410.1186/s12992-023-00959-0Mapping global zoonotic niche and interregional transmission risk of monkeypox: a retrospective observational studyYan-Qun Sun0Jin-Jin Chen1Mei-Chen Liu2Yuan-Yuan Zhang3Tao Wang4Tian-Le Che5Ting-Ting Li6Yan-Ning Liu7Ai-Ying Teng8Bing-Zheng Wu9Xue-Geng Hong10Qiang Xu11Chen-Long Lv12Bao-Gui Jiang13Wei Liu14Li-Qun Fang15State Key Laboratory of Pathogen and Biosecurity, Beijing Institute of Microbiology and EpidemiologyState Key Laboratory of Pathogen and Biosecurity, Beijing Institute of Microbiology and EpidemiologyState Key Laboratory of Pathogen and Biosecurity, Beijing Institute of Microbiology and EpidemiologyState Key Laboratory of Pathogen and Biosecurity, Beijing Institute of Microbiology and EpidemiologyState Key Laboratory of Pathogen and Biosecurity, Beijing Institute of Microbiology and EpidemiologyState Key Laboratory of Pathogen and Biosecurity, Beijing Institute of Microbiology and EpidemiologyState Key Laboratory of Pathogen and Biosecurity, Beijing Institute of Microbiology and EpidemiologyState Key Laboratory of Pathogen and Biosecurity, Beijing Institute of Microbiology and EpidemiologyState Key Laboratory of Pathogen and Biosecurity, Beijing Institute of Microbiology and EpidemiologyState Key Laboratory of Pathogen and Biosecurity, Beijing Institute of Microbiology and EpidemiologyState Key Laboratory of Pathogen and Biosecurity, Beijing Institute of Microbiology and EpidemiologyState Key Laboratory of Pathogen and Biosecurity, Beijing Institute of Microbiology and EpidemiologyState Key Laboratory of Pathogen and Biosecurity, Beijing Institute of Microbiology and EpidemiologyState Key Laboratory of Pathogen and Biosecurity, Beijing Institute of Microbiology and EpidemiologyState Key Laboratory of Pathogen and Biosecurity, Beijing Institute of Microbiology and EpidemiologyState Key Laboratory of Pathogen and Biosecurity, Beijing Institute of Microbiology and EpidemiologyAbstract Background Outbreaks of monkeypox have been ongoing in non-endemic countries since May 2022. A thorough assessment of its global zoonotic niche and potential transmission risk is lacking. Methods We established an integrated database on global monkeypox virus (MPXV) occurrence during 1958 − 2022. Phylogenetic analysis was performed to examine the evolution of MPXV and effective reproductive number (Rt) was estimated over time to examine the dynamic of MPXV transmissibility. The potential ecological drivers of zoonotic transmission and inter-regional transmission risks of MPXV were examined. Results As of 24 July 2022, a total of 49 432 human patients with MPXV infections have been reported in 78 countries. Based on 525 whole genome sequences, two main clades of MPXV were formed, of which Congo Basin clade has a higher transmissibility than West African clade before the 2022-monkeypox, estimated by the overall Rt (0.81 vs. 0.56), and the latter significantly increased in the recent decade. Rt of 2022-monkeypox varied from 1.14 to 4.24 among the 15 continuously epidemic countries outside Africa, with the top three as Peru (4.24, 95% CI: 2.89–6.71), Brazil (3.45, 95% CI: 1.62–7.00) and the United States (2.44, 95% CI: 1.62–3.60). The zoonotic niche of MPXV was associated with the distributions of Graphiurus lorraineus and Graphiurus crassicaudatus, the richness of Rodentia, and four ecoclimatic indicators. Besides endemic areas in Africa, more areas of South America, the Caribbean States, and Southeast and South Asia are ecologically suitable for the occurrence of MPXV once the virus has invaded. Most of Western Europe has a high-imported risk of monkeypox from Western Africa, whereas France and the United Kingdom have a potential imported risk of Congo Basin clade MPXV from Central Africa. Eleven of the top 15 countries with a high risk of MPXV importation from the main countries of 2022-monkeypox outbreaks are located at Europe with the highest risk in Italy, Ireland and Poland. Conclusions The suitable ecological niche for MPXV is not limited to Africa, and the transmissibility of MPXV was significantly increased during the 2022-monkeypox outbreaks. The imported risk is higher in Europe, both from endemic areas and currently epidemic countries. Future surveillance and targeted intervention programs are needed in its high-risk areas informed by updated prediction.https://doi.org/10.1186/s12992-023-00959-0MonkeypoxZoonotic nicheMachine learningTransmission risk
spellingShingle Yan-Qun Sun
Jin-Jin Chen
Mei-Chen Liu
Yuan-Yuan Zhang
Tao Wang
Tian-Le Che
Ting-Ting Li
Yan-Ning Liu
Ai-Ying Teng
Bing-Zheng Wu
Xue-Geng Hong
Qiang Xu
Chen-Long Lv
Bao-Gui Jiang
Wei Liu
Li-Qun Fang
Mapping global zoonotic niche and interregional transmission risk of monkeypox: a retrospective observational study
Globalization and Health
Monkeypox
Zoonotic niche
Machine learning
Transmission risk
title Mapping global zoonotic niche and interregional transmission risk of monkeypox: a retrospective observational study
title_full Mapping global zoonotic niche and interregional transmission risk of monkeypox: a retrospective observational study
title_fullStr Mapping global zoonotic niche and interregional transmission risk of monkeypox: a retrospective observational study
title_full_unstemmed Mapping global zoonotic niche and interregional transmission risk of monkeypox: a retrospective observational study
title_short Mapping global zoonotic niche and interregional transmission risk of monkeypox: a retrospective observational study
title_sort mapping global zoonotic niche and interregional transmission risk of monkeypox a retrospective observational study
topic Monkeypox
Zoonotic niche
Machine learning
Transmission risk
url https://doi.org/10.1186/s12992-023-00959-0
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