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用于估计埃博拉病毒年度溢出可能性的预测模型

Predictive Model for Estimating Annual Ebolavirus Spillover Potential.

作者信息

Telford Carson T, Amman Brian R, Towner Jonathan S, Montgomery Joel M, Lessler Justin, Shoemaker Trevor

出版信息

Emerg Infect Dis. 2025 Apr;31(4):689-698. doi: 10.3201/eid3104.241193.

DOI:10.3201/eid3104.241193
PMID:40133032
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11950271/
Abstract

Forest changes, human population dynamics, and meteorologic conditions have been associated with zoonotic Ebolavirus spillover into humans. High-resolution spatial data for those variables can be used to produce estimates of spillover potential and assess possible annual changes. We developed a model of Ebolavirus spillover during 2001-2021, accounting for variables measured across multiple spatial and temporal scales. We estimated the annual relative odds of Ebolavirus spillover during 2021 and 2022. The highest relative spillover odds estimates occurred in patches that closely followed the spatial distribution of forest loss and fragmentation. Regions throughout equatorial Africa had increased spillover estimates related to changes in forests and human populations. Spillover events in 2022 occurred in locations in the top 0.1% of overall spillover odds estimates or where estimates increased from 2021 to 2022. This model can be used to preemptively target surveillance to identify outbreaks, mitigate disease spread, and educate the public on risk factors for infection.

摘要

森林变化、人口动态和气象条件与埃博拉病毒跨物种传播至人类有关。这些变量的高分辨率空间数据可用于估算传播潜力并评估可能的年度变化。我们建立了一个2001年至2021年期间埃博拉病毒跨物种传播模型,纳入了在多个空间和时间尺度上测量的变量。我们估算了2021年和2022年埃博拉病毒跨物种传播的年度相对概率。最高的相对传播概率估算值出现在紧密跟随森林损失和破碎化空间分布的区域。赤道非洲各地与森林和人口变化相关的传播估算值有所增加。2022年的传播事件发生在总体传播概率估算值处于前0.1%的地点,或估算值从2021年到2022年有所增加的地点。该模型可用于预先确定监测目标,以发现疫情、减轻疾病传播,并就感染风险因素对公众进行教育。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/dcbe/11950271/0298075b3599/24-1193-F5.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/dcbe/11950271/894523831f08/24-1193-F1.jpg
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https://cdn.ncbi.nlm.nih.gov/pmc/blobs/dcbe/11950271/a0a4e05fc2ac/24-1193-F4.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/dcbe/11950271/0298075b3599/24-1193-F5.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/dcbe/11950271/894523831f08/24-1193-F1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/dcbe/11950271/0f0a1fd8ae60/24-1193-F2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/dcbe/11950271/b5dcbac663ab/24-1193-F3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/dcbe/11950271/a0a4e05fc2ac/24-1193-F4.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/dcbe/11950271/0298075b3599/24-1193-F5.jpg

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本文引用的文献

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Resurgence of Ebola virus in 2021 in Guinea suggests a new paradigm for outbreaks.2021 年在几内亚再次出现埃博拉病毒,表明疫情暴发出现了新的模式。
Nature. 2021 Sep;597(7877):539-543. doi: 10.1038/s41586-021-03901-9. Epub 2021 Sep 15.
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Predicting Ebola virus disease risk and the role of African bat birthing.预测埃博拉病毒病风险和非洲蝙蝠生育的作用。
Epidemics. 2019 Dec;29:100366. doi: 10.1016/j.epidem.2019.100366. Epub 2019 Nov 16.
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Recent loss of closed forests is associated with Ebola virus disease outbreaks.最近封闭森林的消失与埃博拉病毒病的爆发有关。
Sci Rep. 2017 Oct 30;7(1):14291. doi: 10.1038/s41598-017-14727-9.
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The impact of human population pressure on flying fox niches and the potential consequences for Hendra virus spillover.人类人口压力对飞狐生态位的影响以及亨德拉病毒溢出的潜在后果。
Sci Rep. 2017 Aug 15;7(1):8226. doi: 10.1038/s41598-017-08065-z.
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Spatiotemporal Fluctuations and Triggers of Ebola Virus Spillover.埃博拉病毒溢出的时空波动与触发因素
Emerg Infect Dis. 2017 Mar;23(3):415-422. doi: 10.3201/eid2303.160101.
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The nexus between forest fragmentation in Africa and Ebola virus disease outbreaks.非洲森林破碎化与埃博拉病毒病疫情之间的关系。
Sci Rep. 2017 Feb 14;7:41613. doi: 10.1038/srep41613.
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Ecological Contexts of Index Cases and Spillover Events of Different Ebolaviruses.不同埃博拉病毒索引病例和溢出事件的生态背景
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Experimental Inoculation of Egyptian Rousette Bats (Rousettus aegyptiacus) with Viruses of the Ebolavirus and Marburgvirus Genera.用埃博拉病毒属和马尔堡病毒属病毒对埃及果蝠(Rousettus aegyptiacus)进行实验性接种
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