Connect with us

Health

How monkeypox epidemic is likely to play out – in four graphs

Published

on

Smallpox vaccines are effective against monkeypox.
James Gathany/CDC

The first case of monkeypox in a human was reported in 1970 in the Democratic Republic of the Congo. Since then, there have been many monkeypox outbreaks, but they have been self-limiting, with chains of human transmission ending without establishing epidemics. The current outbreak, however, is different. There is more human-to-human transmission, and it is over a much broader geographical area.

In mere weeks, monkeypox has spread to 37 non-endemic countries, with over 2,600 cases. So, what is likely to happen to monkeypox in the following weeks and months?

There are huge gaps in what we know about monkeypox, but combining what we do know with a history of other infectious diseases makes it possible to analyse likely future scenarios.

The four scenarios below are based on the following knowledge: the average number of people an infected person is likely to infect (assuming they have not been vaccinated against the virus or have had the disease before) is 2.13. This is called the basic reproduction number, or R. Herd immunity – the point at which enough people have immunity such that disease transmission can’t be sustained – is 53% (corresponding to this value of R). And the incubation period, the time from catching the virus to the appearance of symptoms, is between five and 21 days.

Scenario 1: Self-limiting outbreak

The 2022 epidemic appears to have started as a super-spreader event involving a network of predominantly men who have sex with men.

But until the current outbreak it was assumed that the relatively low human-to-human transmissibility of the virus makes it unlikely for the virus to spread outside the initial community.

Plot illustrating the daily number of cases under scenario 1. The size and duration of the outbreak here and in the graphs below are for illustration purposes only and do not constitute a detailed prediction of what might happen in the future. More details available at https://statisticallyinsignificant.blog/monkeypox-scenario-modelling/
Adam Kleczkowski

In this scenario, the outbreak ends quickly once the population at risk becomes immune and herd immunity is reached locally. In the past, many people had some immunity (called “cross-immunity”) from the smallpox mass vaccination programmes of the late 20th century. So the effective reproduction number, R, can be close to or even lower than one, and the transmission will soon stop.

Behavioural changes can reduce the number R even more. For example, the ring vaccination can form a “firebreak”, further reducing the susceptible population. Similar previous epidemics include the Sars outbreak in 2002-04, when a quick intervention stopped the disease from spreading.

Scenario 2: All population

The continuing spread of monkeypox in May and June 2022 suggests that the virus is moving beyond the original network.

The size of the outbreak is already well beyond the most prominent 2017-19 outbreak in the Democratic Republic of Congo (760). It is possible that large gatherings, including raves and festivals, have created new transmission clusters.

A plot illustrating the daily number of cases under Scenario 2.
Adam Kleczkowski

Scenario 2 assumes that everybody below the age of 50 is susceptible to the infection, reflecting the end of compulsory smallpox vaccination in the 1970-80s. The virus will continue spreading, effectively searching for pockets of high-risk and non-immune communities.

Unless a combination of contact tracing and ring vaccination stops the spread, the monkeypox will continue spreading. But, given the low transmissibility of monkeypox, the epidemic may fizzle out before reaching the herd immunity threshold of 50% of the population.

Scenario 3: Becoming endemic

Complete eradication is impossible because monkeypox exists in a wide range of animal hosts. The low transmissibility also means it can survive at low levels in the population. In addition, the long incubation period and variable symptoms allow it to avoid detection. Therefore, monkeypox may have already been spreading for a long time.

A plot illustrating the daily number of cases under Scenario 3. Details available at https://statisticallyinsignificant.blog/monkeypox-scenario-modelling/
Adam Kleczkowski

In scenario 3, following the large outbreak, the disease will settle on a long-term, relatively constant level. Similar to the pre-vaccination smallpox or chickenpox.

The influx of susceptible people through birth or migration will keep the virus in the population. Mass vaccination programmes might be needed to eradicate the disease. But relatively low monkeypox transmissibility means such programmes are likely to be highly effective.

Scenario 4: Recurrent large epidemics

The current epidemic might be the first instance of a series of outbreaks. In the long term (scenario 4), we should expect a return of monkeypox caused by future “zoonotic events” where the disease jumps from animal hosts to humans. As the cross-immunity from smallpox vaccines wanes, the epidemics can become even more substantial.

A plot illustrating the daily number of cases under Scenario 4. Details available at https://statisticallyinsignificant.blog/monkeypox-scenario-modelling/
Adam Kleczkowski

Little is known about the potential of monkeypox to mutate. Still, there is potential for it to evolve into a more rapidly spreading variant.

Effective vaccines for monkeypox exist and are about 85% effective. Although there are currently not enough doses to vaccinate everyone, there is no need for a mass-vaccination programme given monkeypox’s low transmissibility. Instead, vaccines should be offered to those most at risk, including communities in Africa most in contact with the wild animals that carry the virus.The Conversation

Adam Kleczkowski, Professor of Mathematics and Statistics, University of Strathclyde

This article is republished from The Conversation under a Creative Commons license. Read the original article.

xosotin chelseathông tin chuyển nhượngcâu lạc bộ bóng đá arsenalbóng đá atalantabundesligacầu thủ haalandUEFAevertonxosofutebol ao vivofutemaxmulticanaisonbethttps://bsport.fithttps://onbet88.ooohttps://i9bet.bizhttps://hi88.ooohttps://okvip.athttps://f8bet.athttps://fb88.cashhttps://vn88.cashhttps://shbet.atbóng đá world cupbóng đá inter milantin juventusbenzemala ligaclb leicester cityMUman citymessi lionelsalahnapolineymarpsgronaldoserie atottenhamvalenciaAS ROMALeverkusenac milanmbappenapolinewcastleaston villaliverpoolfa cupreal madridpremier leagueAjaxbao bong da247EPLbarcelonabournemouthaff cupasean footballbên lề sân cỏbáo bóng đá mớibóng đá cúp thế giớitin bóng đá ViệtUEFAbáo bóng đá việt namHuyền thoại bóng đágiải ngoại hạng anhSeagametap chi bong da the gioitin bong da lutrận đấu hôm nayviệt nam bóng đátin nong bong daBóng đá nữthể thao 7m24h bóng đábóng đá hôm naythe thao ngoai hang anhtin nhanh bóng đáphòng thay đồ bóng đábóng đá phủikèo nhà cái onbetbóng đá lu 2thông tin phòng thay đồthe thao vuaapp đánh lô đềdudoanxosoxổ số giải đặc biệthôm nay xổ sốkèo đẹp hôm nayketquaxosokq xskqxsmnsoi cầu ba miềnsoi cau thong kesxkt hôm naythế giới xổ sốxổ số 24hxo.soxoso3mienxo so ba mienxoso dac bietxosodientoanxổ số dự đoánvé số chiều xổxoso ket quaxosokienthietxoso kq hôm nayxoso ktxổ số megaxổ số mới nhất hôm nayxoso truc tiepxoso ViệtSX3MIENxs dự đoánxs mien bac hom nayxs miên namxsmientrungxsmn thu 7con số may mắn hôm nayKQXS 3 miền Bắc Trung Nam Nhanhdự đoán xổ số 3 miềndò vé sốdu doan xo so hom nayket qua xo xoket qua xo so.vntrúng thưởng xo sokq xoso trực tiếpket qua xskqxs 247số miền nams0x0 mienbacxosobamien hôm naysố đẹp hôm naysố đẹp trực tuyếnnuôi số đẹpxo so hom quaxoso ketquaxstruc tiep hom nayxổ số kiến thiết trực tiếpxổ số kq hôm nayso xo kq trực tuyenkết quả xổ số miền bắc trực tiếpxo so miền namxổ số miền nam trực tiếptrực tiếp xổ số hôm nayket wa xsKQ XOSOxoso onlinexo so truc tiep hom nayxsttso mien bac trong ngàyKQXS3Msố so mien bacdu doan xo so onlinedu doan cau loxổ số kenokqxs vnKQXOSOKQXS hôm naytrực tiếp kết quả xổ số ba miềncap lo dep nhat hom naysoi cầu chuẩn hôm nayso ket qua xo soXem kết quả xổ số nhanh nhấtSX3MIENXSMB chủ nhậtKQXSMNkết quả mở giải trực tuyếnGiờ vàng chốt số OnlineĐánh Đề Con Gìdò số miền namdò vé số hôm nayso mo so debach thủ lô đẹp nhất hôm naycầu đề hôm naykết quả xổ số kiến thiết toàn quốccau dep 88xsmb rong bach kimket qua xs 2023dự đoán xổ số hàng ngàyBạch thủ đề miền BắcSoi Cầu MB thần tàisoi cau vip 247soi cầu tốtsoi cầu miễn phísoi cau mb vipxsmb hom nayxs vietlottxsmn hôm naycầu lô đẹpthống kê lô kép xổ số miền Bắcquay thử xsmnxổ số thần tàiQuay thử XSMTxổ số chiều nayxo so mien nam hom nayweb đánh lô đề trực tuyến uy tínKQXS hôm nayxsmb ngày hôm nayXSMT chủ nhậtxổ số Power 6/55KQXS A trúng roycao thủ chốt sốbảng xổ số đặc biệtsoi cầu 247 vipsoi cầu wap 666Soi cầu miễn phí 888 VIPSoi Cau Chuan MBđộc thủ desố miền bắcthần tài cho sốKết quả xổ số thần tàiXem trực tiếp xổ sốXIN SỐ THẦN TÀI THỔ ĐỊACầu lô số đẹplô đẹp vip 24hsoi cầu miễn phí 888xổ số kiến thiết chiều nayXSMN thứ 7 hàng tuầnKết quả Xổ số Hồ Chí Minhnhà cái xổ số Việt NamXổ Số Đại PhátXổ số mới nhất Hôm Nayso xo mb hom nayxxmb88quay thu mbXo so Minh ChinhXS Minh Ngọc trực tiếp hôm nayXSMN 88XSTDxs than taixổ số UY TIN NHẤTxs vietlott 88SOI CẦU SIÊU CHUẨNSoiCauVietlô đẹp hôm nay vipket qua so xo hom naykqxsmb 30 ngàydự đoán xổ số 3 miềnSoi cầu 3 càng chuẩn xácbạch thủ lônuoi lo chuanbắt lô chuẩn theo ngàykq xo-solô 3 càngnuôi lô đề siêu vipcầu Lô Xiên XSMBđề về bao nhiêuSoi cầu x3xổ số kiến thiết ngày hôm nayquay thử xsmttruc tiep kết quả sxmntrực tiếp miền bắckết quả xổ số chấm vnbảng xs đặc biệt năm 2023soi cau xsmbxổ số hà nội hôm naysxmtxsmt hôm nayxs truc tiep mbketqua xo so onlinekqxs onlinexo số hôm nayXS3MTin xs hôm nayxsmn thu2XSMN hom nayxổ số miền bắc trực tiếp hôm naySO XOxsmbsxmn hôm nay188betlink188 xo sosoi cầu vip 88lô tô việtsoi lô việtXS247xs ba miềnchốt lô đẹp nhất hôm naychốt số xsmbCHƠI LÔ TÔsoi cau mn hom naychốt lô chuẩndu doan sxmtdự đoán xổ số onlinerồng bạch kim chốt 3 càng miễn phí hôm naythống kê lô gan miền bắcdàn đề lôCầu Kèo Đặc Biệtchốt cầu may mắnkết quả xổ số miền bắc hômSoi cầu vàng 777thẻ bài onlinedu doan mn 888soi cầu miền nam vipsoi cầu mt vipdàn de hôm nay7 cao thủ chốt sốsoi cau mien phi 7777 cao thủ chốt số nức tiếng3 càng miền bắcrồng bạch kim 777dàn de bất bạion newsddxsmn188betw88w88789bettf88sin88suvipsunwintf88five8812betsv88vn88Top 10 nhà cái uy tínsky88iwinlucky88nhacaisin88oxbetm88vn88w88789betiwinf8betrio66rio66lucky88oxbetvn88188bet789betMay-88five88one88sin88bk88xbetoxbetMU88188BETSV88RIO66ONBET88188betM88M88SV88Jun-68Jun-88one88iwinv9betw388OXBETw388w388onbetonbetonbetonbet88onbet88onbet88onbet88onbetonbetonbetonbetqh88mu88Nhà cái uy tínpog79vp777vp777vipbetvipbetuk88uk88typhu88typhu88tk88tk88sm66sm66me88me888live8live8livesm66me88win798livesm66me88win79pog79pog79vp777vp777uk88uk88tk88tk88luck8luck8kingbet86kingbet86k188k188hr99hr99123b8xbetvnvipbetsv66zbettaisunwin-vntyphu88vn138vwinvwinvi68ee881xbetrio66zbetvn138i9betvipfi88clubcf68onbet88ee88typhu88onbetonbetkhuyenmai12bet-moblie12betmoblietaimienphi247vi68clupcf68clupvipbeti9betqh88onb123onbefsoi cầunổ hũbắn cáđá gàđá gàgame bàicasinosoi cầuxóc đĩagame bàigiải mã giấc mơbầu cuaslot gamecasinonổ hủdàn đềBắn cácasinodàn đềnổ hũtài xỉuslot gamecasinobắn cáđá gàgame bàithể thaogame bàisoi cầukqsssoi cầucờ tướngbắn cágame bàixóc đĩaAG百家乐AG百家乐AG真人AG真人爱游戏华体会华体会im体育kok体育开云体育开云体育开云体育乐鱼体育乐鱼体育欧宝体育ob体育亚博体育亚博体育亚博体育亚博体育亚博体育亚博体育开云体育开云体育棋牌棋牌沙巴体育买球平台新葡京娱乐开云体育mu88qh88
Continue Reading
Click to comment

Leave a Reply

Your email address will not be published. Required fields are marked *

Maria in Vancouver

Lifestyle5 days ago

How To Do Christmas & Hanukkah This Year

Christmas 2024 is literally just around the corner! Here in Vancouver, we just finished celebrating Taylor Swift’s last leg of...

Lifestyle1 month ago

Nobody Wants This…IRL (In Real Life)

Just like everyone else who’s binged on Netflix series, “Nobody Wants This” — a romcom about a newly single rabbi...

Lifestyle1 month ago

Family Estrangement: Why It’s Okay

Family estrangement is the absence of a previously long-standing relationship between family members via emotional or physical distancing to the...

Lifestyle3 months ago

Becoming Your Best Version

By Matter Laurel-Zalko As a woman, I’m constantly evolving. I’m constantly changing towards my better version each year. Actually, I’m...

Lifestyle3 months ago

The True Power of Manifestation

I truly believe in the power of our imagination and that what we believe in our lives is an actual...

Maria in Vancouver4 months ago

DECORATE YOUR HOME 101

By Matte Laurel-Zalko Our home interiors are an insight into our brains and our hearts. It is our own collaboration...

Maria in Vancouver4 months ago

Guide to Planning a Wedding in 2 Months

By Matte Laurel-Zalko Are you recently engaged and find yourself in a bit of a pickle because you and your...

Maria in Vancouver5 months ago

Staying Cool and Stylish this Summer

By Matte Laurel-Zalko I couldn’t agree more when the great late Ella Fitzgerald sang “Summertime and the livin’ is easy.”...

Maria in Vancouver6 months ago

Ageing Gratefully and Joyfully

My 56th trip around the sun is just around the corner! Whew. Wow. Admittedly, I used to be afraid of...

Maria in Vancouver6 months ago

My Love Affair With Pearls

On March 18, 2023, my article, The Power of Pearls was published. In that article, I wrote about the history...