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Maximizing the impact of limited vaccine supply under different early epidemic conditions: a 2-city modelling analysis of monkeypox virus transmission among men who have sex with men
ABSTRACTBackgroundThe current global monkeypox virus (MPXV) outbreak has disproportionately affected gay, bisexual and other men who have sex with men (GBMSM). Given that many jurisdictions have been faced with limited supplies of MPXV vaccine, we aimed to explore optimal vaccine allocation between...
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Published in: | Canadian Medical Association journal (CMAJ) 2022-11, Vol.194 (46), p.E1560-E1567 |
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creator | Knight, Jesse, BEng MASc Tan, Darrell H.S., MD PhD Mishra, Sharmistha, MD PhD |
description | ABSTRACTBackgroundThe current global monkeypox virus (MPXV) outbreak has disproportionately affected gay, bisexual and other men who have sex with men (GBMSM). Given that many jurisdictions have been faced with limited supplies of MPXV vaccine, we aimed to explore optimal vaccine allocation between 2 linked GBMSM transmission networks over a short-term time horizon, across several epidemic conditions. MethodsWe constructed a deterministic compartmental MPXV transmission model. We parameterized the model to reflect 2 representative, partially connected GBMSM sexual networks ( cities), using 2022 data from Ontario. We simulated a roll-out of 5000 vaccine doses over 30 days that started 45 days after epidemic seeding with 10 imported cases. Within this model, we varied the relative city (network) sizes, epidemic potentials ( R0), between-city mixing and distribution of seed cases between cities. For each combination of varied factors, we identified the allocation of doses between cities that maximized infections averted by day 90. ResultsUnder our modelling assumptions, we found that a limited MPXV vaccine supply could generally avert more early infections when prioritized to networks that were larger, had more initial infections or had greater R0. Greater between-city mixing decreased the influence of initial seed cases and increased the influence of city R0 on optimal allocation. Under mixed conditions (e.g., fewer seed cases but greater R0), optimal allocation required doses shared between cities. InterpretationIn the context of the current global MPXV outbreak, we showed that prioritization of a limited supply of vaccines based on network-level factors can help maximize infections averted during an emerging epidemic. Such prioritization should be grounded in an understanding of context-specific risk drivers and should acknowledge potential connectedness of multiple transmission networks. |
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Given that many jurisdictions have been faced with limited supplies of MPXV vaccine, we aimed to explore optimal vaccine allocation between 2 linked GBMSM transmission networks over a short-term time horizon, across several epidemic conditions. MethodsWe constructed a deterministic compartmental MPXV transmission model. We parameterized the model to reflect 2 representative, partially connected GBMSM sexual networks ( cities), using 2022 data from Ontario. We simulated a roll-out of 5000 vaccine doses over 30 days that started 45 days after epidemic seeding with 10 imported cases. Within this model, we varied the relative city (network) sizes, epidemic potentials ( R0), between-city mixing and distribution of seed cases between cities. For each combination of varied factors, we identified the allocation of doses between cities that maximized infections averted by day 90. ResultsUnder our modelling assumptions, we found that a limited MPXV vaccine supply could generally avert more early infections when prioritized to networks that were larger, had more initial infections or had greater R0. Greater between-city mixing decreased the influence of initial seed cases and increased the influence of city R0 on optimal allocation. Under mixed conditions (e.g., fewer seed cases but greater R0), optimal allocation required doses shared between cities. InterpretationIn the context of the current global MPXV outbreak, we showed that prioritization of a limited supply of vaccines based on network-level factors can help maximize infections averted during an emerging epidemic. Such prioritization should be grounded in an understanding of context-specific risk drivers and should acknowledge potential connectedness of multiple transmission networks.</description><identifier>ISSN: 0820-3946</identifier><identifier>ISSN: 1488-2329</identifier><identifier>EISSN: 1488-2329</identifier><identifier>DOI: 10.1503/cmaj.221232</identifier><identifier>PMID: 36442881</identifier><language>eng</language><publisher>Canada: CMA Impact Inc</publisher><subject>Canada ; Cities ; Demographic aspects ; Disease prevention ; Distribution ; Epidemics ; Gays & lesbians ; Health aspects ; Homosexuality, Male ; Human monkeypox ; Humans ; Immunization ; Infections ; Internal Medicine ; Male ; Mens health ; Monkeypox virus ; Mpox ; Mpox (monkeypox) ; MSM (Men who have sex with men) ; Sexual and Gender Minorities ; Smallpox vaccine ; Supply and demand ; Vaccines</subject><ispartof>Canadian Medical Association journal (CMAJ), 2022-11, Vol.194 (46), p.E1560-E1567</ispartof><rights>CMA Impact Inc. or its licensors</rights><rights>2022 CMA Impact Inc. or its licensors.</rights><rights>COPYRIGHT 2022 CMA Impact Inc.</rights><rights>Copyright CMA Impact, Inc. Nov 28, 2022</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c467t-c17ba2b8605f09f78da5437622f7602e985fa831970fcda6d5fcfad002aa5fc23</citedby></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>314,776,780,27898,27899</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/36442881$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Knight, Jesse, BEng MASc</creatorcontrib><creatorcontrib>Tan, Darrell H.S., MD PhD</creatorcontrib><creatorcontrib>Mishra, Sharmistha, MD PhD</creatorcontrib><title>Maximizing the impact of limited vaccine supply under different early epidemic conditions: a 2-city modelling analysis of monkeypox virus transmission among men who have sex with men</title><title>Canadian Medical Association journal (CMAJ)</title><addtitle>CMAJ</addtitle><description>ABSTRACTBackgroundThe current global monkeypox virus (MPXV) outbreak has disproportionately affected gay, bisexual and other men who have sex with men (GBMSM). Given that many jurisdictions have been faced with limited supplies of MPXV vaccine, we aimed to explore optimal vaccine allocation between 2 linked GBMSM transmission networks over a short-term time horizon, across several epidemic conditions. MethodsWe constructed a deterministic compartmental MPXV transmission model. We parameterized the model to reflect 2 representative, partially connected GBMSM sexual networks ( cities), using 2022 data from Ontario. We simulated a roll-out of 5000 vaccine doses over 30 days that started 45 days after epidemic seeding with 10 imported cases. Within this model, we varied the relative city (network) sizes, epidemic potentials ( R0), between-city mixing and distribution of seed cases between cities. For each combination of varied factors, we identified the allocation of doses between cities that maximized infections averted by day 90. ResultsUnder our modelling assumptions, we found that a limited MPXV vaccine supply could generally avert more early infections when prioritized to networks that were larger, had more initial infections or had greater R0. Greater between-city mixing decreased the influence of initial seed cases and increased the influence of city R0 on optimal allocation. Under mixed conditions (e.g., fewer seed cases but greater R0), optimal allocation required doses shared between cities. InterpretationIn the context of the current global MPXV outbreak, we showed that prioritization of a limited supply of vaccines based on network-level factors can help maximize infections averted during an emerging epidemic. Such prioritization should be grounded in an understanding of context-specific risk drivers and should acknowledge potential connectedness of multiple transmission networks.</description><subject>Canada</subject><subject>Cities</subject><subject>Demographic aspects</subject><subject>Disease prevention</subject><subject>Distribution</subject><subject>Epidemics</subject><subject>Gays & lesbians</subject><subject>Health aspects</subject><subject>Homosexuality, Male</subject><subject>Human monkeypox</subject><subject>Humans</subject><subject>Immunization</subject><subject>Infections</subject><subject>Internal Medicine</subject><subject>Male</subject><subject>Mens health</subject><subject>Monkeypox virus</subject><subject>Mpox</subject><subject>Mpox (monkeypox)</subject><subject>MSM (Men who have sex with men)</subject><subject>Sexual and Gender Minorities</subject><subject>Smallpox vaccine</subject><subject>Supply and demand</subject><subject>Vaccines</subject><issn>0820-3946</issn><issn>1488-2329</issn><issn>1488-2329</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2022</creationdate><recordtype>article</recordtype><recordid>eNpdkk1v1DAQhiMEoqVw4o4skBASSnHsJE44IFUVX1IRB0DiZs06442XxE5tZ7vLD-P34XRLVeGLrfFjz7wzb5Y9LehpUVH-Ro2wOWWsYJzdy46LsmnydGzvZ8e0YTTnbVkfZY9C2NC0OBMPsyNelyVrmuI4-_MFdmY0v41dk9gjMeMEKhKnyZDCETuyBaWMRRLmaRr2ZLYdetIZrdGjjQTBpyhOpsPRKKKc7Uw0zoa3BAjLlYl7MroOh2FJARaGfTBhSTA6-wv3k9uRrfFzINGDDaMJIb0mkG7XZERLrnpHetimAnBHrkzsl-jj7IGGIeCTm_0k-_Hh_ffzT_nF14-fz88uclXWIuaqECtgq6amlaatFk0HVclFzZgWNWXYNpWGhhetoFp1UHeVVho6ShlAOjJ-kr06_Dt5dzljiDIVqJIYsOjmIJkoWV01bdkm9MV_6MbNPum9pgrKeWp-op4fqDUMKI3VLslWajKXUjAhEsGrBL28A_UIQ-yDG-brvsqzu-DrA6i8C8GjlpM3I_i9LKhczCEXc8iDORL97KbCeTVid8v-c0MC3h0ATC3dGvRSpakZBUMaFIZbPYUMTFL5bfHXYi_GKK3r5if_C9dIzBw</recordid><startdate>20221128</startdate><enddate>20221128</enddate><creator>Knight, Jesse, BEng MASc</creator><creator>Tan, Darrell H.S., 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the impact of limited vaccine supply under different early epidemic conditions: a 2-city modelling analysis of monkeypox virus transmission among men who have sex with men</title><author>Knight, Jesse, BEng MASc ; Tan, Darrell H.S., MD PhD ; Mishra, Sharmistha, MD PhD</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c467t-c17ba2b8605f09f78da5437622f7602e985fa831970fcda6d5fcfad002aa5fc23</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2022</creationdate><topic>Canada</topic><topic>Cities</topic><topic>Demographic aspects</topic><topic>Disease prevention</topic><topic>Distribution</topic><topic>Epidemics</topic><topic>Gays & lesbians</topic><topic>Health aspects</topic><topic>Homosexuality, Male</topic><topic>Human monkeypox</topic><topic>Humans</topic><topic>Immunization</topic><topic>Infections</topic><topic>Internal Medicine</topic><topic>Male</topic><topic>Mens health</topic><topic>Monkeypox virus</topic><topic>Mpox</topic><topic>Mpox (monkeypox)</topic><topic>MSM (Men who have sex with men)</topic><topic>Sexual and Gender Minorities</topic><topic>Smallpox vaccine</topic><topic>Supply and demand</topic><topic>Vaccines</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Knight, Jesse, BEng MASc</creatorcontrib><creatorcontrib>Tan, Darrell H.S., MD PhD</creatorcontrib><creatorcontrib>Mishra, Sharmistha, MD PhD</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>ProQuest Central (Corporate)</collection><collection>Docstoc</collection><collection>University Readers</collection><collection>Nursing & Allied Health Database (ProQuest)</collection><collection>ProQuest - Health & Medical 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Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Knight, Jesse, BEng MASc</au><au>Tan, Darrell H.S., MD PhD</au><au>Mishra, Sharmistha, MD PhD</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Maximizing the impact of limited vaccine supply under different early epidemic conditions: a 2-city modelling analysis of monkeypox virus transmission among men who have sex with men</atitle><jtitle>Canadian Medical Association journal (CMAJ)</jtitle><addtitle>CMAJ</addtitle><date>2022-11-28</date><risdate>2022</risdate><volume>194</volume><issue>46</issue><spage>E1560</spage><epage>E1567</epage><pages>E1560-E1567</pages><issn>0820-3946</issn><issn>1488-2329</issn><eissn>1488-2329</eissn><abstract>ABSTRACTBackgroundThe current global monkeypox virus (MPXV) outbreak has disproportionately affected gay, bisexual and other men who have sex with men (GBMSM). Given that many jurisdictions have been faced with limited supplies of MPXV vaccine, we aimed to explore optimal vaccine allocation between 2 linked GBMSM transmission networks over a short-term time horizon, across several epidemic conditions. MethodsWe constructed a deterministic compartmental MPXV transmission model. We parameterized the model to reflect 2 representative, partially connected GBMSM sexual networks ( cities), using 2022 data from Ontario. We simulated a roll-out of 5000 vaccine doses over 30 days that started 45 days after epidemic seeding with 10 imported cases. Within this model, we varied the relative city (network) sizes, epidemic potentials ( R0), between-city mixing and distribution of seed cases between cities. For each combination of varied factors, we identified the allocation of doses between cities that maximized infections averted by day 90. ResultsUnder our modelling assumptions, we found that a limited MPXV vaccine supply could generally avert more early infections when prioritized to networks that were larger, had more initial infections or had greater R0. Greater between-city mixing decreased the influence of initial seed cases and increased the influence of city R0 on optimal allocation. Under mixed conditions (e.g., fewer seed cases but greater R0), optimal allocation required doses shared between cities. InterpretationIn the context of the current global MPXV outbreak, we showed that prioritization of a limited supply of vaccines based on network-level factors can help maximize infections averted during an emerging epidemic. Such prioritization should be grounded in an understanding of context-specific risk drivers and should acknowledge potential connectedness of multiple transmission networks.</abstract><cop>Canada</cop><pub>CMA Impact Inc</pub><pmid>36442881</pmid><doi>10.1503/cmaj.221232</doi><oa>free_for_read</oa></addata></record> |
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subjects | Canada Cities Demographic aspects Disease prevention Distribution Epidemics Gays & lesbians Health aspects Homosexuality, Male Human monkeypox Humans Immunization Infections Internal Medicine Male Mens health Monkeypox virus Mpox Mpox (monkeypox) MSM (Men who have sex with men) Sexual and Gender Minorities Smallpox vaccine Supply and demand Vaccines |
title | Maximizing the impact of limited vaccine supply under different early epidemic conditions: a 2-city modelling analysis of monkeypox virus transmission among men who have sex with men |
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