Projections of Ebola outbreak size and duration with and without vaccine use in Equateur, Democratic Republic of Congo, as of May 27, 2018

被引:14
作者
Kelly, J. Daniel [1 ,2 ]
Wordenid, Lee [1 ,2 ]
Wannier, S. Rae [1 ,2 ]
Hoff, Nicole A. [3 ]
Mukadi, Patrick [4 ]
Sinai, Cyrus [3 ]
Ackley, Sarah [1 ,2 ]
Chen, Xianyun [5 ]
Gao, Daozhou [5 ]
Selo, Bernice [6 ]
Mossoko, Mathais [6 ]
Okitolonda-Wemakoy, Emile [7 ]
Richardson, Eugene T. [8 ,9 ]
Rutherford, George W. [1 ]
Lietman, Thomas M. [1 ,2 ]
Muyembe-Tamfum, Jean Jacques [4 ]
Rimoin, Anne W. [3 ]
Porco, Travis C. [1 ,2 ]
机构
[1] Univ Calif San Francisco, Sch Med, San Francisco, CA 94143 USA
[2] UCSF, FI Proctor Fdn, San Francisco, CA 94143 USA
[3] Univ Calif Los Angeles, Sch Publ Hlth, Los Angeles, CA 90024 USA
[4] Natl Inst Biomed Res, Kinshasa, DEM REP CONGO
[5] Shanghai Normal Univ, Math & Sci Coll, Shanghai, Peoples R China
[6] Minist Hlth, Kinshasa, DEM REP CONGO
[7] Univ Kinshasa, Sch Publ Hlth, Kinshasa, DEM REP CONGO
[8] Harvard Med Sch, Boston, MA 02115 USA
[9] Brigham & Womens Hosp, 75 Francis St, Boston, MA 02115 USA
来源
PLOS ONE | 2019年 / 14卷 / 03期
关键词
VIRUS-DISEASE; HEMORRHAGIC-FEVER; WEST-AFRICA; EPIDEMIC GROWTH; TRANSMISSION; DYNAMICS; COMMUNICATION; BEHAVIOR; MODELS;
D O I
10.1371/journal.pone.0213190
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
As of May 27, 2018, 6 suspected, 13 probable and 35 confirmed cases of Ebola virus disease (EVD) had been reported in Equateur Province, Democratic Republic of Congo. We used reported case counts and time series from prior outbreaks to estimate the total outbreak size and duration with and without vaccine use. We modeled Ebola virus transmission using a stochastic branching process model that included reproduction numbers from past Ebola outbreaks and a particle filtering method to generate a probabilistic projection of the outbreak size and duration conditioned on its reported trajectory to date; modeled using high (62%), low (44%), and zero (0%) estimates of vaccination coverage (after deployment). Additionally, we used the time series for 18 prior Ebola outbreaks from 1976 to 2016 to parameterize the Thiel-Sen regression model predicting the outbreak size from the number of observed cases from April 4 to May 27. We used these techniques on probable and confirmed case counts with and without inclusion of suspected cases. Probabilistic projections were scored against the actual outbreak size of 54 EVD cases, using a log-likelihood score. With the stochastic model, using high, low, and zero estimates of vaccination coverage, the median outbreak sizes for probable and confirmed cases were 82 cases (95% prediction interval [PI]: 55, 156), 104 cases (95% PI: 58, 271), and 213 cases (95% PI: 64, 1450), respectively. With the Thiel-Sen regression model, the median outbreak size was estimated to be 65.0 probable and confirmed cases (95% PI: 48.8, 119.7). Among our three mathematical models, the stochastic model with suspected cases and high vaccine coverage predicted total outbreak sizes closest to the true outcome. Relatively simple mathematical models updated in real time may inform outbreak response teams with projections of total outbreak size and duration.
引用
收藏
页数:14
相关论文
共 55 条
  • [1] After Ebola in West Africa - Unpredictable Risks, Preventable Epidemics
    Agua-Agum, Junerlyn
    Allegranzi, Benedetta
    Ariyarajah, Archchun
    Aylward, R. Bruce
    Blake, Isobel M.
    Barboza, Philippe
    Bausch, Daniel
    Brennan, Richard J.
    Clement, Peter
    Coffey, Pasqualina
    Cori, Anne
    Donnelly, Christl A.
    Dorigatti, Ilaria
    Drury, Patrick
    Durski, Kara
    Dye, Christopher
    Eckmanns, Tim
    Ferguson, Neil M.
    Fraser, Christophe
    Garcia, Erika
    Garske, Tini
    Gasasira, Alex
    Gurry, Celine
    Gutierrez, Giovanna Jaramillo
    Hamblion, Esther
    Hinsley, Wes
    Holden, Robert
    Holmes, David
    Hugonnet, Stephane
    Jombart, Thibaut
    Kelley, Edward
    Santhana, Ravi
    Mahmoud, Nuha
    Mills, Harriet L.
    Mohamed, Yasmine
    Musa, Emmanuel
    Naidoo, Dhamari
    Nedjati-Gilani, Gemma
    Newton, Emily
    Norton, Ian
    Nouvellet, Pierre
    Perkins, Devin
    Perkins, Mark
    Riley, Steven
    Schumacher, Dirk
    Shah, Anita
    Minh Tang
    Varsaneux, Olivia
    Van Kerkhove, Maria D.
    [J]. NEW ENGLAND JOURNAL OF MEDICINE, 2016, 375 (06) : 587 - 596
  • [2] Ebola virus disease outbreak in Nigeria: Transmission dynamics and rapid control
    Althaus, C. L.
    Low, N.
    Musa, E. O.
    Shuaib, F.
    Gsteiger, S.
    [J]. EPIDEMICS, 2015, 11 : 80 - 84
  • [3] [Anonymous], 2003, Wkly Epidemiol Rec, V78, P223
  • [4] [Anonymous], 2005, Abonnement annuel, V43, P369
  • [5] Ebola Virus Disease in West Africa - The First 9 Months of the Epidemic and Forward Projections
    Aylward, Bruce
    Barboza, Philippe
    Bawo, Luke
    Bertherat, Eric
    Bilivogui, Pepe
    Blake, Isobel
    Brennan, Rick
    Briand, Sylvie
    Chakauya, Jethro Magwati
    Chitala, Kennedy
    Conteh, Roland M.
    Cori, Anne
    Croisier, Alice
    Dangou, Jean-Marie
    Diallo, Boubacar
    Donnelly, Christl A.
    Dye, Christopher
    Eckmanns, Tim
    Ferguson, Neil M.
    Formenty, Pierre
    Fuhrer, Caroline
    Fukuda, Keiji
    Garske, Tini
    Gasasira, Alex
    Gbanyan, Stephen
    Graaff, Peter
    Heleze, Emmanuel
    Jambai, Amara
    Jombart, Thibaut
    Kasolo, Francis
    Kadiobo, Albert Mbule
    Keita, Sakoba
    Kertesz, Daniel
    Kone, Moussa
    Lane, Chris
    Markoff, Jered
    Massaquoi, Moses
    Mills, Harriet
    Mulba, John Mike
    Musa, Emmanuel
    Myhre, Joel
    Nasidi, Abdusalam
    Nilles, Eric
    Nouvellet, Pierre
    Nshimirimana, Deo
    Nuttall, Isabelle
    Nyenswah, Tolbert
    Olu, Olushayo
    Pendergast, Scott
    Perea, William
    [J]. NEW ENGLAND JOURNAL OF MEDICINE, 2014, 371 (16) : 1481 - 1495
  • [6] BARON RC, 1983, B WORLD HEALTH ORGAN, V61, P997
  • [7] Ebola control: effect of asymptomatic infection and acquired immunity
    Bellan, Steve E.
    Pulliam, Juliet R. C.
    Dushoff, Jonathan
    Meyers, Lauren Ancel
    [J]. LANCET, 2014, 384 (9953) : 1499 - 1500
  • [8] Comparing methods for estimating R0 from the size distribution of subcritical transmission chains
    Blumberg, S.
    Lloyd-Smith, J. O.
    [J]. EPIDEMICS, 2013, 5 (03) : 131 - 145
  • [9] Boumandouki P, 2005, PRISE CHARGE MALADES
  • [10] Branswell H, 2018, STAT HLTH 0523