期刊论文详细信息
BMC Medicine
Modeling rapidly disseminating infectious disease during mass gatherings
Cécile Viboud1  Hiroshi Nishiura2  Gerardo Chowell1 
[1] Division of Epidemiology and Population Studies, Fogarty International Center, National Institutes of Health, 31 Center Dr, MSC 2220, Bethesda, 20892-2220, Maryland, USA;PRESTO (Precursory Research for Embryonic Science and Technology), Japan Science and Technology Agency, Honcho Kawaguchi 4-1-8, Saitama 332-0012, Japan
关键词: social networks/;    movement;    reactive vaccination;    clustering;    school closure;    mass gathering;    epidemiology;    outbreaks;    epidemic;    mathematical;    Model;   
Others  :  857263
DOI  :  10.1186/1741-7015-10-159
 received in 2012-05-04, accepted in 2012-12-07,  发布年份 2012
PDF
【 摘 要 】

We discuss models for rapidly disseminating infectious diseases during mass gatherings (MGs), using influenza as a case study. Recent innovations in modeling and forecasting influenza transmission dynamics at local, regional, and global scales have made influenza a particularly attractive model scenario for MG. We discuss the behavioral, medical, and population factors for modeling MG disease transmission, review existing model formulations, and highlight key data and modeling gaps related to modeling MG disease transmission. We argue that the proposed improvements will help integrate infectious-disease models in MG health contingency plans in the near future, echoing modeling efforts that have helped shape influenza pandemic preparedness plans in recent years.

【 授权许可】

   
2012 Chowell et al; licensee BioMed Central Ltd.

【 预 览 】
附件列表
Files Size Format View
20140723073633376.pdf 448KB PDF download
31KB Image download
68KB Image download
56KB Image download
【 图 表 】

【 参考文献 】
  • [1]World Health Organization (WHO): Key considerations. Communicable disease alert and response for mass gatherings. Geneva, Switzerland: WHO; 2008.
  • [2]Abubakar I, Gautret P, Brunette GW, Blumberg L, Johnson D, Poumerol G, Memish ZA, Barbeschi M, Khan AS: Global perspectives for prevention of infectious diseases associated with mass gatherings. Lancet Infect Dis 12:66-74.
  • [3]Hatchett RJ, Mecher CE, Lipsitch M: Public health interventions and epidemic intensity during the 1918 influenza pandemic. Proc Natl Acad Sci USA 2007, 104:7582-7587.
  • [4]Bootsma MC, Ferguson NM: The effect of public health measures on the 1918 influenza pandemic in U.S. cities. Proc Natl Acad Sci USA 2007, 104:7588-7593.
  • [5]White LF, Pagano M: Transmissibility of the influenza virus in the 1918 pandemic. PLoS ONE 2008, 3:e1498.
  • [6]Mangili A, Gendreau MA: Transmission of infectious diseases during commercial air travel. Lancet 2005, 365:989-996.
  • [7]Baker MG, Thornley CN, Mills C, Roberts S, Perera S, Peters J, Kelso A, Barr I, Wilson N: Transmission of pandemic A/H1N1 2009 influenza on passenger aircraft: retrospective cohort study. BMJ 2010, 340:c2424.
  • [8]Gundlapalli AV, Rubin MA, Samore MH, Lopansri B, Lahey T, McGuire HL, Winthrop KL, Dunn JJ, Willick SE, Vosters RL, Waeckerle JE, Carroll KC, Gwaltney JM Jr, Hayden FG, Elstad MR, Sande MA: Influenza, Winter Olympiad, 2002. Emerg Infect Dis 2006, 12:144-146.
  • [9]Chowell G, Echevarría-Zuno S, Viboud C, Simonsen L, Tamerius J, Miller MA, Borja-Aburto VH: Characterizing the epidemiology of the 2009 influenza A/H1N1 pandemic in Mexico. PloS Medicine 2011, 8:e1000436.
  • [10]Jentes ES, Davis XM, Macdonald S, Snyman PJ, Nelson H, Quarry D, Lai I, van Vliet EW, Balaban V, Marano C, Mues K, Kozarsky P, Marano N: Health risks and travel preparation among foreign visitors and expatriates during the 2008 Beijing Olympic and Paralympic Games. Am J Trop Med Hyg 2010, 82:466-472.
  • [11]Gutierrez I, Litzroth A, Hammadi S, Van Oyen H, Gerard C, Robesyn E, Bots J, Faidherbe MT, Wuillaume F: Community transmission of influenza A (H1N1)v virus at a rock festival in Belgium, 2-5 July 2009. Euro Surveill 2009., 14
  • [12]Khan K, McNabb SJ, Memish ZA, Eckhardt R, Hu W, Kossowsky D, Sears J, Arino J, Johansson A, Barbeschi M, McCloskey B, Henry B, Cetron M, Brownstein JS: Infectious disease surveillance and modelling across geographic frontiers and scientific specialties. Lancet Infect Dis 2012, 12:222-230.
  • [13]Steffens I, Martin R, Lopalco P: Spotlight on measles 2010: measles elimination in Europe - a new commitment to meet the goal by 2015. Euro Surveill 15
  • [14]Franke F, Coulon L, Renaudat C, Euillot B, Kessalis N, Malfait P: Epidemiological surveillance implemented in southeast France during the 2006 Olympic Winter Games. Euro Surveill 2006, 11:E060907-060906.
  • [15]BBC News. Anthrax scare at Salt Lake City [http://news.bbc.co.uk/2/hi/americas/1817831.stm] webcite
  • [16]Lloyd-Smith JO, Schreiber SJ, Kopp PE, Getz WM: Superspreading and the effect of individual variation on disease emergence. Nature 2005, 438:355-359.
  • [17]Glasser J, Feng Z, Moylan A, Del Valle S, Castillo-Chavez C: Mixing in age-structured population models of infectious diseases. Math Biosci 2012, 235:1-7.
  • [18]Balcan D, Hu H, Goncalves B, Bajardi P, Poletto C, Ramasco JJ, Paolotti D, Perra N, Tizzoni M, Van den Broeck W, Colizza V, Vespignani A: Seasonal transmission potential and activity peaks of the new influenza A(H1N1): a Monte Carlo likelihood analysis based on human mobility. BMC Med 2009, 7:45. BioMed Central Full Text
  • [19]Ferguson NM, Cummings DA, Fraser C, Cajka JC, Cooley PC, Burke DS: Strategies for mitigating an influenza pandemic. Nature 2006, 442:448-452.
  • [20]Ferguson NM, Cummings DA, Cauchemez S, Fraser C, Riley S, Meeyai A, Iamsirithaworn S, Burke DS: Strategies for containing an emerging influenza pandemic in Southeast Asia. Nature 2005, 437:209-214.
  • [21]Longini IM Jr, Halloran ME, Nizam A, Yang Y: Containing pandemic influenza with antiviral agents. Am J Epidemiol 2004, 159:623-633.
  • [22]Chao DL, Halloran ME, Obenchain VJ, Longini IM Jr: FluTE, a publicly available stochastic influenza epidemic simulation model. PLoS Comput Biol 6:e1000656.
  • [23]Anderson RM, May RM: Infectious diseases of humans. Oxford: Oxford University Press; 1991.
  • [24]Diekmann O, Heesterbeek J: Mathematical epidemiology of infectious diseases: model building, analysis and interpretation. Wiley; 2000.
  • [25]Nishiura H, Castillo-Chavez C, Safan M, Chowell G: Transmission potential of the new influenza A(H1N1) virus and its age-specificity in Japan. Euro Surveill 2009., 14
  • [26]Chowell G, Miller MA, Viboud C: Seasonal influenza in the United States, France, and Australia: transmission and prospects for control. Epidemiol Infect 2007, 1-13.
  • [27]Chowell G, Miller MA, Viboud C: Seasonal influenza in the United States, France, and Australia: transmission and prospects for control. Epidemiol Infect 2008, 136:852-864.
  • [28]Mills CE, Robins JM, Lipsitch M: Transmissibility of 1918 pandemic influenza. Nature 2004, 432:904-906.
  • [29]Andreasen V, Viboud C, Simonsen L: Epidemiologic characterization of the 1918 influenza pandemic summer wave in Copenhagen: implications for pandemic control strategies. J Infect Dis 2008, 197:270-278.
  • [30]Chowell G, Ammon CE, Hengartner NW, Hyman JM: Transmission dynamics of the great influenza pandemic of 1918 in Geneva, Switzerland: assessing the effects of hypothetical interventions. J Theor Biol 2006, 241:193-204.
  • [31]Nishiura H: Time variations in the transmissibility of pandemic influenza in Prussia, Germany, from 1918-19. Theor Biol Med Model 2007, 4:20. BioMed Central Full Text
  • [32]Chowell G, Viboud C, Simonsen L, Miller MA, Acuna-Soto R: Mortality patterns associated with the 1918 influenza pandemic in Mexico: evidence for a spring herald wave and lack of preexisting immunity in older populations. J Infect Dis 2010, 202:567-575.
  • [33]Trotter CL, Gay NJ, Edmunds WJ: Dynamic models of meningococcal carriage, disease, and the impact of serogroup C conjugate vaccination. Am J Epidemiol 2005, 162:89-100.
  • [34]Fraser C, Riley S, Anderson RM, Ferguson NM: Factors that make an infectious disease outbreak controllable. Proc Natl Acad Sci USA 2004, 101:6146-6151.
  • [35]Lai KM, Bottomley C, McNerney R: Propagation of respiratory aerosols by the vuvuzela. PLoS One 2011, 6:e20086.
  • [36]Cattuto C, Van den Broeck W, Barrat A, Colizza V, Pinton JF, Vespignani A: Dynamics of person-to-person interactions from distributed RFID sensor networks. PLoS One 2010, 5:e11596.
  • [37]Stehlé J, Voirin N, Barrat A, Cattuto C, Isella L, Pinton JF, Quaggiotto M, Van den Broeck W, Régis C, Lina B, Vanhems P: High-resolution measurements of face-to-face contact patterns in a primary school. PLoS One 2011, 6:e23176.
  • [38]Cauchemez S, Bhattarai A, Marchbanks TL, Fagan RP, Ostroff S, Ferguson NM, Swerdlow D: Role of social networks in shaping disease transmission during a community outbreak of 2009 H1N1 pandemic influenza. Proc Natl Acad Sci USA 2011, 108:2825-2830.
  • [39]Pitzer VE, Burgner D, Viboud C, Simonsen L, Andreasen V, Steiner CA, Lipsitch M: Modelling seasonal variations in the age and incidence of Kawasaki disease to explore possible infectious aetiologies. Proc Biol Sci 2012, 279:2736-43.
  • [40]Pitzer VE, Lipsitch M: Exploring the relationship between incidence and the average age of infection during seasonal epidemics. J Theor Biol 2009, 260:175-185.
  • [41]Babad HR, Nokes DJ, Gay NJ, Miller E, Morgan-Capner P, Anderson RM: Predicting the impact of measles vaccination in England and Wales: model validation and analysis of policy options. Epidemiol Infect 1995, 114:319-344.
  • [42]Stehlé J, Voirin N, Barrat A, Cattuto C, Colizza V, Isella L, Régis C, Pinton JF, Khanafer N, Van den Broeck W, Vanhems P: Simulation of an SEIR infectious disease model on the dynamic contact network of conference attendees. BMC Med 2011, 9:87. BioMed Central Full Text
  • [43]Blower S, Go MH: The importance of including dynamic social networks when modeling epidemics of airborne infections: does increasing complexity increase accuracy? BMC Med 2011, 9:88. BioMed Central Full Text
  • [44]Johansson A, Batty M, Hayashi K, Al Bar O, Marcozzi D, Memish ZA: Crowd and environmental management during mass gatherings. Lancet Infect Dis 12:150-156.
  • [45]Watson R, Yip P: How many were there when it mattered? Significance 2011, 8:104-107.
  • [46]Mossong J, Hens N, Jit M, Beutels P, Auranen K, Mikolajczyk R, Massari M, Salmaso S, Tomba GS, Wallinga J, Heijne J, Sadkowska-Todys M, Rosinska M, Edmunds WJ: Social contacts and mixing patterns relevant to the spread of infectious diseases. PLoS Med 2008, 5:e74.
  • [47]Del Valle SY, Hyman JM, Hethcote HW, Eubank SG: Mixing patterns between age groups in social networks. Social Networks 2007, 29:539-554.
  • [48]Presanis AM, De Angelis D, Hagy A, Reed C, Riley S, Cooper BS, Finelli L, Biedrzycki P, Lipsitch M: The severity of pandemic H1N1 influenza in the United States, from April to July 2009: a bayesian analysis. PLoS Med 2009, 6:e1000207.
  • [49]Nishiura H: Case fatality ratio of pandemic influenza. Lancet Infect Dis 2010, 10:443-444.
  • [50]Cauchemez S, Ferguson NM, Wachtel C, Tegnell A, Saour G, Duncan B, Nicoll A: Closure of schools during an influenza pandemic. Lancet Infect Dis 2009, 9:473-481.
  • [51]Charu V, Chowell G, Palacio Mejia LS, Echevarría-Zuno S, Borja-Aburto VH, Simonsen L, Miller MA, Viboud C: Mortality burden of the A/H1N1 pandemic in Mexico: a comparison of deaths and years of life lost to seasonal influenza. Clin Infect Dis 2011, 53:985-93.
  • [52]Hancock K, Veguilla V, Lu X, Zhong W, Butler EN, Sun H, Liu F, Dong L, DeVos JR, Gargiullo PM: Cross-reactive antibody responses to the 2009 pandemic H1N1 influenza virus. N Engl J Med 2009, 361:1945-1952.
  • [53]Chowell G, Bertozzi SM, Colchero MA, Lopez-Gatell H, Alpuche-Aranda C, Hernandez M, Miller MA: Severe respiratory disease concurrent with the circulation of H1N1 influenza. N Engl J Med 2009, 361:674-679.
  • [54]Fisman DN, Savage R, Gubbay J, Achonu C, Akwar H, Farrell DJ, Crowcroft NS, Jackson P: Older age and a reduced likelihood of 2009 H1N1 virus infection. N Engl J Med 2009, 361:2000-2001.
  • [55]Cohen C, Simonsen L, Kang JW, Miller M, McAnerney J, Blumberg L, Schoub B, Madhi SA, Viboud C: Elevated influenza-related excess mortality in South African elderly individuals, 1998-2005. Clin Infect Dis 2010, 51:1362-1369.
  • [56]Steel J, Staeheli P, Mubareka S, Garcia-Sastre A, Palese P, Lowen AC: Transmission of pandemic H1N1 influenza virus and impact of prior exposure to seasonal strains or interferon treatment. J Virol 2011, 84:21-26.
  • [57]Lowen AC, Mubareka S, Steel J, Palese P: Influenza virus transmission is dependent on relative humidity and temperature. PLoS Pathog 2007, 3:1470-1476.
  • [58]Mubareka S, Lowen AC, Steel J, Coates AL, Garcia-Sastre A, Palese P: Transmission of influenza virus via aerosols and fomites in the guinea pig model. J Infect Dis 2009, 199:858-865.
  • [59]Viboud C, Alonso WJ, Simonsen L: Influenza in tropical regions. PLoS Med 2006, 3:e89.
  • [60]Alonso WJ, Viboud C, Simonsen L, Hirano EW, Daufenbach LZ, Miller MA: Seasonality of influenza in Brazil: a traveling wave from the Amazon to the subtropics. Am J Epidemiol 2007, 165:1434-1442.
  • [61]Russell CA, Jones TC, Barr IG, Cox NJ, Garten RJ, Gregory V, Gust ID, Hampson AW, Hay AJ, Hurt AC, de Jong JC, Kelso A, Klimov AI, Kageyama T, Komadina N, Lapedes AS, Lin YP, Mosterin A, Obuchi M, Odagiri T, Osterhaus AD, Rimmelzwaan GF, Shaw MW, Skepner E, Stohr K, Tashiro M, Fouchier RA, Smith DJ: The global circulation of seasonal influenza A (H3N2) viruses. Science 2008, 320:340-346.
  • [62]Blyth CC, Foo H, van Hal SJ, Hurt AC, Barr IG, McPhie K, Armstrong PK, Rawlinson WD, Sheppeard V, Conaty S, Staff M, Dwyer DE: Influenza outbreaks during World Youth Day 2008 mass gathering. Emerg Infect Dis 2010, 16:809-815.
  • [63]Castillo-Chavez C, Castillo-Garsow CW, Yakubu AA: MSJAMA. Mathematical models of isolation and quarantine. JAMA 2003, 290:2876-2877.
  • [64]Kajita E, Okano JT, Bodine EN, Layne SP, Blower S: Modelling an outbreak of an emerging pathogen. Nat Rev Microbiol 2007, 5:700-709.
  • [65]Chowell G, Castillo-Chavez C: Worst-case scenarios and epidemics. In Bioterrorism: Mathematical and Modeling Approaches in Homeland Security. Edited by C.Castillo-Chavez HTBa. SIAM's series Frontiers in Applied Mathematics; 2003.
  • [66]Macal CM, North MJ: Tutorial on agent-based modelling and simulation. Journal of Simulation 2010, 4:151-162.
  • [67]Eubank S, Guclu H, Kumar VS, Marathe MV, Srinivasan A, Toroczkai Z, Wang N: Modelling disease outbreaks in realistic urban social networks. Nature 2004, 429:180-184.
  • [68]Longini IM Jr, Halloran ME, Nizam A, Yang Y, Xu S, Burke DS, Cummings DA, Epstein JM: Containing a large bioterrorist smallpox attack: a computer simulation approach. Int J Infect Dis 2007, 11:98-108.
  • [69]Halloran ME, Longini IM Jr, Nizam A, Yang Y: Containing bioterrorist smallpox. Science 2002, 298:1428-1432.
  • [70]Ciofi degli Atti ML, Merler S, Rizzo C, Ajelli M, Massari M, Manfredi P, Furlanello C, Scalia Tomba G, Iannelli M: Mitigation measures for pandemic influenza in Italy: an individual based model considering different scenarios. PLoS One 2008, 3(3):e1790.
  • [71]Carrat F, Pelat C, Levy-Bruhl D, Bonmarin I, Lapidus N: Planning for the next influenza H1N1 season: a modelling study. Bmc Infectious Diseases 2010., 10
  • [72]Merler S, Ajelli M, Rizzo C: Age-prioritized use of antivirals during an influenza pandemic. BMC Infect Dis 2009, 9:117. BioMed Central Full Text
  • [73]Chowell G, Hyman JM, Eubank S, Castillo-Chavez C: Scaling laws for the movement of people between locations in a large city. Phys Rev E Stat Nonlin Soft Matter Phys 2003, 68:066102.
  • [74]Watts DJ, Strogatz SH: Collective dynamics of 'small-world' networks. Nature 1998, 393:440-442.
  • [75]Pastor-Satorras R, Vespignani A: Epidemic spreading in scale-free networks. Phys Rev Lett 2001, 86:3200-3203.
  • [76]Viboud C, Bjornstad ON, Smith DL, Simonsen L, Miller MA, Grenfell BT: Synchrony, waves, and spatial hierarchies in the spread of influenza. Science 2006, 312:447-451.
  • [77]Merler S, Ajelli M: The role of population heterogeneity and human mobility in the spread of pandemic influenza. Proc Biol Sci 277:557-565.
  • [78]Eggo RM, Cauchemez S, Ferguson NM: Spatial dynamics of the 1918 influenza pandemic in England, Wales and the United States. J R Soc Interface 8:233-243.
  • [79]Outbreak of 2009 pandemic influenza A (H1N1) on a Peruvian Navy ship - June-July 2009 MMWR Morb Mortal Wkly Rep 2010, 59:162-165.
  • [80]Moser MR, Bender TR, Margolis HS, Noble GR, Kendal AP, Ritter DG: An outbreak of influenza aboard a commercial airliner. Am J Epidemiol 1979, 110:1-6.
  • [81]Riley EC, Murphy G, Riley RL: Airborne spread of measles in a suburban elementary school. Am J Epidemiol 1978, 107:421-432.
  • [82]Foxwell AR, Roberts L, Lokuge K, Kelly PM: Transmission of influenza on international flights, may 2009. Emerg Infect Dis 2011, 17:1188-1194.
  • [83]Nardell EA: Environmental control of tuberculosis. Med Clin North Am 1993, 77:1315-1334.
  • [84]Ko G, Thompson KM, Nardell EA: Estimation of tuberculosis risk on a commercial airliner. Risk Anal 2004, 24:379-388.
  • [85]Chen SC, Liao CM, Li SS, You SH: A probabilistic transmission model to assess infection risk from Mycobacterium tuberculosis in commercial passenger trains. Risk Anal 2011, 31:930-939.
  • [86]Wagner BG, Coburn BJ, Blower S: Calculating the potential for within-flight transmission of influenza A (H1N1). BMC Med 2009, 7:81. BioMed Central Full Text
  • [87]Liao CM, Chang CF, Liang HM: A probabilistic transmission dynamic model to assess indoor airborne infection risks. Risk Anal 2005, 25:1097-1107.
  • [88]Rudnick SN, Milton DK: Risk of indoor airborne infection transmission estimated from carbon dioxide concentration. Indoor Air 2003, 13:237-245.
  • [89]Riley RL, Mills CC, O'Grady F, Sultan LU, Wittstadt F, Shivpuri DN: Infectiousness of air from a tuberculosis ward. Ultraviolet irradiation of infected air: comparative infectiousness of different patients. Am Rev Respir Dis 1962, 85:511-525.
  • [90]Wells WF, Ratcliffe HL, Grumb C: On the mechanics of droplet nuclei infection; quantitative experimental air-borne tuberculosis in rabbits. Am J Hyg 1948, 47:11-28.
  • [91]Fabian P, McDevitt JJ, DeHaan WH, Fung RO, Cowling BJ, Chan KH, Leung GM, Milton DK: Influenza virus in human exhaled breath: an observational study. PLoS One 2008, 3:e2691.
  • [92]Haas CN, Rose JB, Gerba CP: Quantitative Microbial Risk Assessment. New York: John Wiley; 1999.
  • [93]Crawford-Brown DJ: Mathematical Methods of Environmental Risk Modelling. Kluwer Academic Publishers; 2001.
  • [94]Teunis PF, Brienen N, Kretzschmar ME: High infectivity and pathogenicity of influenza A virus via aerosol and droplet transmission. Epidemics 2010, 2:215-222.
  • [95]Colizza V, Barrat A, Barthelemy M, Vespignani A: The role of the airline transportation network in the prediction and predictability of global epidemics. Proc Natl Acad Sci USA 2006, 103:2015-2020.
  • [96]Khan K, Arino J, Hu W, Raposo P, Sears J, Calderon F, Heidebrecht C, Macdonald M, Liauw J, Chan A, Gardam M: Spread of a novel influenza A (H1N1) virus via global airline transportation. N Engl J Med 2009, 361:212-214.
  • [97]Flahault A, Vergu E, Boelle PY: Potential for a global dynamic of Influenza A (H1N1). BMC Infect Dis 2009, 9:129. BioMed Central Full Text
  • [98]Kenah E, Chao DL, Matrajt L, Halloran ME, Longini IM Jr: The global transmission and control of influenza. PLoS One 2011, 6:e19515.
  • [99]Hollingsworth TD, Ferguson NM, Anderson RM: Will travel restrictions control the international spread of pandemic influenza? Nat Med 2006, 12(5):497-499.
  • [100]Cooper BS, Pitman RJ, Edmunds WJ, Gay NJ: Delaying the international spread of pandemic influenza. PLoS Med 2006, 3:e212.
  • [101]Scalia Tomba G, Wallinga J: A simple explanation for the low impact of border control as a countermeasure to the spread of an infectious disease. Math Biosci 2008, 214:70-72.
  • [102]Colizza V, Barrat A, Barthelemy M, Valleron AJ, Vespignani A: Modeling the worldwide spread of pandemic influenza: baseline case and containment interventions. PLoS Med 2007, 4:e13.
  • [103]Albert R, Barabasi AL: Statistical mechanics of complex networks. Rev Mod Phy 2002, 74:47-97.
  • [104]Newman MEJ: The structure and function of networks. Comp Phys Comm 2002, 147:40-45.
  • [105]Shi P, Keskinocak P, Swann JL, Lee BY: The impact of mass gatherings and holiday traveling on the course of an influenza pandemic: a computational model. BMC Public Health 2010, 10:778. BioMed Central Full Text
  • [106]Germann TC, Kadau K, Longini IM Jr, Macken CA: Mitigation strategies for pandemic influenza in the United States. Proc Natl Acad Sci USA 2006, 103:5935-5940.
  • [107]Longini IM Jr, Nizam A, Xu S, Ungchusak K, Hanshaoworakul W, Cummings DA, Halloran ME: Containing pandemic influenza at the source. Science 2005, 309:1083-1087.
  • [108]Lipsitch M, Riley S, Cauchemez S, Ghani AC, Ferguson NM: Managing and reducing uncertainty in an emerging influenza pandemic. N Engl J Med 2009, 361:112-115.
  • [109]Wu JT, Cowling BJ, Lau EH, Ip DK, Ho LM, Tsang T, Chuang SK, Leung PY, Lo SV, Liu SH, Riley S: School closure and mitigation of pandemic (H1N1) 2009, Hong Kong. Emerg Infect Dis 2010, 16:538-541.
  • [110]Riley S, Ferguson NM: Smallpox transmission and control: spatial dynamics in Great Britain. Proc Natl Acad Sci USA 2006, 103:12637-12642.
  • [111]Egan JR, Hall IM, Leach S: Stamping out fires! Controlling smallpox with targeted mass vaccination. Med Decis Making 2011, 31:69-78.
  • [112]Conway JM, Tuite AR, Fisman DN, Hupert N, Meza R, Davoudi B, English K, van den Driessche P, Brauer F, Ma J, Meyers LA, Smieja M, Greer A, Skowronski DM, Buckeridge DL, Kwong JC, Wu J, Moghadas SM, Coombs D, Brunham RC, Pourbohloul B: Vaccination against 2009 pandemic H1N1 in a population dynamical model of Vancouver, Canada: timing is everything. BMC Public Health 2011, 11:932. BioMed Central Full Text
  • [113]Chowell G, Viboud C, Wang X, Bertozzi SM, Miller MA: Adaptive vaccination strategies to mitigate pandemic influenza: Mexico as a case study. PLoS One 2009, 4:e8164.
  • [114]Medlock J, Meyers LA, Galvani A: Optimizing allocation for a delayed influenza vaccination campaign. PLoS Curr 2009, 1:RRN1134.
  • [115]Increased transmission and outbreaks of measles - European region, 2011 MMWR Morb Mortal Wkly Rep 60:1605-1610.
  • [116]Tang S, Xiao Y, Yuan L, Cheke RA, Wu J: Campus quarantine (Fengxiao) for curbing emergent infectious diseases: lessons from mitigating A/H1N1 in Xi'an, China. J Theor Biol 2012, 295:47-58.
  • [117]Miller MA, Viboud C, Balinska M, Simonsen L: The signature features of influenza pandemics - implications for policy. N Engl J Med 2009, 360:2595-2598.
  • [118]Mereckiene J, Cotter S, Weber JT, Nicoll A, D'Ancona F, Lopalco PL, Johansen K, Wasley AM, Jorgensen P, Lévy-Bruhl D, Giambi C, Stefanoff P, Dematte L, O'Flanagan D: Influenza A(H1N1)pdm09 vaccination policies and coverage in Europe. Euro Surveill 2012., 17
  • [119]EGMN: Notes from the road. Will the UK Win Gold in Public Health Preparedness? [http:/ / egmnblog.wordpress.com/ 2012/ 04/ 05/ will-the-uk-win-gold-in-public-heal th-preparedness/ ] webcite
  • [120]NHS London. Getting fit for the 2012 Games [http://www.london.nhs.uk/getting-fit-for-the-2012-games] webcite
  • [121]Health Protection Agency. The London 2012 Olympic and Paralympic Games [http://www.hpa.org.uk/Topics/EmergencyResponse/2012Olympics/] webcite
  • [122]Brownstein JS, Freifeld CC, Chan EH, Keller M, Sonricker AL, Mekaru SR, Buckeridge DL: Information technology and global surveillance of cases of 2009 H1N1 influenza. N Engl J Med 2010, 362:1731-1735.
  • [123]Halloran ME, Ferguson NM, Eubank S, Longini IM Jr, Cummings DA, Lewis B, Xu S, Fraser C, Vullikanti A, Germann TC, Wagener D, Beckman R, Kadau K, Barrett C, Macken CA, Burke DS, Cooley P: Modeling targeted layered containment of an influenza pandemic in the United States. Proc Natl Acad Sci USA 2008, 105:4639-4644.
  • [124]Wu JT, Ho A, Ma ES, Lee CK, Chu DK, Ho PL, Hung IF, Ho LM, Lin CK, Tsang T, Lo SV, Lau YL, Leung GM, Cowling BJ, Peiris JS: Estimating infection attack rates and severity in real time during an influenza pandemic: analysis of serial cross-sectional serologic surveillance data. PLoS Med 2012, 8:e1001103.
  文献评价指标  
  下载次数:40次 浏览次数:35次