Massad E, Burattini M Nascimento, Khan K, Struchiner C J, Coutinho F A B, Wilder-Smith A
School of Medicine,University of São Paulo,Brazil.
Li Ka Shing Knowledge Institute, St Michael's Hospital,Toronto,Canada.
Epidemiol Infect. 2017 Aug;145(11):2303-2312. doi: 10.1017/S0950268817001200. Epub 2017 Jun 15.
The timing and origin of Zika virus (ZIKV) introduction in Brazil has been the subject of controversy. Initially, it was assumed that the virus was introduced during the FIFA World Cup in June-July 2014. Then, it was speculated that ZIKV may have been introduced by athletes from French Polynesia (FP) who competed in a canoe race in Rio de Janeiro in August 2014. We attempted to apply mathematical models to determine the most likely time window of ZIKV introduction in Brazil. Given that the timing and origin of ZIKV introduction in Brazil may be a politically sensitive issue, its determination (or the provision of a plausible hypothesis) may help to prevent undeserved blame. We used a simple mathematical model to estimate the force of infection and the corresponding individual probability of being infected with ZIKV in FP. Taking into account the air travel volume from FP to Brazil between October 2013 and March 2014, we estimated the expected number of infected travellers arriving at Brazilian airports during that period. During the period between December 2013 and February 2014, 51 individuals travelled from FP airports to 11 Brazilian cities. Basing on the calculated force of ZIKV infection (the per capita rate of new infections per time unit) and risk of infection (probability of at least one new infection), we estimated that 18 (95% CI 12-22) individuals who arrived in seven of the evaluated cities were infected. When basic ZIKV reproduction numbers greater than one were assumed in the seven evaluated cities, ZIKV could have been introduced in any one of the cities. Based on the force of infection in FP, basic reproduction ZIKV number in selected Brazilian cities, and estimated travel volume, we concluded that ZIKV was most likely introduced and established in Brazil by infected travellers arriving from FP in the period between October 2013 and March 2014, which was prior to the two aforementioned sporting events.
寨卡病毒(ZIKV)传入巴西的时间和源头一直存在争议。最初,人们认为该病毒是在2014年6月至7月的国际足联世界杯期间传入的。随后,有人推测ZIKV可能是由来自法属波利尼西亚(FP)的运动员传入的,这些运动员于2014年8月在里约热内卢参加了一场独木舟比赛。我们试图运用数学模型来确定ZIKV传入巴西最有可能的时间窗口。鉴于ZIKV传入巴西的时间和源头可能是一个政治敏感问题,确定这一点(或提供一个合理的假设)可能有助于避免不当指责。我们使用了一个简单的数学模型来估计FP的感染强度以及相应的个体感染ZIKV的概率。考虑到2013年10月至2014年3月期间从FP到巴西的航空客运量,我们估计了在此期间抵达巴西机场的受感染旅行者的预期数量。在2013年12月至2014年2月期间,有51人从FP机场前往巴西的11个城市。基于计算出的ZIKV感染强度(每时间单位新感染的人均比率)和感染风险(至少有一次新感染的概率),我们估计抵达7个评估城市的18人(95%可信区间12 - 22)受到了感染。当假定在7个评估城市中ZIKV的基本繁殖数大于1时,ZIKV可能已在其中任何一个城市传入。基于FP的感染强度、巴西选定城市的ZIKV基本繁殖数以及估计的旅行量,我们得出结论,ZIKV最有可能是在2013年10月至2014年3月期间由来自FP的受感染旅行者传入并在巴西传播开来的,这一时间早于上述两项体育赛事。