Department of Disease Control, London School of Hygiene & Tropical Medicine, London, UK.
Centre for Mathematical Modelling of Infectious Diseases, London School of Hygiene & Tropical Medicine, London, UK.
BMC Med. 2018 Oct 3;16(1):180. doi: 10.1186/s12916-018-1158-8.
Zika virus (ZIKV) emerged in Latin America and the Caribbean (LAC) region in 2013, with serious implications for population health in the region. In 2016, the World Health Organization declared the ZIKV outbreak a Public Health Emergency of International Concern following a cluster of associated neurological disorders and neonatal malformations. In 2017, Zika cases declined, but future incidence in LAC remains uncertain due to gaps in our understanding, considerable variation in surveillance and the lack of a comprehensive collation of data from affected countries.
Our analysis combines information on confirmed and suspected Zika cases across LAC countries and a spatio-temporal dynamic transmission model for ZIKV infection to determine key transmission parameters and projected incidence in 90 major cities within 35 countries. Seasonality was determined by spatio-temporal estimates of Aedes aegypti vectorial capacity. We used country and state-level data from 2015 to mid-2017 to infer key model parameters, country-specific disease reporting rates, and the 2018 projected incidence. A 10-fold cross-validation approach was used to validate parameter estimates to out-of-sample epidemic trajectories.
There was limited transmission in 2015, but in 2016 and 2017 there was sufficient opportunity for wide-spread ZIKV transmission in most cities, resulting in the depletion of susceptible individuals. We predict that the highest number of cases in 2018 would present within some Brazilian States (Sao Paulo and Rio de Janeiro), Colombia and French Guiana, but the estimated number of cases were no more than a few hundred. Model estimates of the timing of the peak in incidence were correlated (p < 0.05) with the reported peak in incidence. The reporting rate varied across countries, with lower reporting rates for those with only confirmed cases compared to those who reported both confirmed and suspected cases.
The findings suggest that the ZIKV epidemic is by and large over within LAC, with incidence projected to be low in most cities in 2018. Local low levels of transmission are probable, but the estimated rate of infection suggests that most cities have a population with high levels of herd immunity.
寨卡病毒(ZIKV)于 2013 年在拉丁美洲和加勒比地区(LAC)出现,对该地区的人口健康产生了严重影响。2016 年,世界卫生组织宣布寨卡病毒爆发为国际关注的突发公共卫生事件,此前出现了一系列与该病毒相关的神经紊乱和新生儿畸形病例。2017 年,寨卡病毒病例有所减少,但由于我们对该病毒的了解存在差距、监测存在较大差异以及受影响国家缺乏全面的数据汇编,LAC 未来的发病率仍不确定。
我们的分析结合了 LAC 国家的确诊和疑似寨卡病毒病例信息,以及寨卡病毒感染的时空动态传播模型,以确定关键传播参数和 35 个国家的 90 个主要城市的预计发病率。蚊媒埃及伊蚊传播能力的时空估计确定了季节性。我们使用 2015 年至 2017 年年中的国家和州级数据来推断关键模型参数、国家特定的疾病报告率以及 2018 年的预计发病率。我们使用 10 倍交叉验证方法来验证参数估计值与样本外疫情轨迹的一致性。
2015 年的传播有限,但在 2016 年和 2017 年,大多数城市都有广泛传播寨卡病毒的机会,导致易感染人群减少。我们预测,2018 年最高的病例数将出现在巴西的一些州(圣保罗和里约热内卢)、哥伦比亚和法属圭亚那,但估计的病例数不超过几百例。发病率峰值的模型估计值与报告的发病率峰值相关(p<0.05)。各国的报告率不同,与仅报告确诊病例的国家相比,报告确诊和疑似病例的国家的报告率较低。
研究结果表明,LAC 的寨卡病毒疫情基本上已经结束,2018 年大多数城市的发病率预计较低。局部低水平的传播是可能的,但估计的感染率表明,大多数城市的人群具有高水平的群体免疫力。