Buehler Center for Health Policy and Economics, Feinberg School of Medicine, Northwestern University, Chicago, IL, United States.
Feinburg School of Medicine, Northwestern University, Chicago, IL, United States.
J Med Internet Res. 2021 Feb 1;23(2):e25454. doi: 10.2196/25454.
The COVID-19 pandemic has had a profound global impact on governments, health care systems, economies, and populations around the world. Within the East Asia and Pacific region, some countries have mitigated the spread of the novel coronavirus effectively and largely avoided severe negative consequences, while others still struggle with containment. As the second wave reaches East Asia and the Pacific, it becomes more evident that additional SARS-CoV-2 surveillance is needed to track recent shifts, rates of increase, and persistence associated with the pandemic.
The goal of this study is to provide advanced surveillance metrics for COVID-19 transmission that account for speed, acceleration, jerk, persistence, and weekly shifts, to better understand country risk for explosive growth and those countries who are managing the pandemic successfully. Existing surveillance coupled with our dynamic metrics of transmission will inform health policy to control the COVID-19 pandemic until an effective vaccine is developed. We provide novel indicators to measure disease transmission.
Using a longitudinal trend analysis study design, we extracted 330 days of COVID-19 data from public health registries. We used an empirical difference equation to measure the daily number of cases in East Asia and the Pacific as a function of the prior number of cases, the level of testing, and weekly shift variables based on a dynamic panel model that was estimated using the generalized method of moments approach by implementing the Arellano-Bond estimator in R.
The standard surveillance metrics for Indonesia, the Philippines, and Myanmar were concerning as they had the largest new caseloads at 4301, 2588, and 1387, respectively. When looking at the acceleration of new COVID-19 infections, we found that French Polynesia, Malaysia, and the Philippines had rates at 3.17, 0.22, and 0.06 per 100,000. These three countries also ranked highest in terms of jerk at 15.45, 0.10, and 0.04, respectively.
Two of the most populous countries in East Asia and the Pacific, Indonesia and the Philippines, have alarming surveillance metrics. These two countries rank highest in new infections in the region. The highest rates of speed, acceleration, and positive upwards jerk belong to French Polynesia, Malaysia, and the Philippines, and may result in explosive growth. While all countries in East Asia and the Pacific need to be cautious about reopening their countries since outbreaks are likely to occur in the second wave of COVID-19, the country of greatest concern is the Philippines. Based on standard and enhanced surveillance, the Philippines has not gained control of the COVID-19 epidemic, which is particularly troubling because the country ranks 4th in population in the region. Without extreme and rigid social distancing, quarantines, hygiene, and masking to reverse trends, the Philippines will remain on the global top 5 list of worst COVID-19 outbreaks resulting in high morbidity and mortality. The second wave will only exacerbate existing conditions and increase COVID-19 transmissions.
COVID-19 大流行对全球各国政府、医疗保健系统、经济和人口造成了深远影响。在东亚和太平洋地区,一些国家有效地控制了新冠病毒的传播,在很大程度上避免了严重的负面后果,而另一些国家仍在努力控制疫情。随着第二波疫情在东亚和太平洋地区蔓延,人们越来越清楚地认识到,需要进行更多的 SARS-CoV-2 监测,以跟踪与大流行相关的近期变化、增长率和持续性。
本研究的目的是提供 COVID-19 传播的先进监测指标,包括速度、加速度、冲击、持续性和每周变化,以更好地了解国家爆发的风险和成功管理大流行的国家。现有的监测手段以及我们对传播的动态指标将为控制 COVID-19 大流行提供信息,直到开发出有效的疫苗。我们提供了新的指标来衡量疾病的传播。
采用纵向趋势分析研究设计,我们从公共卫生登记处提取了 330 天的 COVID-19 数据。我们使用经验差分方程来衡量东亚和太平洋地区的每日病例数,作为前一天病例数、检测水平和每周变化变量的函数,这些变量基于动态面板模型,该模型是通过在 R 中实现广义矩估计方法的 Arellano-Bond 估计器来估计的。
印度尼西亚、菲律宾和缅甸的标准监测指标令人担忧,因为它们的新增病例数分别为 4301、2588 和 1387。当我们观察新的 COVID-19 感染的加速时,我们发现法属波利尼西亚、马来西亚和菲律宾的增长率分别为 3.17、0.22 和 0.06/每 10 万人。这三个国家的冲击也分别排在最高的位置,为 15.45、0.10 和 0.04。
东亚和太平洋地区人口最多的两个国家,印度尼西亚和菲律宾,其监测指标令人担忧。这两个国家在该地区的新增病例数排名最高。速度、加速度和正向冲击率最高的国家是法属波利尼西亚、马来西亚和菲律宾,这可能导致疫情爆发。虽然东亚和太平洋地区的所有国家都需要谨慎考虑重新开放国家,因为第二波 COVID-19 疫情可能会爆发,但最令人担忧的国家是菲律宾。基于标准和增强的监测,菲律宾尚未控制 COVID-19 疫情,这尤其令人担忧,因为该国在该地区的人口排名第四。如果不采取极端和严格的社会隔离、隔离、卫生和口罩措施来扭转趋势,菲律宾将继续成为全球 COVID-19 疫情最严重的五个国家之一,导致高发病率和死亡率。第二波疫情只会加剧现有的状况,并增加 COVID-19 的传播。