Genomic surveillance of SARS-CoV-2 has been instrumental in tracking the spread and evolution of the virus during the pandemic. The availability of SARS-CoV-2 molecular sequences isolated from infected individuals, coupled with phylodynamic methods, have provided insights into the origin of the virus, its evolutionary rate, the timing of introductions, the patterns of transmission, and the rise of novel variants that have spread through populations. Despite enormous global efforts of governments, laboratories, and researchers to collect and sequence molecular data, many challenges remain in analyzing and interpreting the data collected. Here, we describe the models and methods currently used to monitor the spread of SARS-CoV-2, discuss long-standing and new statistical challenges, and propose a method for tracking the rise of novel variants during the epidemic.
翻译:对SARS-COV-2的基因组监测有助于跟踪该流行病期间病毒的传播和演变,SARS-COV-2分子序列的可用性与受感染者分离,加上各种植物动力学方法,使人们深入了解病毒的起源、其演变速度、引进的时机、传播模式以及新变异的出现,这些变异在人群中传播。尽管各国政府、实验室和研究人员为收集和排序分子数据作出了巨大的全球努力,但在分析和解释所收集的数据方面仍然存在许多挑战。在这里,我们描述了目前用来监测SARS-COV-2扩散的模式和方法,讨论了长期存在的新的统计挑战,并提出了跟踪流行病期间新变异增加情况的方法。