Laboratory of Ecology, Department of Biological Applications and Technology, Faculty of Health Sciences, University of Ioannina, 45110, Ioannina, Greece.
Department of Ecology, School of Biology, Aristotle University of Thessaloniki, 54124, Thessaloniki, Greece.
Microb Pathog. 2021 Dec;161(Pt A):105237. doi: 10.1016/j.micpath.2021.105237. Epub 2021 Oct 12.
The emergence of novel SARS-CoV-2 variants of concern (VOC), in late 2020, with selective transmission advantage and partial immunity escape potential, has been driving further evolution in the pandemic. The timing of mutational evolution and its limits are thus of paramount importance in preparedness planning. Here, we present a model predicting the pattern of epidemic growth including the emergence of variants through mutation. It is based on the SEIR (Susceptible, Exposed, Infected, Removed) model, but its equations are modified according to the transmission parameters of novel variants. Since more transmissible strains will drive a further increase in the number of cases, they will also lead to further novel mutations. As one cannot predict whether there is a viral mutational evolutionary limit, we model a cascade that could lead to hyper-exponential growth (HEG) involving the emergence of even more transmissible mutants that could overwhelm any systematic response. Our results are consistent with the timing, since the beginning of the pandemic, of the concurrent and independent emergence of the VOCs. The current dominance of the Delta variant and the need for additional public health measures indicates some of the risks of a possible HEG. We examine conditions that favor the expected appearance of similar variants, thus enabling better preparedness and more targeted research.
新型严重急性呼吸综合征冠状病毒 2 变异株(VOC)于 2020 年末出现,具有选择性传播优势和部分免疫逃逸潜力,推动了大流行的进一步演变。因此,突变进化的时机及其限制在准备计划中至关重要。在这里,我们提出了一个通过突变预测包括变异出现在内的疫情增长模式的模型。它基于 SEIR(易感、暴露、感染、清除)模型,但根据新型变异株的传播参数对其方程进行了修正。由于传染性更强的菌株将进一步增加病例数量,它们也将导致更多新的突变。由于无法预测病毒是否存在突变进化极限,我们模拟了一个级联反应,可能导致超指数增长(HEG),出现更具传染性的突变体,从而使任何系统的应对措施都不堪重负。我们的结果与自大流行开始以来,VOC 同时且独立出现的时间一致。Delta 变异株的当前优势和额外公共卫生措施的需要表明了可能出现 HEG 的一些风险。我们检查了有利于出现类似变异体的条件,从而使我们能够更好地做好准备并进行更有针对性的研究。