Ramazzotti Daniele, Angaroni Fabrizio, Maspero Davide, Gambacorti-Passerini Carlo, Antoniotti Marco, Graudenzi Alex, Piazza Rocco
Department of Medicine and Surgery, Università degli Studi di Milano-Bicocca, Monza, Italy.
Department of Informatics, Systems and Communication, Università degli Studi di Milano-Bicocca, Milan, Italy.
Patterns (N Y). 2021 Mar 12;2(3):100212. doi: 10.1016/j.patter.2021.100212. Epub 2021 Jan 28.
We introduce VERSO, a two-step framework for the characterization of viral evolution from sequencing data of viral genomes, which is an improvement on phylogenomic approaches for consensus sequences. VERSO exploits an efficient algorithmic strategy to return robust phylogenies from clonal variant profiles, also in conditions of sampling limitations. It then leverages variant frequency patterns to characterize the intra-host genomic diversity of samples, revealing undetected infection chains and pinpointing variants likely involved in homoplasies. On simulations, VERSO outperforms state-of-the-art tools for phylogenetic inference. Notably, the application to 6,726 amplicon and RNA sequencing samples refines the estimation of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) evolution, while co-occurrence patterns of minor variants unveil undetected infection paths, which are validated with contact tracing data. Finally, the analysis of SARS-CoV-2 mutational landscape uncovers a temporal increase of overall genomic diversity and highlights variants transiting from minor to clonal state and homoplastic variants, some of which fall on the spike gene. Available at: https://github.com/BIMIB-DISCo/VERSO.
我们介绍了VERSO,这是一个用于从病毒基因组测序数据中表征病毒进化的两步框架,它是对用于共识序列的系统发育基因组学方法的改进。VERSO利用一种高效的算法策略,即使在采样受限的情况下,也能从克隆变异谱中返回稳健的系统发育树。然后,它利用变异频率模式来表征样本的宿主内基因组多样性,揭示未检测到的感染链,并确定可能与同塑性有关的变异。在模拟中,VERSO在系统发育推断方面优于现有工具。值得注意的是,将其应用于6726个扩增子和RNA测序样本,完善了对严重急性呼吸综合征冠状病毒2(SARS-CoV-2)进化的估计,而次要变异的共现模式揭示了未检测到的感染路径,并通过接触者追踪数据得到了验证。最后,对SARS-CoV-2突变景观的分析揭示了总体基因组多样性随时间的增加,并突出了从次要状态转变为克隆状态的变异和同塑性变异,其中一些位于刺突基因上。可在以下网址获取:https://github.com/BIMIB-DISCo/VERSO 。