Institute of Mathematics and Statistics, University of Sao Paulo, São Paulo, 05508-090, Brazil.
Scientific Platform Pasteur USP, University of Sao Paulo, São Paulo, 05508-020, Brazil.
Sci Rep. 2022 Mar 17;12(1):4576. doi: 10.1038/s41598-022-08350-6.
The genetic diversity of the Coronaviruses gives them different biological abilities, such as infect different cells and/or organisms, a wide spectrum of clinical manifestations, their different routes of dispersion, and viral transmission in a specific host. In recent decades, different Coronaviruses have emerged that are highly adapted for humans and causing serious diseases, leaving their host of unknown origin. The viral genome information is particularly important to enable the recognition of patterns linked to their biological characteristics, such as the specificity in the host-parasite relationship. Here, based on a previously computational tool, the Seq2Hosts, we developed a novel approach which uses new variables obtained from the frequency of spike-Coronaviruses codons, the Relative Synonymous Codon Usage (RSCU) to shed new light on the molecular mechanisms involved in the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) host specificity. By using the RSCU obtained from nucleotide sequences before the SARS-CoV-2 pandemic, we assessed the possibility of know the hosts capable to be infected by these new emerging species, which was first identified infecting humans during 2019 in Wuhan, China. According to the model trained and validated using sequences available before the pandemic, bats are the most likely the natural host to the SARS-CoV-2 infection, as previously suggested in other studies that searched for the host viral origin.
冠状病毒的遗传多样性赋予了它们不同的生物学能力,例如感染不同的细胞和/或生物体、广泛的临床表现、不同的传播途径以及在特定宿主中的病毒传播。在最近几十年中,出现了一些高度适应人类的不同冠状病毒,这些病毒会导致严重的疾病,并使宿主来源不明。病毒基因组信息对于识别与它们的生物学特性相关的模式特别重要,例如在宿主-寄生虫关系中的特异性。在这里,基于先前的计算工具 Seq2Hosts,我们开发了一种新方法,该方法使用从刺突冠状病毒密码子频率获得的新变量,即相对同义密码子使用(RSCU),来深入了解严重急性呼吸系统综合症冠状病毒 2(SARS-CoV-2)宿主特异性所涉及的分子机制。通过使用 SARS-CoV-2 大流行之前的核苷酸序列获得的 RSCU,我们评估了已知能够被这些新出现的物种感染的宿主的可能性,这些物种首先在中国武汉被鉴定为在 2019 年感染人类。根据在大流行之前使用可用序列训练和验证的模型,蝙蝠最有可能是 SARS-CoV-2 感染的自然宿主,这与其他研究中搜索病毒宿主起源的结果一致。