现实世界流行SARS-CoV-2突变与in silico病毒进化的生成预测
Xudong Liu1, Zhiwei Nie1,2, Haorui Si3,4,5
1School of Electronic and Computer Engineering, Peking University, Shenzhen, China.
Briefings in bioinformatics
|June 18, 2025
概括
一个新的深度学习工具ViralForesight准确地预测了流行的SARS-CoV-2突变,从而使积极的疫苗和药物更新能够应对新出现的病毒威胁.
科学领域:
- 病毒学 病毒学
- 计算生物学 计算生物学
- 基因组学就是基因组学.
背景情况:
- 预测病毒突变趋势对于及时开发疫苗和药物至关重要.
- 随着SARS-CoV-2 (严重急性呼吸系统综合征冠状病毒2) 的演变,我们面临着持续的挑战.
- 了解选择性压力是预测病毒突变的关键.
研究的目的:
- 开发一种用于预测现实世界流行SARS-CoV-2突变的计算方法.
- 将宿主特异性和宿主间选择性压力纳入突变预测中.
- 为了提高预测准确度,利用深度学习和in silico病毒进化.
主要方法:
- 开发了ViralForesight,这是一个深度学习的生成框架.
- 利用蛋白质语言模型和in silico病毒进化.
- 采用了宿主到群体在形进化的范式.
主要成果:
- 病毒预测成功地重现了过去流行的SARS-CoV-2基因突变.
- 该模型准确地预测了未来六个月的未来主导突变.
- 通过体外实验验验证了预测.
结论:
- 病毒预见为管理新出现的病毒感染提供了一个主动的策略.
- 生成式深度学习加速了未来流行病毒突变的识别.
- 这种方法通过预测病毒演变,提高了对流行病的准备.
相关概念视频
Viral Mutations
33.1K
A mutation is a change in the sequence of bases of DNA or RNA in a genome. Some mutations occur during replication of the genome due to errors made by the polymerase enzymes that replicate DNA or RNA. Unlike DNA polymerase, RNA polymerase is prone to errors because it is not capable of “proofreading” its work. Viruses with RNA-based genomes, like HIV, therefore accrue mutations faster than viruses with DNA-based genomes. Because mutation and recombination provide the raw material...
33.1K
Single Nucleotide Polymorphisms-SNPs
16.0K
A single nucleotide polymorphism or SNP is a single nucleotide variation at a specific genomic position in a large population. It is the most prevalent type of sequence variation found in the human genome. Point mutations that occur in more than 1% of the population qualify as SNPs. These are present once every 1000 nucleotides on an average in the human genome. Replacement of a purine with another purine (A/G) or a pyrimidine with another pyrimidine (C/T) is known as a transition. In contrast,...
16.0K
Viruses with RNA Genomes
146
RNA viruses are categorized into positive-strand, negative-strand, or double-stranded groups based on their genomic structure and replication mechanisms. This classification dictates how they exploit host cellular machinery for protein synthesis and replication. Some RNA viruses also utilize reverse transcription as part of their life cycle, further diversifying their replication strategies.Positive-Strand RNA VirusesPositive-strand RNA viruses have genomes that function directly as messenger...
146
In-vitro Mutagenesis
14.2K
To learn more about the function of a gene, researchers can observe what happens when the gene is inactivated or “knocked out,” by creating genetically engineered knockout animals. Knockout mice have been particularly useful as models for human diseases such as cancer, Parkinson’s disease, and diabetes.
14.2K
Evolutionary Relationships through Genome Comparisons
6.2K
Genome comparison is one of the excellent ways to interpret the evolutionary relationships between organisms. The basic principle of genome comparison is that if two species share a common feature, it is likely encoded by the DNA sequence conserved between both species. The advent of genome sequencing technologies in the late 20th century enabled scientists to understand the concept of conservation of domains between species and helped them to deduce evolutionary relationships across diverse...
6.2K


