PRIEST:使用时间进化信息预测SARS-CoV-2具有免疫逃脱能力的病毒突变
Gourab Saha1, Shashata Sawmya1, Arpita Saha1
1Department of Computer Science and Engineering, Bangladesh University of Engineering and Technology, Dhaka, Bangladesh.
Briefings in bioinformatics
|May 14, 2024
概括
预测严重急性呼吸系统综合征冠状病毒2突变是控制流行病的关键. 一个新的深度学习模型,PRIEST,使用病毒序列数据准确预测免疫逃避突变.
科学领域:
- 病毒学 病毒学
- 基因组学就是基因组学.
- 计算生物学 计算生物学
背景情况:
- 严重急性呼吸道综合征冠状病毒2 (SARS-CoV-2) 通过基因突变进化,导致可以逃避免疫反应的变种.
- 预测这些突变对于减轻大流行和开发有效的对策至关重要.
研究的目的:
- 引入一个名为PRIEST的深度学习模型,用于预测病毒突变.
- 评估模型在预测免疫逃避突变方面的准确性.
主要方法:
- 开发一种深度学习模型 (PRIEST),分析时间序列病毒序列.
- 对PRIEST的预测性能进行实验评估.
主要成果:
- 普里斯特在准确预测免疫逃避突变方面表现出精通.
- 该模型为突变预测提供了强大的和可解释的方法.
结论:
- 深度学习方法可以有效地应用于预测性病毒突变分析.
- 普里斯特代表了在预测疫情准备的病毒演变方面取得的重大进展.
相关概念视频
Viral Mutations
32.3K
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...
32.3K
Single Nucleotide Polymorphisms-SNPs
15.0K
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,...
15.0K
Viral Recombination
23.4K
Cells are sometimes infected by more than one virus at once. When two viruses disassemble to expose their genomes for replication in the same cell, similar regions of their genomes can pair together and exchange sequences in a process called recombination. Alternatively, viruses with segmented genomes can swap segments in a process called reassortment.
23.4K
Retroviruses
12.2K
Retroviruses and retrotransposons both insert copies of their genetic elements into the genome of the host cell. Thus, the viral genes are passed on when the host genome is replicated or translated. A typical retroviral DNA sequence contains 3-4 genes that encode the different proteins required for its structural assembly and function as a molecular parasite. This DNA is transcribed into a single mRNA, which is very similar in structure to conventional mRNAs, i.e., it is capped at the 5’...
12.2K
Gene Evolution - Fast or Slow?
7.1K
The genomes of eukaryotes are punctuated by long stretches of sequence which do not code for proteins or RNAs. Although some of these regions do contain crucial regulatory sequences, the vast majority of this DNA serves no known function. Typically, these regions of the genome are the ones in which the fastest change, in evolutionary terms, is observed, because there is typically little to no selection pressure acting on these regions to preserve their sequences.
In contrast, regions which code...
In contrast, regions which code...
7.1K


