学习病毒进化和逃生语言
Brian Hie1,2, Ellen D Zhong1,3, Bonnie Berger4,5
1Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, Cambridge, MA 02139, USA.
概括
原本用于语言的机器学习模型可以预测病毒逃生突变. 这些突变使得流感和SARS-CoV-2等病毒能够逃避免疫系统,同时保持传染性.
科学领域:
- 病毒学
- 计算生物学
- 免疫学
背景情况:
- 病毒逃生,病毒突变以逃避免疫系统,阻碍了抗病毒和疫苗的开发.
- 了解病毒逃逸的机制对于设计有效的治疗方法至关重要.
研究的目的:
- 使用自然语言处理的机器学习算法模拟病毒逃逸.
- 识别使病毒能够逃避免疫检测的突变,同时保持感染力.
主要方法:
- 应用机器学习语言模型来分析病毒蛋白序列.
- 开发了病毒突变和语言变化之间的类比,这些变化改变了含义,但保留了语法结构.
- 仅仅使用序列数据来预测病毒逃生模式.
主要成果:
- 成功模拟了流感血凝素,HIV-1包膜糖蛋白 (HIV Env) 和SARS-CoV-2尖端蛋白的病毒逃逸.
- 使用序列数据准确预测结构逃逸模式.
- 鉴定出那些在改变免疫识别的同时保持感染性的逃生突变.
结论:
- 机器学习语言模型为理解和预测病毒逃逸提供了一种新的方法.
- 这项研究将自然语言处理概念与病毒进化联系起来.
- 这些发现对下一代抗病毒药物和疫苗的开发有影响.
相关概念视频
Viral Mutations
37.7K
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...
37.7K
Leaky Scanning
5.4K
During most eukaryotic translation processes, the small 40S ribosome subunit scans an mRNA from its 5' end until it encounters the first start AUG codon. The large 60S ribosomal subunit then joins the smaller one to initiate protein synthesis. The location of the translation initiation is largely determined by the nucleotides near the start codon as there may be multiple translation initiation sites present on the mRNA. Marilyn Kozak discovered that the sequence RCCAUGG (where R...
5.4K
Viral Recombination
24.4K
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.
24.4K
Introduction to Virus
726
Viruses are unique biological entities that blur the boundary between living and non-living systems. Although they lack cellular structure and metabolic processes, they can exhibit characteristics of life when infecting a host. Their defining feature is a nucleic acid core, composed of either DNA or RNA, encapsulated within a protein coat called a capsid. This simple structure allows them to invade host cells and use their machinery for replication efficiently.Viral Structure and...
726
Mutation, Gene Flow, and Genetic Drift
60.9K
In a population that is not at Hardy-Weinberg equilibrium, the frequency of alleles changes over time. Therefore, any deviations from the five conditions of Hardy-Weinberg equilibrium can alter the genetic variation of a given population. Conditions that change the genetic variability of a population include mutations, natural selection, non-random mating, gene flow, and genetic drift (small population size).
60.9K
Viruses with RNA Genomes
416
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...
416


