大规模的系统病毒学
Cameron D Griffiths1, Andrew J Sweatt1,2, Kevin A Janes1,3
1Department of Biomedical Engineering, University of Virginia, Charlottesville, VA 22908, USA.
Current opinion in systems biology
|November 28, 2025
概括
系统病毒学模型正在推动我们对病毒与宿主相互作用的理解. 增强的计算能力和数据使复杂的模型能够在各种规模上探索病毒感染,但需要更多的研究.
科学领域:
- 病毒学 病毒学
- 计算生物学 计算生物学
- 数据科学数据科学数据科学
背景情况:
- 亚细胞和多细胞模型对于研究病毒与宿主相互作用和易感性至关重要.
- 计算能力,模型架构和主机衍生数据集的进步正在推动进步.
- 系统病毒学模型抽象分子和细胞网络.
研究的目的:
- 总结最近病毒建模和数据科学方面的进展.
- 为了说明系统模型在规模,细节和生物环境方面如何扩展.
- 突出这些模型在理解病毒感染方面的潜力.
主要方法:
- 审查病毒建模和数据科学最近的进展.
- 分析系统模型如何跨越不同的尺度和细节级别.
- 系统病毒学与公共卫生传播模型的整合.
主要成果:
- 系统模型已经成功地扩展到越来越长的时间尺度,细节级别和生物背景.
- 目前的进展虽然令人鼓舞,但考虑到病毒的多样性,它只代表了潜在的一部分.
- 系统病毒学补充了已建立的病毒传播公共卫生模型.
结论:
- 现代计算和数据科学方法正在提高我们模拟病毒感染的能力.
- 系统病毒学研究工作的规模应该与病毒多样性带来的巨大挑战相匹配.
- 综合建模方法为基础研究和公共卫生提供了强大的工具.
相关概念视频
Size and Structure of Viral Genomes
626
Viral genomes exhibit remarkable diversity in size, structure, and composition, influencing their replication strategies and interactions with host cells. These genomes consist of either DNA or RNA and may be linear or circular. Additionally, they can be single-stranded or double-stranded, with each configuration affecting how the virus propagates within a host. RNA viruses, for instance, generally have smaller genomes than DNA viruses, a factor that contributes to their high mutation rates and...
626
Viruses with RNA Genomes
751
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...
751
Introduction to Virus
1.1K
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...
1.1K
Principles of Disease Surveillance
440
Disease surveillance is the systematic collection, analysis, and interpretation of health data essential to the planning, implementation, and evaluation of public health practice. This process integrates data dissemination to entities responsible for preventing and controlling disease, injury, and disability. Surveillance systems provide crucial information for action, helping public health authorities make informed decisions to manage and prevent outbreaks, ensure public safety, optimize...
440
Retrovirus Life Cycles
49.2K
Retroviruses have a single-stranded RNA genome that undergoes a special form of replication. Once the retrovirus has entered the host cell, an enzyme called reverse transcriptase synthesizes double-stranded DNA from the retroviral RNA genome. This DNA copy of the genome is then integrated into the host’s genome inside the nucleus via an enzyme called integrase. Consequently, the retroviral genome is transcribed into RNA whenever the host’s genome is transcribed, allowing the...
49.2K
Viral Mutations
39.6K
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...
39.6K


