阿波罗:一个全面的GPU驱动主机内模拟器,用于病毒进化和感染动态跨人口,组织和细胞
Deshan Perera1, Evan Li1, Paul Mk Gordon2
1Department of Biochemistry & Molecular Biology, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada.
Nature communications
|July 2, 2025
概括
我们开发了Apollo,这是一款用于宿主病毒进化的新型计算模拟器. 该工具有助于了解病毒动态和传播,改进流行病学模型和推断工具.
科学领域:
- 病毒学 病毒学
- 计算生物学 计算生物学
- 流行病学 流行病学
背景情况:
- 现代测序能够研究宿主内部的病毒进化和宿主间的传播.
- 缺乏计算模拟器阻碍了流行病学预测的解释和推断工具的验证.
研究的目的:
- 开发一种用于模拟宿主病毒进化和感染动态的计算工具.
- 为了使病毒动态在人群,组织和细胞层面的表征.
- 验证病毒传播推断工具并了解它们的局限性.
主要方法:
- 开发了阿波罗,一个GPU加速的,核心外的模拟工具.
- 阿波罗可以扩展到数亿个病毒基因组.
- 处理复杂的人口和人口遗传模型.
主要成果:
- 阿波罗精确地复制了宿主内部的真实病毒演变,重新捕获了来自HIV和SARS-CoV-2的观察到的序列.
- 模拟的病毒基因组和传播网络被用于验证广泛使用的病毒传播推断工具.
- 使用阿波罗号模拟数据发现了传输推理工具的局限性.
结论:
- 阿波罗为模拟宿主病毒进化和感染动态提供了一个至关重要的工具.
- 该工具增强了流行病学预测的解释和推断方法的验证.
- 阿波罗促进了对病毒进化在传播和种群遗传学的背景下更深入地理解.
相关概念视频
Introduction to Virus
252
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...
252
Retrovirus Life Cycles
47.0K
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...
47.0K
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


