G2GSnake:用于宿主-病原体基因组关联研究的Snakemake工作流.
Zhi Ming Xu1,2, Olivier Naret1,2, Mariam Ait Oumelloul1,2
1School of Life Sciences, École Polytechnique Fédérale de Lausanne, Lausanne 1015, Switzerland.
Bioinformatics advances
|October 16, 2023
概括
基因组对基因组 (G2G) 关联研究揭示了宿主遗传如何影响病原体进化. 这项工作引入了Snakemake工作流和R Shiny应用程序,用于可重复的G2G分析,以帮助宿主-病原体相互作用研究.
科学领域:
- 基因组学就是基因组学.
- 进化生物学 进化生物学
- 计算生物学 计算生物学
背景情况:
- 了解宿主-病原体相互作用对于控制传染病至关重要.
- 对宿主和病原体基因组的联合分析提供了对共同进化动态的见解.
- 需要系统的方法来分析复杂的基因组数据集,从配对的宿主和病原体样本.
研究的目的:
- 为基因组对基因组 (G2G) 关联研究开发可复制和可扩展的计算工作流.
- 为研究人员提供工具,以识别宿主和病原体之间的遗传关联.
- 促进发现潜在宿主-病原体关系的生物机制.
主要方法:
- 实施Snakemake工作流程进行G2G关联分析.
- 开发一个R Shiny应用程序,用于G2G研究结果的交互可视化和总结.
- 在配对样本中测试所有宿主和病原体遗传变异之间的关联.
主要成果:
- Snakemake的工作流允许高效和可重复的G2G关联研究.
- R Shiny应用程序允许对复杂的G2G结果进行直观的探索和解释.
- 确定了重要的关联,突出了宿主-病原体动态的潜在遗传驱动因素.
结论:
- 开发的G2G分析框架增强了对宿主-病原体共同进化的理解.
- 这种方法有助于确定影响病原体变异和宿主免疫反应的遗传因素.
- 这些工具促进可复制的研究,加速传染病生物学方面的发现.
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