vClean:评估病毒基因组中的病毒序列污染
Ryota Wagatsuma1,2, Yohei Nishikawa2,3, Masahito Hosokawa1,2,3,4
1Department of Life Science and Medical Bioscience, Graduate School of Advanced Science and Engineering, Waseda University, 2-2 Wakamatsu-cho, Shinjuku-ku, Tokyo 162-8480, Japan.
NAR genomics and bioinformatics
|January 9, 2025
概括
一个名为vClean的新工具可以自动检测环境病毒基因组中的序列污染. 这种自动检测对于准确分析病毒转基因组学和单个病毒基因组学数据至关重要.
科学领域:
- 环境病毒学 环境病毒学
- 生物信息学是一种生物信息学.
- 基因组学就是基因组学.
背景情况:
- 病毒转基因组学和单个病毒基因组学使环境病毒基因组恢复成为可能.
- 目前的方法有可能在组装的病毒基因组中引入序列污染.
- 缺乏实用的工具阻碍了这些污染的检测,影响了分析的准确性.
研究的目的:
- 介绍一个新的自动化工具vClean,用于检测病毒基因组中的序列污染.
- 建立环境病毒基因组分析质量控制的可靠方法.
主要方法:
- vClean利用基于核酸序列特征和基因模式的机器学习.
- 对于尾状双链DNA菌体,通过分析单拷贝类基因重复来改进预测.
- 使用模拟数据集和真实世界的元基因组数据验证了性能.
主要成果:
- 在模拟数据集上,vClean 实现了 0.932 的二进制精度.
- 对4693个公众海洋元基因组病毒基因组的分析显示,有1604个 (34.2%) 受到污染的基因组.
- 在来自河水样本的单个病毒基因组数据中也检测到了污染.
结论:
- vClean有效地识别了环境病毒基因组中的序列污染.
- 该工具为病毒基因组质量控制提供了一个新的基准.
- vClean 准备成为环境病毒基因组学研究的重要工具.
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