GOPhage:通过整合基因组上下文,为菌体进行蛋白质功能注释
Jiaojiao Guan1, Yongxin Ji1, Cheng Peng1
1Department of Electrical Engineering, City University of Hong Kong, 83 Tat Chee Ave, Kowloon Tong, Hong Kong (SAR), China.
Briefings in bioinformatics
|January 22, 2025
概括
使用基因组结构和人工智能,GOPhage对细菌 () 蛋白功能进行了注释. 该工具改善了多样化和新型菌素蛋白的表征,推进了微生物生态学研究.
科学领域:
- 微生物学 微生物学
- 生物信息学是一种生物信息学.
- 病毒学 病毒学
背景情况:
- 菌体 (菌体) 在微生物生态中至关重要,但它们的蛋白质功能往往没有说明.
- 甲基因组测序产生了许多新菌体,加剧了由于菌体蛋白质多样性和已知的功能的稀缺性导致的注释挑战.
研究的目的:
- 开发一种先进的计算工具,GOPhage,用于准确的细菌蛋白功能注释.
- 解决现有方法在注释多样化和新菌素蛋白中的局限性.
主要方法:
- 利用菌体基因组的模块化基因组结构.
- 利用来自先进的蛋白质基础模型和变压器架构的嵌入.
- 捕获菌体基因组内的蛋白质之间的上下文信息.
主要成果:
- 与最先进的方法相比,GOPhage显著改善了分离蛋白 (6.78%) 和具有不常见功能的蛋白 (13.05%) 的注释.
- 该工具成功地注释了缺乏同质性搜索结果的蛋白质,这对新菌体基因组至关重要.
- 在具有高结构保存的菌体中确定了688种潜在的holin.
结论:
- GOPhage增强了菌体蛋白的功能注释,特别是在新和多样化的序列中.
- 该工具有助于描述新发现的菌体,并了解菌体生物学.
- GOPhage有可能通过菌体发现来扩大我们对微生物生态系统的知识.
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