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使用大型语言模型搜索可用于药物的基因组
bioRxiv : the preprint server for biology
|February 6, 2026
概括
我们开发了DGIdb模型上下文协议 (MCP) 服务器,使大型语言模型 (LLM) 能够访问药物基因相互作用数据. 这提高了使用药物基因相互作用数据库 (DGIdb) 的生物医学问题的LLM准确性.
科学领域:
- 生物信息学是一种生物信息学.
- 计算生物学 计算生物学
- 药物基因组学 药物基因组学
背景情况:
- 可使用药物的基因组包括与药物相互作用的基因.
- 药物基因相互作用数据库 (DGIdb) 是药物基因相互作用的关键资源.
- 目前的DGIdb访问需要结构化查询,限制自然语言的使用.
研究的目的:
- 为了使DGIdb.db的自然语言查询.
- 将大型语言模型 (LLM) 与DGIdb集成,以提高生物医学知识的获取.
- 提高药物基因相互作用数据的准确性和可访问性.
主要方法:
- 开发DGIdb模型上下文协议 (MCP) 服务器.
- 促进LLM对DGIdbAPI的访问.
- 通过自然语言查询来展示增强的LLM性能.
主要成果:
- 该MCP服务器允许LLM访问来自DGIdb.db的最新信息.
- 通过使用MCP服务器来回答生物医学问题,LLM表现出更好的能力.
- 在获取药物基因相互作用数据方面提高了准确性.
结论:
- DGIdb MCP 服务器有效地将LLM和结构化生物医学数据库连接起来.
- 这有助于更直观,更准确地获取药物基因相互作用信息.
- 通过民主化数据访问,支持更广泛的研究和临床应用.
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