用大型语言模型和化学家指导培训来发现用于药物输送的可光切换分子
Junjie Hu1, Peng Wu2, Yulin Li3
1Bioengineering Department and Imperial-X, Imperial College London, London W12 7SL, UK.
Pharmaceuticals (Basel, Switzerland)
|October 26, 2024
概括
大型语言模型 (LLM) 正在推进药物输送材料设计. 将化学洞察力集成到LLM中,提高了他们设计用于向药物释放的光响应分子的能力.
科学领域:
- 计算化学是一种计算化学.
- 材料科学是一种材料科学.
- 人工智能的人工智能是人工智能.
背景情况:
- 大型语言模型 (LLM) 在各种应用中越来越重要.
- 在LLM的进步对设计用于药物输送的刺激响应材料有重大影响.
研究的目的:
- 探索将化学见解集成到LLM中,用于设计光响应药物递送分子.
- 为了比较不同LLM架构 (BigBird,Gemma,GPT NeoX) 对此任务的性能.
主要方法:
- 使用了拥抱脸的变压器包与BigBird,Gemma和GPT NeoX架构.
- 在PubChem数据集上预训练模型,并在QM7b数据集上进行微调.
- 雇佣了计算化学模拟 (ORCA,TD-DFT) 和化学家指导培训 (直接偏好优化).
主要成果:
- 研究对设计光响应药物递送分子的LLM性能进行了比较.
- 研究了刺激能量数据和光驱异构化反应.
- 强化学习中的人类反提高了LLM对光异构化机制的理解.
结论:
- 一个高效的LLM驱动的设计过程产生了可光切换分子的候选数据集.
- 由于缺乏专门的域名数据集,目前在该领域限制了最大的LLM性能.
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