构建数据库,用于虚拟选以催化基的化
Haruno Nakajima1, Chihaya Murata1, Naoki Noto2
1Graduate School of Science, Nagoya University, Nagoya 464-8602, Japan.
The Journal of organic chemistry
|January 6, 2025
概括
在催化化中的失败实验对于机器学习 (ML) 是有价值的. 一个新的数据库和ML模型确定了用于有机合成的高性能氨酸配体.
科学领域:
- 有机化学 有机化学
- 计算化学的计算化学
- 催化剂是一种催化剂.
背景情况:
- 机器学习 (ML) 越来越多地用于有机合成.
- 人们认识到"失败的实验"在ML模型开发中的重要性.
研究的目的:
- 开发一个详尽的鲁催化化反应数据库.
- 评估用于预测反应结果的ML模型.
- 通过虚拟查来识别高性能素配体.
主要方法:
- 创建了一个 300 个实验项目的数据库 (10 个子, 30 个素连接体).
- 采用了ML模型,如基于直方图的梯度增强和Ridge回归.
- 使用Mordred描述符和MACCSKeys进行虚拟选.
- 使用SHAP (夏普利添加式扩展) 分析了预测的理由.
主要成果:
- 在构建的数据库上评估了ML模型的预测性能.
- 进行了商业上可用的素配体的虚拟选.
- 鉴定了用于素催化化的新型高性能素配体.
结论:
- 开发的方法有效地识别出有前途的素配体.
- 由实验数据 (包括故障) 告知的ML模型加快了催化剂的发现.
- 这一战略提高了有机合成研究的效率.
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