混合机器学习方法预测催化玻利的位点选择性
Eike Caldeweyher1, Masha Elkin2, Golsa Gheibi2
1Data Science & Modelling, Pharmaceutical Sciences, R&D, AstraZeneca Gothenburg, SE-431 83 Mölndal, Sweden.
Journal of the American Chemical Society
|July 31, 2023
概括
在复杂的分子中预测玻里化位点是具有挑战性的. 一个新的混合计算模型,Borylation (SoBo) 的位置,准确地指导药物开发中的C-H键功能化.
科学领域:
- 有机化学
- 计算化学
- 化学工程
背景情况:
- 对于复杂分子的功能化而言,C-H键化是至关重要的.
- 预测多场系统中的化位点在当前的催化剂中很困难.
研究的目的:
- 开发一个选择性C-H化预测模型.
- 提高药物中间产品化部位的准确性.
主要方法:
- 混合计算模型结合了DFT,QM,化学信息学和机器学习.
- 密度函数理论 (DFT) 和半经验量子力学 (QM).
- 机器学习算法和线性回归用于预测推断.
主要成果:
- 化部位 (SoBo) 模型准确地预测主要的化部位.
- SoBo在准确性方面超越了之前的机器学习模型和人类专家.
- 对药物中间体进行成功的实验验证.
结论:
- SoBo模型提供了一个强大的指导实验C-H化工具.
- 通过预测特定的C ((sp2) -H键功能化,提高药物开发的效率.
- 在复杂的分子结构中促进选址功能化.
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