使用双联体的催化不对称反应的数据驱动多目标优化策略
Jordan J Dotson1, Lucy van Dijk1, Jacob C Timmerman2
1Department of Chemistry, University of Utah, Salt Lake City, Utah 84112, United States.
Journal of the American Chemical Society
|December 27, 2022
概括
这项研究引入了一种机器学习方法,用于优化用奇拉双联体的催化剂. 这种方法成功地改善了药物合成中的多种反应目标,如产量和选择性.
科学领域:
- 催化剂
- 有机化学
- 计算化学
背景情况:
- 在催化中同时优化多个反应目标 (产量,酶选择性,区域选择性) 是一个挑战.
- 在非对称合成中控制选择性方面,基拉尔双素连接体起着至关重要的作用.
研究的目的:
- 开发和演示机器学习工作流程,用于使用性双素配体进行催化反应的多目标优化.
- 在活性药物合成的序列反应中提高产量,酶选择性和区域选择性.
主要方法:
- 构建一个超过550个双素配体的密度函数理论衍生数据库.
- 设计化学空间绘图技术的开发.
- 应用分类方法来识别活性催化剂和对反应选择性的线性回归.
主要成果:
- 预测和实验验证具有显著改善所有反应目标的新配体.
- 在不对称合成中成功优化了两个连续反应.
- 确定了由双素配体控制的催化剂优化的通用化策略.
结论:
- 机器学习工作流提供了一个有效的策略,用于催化中的多目标优化.
- 这种方法可以很容易地用于双素配体决定性能的反应.
- 这些发现有助于开发高效的非对称合成途径.
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