通过高通量实验和in silico反应选,确定晚期C-H化机会
David F Nippa1,2, Kenneth Atz3, Alex T Müller1
1Roche Pharma Research and Early Development (pRED), Roche Innovation Center Basel, F. Hoffmann-La Roche Ltd., Grenzacherstrasse 124, 4070, Basel, Switzerland.
Communications chemistry
|November 21, 2023
概括
本研究引入了一种机器学习方法,将高通量实验 (HTE) 和图形神经网络 (GNN) 结合起来,用于预测药物发现的化学反应. 这种方法能够有效地识别新的候选药物,因为它能够实现晚期的C-H化.
科学领域:
- 药用化学 医学化学
- 计算化学计算化学
- 有机合成 有机合成
背景情况:
- 直接结合化学组可以增强候选药物,但会带来合成挑战.
- 难以预测复杂分子中C-H激活的反应性.
研究的目的:
- 开发一种使用Minisci类型化学的C-H晚期基化预测方法.
- 确定适合修改先进药物候选物的基质.
- 为了探索化反应的基质景观.
主要方法:
- 在纳米级上与图形神经网络 (GNN) 进行联合高通量实验 (HTE).
- 在HTE和文献中的实验反应数据上训练有素的GNN.
- 使用训练有素的模型对3180个异环构件和sp3丰富的碳酸进行虚拟选.
主要成果:
- 成功预测并确定了适合晚期C-H化基的基质.
- 合成和表征了30种新的功能性修饰分子.
- 证明了基于HTE的机器学习对虚拟反应选的有效性.
结论:
- 综合的HTE和GNN方法加快了改性候选药物的发现.
- 这种方法促进了对复杂分子合成的化学空间的探索.
- 应用于HTE的机器学习是药物开发中虚拟反应选的强大工具.
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