转移学习用于异环回复合成
Ewa Wieczorek1,2, Joshua W Sin1, Sara Tanovic1
1Chemistry Research Laboratory, 12 Mansfield Road, Oxford OX1 3TA, U.K.
Journal of chemical information and modeling
|July 29, 2025
概括
这项研究增强了对异环的逆合成预测,在药物化学中至关重要. 一个新的混合微调模型改善了新药发现的合成路径可访问性.
科学领域:
- 药用化学 医学化学
- 有机合成 有机合成
- 计算化学计算化学
背景情况:
- 异循环是药物设计中的重要支架,影响结合和药理动力学.
- 现有的数据集缺乏合成路径,阻碍了对新型异环化合物的获取.
- 由于数据有限,目前的逆合成模型在异环形成方面表现不佳.
研究的目的:
- 为了提高对异环形成反应的逆合成预测性能.
- 为了应对在异环合成中数据可用性较低的挑战.
- 为了提高新型和不常见的异环基架的可访问性.
主要方法:
- 四种转移学习方法的比较,用于回归合成预测.
- 转移学习的应用,以克服异环合成中的数据稀缺性.
- 开发一个混合微调模型用于环断断开连接.
主要成果:
- 混合微调模型实现了36.5%的top-1精度.
- 62.1%的模型预测是化学有效和环断的.
- 通过重建两个类似毒品的目标的合成路径来证明模型的适用性.
结论:
- 转移学习显著改善了对异构循环的逆合成预测.
- 开发的模型增强了新型异环化合物的合成可访问性.
- 引入了一种用新反应数据不断改进模型的方法.
相关概念视频
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