在灵活的蛋白质口袋中设计分子的基于扩散的框架
bioRxiv : the preprint server for biology
|June 12, 2025
概括
优尔设计公司为灵活的蛋白质口袋生成了新型分子,这在药物发现方面是一个挑战. 这种基于扩散的框架捕捉了蛋白质动态,创造了具有良好的对接性能的类似药物的分子.
科学领域:
- 计算化学是一种计算化学.
- 药物发现 药物发现
- 分子建模分子建模
背景情况:
- 在基于结构的药物发现中,为灵活的蛋白质口袋设计分子是困难的.
- 现有的深度学习方法通常将蛋白质口袋视为刚性,缺少动态相互作用.
研究的目的:
- 推出基于扩散的框架YuelDesign,用于生成针对灵活蛋白质口袋的分子.
- 为了解决分子生成中刚性口袋方法的局限性.
主要方法:
- 开发了一个新的蛋白质编码方案,使用一个完全连接的图表来表示口袋灵活性.
- 实施了一种系统的无核化工艺,改进了原子属性和坐标.
- 整合了一个专门的键重建模块,用于新的分子生成.
主要成果:
- 尤尔设计公司生产了具有良好的药物相似性和低合成复杂性的分子.
- 生成的分子显示出多样化的化学功能组,包括新的化学功能组.
- 重新对接分析表明,对接能量与原生配体相比较.
结论:
- 优尔设计有效地产生了灵活蛋白质口袋的分子,推动了药物发现.
- 该框架能够建模蛋白质动力学,这与刚性方法相比,具有显著的优势.
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