使用分子动力学模拟和机器学习,探测细菌ClpP化酶中的门开放转换
Tharushi Rajaguru1, Ashan Dayananda1, Hayden Dennison1
1Department of Chemistry, University of Cincinnati, Cincinnati, Ohio 45221, United States.
Biochemistry
|October 22, 2025
概括
细菌ClpP蛋白酶打开其孔隙,降解受损的蛋白质. 机器学习和模拟显示,其N端区域的稳定相互作用控制了这一关键的形状转变.
科学领域:
- 生物化学和分子生物学
- 结构生物学 结构生物学
- 计算生物学 计算生物学
背景情况:
- 蛋白质组完整性对于细胞活力至关重要.
- 细菌病因分析蛋白酶 (ClpP) 通过降解错误折叠或损坏的蛋白质来维持蛋白质稳态.
- ClpP N端调节了基质进入其蛋白质溶解室的准入.
研究的目的:
- 研究控制ClpP孔隙开放过渡的结构决定因素.
- 了解ClpP如何从封闭型转变为开放型孔状.
主要方法:
- 分子动力学 (MD) 模拟.分子动力学 (MD) 模拟.
- 机器学习 (ML) 分类方法 (多类和二进制).
- 沙普利添加式扩展 (SHAP) 分析.
主要成果:
- 确定了稳定性内相互作用 (键,本地接触,盐桥) 作为开放/关闭孔隙过渡的关键特征.
- 揭示了ADEP去除和特定突变等扰乱对构造过渡的影响.
- 描述了孔隙开放期间结构特征变化的方向.
结论:
- 稳定ClpP N端的内相互作用对于调节毛孔开放至关重要.
- MD模拟和ML提供了强大的工具来剖析蛋白质的结构动态.
- 了解ClpP调节提供了对细菌蛋白质稳态和潜在治疗点的见解.
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