通过深度学习解读L2β-乳酸酶的同进化动力学
Yu Zhu1, Jing Gu1, Zhuoran Zhao1
1Pharmaceutical and Biological Chemistry, UCL School of Pharmacy, London WC1N 1AX, U.K.
Journal of chemical information and modeling
|April 30, 2024
概括
来自Stenotrophomonas maltophilia的L2β-乳酸酶是抗菌素耐药性 (AMR) 的关键. 计算方法揭示了它们的进化动态和潜在的药物标,为AMR药物开发提供了新的途径.
科学领域:
- 生物化学和分子生物学
- 计算生物学 计算生物学
- 微生物学 微生物学
背景情况:
- 来自Stenotrophomonas maltophilia的L2β-乳酸酶,是基于胺的A类酶,是抗菌素耐药性 (AMR) 的关键调解者.
- 尽管它们具有重要意义,但对L2β-乳酸酶的研究仍然有限.
- 了解它们的进化动态对于开发有效的抗菌药物抵抗策略至关重要.
研究的目的:
- 为了研究L2β-乳酸酶的共同进化动态.
- 探索L2β-乳糖酶家族和其他A类β-乳糖酶中的构造变化和相关性.
- 确定疏水节点和结合点残留物在酶功能中的作用.
主要方法:
- 适应性采样分子动力学模拟.
- 深度学习方法,包括卷积变量自编码器和BindSiteS-CNN.
- 对L2β-乳酸酶与SME-1和KPC-2进行比较分析.
主要成果:
- 获得了关于β-乳酸酶的动态行为和进化轨迹的全面见解.
- 该研究阐明了特定残留物和疏水性相互作用在酶功能的潜在作用.
- 建立了一个理论框架,以了解在环境压力下的β-乳酸酶演变.
结论:
- 计算方法的融合提供了对L2β-乳酸酶演变的强有力的理解.
- 这项研究为抗AMR药物开发提供了一个有前途的战略.
- 这些发现为未来研究通过向酶治疗来打击抗菌素耐药性的研究奠定了基础.
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