MechFind:一种计算框架,用于对酶机制的新预测
Austin D Hartley1,2, Vikas Upadhyay1, Veda Sheersh Boorla1,2
1Department of Chemical Engineering, The Pennsylvania State University, University Park, PA 16802, USA.
bioRxiv : the preprint server for biology
|October 3, 2025
概括
MechFind是一个新的计算工具,它只使用反应石化计来预测酶机制. 它产生了可信的,逐步的反应途径,显著扩大了已知的酶机制的数量.
科学领域:
- 生物化学 生物化学
- 计算化学计算化学
- 酶学 是一种酶学.
背景情况:
- 了解酶机制对于生物化学和生物催化剂至关重要.
- 现有的数据库缺乏对酶反应的全面机制注释.
研究的目的:
- 介绍MechFind,一个用于预测酶机制的新型计算工具.
- 从单独的反应固态度来产生元素和电荷平衡的假定酶机制.
主要方法:
- MechFind将反应步骤抽象为化学分子的增加或损失.
- 一个优化框架确定了最节的机械描述.
- 机制根据与已知的策划机制的相似性重新排名.
主要成果:
- 在M-CSA数据集上,MechFind实现了72%的准确性,并通过未见的机制进行了验证.
- 应用到28,412个反应中,MechFind预测了64%的条目中的可信机制.
- 产生了超过18,000个新的机械学假设,预测率增加了20倍.
结论:
- MechFind提供了详细的反应机制,有助于功能注释和生物催化剂工程.
- 该工具支持基于现代机器学习的de novo蛋白质设计.
- 为扩大对酶催化物的知识提供了宝贵的资源.
相关概念视频
Introduction to Mechanisms of Enzyme Catalysis
10.5K
For many years, scientists thought that enzyme-substrate binding took place in a simple "lock-and-key" fashion. This model stated that the enzyme and substrate fit together perfectly in one instantaneous step. However, current research supports a more refined view scientists call induced fit. The induced-fit model expands upon the lock-and-key model by describing a more dynamic interaction between enzyme and substrate. As the enzyme and substrate come together, their interaction causes...
10.5K
Predicting Reaction Outcomes
10.1K
Kinetics describes the rate and path by which a reaction occurs. In contrast, thermodynamics deals with state functions and describes the properties, behavior, and components of a system. It is not concerned with the path taken by the process and cannot address the rate at which a reaction occurs. Although it does provide information about what can happen during a reaction process, it does not describe the detailed steps of what appears on an atomic or a molecular level. On the other hand,...
10.1K
Introduction to Enzyme Kinetics
32.5K
Enzyme kinetics studies the rates of biochemical reactions. Scientists monitor the reaction rates for a particular enzymatic reaction at various substrate concentrations. Additional trials with inhibitors or other molecules that affect the reaction rate may also be performed.
The experimenter can then plot the initial reaction rate or velocity (Vo) of a given trial against the substrate concentration ([S]) to obtain a graph of the reaction properties. For many enzymatic reactions involving a...
The experimenter can then plot the initial reaction rate or velocity (Vo) of a given trial against the substrate concentration ([S]) to obtain a graph of the reaction properties. For many enzymatic reactions involving a...
32.5K
Protein-Drug Binding: Mechanism and Kinetics
1.7K
Protein-drug binding refers to the interaction between drugs and proteins within the body. This binding process can occur intracellularly, involving drug interactions with enzymes or receptors within cells, or extracellularly, involving plasma proteins in the blood.
Various forces drive these interactions, including hydrogen bonds, hydrophobic interactions, ionic bonds, electrostatic interactions, and van der Waals forces. These bonds enable drugs to bind to specific sites on proteins,...
Various forces drive these interactions, including hydrogen bonds, hydrophobic interactions, ionic bonds, electrostatic interactions, and van der Waals forces. These bonds enable drugs to bind to specific sites on proteins,...
1.7K
Protein-protein Interfaces
14.4K
Many proteins form complexes to carry out their functions, making protein-protein interactions (PPIs) essential for an organism's survival. Most PPIs are stabilized by numerous weak noncovalent chemical forces. The physical shape of the interfaces determines the way two proteins interact. Many globular proteins have closely-matching shapes on their surfaces, which form a large number of weak bonds. Additionally, many PPIs occur between two helices or between a surface cleft and a...
14.4K
Enzymes
93.8K
Inside living organisms, enzymes act as catalysts for many biochemical reactions involved in cellular metabolism. The role of enzymes is to reduce the activation energies of biochemical reactions by forming complexes with its substrates. The lowering of activation energies favor an increase in the rates of biochemical reactions.
Enzyme deficiencies can often translate into life-threatening diseases. For example, a genetic abnormality resulting in the deficiency of the enzyme G6PD...
Enzyme deficiencies can often translate into life-threatening diseases. For example, a genetic abnormality resulting in the deficiency of the enzyme G6PD...
93.8K


