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Data · dataset · 2025

Study of Enzyme Catalytic Mechanism Based on Statistical Energy Analysis Using Serine Hydrolases as an Example

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With the increasing popularity of artificial intelligence methods and structural bioinformatics tools, such as AlphaFold, cultivating students' ability to conduct quantitative analysis using big data on protein structures has become a new challenge in biochemistry education.

Description

This paper constructs a teaching case based on a serine hydrolase, integrating the principles of statistical mechanics, the Dunbrack backbone-dependent rotamer library, the Boltzmann probability-energy relationship, and transition state theory.

Students are guided through the entire process, from structural dataset acquisition and conformational probability distribution analysis to catalytic rate enhancement prediction, all within a Jupyter Notebook environment. Students analyze the χ₁ dihedral angle distribution of the catalytic serine (Ser195) in different binding states (apo, substrate analog GSA, and transition state analog TSA), calculate pseudo-energies corresponding to conformational preferences, and derive catalytic acceleration from ΔE₀.

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This case not only strengthens students' database searching, statistical analysis, and scripting skills, but also deepens their understanding of the enzyme catalytic mechanism of "ground state destabilization," laying a methodological foundation for future research in protein design and computational enzyme engineering.

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Catalogue records · 1

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Inferred from text
Enzymes 80%
Provenance · 1 source records, 11 field assertions
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ScienceDB10.57760/sciencedb.290429 d agoJSON v1
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