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相关概念视频

Enzymes02:34

Enzymes

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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...
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Conserved Binding Sites01:49

Conserved Binding Sites

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Many proteins’ biological role depends on their interactions with their ligands, small molecules that bind to specific locations on the protein known as ligand-binding sites. Ligand-binding sites are often conserved among homologous proteins as these sites are critical for protein function.
Binding sites are often located in large pockets, and if their location on a protein’s surface is unknown, it can be predicted using various approaches. The energetic method computationally...
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Predicting Reaction Outcomes02:24

Predicting Reaction Outcomes

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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,...
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Induced-fit Model01:13

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Most chemical reactions in cells require enzymes—biological catalysts that speed up the reaction without being consumed or permanently changed. They reduce the activation energy needed to convert the reactants into products. Enzymes are proteins, that usually work by binding to a substrate—a reactant molecule that they act upon.
Enzymes exhibit substrate specificity, meaning that they can only bind to certain substrates. This is mainly determined by the shape and chemical...
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Protein-protein Interfaces02:04

Protein-protein Interfaces

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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...
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Protein Families02:47

Protein Families

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Protein families are groups of homologous proteins; that is, they have similarities in amino acid sequences and three-dimensional structures. Protein families usually occur because of gene duplication, where an additional copy of a gene is inserted into the genome of an organism.   Mutations that change the amino acids but still allow the protein to be properly synthesized, will lead to new protein family members.   If these new proteins contain similar amino acids in key...
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相关实验视频

Updated: Sep 11, 2025

A Protocol for Computer-Based Protein Structure and Function Prediction
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SEFP:基于结构的酶功能预测.

Ziqi Zhang, Guanqing Yu, Zhaohong Deng

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    概括
    此摘要是机器生成的。

    SEFP是一种新的计算方法,使用酶点云和高级特征提取,准确地预测酶功能. 这种方法提供了一个更快,更有效的替代传统的生物实验,以了解酶特性.

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    相关实验视频

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    科学领域:

    • 计算生物学 计算生物学
    • 生物信息学是一种生物信息学.
    • 结构生物学 结构生物学

    背景情况:

    • 传统的酶性质确定是耗时且昂贵的.
    • 现有的计算方法很难有效地利用酶结构信息.
    • 需要有效和准确的计算工具来预测酶功能.

    研究的目的:

    • 介绍SEFP,一种用于酶功能预测的新型计算方法.
    • 为了利用酶点云和先进的特征提取技术.
    • 提高预测酶功能的准确性和效率.

    主要方法:

    • SEFP使用一个定制的酶点云网络来分析3D原子排列.
    • 它通过残留特征适配器集成层次的残留物全球特征.
    • 生物BCS残留特征编码器使用注意力机制进行加权特征提取.

    主要成果:

    • SEFP显著优于现有的基于结构和基于序列的计算方法.
    • 在RSCB酶结构数据集上获得了95.85的f1得分.
    • 在HECNet数据集上获得了94.29的f1得分,证明了广泛的适用性.

    结论:

    • SEFP提供了一种可靠和精确的方法来预测酶功能.
    • 该方法展示了利用酶点云提高预测准确性的潜力.
    • SEFP代表了计算生物学和生物信息学工具的进步.