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Updated: Sep 9, 2025

A Protocol for Computer-Based Protein Structure and Function Prediction
16:41

A Protocol for Computer-Based Protein Structure and Function Prediction

Published on: November 3, 2011

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ESM2_AMP:タンパク質相互作用の予測と生物学的メカニズム発見のための解釈可能な枠組み

Yawen Sun1, Rui Wang1, Zeyu Luo1

  • 1College of Life Science, Chongqing Normal University, No. 37 University Town Road, high-tech District, Chongqing 401331, P.R. China.

Briefings in bioinformatics
|August 28, 2025
PubMed
まとめ

タンパク質とタンパク質の相互作用を予測するための ディープラーニングの枠組みであるESM2_AMPを開発しました 私たちのモデルは,高い注意力を持つシーケンスセグメントを 既知の機能領域と結びつけ,PPIにおけるその役割を明らかにすることで 解釈性を高めています

キーワード:
注意力メカニズム機能性アミノ酸領域解釈可能な分析タンパク質とタンパク質の相互作用

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Protein-protein Interfaces02:04

Protein-protein Interfaces

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 Networks02:26

Protein Networks

An organism can have thousands of different proteins, and these proteins must cooperate to ensure the health of an organism. Proteins bind to other proteins and form complexes to carry out their functions. Many proteins interact with multiple other proteins creating a complex network of protein interactions.
These interactions can be represented through maps depicting protein-protein interaction networks, represented as nodes and edges. Nodes are circles that are representative of a protein,...
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Proteomics01:33

Proteomics

A proteome is the entire set of proteins that a cell type produces. We can study proteomes using the knowledge of genomes because genes code for mRNAs, and the mRNAs encode proteins. Although mRNA analysis is a step in the right direction, not all mRNAs are translated into proteins.
Proteomics is the study of proteomes' function. It involves the large-scale systematic study of the proteome to denote the protein complement expressed by a genome. Scientist Mark Wilkins coined the term...
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Conserved Binding Sites01:49

Conserved Binding Sites

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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