PPIscreenML:使用AlphaFold进行蛋白质蛋白相互作用的基于结构的选

Victoria Mischley1,2, Johannes Maier3, Jesse Chen3

  • 1Cancer Signaling & Microenvironment Program, Fox Chase Cancer Center, Philadelphia PA 19111.

概括

我们开发了PPIscreenML,这是一种机器学习模型,用于从结构模型中识别真正的蛋白质-蛋白质相互作用. PPIscreenML准确地区分互动对与诱,优于现有的方法.

相关概念视频

Protein-protein Interfaces02:04

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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 Networks02:26

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Protein-Protein Interfaces02:04

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Protein Folding01:22

Protein Folding

Overview
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Protein Organization01:24

Protein Organization

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Conserved Binding Sites01:49

Conserved Binding Sites

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