What Is AlphaFold

This section provides a quick introduction of AlphaFold, an AI system developed by DeepMind that predicts a protein’s 3D structure from its amino acid sequence.

What Is AlphaFold? - AlphaFold is an AI (Artificial intelligence) system developed by DeepMind (a Google’s sister company) that predicts a protein’s 3D structure from its amino acid sequence.

The diagram (source: deepmind.com) below gives you an overview of the main neural network model architecture. The model operates over evolutionarily related protein sequences as well as amino acid residue pairs, iteratively passing information between both representations to generate a structure.

Alphafold's Neural Network Model Architecture
Alphafold's Neural Network Model Architecture

According to the paper at https://brettkoonce.com/presentations/alpha_fold.pdf, AlphaFold uses 4 NN (Neural Networks) in its 5-step calculation process:

Table of Contents

 About This Book

 SMILES (Simplified Molecular-Input Line-Entry System)

 Open Babel: The Open Source Chemistry Toolbox

 Using Open Babel Command: "obabel"

 Generating SVG Pictures with Open Babel

 Substructure Search with Open Babel

 Similarity Search with Open Babel

 Fingerprint Index for Fastsearch with Open Babel

 Stereochemistry with Open Babel

 Command Line Tools Provided by Open Babel

 RDKit: Open-Source Cheminformatics Software

 rdkit.Chem.rdchem - The Core Module

 rdkit.Chem.rdmolfiles - Molecular File Module

 rdkit.Chem.rdDepictor - Compute 2D Coordinates

 rdkit.Chem.Draw - Handle Molecule Images

 Molecule Substructure Search with RDKit

 rdkit.Chem.rdmolops - Molecule Operations

 Daylight Fingerprint Generator in RDKit

 Morgan Fingerprint Generator in RDKit

 RDKit Performance on Substructure Search

 Introduction to Molecular Fingerprints

 OCSR (Optical Chemical Structure Recognition)

AlphaFold - Protein Structure Prediction

What Is AlphaFold

 Open Source Code for AlphaFold

 Download AlphaFold Package and Databases

 Resources and Tools

 Cheminformatics Related Terminologies

 References

 Full Version in PDF/EPUB