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Resources
Curated tools, datasets, and references for drug discovery.
Computational Tools
Cheminformatics
- RDKit - Open-source cheminformatics toolkit for molecule manipulation and property calculation
- Open Babel - Chemical toolbox for file format conversion and molecular property analysis
- ChemAxon - Commercial suite for cheminformatics and drug discovery
Molecular Docking
- AutoDock Vina - Fast and accurate molecular docking program
- DOCK - Suite for molecular docking and virtual screening
- Glide - High-precision ligand-receptor docking (Schrödinger)
Molecular Dynamics
- GROMACS - High-performance molecular dynamics package
- AMBER - Comprehensive molecular dynamics simulation suite
- OpenMM - Toolkit for molecular simulation with GPU acceleration
- NAMD - Parallel molecular dynamics code for large biomolecular systems
Machine Learning for Drug Discovery
- DeepChem - Python library for deep learning in chemistry and biology
- PyTorch Geometric - Graph neural networks for molecular modeling
- Chemprop - Message passing neural networks for molecular property prediction
- TorchDrug - Machine learning platform for drug discovery
Visualization
- PyMOL - Molecular visualization system for 3D structures
- VMD - Visual Molecular Dynamics for displaying and analyzing molecular systems
- Chimera / ChimeraX - Interactive visualization and analysis of molecular structures
Databases
Chemical Compounds
- PubChem - Free chemistry database with millions of compounds
- ChEMBL - Database of bioactive molecules with drug-like properties
- ZINC - Free database of commercially available compounds for virtual screening
- DrugBank - Comprehensive resource combining drug data with target information
Protein Structures
- Protein Data Bank (PDB) - Repository of 3D structural data of proteins and nucleic acids
- AlphaFold DB - Database of protein structure predictions by AlphaFold
- UniProt - Comprehensive protein sequence and functional information database
Molecular Interactions
- BindingDB - Database of measured binding affinities for protein-ligand complexes
- PDBbind - Collection of binding affinity data for protein-ligand complexes
- STITCH - Database of protein-chemical interactions
Pharmacology & Toxicity
- ADMET Predictor - Software for predicting ADMET properties
- Tox21 - Database of toxicity data for chemical compounds
- SuperTarget - Database of drug-target relationships
Learning Resources
Online Courses
- Coursera - Drug Discovery - Various courses on computational drug discovery
- edX - Bioinformatics - Bioinformatics and computational biology courses
- Teach OpenCADD - Python-based teaching platform for computer-aided drug design
Books
- "Drug Design: Structure- and Ligand-Based Approaches" by Kenneth M. Merz Jr. et al.
- "Introduction to Computational Chemistry" by Frank Jensen
- "Molecular Modelling: Principles and Applications" by Andrew R. Leach
- "Deep Learning for the Life Sciences" by Bharath Ramsundar et al.
Tutorials & Guides
- RDKit Cookbook - Practical recipes for cheminformatics
- DeepChem Tutorials - Machine learning tutorials for drug discovery
- GROMACS Tutorials - Step-by-step molecular dynamics tutorials
Research Papers & Reviews
Foundational Papers
- Lipinski et al. (1997) - "Rule of Five" for drug-likeness
- Shoichet (2004) - Virtual screening of chemical libraries
- Senior et al. (2020) - AlphaFold: Improved protein structure prediction
Recent Reviews
- Schneider (2018) - Automating drug discovery
- Stokes et al. (2020) - Deep learning for antibiotic discovery
- Jumper et al. (2021) - Highly accurate protein structure prediction with AlphaFold
Community & Forums
- RDKit Community - Discussion forum for RDKit users
- CCL (Computational Chemistry List) - Mailing list for computational chemistry
- r/cheminformatics - Reddit community for cheminformatics
- Stack Overflow - Computational Chemistry - Q&A for programming in drug discovery
Contributing
Have a tool, dataset, or resource to add? This page is continuously updated with valuable resources for the drug discovery community. Feel free to suggest additions through our repository.
Last updated: January 2025