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A meticulously curated resource list focused on computational methods for drug discovery.

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GitHub Stars
289
Curated Resources
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4 hours ago
Last Refreshed
Databases and Chemical LibrariesTarget and Protein DataNetwork PharmacologyLigand Design and OptimizationVirtual Screening and DockingInteraction Analysis and VisualizationMolecular Dynamics and SimulationSynthesis and Retrosynthesis PlanningSpecialized ModalitiesMachine Learning and AIUtility and Workflow ToolsLearning ResourcesLabs and Research Groups

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What's inside

Ligand Design and Optimization

  • 3D-QSARQSAR and Descriptor Tools

    Web resources for 3D QSAR modeling.

  • ADMET-AIMolecular Property Prediction

    A web-based tool for predicting ADMET properties based on Chemprop-RDKit models trained on datasets from the TDC.

  • AdmetboostMolecular Property Prediction

    ML-based ADMET prediction.

  • ADMETlab 2.0Molecular Property Prediction

    PK, toxicity and drug-likeness.

  • admetSAR 2.0Molecular Property Prediction

    Comprehensive ADMET.

  • alvaDescDescriptor and Featurization Tools

    Commercial software for molecular descriptors and fingerprints.

Learning Resources

  • AI/DL for Life SciencesInstructional Notebooks

    Interactive notebooks showcasing AI/DL use cases in life sciences.

  • BIGCHEMFree Courses

    Online course on big data applications in chemistry.

  • CheminformaniaBlogs

    Cheminformatics meets deep learning and molecular modeling.

  • Cheminformatics OLCCFree Courses

    Intercollegiate course on cheminformatics theory and coding.

  • Chem-WorkflowsBlogs

    Jupyter-based chemistry workflows and tutorials.

  • Computer Aided Drug DesignFree Courses

    Foundational introduction to chemoinformatics and computational drug design.

Labs and Research Groups

  • AI Laboratory for Molecular Engineering

    PROTACs, molecular glues, and ML for chemistry and life sciences. (Chalmers University, Sweden)

  • Angelo Raymond Rossi

    High-performance computing for computational chemistry and cheminformatics. (University of Connecticut, USA)

  • Bonvin Lab

    Computational structural biology, HADDOCK, and integrative modeling. (Utrecht University, Netherlands)

  • Carlsson Lab

    GPCR modeling, receptor-ligand interactions, MD, docking, and AI for drug discovery. (Uppsala University, Sweden)

  • COMP3D

    Develops and applies AI methods to design safe, effective pharmaceuticals and agrochemicals. (University of Vienna, Austria)

  • Erastova Lab

    Molecular modeling of soft matter and biomolecular simulations. (University of Edinburgh, UK)

Databases and Chemical Libraries

  • Aircheck DatasetsBioactivity Databases

    Curated DEL datasets for AI‑driven drug discovery, enabling benchmarking and model development.

  • AmbinterGeneral Compound Libraries

    40M+ compounds for HTS, building blocks, and a wide selection of fragments and natural products.

  • ANPDBNatural Product Libraries

    27k+ African medicinal plant compounds.

  • ArtemisiaDBNatural Product Libraries

    Artemisia genus compounds.

  • BIAdbNatural Product Libraries

    A database for benzylisoquinoline alkaloids.

  • BindingDBBioactivity Databases

    Binding affinities for biomolecules.

Synthesis and Retrosynthesis Planning

  • AiZynthFinder

    Monte Carlo tree search-based retrosynthesis using trained neural networks.

  • ASKCOS

    Synthesis route prediction with ML, developed by MIT.

  • IBM RoboRXN

    Automated reaction prediction using transformer models.

  • MANIFOLD

    Search engine for synthetically accessible molecules and building blocks.

  • onepot.ai

    AI-enabled molecular editor and synthesis planning platform with an encrypted structure environment.

Target and Protein Data

  • AlphaFold DBProtein Structures

    Predicted structures from AlphaFold.

  • CASTpBinding Site and Pocket Detection

    Pocket geometry and volume analysis.

  • CaverWebBinding Site and Pocket Detection

    Tunnel and channel detection.

  • CavityPlusBinding Site and Pocket Detection

    Pocket detection and druggability.

  • DynaMutProtein Engineering and Modeling

    Predicts mutation-induced stability changes.

  • Human Protein AtlasProtein Structures

    Spatial mapping of all human proteins across tissues and cells.

Molecular Dynamics and Simulation

  • AMBEREngines

    Suite for biomolecular simulations and free energy calculations.

  • ATBTopology and Force Field Tools

    Automated topology builder and repository for classical force field parameters.

  • CABS-flex 3.0Analysis Tools

    Web server for rapid simulation of protein and peptide structural flexibility using coarse-grained models.

  • CGenFFTopology and Force Field Tools

    CHARMM force field parametrization of drug-like molecules.

  • CHARMM-GUITopology and Force Field Tools

    Web-based interface for building complex biomolecular systems and generating MD input files.

  • cmd-viewerAnalysis Tools

    Tool for visualizing and analyzing MD simulation trajectories and structural data.

Utility and Workflow Tools

  • AssayCurveFit

    Web application for processing dose-response data and generating IC50/EC50 curve fits.

  • AssayCurveFit (GitHub)

    Source repository for IC50/EC50 calculation from biochemical assays.

  • BioMoDes

    Biomolecular structure prediction and modeling tools.

  • biopipelines

    Modular Python framework for automated computational protein and ligand engineering workflows on SLURM clusters.

  • CADD Vault

    CADD resources repository.

  • CHEESE

    AI-driven interactive tool for analyzing chemical spaces and optimizing hit compounds.

Showing a sample of 289 resources. View the full list on GitHub →