awesome-cheminformatics
by hsiaoyi0504
A curated list of Cheminformatics libraries and software.
AI summary
Cheminformatics toolkit
A curated collection of Cheminformatics software and libraries for various tasks such as visualization, docking, and molecular analysis.
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What's in the list
104 links in 19 sections, with live GitHub stats.activeno commit in 2y
Applications / Visualization
- PyMOL
Python-enhanced molecular graphics tool
- Jmol
Browser-based HTML5 viewer and stand-alone Java viewer for chemical structures in 3D
- VMD
Molecular visualization program for displaying, animating, and analyzing large biomolecular systems using 3-D graphics and built-in scripting
- Chimera
Highly extensible program for interactive molecular visualization and analysis. is available
- ChimeraX
The next-generation molecular visualization program, following UCSF Chimera. Source is available
- DataWarrior
A program for data Visualization and analysis which combines dynamic graphical views and interactive row filtering with chemical intelligence
Applications / Command Line Tools
- Open Babel
Chemical toolbox designed to speak the many languages of chemical data
- MayaChemTools
Collection of Perl and Python scripts, modules, and classes that support day-to-day computational discovery needs
- Packmol
Initial configurations for molecular dynamics simulations by packing optimization
Applications / Docking
- AutoDock Vina
Molecular docking and virtual screening
- smina
Customized to better support scoring function development and high-performance energy minimization
Applications / Virtual Machine
- myChEMBL
A version of ChEMBL built using Open Source software (Ubuntu, PostgreSQL, RDKit)
3D e-Chem Virtual Machine
Virtual machine with all software and sample data to run 3D-e-Chem Knime workflows
Libraries / General Purpose
- RDKit
Collection of cheminformatics and machine-learning software written in C++ and Python
Indigo
Universal molecular toolkit that can be used for molecular fingerprinting, substructure search, and molecular visualization written in C++ package, with Java, C#, and Python wrappers
- CDK (Chemistry Development Kit)
Algorithms for structural chemo- and bioinformatics, implemented in Java
- ChemmineR
Cheminformatics package for analyzing drug-like small molecule data in R
ChemPy
A Python package useful for chemistry (mainly physical/inorganic/analytical chemistry)
MolecularGraph.jl
A graph-based molecule modeling and chemoinformatics analysis toolkit fully implemented in Julia
datamol
: - Molecular Manipulation Made Easy. A light wrapper build on top of RDKit
CGRtools
Toolkit for processing molecules, reactions and condensed graphs of reactions. Can be used for chemical standardization, MCS search, tautomers generation with backward compatibility to RDKit and NetworkX
Libraries / Format Checking
ChEMBL_Structure_Pipeline (formerly standardiser)
Tool designed to provide a simple way of standardising molecules as a prelude to e.g. molecular modelling exercises
MolVS
Molecule validation and standardization based on
rd_filters
A script to run structural alerts using the RDKit and ChEMBL
pdb-tools
A swiss army knife for manipulating and editing PDB files
Libraries / Visualization
- Kekule.js
Front-end JavaScript library for providing the ability to represent, draw, edit, compare and search molecule structures on web browsers
3Dmol.js
An object-oriented, webGL based JavaScript library for online molecular visualization
JChemPaint
Chemical 2D structure editor application/applet based on the
rdeditor
Simple RDKit molecule editor GUI using PySide
- nglviewer
Interactive molecular graphics for Jupyter notebooks
- RDKit.js
Official JavaScript distribution of cheminformatics functionality from the RDKit - a C++ library for cheminformatics
Libraries / Molecular Descriptors
mordred
Molecular descriptor calculator based on
DescriptaStorus
Descriptor computation(chemistry) and (optional) storage for machine learning
mol2vec
Vector representations of molecular substructures
- Align-it
Align molecules according their pharmacophores
- Rcpi
R/Bioconductor package to generate various descriptors of proteins, compounds and their interactions
Libraries / Machine Learning
DeepChem
Deep learning library for Chemistry based on Tensorflow
Chemprop
Directed message passing neural networks for property prediction of molecules and reactions with uncertainty and interpretation
ChemML
ChemML is a machine learning and informatics program suite for the analysis, mining, and modeling of chemical and materials data. (based on Tensorflow)
olorenchemengine
Molecular property prediction with unified API for diverse models and respresentations, with integrated uncertainty quantification, interpretability, and hyperparameter/architecture tuning
OpenChem
OpenChem is a deep learning toolkit for Computational Chemistry with PyTorch backend
DGL-LifeSci
DGL-LifeSci is a -based package for various applications in life science with graph neural network
chainer-chemistry
A Library for Deep Learning in Biology and Chemistry
- pytorch-geometric
A PyTorch library provides implementation of many graph convolution algorithms
chemmodlab
A Cheminformatics Modeling Laboratory for Fitting and Assessing Machine Learning Models in R
Summit
A python package for optimizing chemical reactions using machine learning (contains 10 algorithms + several benchmarks)
Libraries / Web APIs
webchem
Chemical Information from the Web
- PubChemPy
Python wrapper for the PubChem PUG REST API
- ChemSpiPy
Python wrapper for the ChemSpider API
- CIRpy
Python wrapper for the
Beaker
and in the on
chemminetools
Open source web framework for small molecule analysis based on Django
- ambit
offers chemoinformatics functionality via REST web services
Libraries / Databases
razi
Cheminformatic extension for the SQLAlchemy database
- Chemical Translation Service
Source code of the web service
Libraries / Docking
- Rosetta
A comprehensive software suite for modeling macromolecular structures. Used larely for protein-protein docking
DOCKSTRING
Automates and standardizes ligand preparation for AutoDock Vina
Libraries / Molecular Dynamics
- Gromacs
Molecular dynamics package mainly designed for simulations of proteins, lipids and nucleic acids
- OpenMM
High performance toolkit for molecular simulation including extensive language bindings for Python, C, C++, and even Fortran
- NAMD
a parallel molecular dynamics code designed for high-performance simulation of large biomolecular systems
MDTraj
Analysis of molecular dynamics trajectories
cclib
Parsers and algorithms for computational chemistry logfiles
ProDy
A Python package for protein dynamics analysis
Libraries / Others
eiR
Accelerated similarity searching of small molecules
OPSIN
Open Parser for Systematic IUPAC nomenclature
Auto-QChem
an automated workflow for the generation and storage of DFT calculations for organic molecules
- Gypsum-DL
a program for converting 2D SMILES strings to 3D models
RDchiral
Wrapper for RDKit's RunReactants to improve stereochemistry handling
confgen
Webapp for generating conformers
Journals
Resources / Courses
- Learncheminformatics.com
"Cheminformatics: Navigating the world of chemical data" courese at Indiana University
TeachOpenCADD
A teaching platform for computer-aided drug design (CADD) using open source packages and data
- Cheminformatics OLCC
Cheminformatics course of the Collaborative Intercollegiate Online Chemistry Course (OLCC) course of University of Arkansas at Little Rock by Robert Belford
- BigChem
All lectures of (A Horizon 2020 MSC ITN EID project, which provides innovative education in large chemical data analysis.)
- Molecular modeling course
by Dr. , a professor from WashU St.Louis
- Simulation in Chemistry and Biochemistry
by Dr. , a professor from WashU St.Louis
Resources / Blogs
- Open Source Molecular Modeling
Updateable catalog of open source molecular modeling software
- PubChem Blog
News, updates and tutorials about
- The ChEMBL-og blog
Stories and news from Computational Chemical Biology Group at
- ChEMBL blog
ChEMBL on GitHub
- SteinBlog
Blog of , who is the head of cheminformatics and metabolism at the EMBL-EBI
- Practical Cheminformatics
Blog with in-depth examples of practical application of cheminformatics
- So much to do, so little time - Trying to squeeze sense out of chemical data
Bolg of , who is a research scientist at NIH Center for Advancing Translational Science. * Some old blogs
- Noel O'Blog
Blog of , who is a Senior Software Engineer at NextMove Software
- chem-bla-ics
Blog of , who is an assistant professor at Maastricht University
- steeveslab-blog
Some examples using
- Macs in Chemistry
Provide a resource for chemists using Apple Macintosh computers
- DrugDiscovery.NET
Blog of , who is a Reader for Molecular Informatics at University of Cambridge
- Is life worth living?
Some examples for cheminformatics libraries
- Cheminformatics 2.0
Blog of , a research scientist at Collaborative Drug Discovery
- Depth-First
Blog of , a chemist living in La Jolla, California
- Cheminformania
Blog of , who is a Principle Scientist and a Machine Learning and AI specialists at AstraZeneca
Resources / Books
- Computational Approaches in Cheminformatics and Bioinformatics
Include insights from public (NIH), academic, and industrial sources at the same time
- Chemoinformatics for Drug Discovery
Materials about how to use Chemoinformatics strategies to improve drug discovery results
- Molecular Descriptors for Chemoinformatics
More than 3300 descriptors and related terms for chemoinformatic analysis of chemical compound properties
See Also
deeplearning-biology
Chemoinformatics and drug discovery section in deeplearning-biology repo
awesome-python-chemistry
Another list focuses on Python stuff related to Chemistry
awesome-small-molecule-ml
A list of papers, data sets, and other resources for machine learning for small-molecule drug discovery
awesome-molecular-docking
A curated list of molecular docking software, datasets, and other closely related resources
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