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awesome-computational-biology

by inoue0426

awesome listpushed almost 2 years ago

Awesome list of computational biology.

AI summary

Computational Biology Database

A comprehensive collection of databases and tools for computational biology research

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What's in the list

83 links in 21 sections, with live GitHub stats.activeno commit in 2y

Databases / scRNA

Databases / Compound

Databases / Pathway

Databases / Mass Spectra

Databases / Protein

Databases / Genome

Databases / Disease

  • KEGG DRUG

    Comprehensive drug information resource for approved drugs

  • DrugBank

    A database of drug and target maintained by the University of Alberta

Databases / Interaction / Drug Gene Interaction

  • DGIdb

    A database of drug-gene interactions and the druggable genome

  • Comparative Toxicogenomics Database

    A database of Chemical-gene interactions, Chemical-disease associations, Gene-disease associations, and Chemical-phenotype associations

  • SNAP

    A dataset which contains Drug-gene interactions

  • Therapeutics Data Commons

    A database for a lot of tasks such as drug-target, drug-response, drug-drug interaction

Databases / Interaction / Drug (-Cell line) Response

Databases / Interaction / Chemical Protein Interaction

  • STITCH

    A database of Chemical Protein Interaction

  • BindingDB

    A database of compounds and targes

  • PDBBind

    Database of experimentally measured binding affinity data for biomolecular complexes

  • CrossDocked2020

    Large-scale dataset for machine learning in structure-based virtual screening

Databases / Interaction / Protein-Protein Interaction

  • STRING

    Protein-Protein Interaction Networks for several organisms

  • BioGRID

    Database of Protein, Genetic and Chemical Interactions

  • HIPPIE

    Human Protein-Protein Interaction database

Databases / Interaction / Knowledge Graph

Databases / Clinical Trial

API

Preprocess

  • Chemistry Development Kit

    A software of cheminformatics and Machine Learning

  • RDKit

    A software of cheminformatics and Machine Learning

  • Scanpy

    scRNA analysis library in Python

  • Seurat

    scRNA analysis library in R

Drug Response Prediction

  • drGAT

    : A model for drug response prediction with gene explainability with attention mechanism

  • MOFGCN

    : GCN + heterogeneous network

  • DeepDSC

    : Autoencoder + Fully Connected NN

  • DGDRP

    : Multi-view embedding NN

  • DeepAEG

    : GNN Embedding + Attention

Drug Response Prediction / Drug Repurposing

  • DeepPurpose

    A DL Library for Drug Repurposing

Drug Response Prediction / Drug Target Interaction

  • NeoDTI

    A library for Drug Target Interaction

Drug Response Prediction / Compound Protein Interaction

  • MCPINN

    A library for drug discovery using Compound Protein Interaction and Machine Learning

  • TransformerCPI

    A library for Compound Protein Interaction prediction using Transformer

Drug Response Prediction / Pre-trained embedding

Drug Response Prediction / LLM for biology

  • AI4Chem/ChemLLM-7B-Chat

    LLM for chemical and molecule science

  • BioGPT

    LLM for Biomedical text generation

  • GeneGPT

    LLM for biomedical information with several API

  • GenePT

    foundation LLM for single cell data

  • scPRINT

    scPRINT is pretrained on 50M cells to denoise and perform zero imputation of any single cell RNAseq profile

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