awesome-computational-biology
by inoue0426
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
- Gene Expression Omnibus
Public functional genemics database
- Single Cell PORTAL
Public database for single cell RNA
- Single Cell Expression Atlas
Public database for single cell RNA
Databases / Compound
- PubChem
One of the biggest chemical database such as compounds, genes and proteins
- ChEBI
Chemical database focused on small chemical compounds
- ChEMBL
Database of bioactive molecules with drug-like properties
- ChemSpider
Chemical structure database
- KEGG COMPOUND
Collection of small molecules and biopolymers
- LIPID MAPS
Database of lipids
- Rhea
Database of chemical reactions
- Drug Repurposing Hub
Collections of drug repurposing data containing drug, moa, target etc
- Therapeutic Target Database
collections of drug-target, target-disease, and drug-disease dataset
- ZINC ligand discovery database
Free database of commercially-available compounds for virtual screening
- MoleculeNet
Benchmark for molecular machine learning
- Ames Mutagenicity dataset
Dataset for predicting mutagenicity
- ADCdb
Database for antibody-drug conjugates
Databases / Pathway
- PathwayCommons
Database of Pathways and Interactions
- KEGG PATHWAY
Collection fo drawn pathway maps
- WikiPathways
Database of biological pathways
Databases / Mass Spectra
- MassBank
Open souce databases and tools for mass spectrometry reference spectra
- MoNA MassBank of North America
Meta database of metabolite mass spectra, metadata and associated compounds
Databases / Protein
- THE HUMAN PROTEIN ATLAS
One of the biggest human protein database contained cells, tissues, and organs
- PROTEIN DATA BANK
Database of the 3D shapes of proteins, nucleic acids, and complex assemblies
- UniProt
The collection of functional information on proteins
- AlphaFold Protein Structure Database
Database of 3D protein structures
- RCSB Protein Data Bank (PDB)
Repository of 3D structural data of large biological molecules
- Critical Assessment of Structure Prediction (CASP)
Experiment for advancing the methods of predicting protein structure from sequence
- Uniclust
Collection of clustered protein sequence databases
- CATH database
Hierarchical classification of protein domain structures
Databases / Genome
- Human Genome Resources at NCBI
Database of image, proteomics, transcriptomics and systems biology
- GenBank
Database of genetic sequence offered by NCBI
- UCSC Genome Browser
Genome blowser offered by UCSC
- cBioPortal
Database of Cancer Genomics. This has overall metaview for a lot of patients
- 10x Genomics Dataset
Collection of single-cell datasets
- The Genotype-Tissue Expression (GTEx)
Resource for studying human gene expression and regulation
- Dependency Map (DepMap)
Genome-wide CRISPR-Cas9 screens in cancer cell lines
- Catalogue Of Somatic Mutations In Cancer (COSMIC)
Comprehensive resource for exploring somatic mutations in human cancers
- MGnify
Free resource for archiving, analysis, and browsing of metagenomic and metatranscriptomic data
- JASPAR
Open-access database of curated, non-redundant transcription factor binding profiles
Databases / Disease
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
- NCI60
A database which focus on 60 cancer cell lines with many drugs
- Genomics of Drug Sensitivity in Cancer (GDSC)
A database of drug sensitibity which has 1000 human cancer cell lines and 100s compounds
- Cancer Cell Line Encyclopedia
A database of cancer cell lines. This has 1000 cell lines
- CellMiner Cross Database (CellMinerCDB)
Integration of multiple cancer cell line databases
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
Databases / Interaction / Knowledge Graph
Drug Mechanism Database (DrugMechDB)
: database of the mechanism of action from a drug to a disease
DRKG
A library for biological knowledge graph
Databases / Clinical Trial
- ClinicalTrials.gov
Database of privately and publicly funded clinical studies
- ICD10
International Classification of Diseases, 10th revision
- EU Drug Regulating Authorities Clinical Trials DB (EudraCT)
European database of clinical trials
- MIMIC-IV
Freely accessible critical care database
API
- PubMed esearch
: API for searching articles in PubMed
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
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
Evolutionary Scale Modeling
a library for protein embeddings
ChemBERTa-2
a library for chemical embeddingg and prediction
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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