Curated Academic & Computational Resources
A comprehensive reference library of standard bioinformatics tools, single-cell frameworks, deep learning drug discovery libraries, and verified genomic data repositories.
Computational Biology & AI Tools
FastQC
Bulk QCAssess read quality across raw high-throughput sequencing data
MultiQC
Bulk QCAggregate QC reports across many samples into a unified dashboard
fastp
Bulk QC / PreprocessingUltrafast all-in-one FASTQ preprocessor to trim adapters and filter reads
STAR
AlignmentSplice-aware ultrafast RNA-seq aligner to reference genomes
HISAT2
AlignmentGraph-based alignment system for mapping reads to reference genomes
Salmon
QuantificationAccurate, ultrafast pseudo-alignment and transcript quantification
featureCounts
QuantificationHigh-performance program for counting reads mapped to genomic features
DESeq2
Differential ExpressionStatistical analysis of differential gene expression using negative binomial models
edgeR
Differential ExpressionEmpirical analysis of digital gene expression in R/Bioconductor
clusterProfiler
Functional EnrichmentStatistical analysis and visualization of functional gene clusters and pathways
Cell Ranger
scRNA-seq Pre-processingDemultiplexing, barcode processing, and alignment for 10x Genomics data
Seurat
scRNA-seq AnalysisR toolkit for quality control, clustering, integration, and spatial transcriptomics
Scanpy
scRNA-seq AnalysisScalable Python toolkit for analyzing single-cell gene expression (scverse)
scDblFinder
scRNA-seq QualityIdentify and remove artificial doublet and multiplet cells in scRNA-seq
SingleR
Cell AnnotationAutomated cell type annotation using reference transcriptomic datasets
Monocle3
Trajectory AnalysisSingle-cell pseudotime analysis and developmental lineage trajectory mapping
Slingshot
Trajectory AnalysisLineage inference and pseudotime estimation on low-dimensional single-cell data
DeepChem
Framework / LibraryPython library for deep learning in drug discovery and materials science
MoleculeNet
Benchmark / DatasetCurated benchmark suite and standardized datasets for molecular machine learning
OpenEye Scientific
Commercial / Pro SoftwareHigh-performance molecular modeling, shape matching, and cheminformatics suites
Schrödinger (Education)
Commercial / Pro SoftwareIndustry-standard physics-based computational platforms for molecular simulation & CADD
PyTorch Geometric
Deep Learning LibraryGeometric deep learning on graphs (GNNs) for molecular property & bioactivity prediction
AlphaFold Protein Structure Database
Structural Biology AIEMBL-EBI open repository of over 200M AI-predicted 3D protein structures
Chemprop
Deep Learning ModelDirected message passing neural network (D-MPNN) for molecular property prediction
DeepDTA
Deep Learning ModelConvolutional neural network for drug-target binding affinity (DTA) prediction
MolSimplify
Automation ToolAutomated software toolkit for inorganic and small molecule discovery
BioPython
Bioinformatics LibraryFreely available Python tools for biological computation, FASTA/PDB parsing, and sequence analysis
Bulk RNA-Seq Data Sources & Repositories
Major public repositories for bulk transcriptomic datasets and clinical cancer cohorts
GEO (Gene Expression Omnibus)
bulkLargest public repository of functional genomics data, including bulk RNA-seq, microarrays, and single-cell studies.
ArrayExpress (EMBL-EBI)
bulkMajor European archive of functional genomics experiments with curated metadata and raw sequencing assays.
TCGA (The Cancer Genome Atlas)
bulkComprehensive multi-omics data for 33 cancer types including RNA-seq, somatic mutations, CNVs, and clinical survival profiles.
GTEx Portal
bulkComprehensive tissue-specific gene expression reference data from non-diseased healthy human donors across 54 body sites.
ICGC Data Portal
bulkInternational Cancer Genome Consortium global database for uniform cancer genomic and transcriptomic datasets.
SRA (Sequence Read Archive)
bulkPrimary NCBI/NIH global archive for raw high-throughput sequencing data (FASTQ, BAM, and CRAM formats).
GDC (Genomic Data Commons)
bulkNCI unified cancer data repository with standardized bioinformatics pipelines, harmonized clinical data, and BAM files.
ENA (European Nucleotide Archive)
bulkEuropean counterpart to SRA maintained by EMBL-EBI, containing raw reads, assembled genomes, and functional annotations.
GREIN (GEO RNA-seq Interactive Navigator)
bulkInteractive web platform for exploring and analyzing over 6,500 harmonized GEO RNA-seq datasets with pre-computed counts.
Single-Cell & Spatial Omics Data Sources
Curated single-cell portals, cell marker databases, and tissue reference atlases
CELLxGENE Discover
single-cellInteractive explorer and open data portal for large-scale standardized single-cell transcriptomic datasets (CZ CELLxGENE).
Single Cell Expression Atlas
single-cellSystematic, curated collection of scRNA-seq experiments with standardized quality control and re-analysis by EMBL-EBI.
HCA Data Portal (Human Cell Atlas)
single-cellGlobal collaborative initiative mapping every cell type in the human body across development, health, and disease.
Single Cell Portal (Broad Institute)
single-cellBroad Institute interactive web portal for browsing, visualizing, and sharing published single-cell and spatial studies.
PanglaoDB
single-cellMarker-focused database for human and mouse single-cell transcriptomics with curated cell-type specific gene sets.
TISCH2 (Tumor Immune Single-Cell Hub)
single-cellComprehensive single-cell RNA-seq database dedicated to profiling the tumor microenvironment across various human malignancies.
Allen Brain Cell Types Portal
single-cellHigh-value reference database and multimodal atlas of cell types in the human, non-human primate, and mouse brain.
Tabula Sapiens
single-cellBenchmark healthy human multi-organ transcriptomic atlas comprising over 500,000 cells across 24 distinct tissues.
AD Knowledge Portal
single-cellNational Institute on Aging repository for multi-omic and single-cell datasets focused on Alzheimer's disease and neurodegeneration.
GEO Single-Cell Repository
single-cellNCBI Gene Expression Omnibus repository containing tens of thousands of raw 10x Genomics, Drop-seq, and Smart-seq2 datasets.
ArrayExpress Single-Cell
single-cellEuropean functional genomics archive hosting single-cell study metadata, processed matrices, and FASTQ accessions.
Zenodo (CERN / OpenAIRE)
generalOpen-access general research repository hosting large-scale supplementary matrices, AnnData `.h5ad` files, and Seurat `.rds` objects.
Figshare
generalOnline open-access repository for researchers to preserve, cite, and share supplementary biological datasets and computational figures.
Drug Discovery & Structural Biology Data Sources
Chemical knowledgebases, 3D structural repositories, and binding affinity databases
PubChem
drug-discoveryWorld's largest open database of chemical molecules, structures, bioassays, and biological activities maintained by NCBI.
ChEMBL
drug-discoveryManually curated database of bioactive molecules with drug-like properties, binding affinities, and quantitative SAR data.
DrugBank
drug-discoveryComprehensive structured pharmaceutical knowledgebase combining detailed chemical, pharmacological, and drug-target interaction data.
ZINC Database
drug-discoveryFree database of over 230 million commercially-available 3D chemical structures prepared for virtual screening and docking.
BindingDB
drug-discoveryPublic database of experimentally measured binding affinities, focusing on the interactions of target proteins with drug candidates.
PDB (Protein Data Bank / RCSB)
drug-discoveryPrimary international archive for 3D experimental structural data of proteins, nucleic acids, and complex biological assemblies.
ChEBI (Chemical Entities of Biological Interest)
drug-discoveryDictionary and ontology of small molecular entities focused on biologically relevant chemical compounds.
UniProt (Universal Protein Resource)
drug-discoveryComprehensive, high-quality, and freely accessible resource of protein sequence, functional annotation, and structural mapping.
TargetMine
drug-discoveryIntegrated data warehouse and knowledge discovery system for target prioritization, network analysis, and validation.
ClinicalTrials.gov
drug-discoveryLargest international registry and results database of publicly and privately supported clinical studies conducted worldwide.
Learning Materials & Best Practices
Community guides, official books, and verified standard workflows
Bioconductor Workflows
bothOfficial step-by-step tutorials for reproducible RNA-seq and genomics workflows in R.
Single-Cell Best Practices
single-cellCommunity-driven tutorial and standard book on reproducible single-cell RNA-seq computational workflows.
Orchestrating Single-Cell Analysis (OSCA)
single-cellComprehensive online guide and book covering single-cell RNA-seq analysis with Bioconductor.