Comprehensive Resource & Software Directory

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.

Essential Software & Frameworks

Computational Biology & AI Tools

FastQC

Bulk QC

Assess read quality across raw high-throughput sequencing data

Visit Official Documentation

MultiQC

Bulk QC

Aggregate QC reports across many samples into a unified dashboard

Visit Official Documentation

fastp

Bulk QC / Preprocessing

Ultrafast all-in-one FASTQ preprocessor to trim adapters and filter reads

Visit Official Documentation

STAR

Alignment

Splice-aware ultrafast RNA-seq aligner to reference genomes

Visit Official Documentation

HISAT2

Alignment

Graph-based alignment system for mapping reads to reference genomes

Visit Official Documentation

Salmon

Quantification

Accurate, ultrafast pseudo-alignment and transcript quantification

Visit Official Documentation

featureCounts

Quantification

High-performance program for counting reads mapped to genomic features

Visit Official Documentation

DESeq2

Differential Expression

Statistical analysis of differential gene expression using negative binomial models

Visit Official Documentation

edgeR

Differential Expression

Empirical analysis of digital gene expression in R/Bioconductor

Visit Official Documentation

clusterProfiler

Functional Enrichment

Statistical analysis and visualization of functional gene clusters and pathways

Visit Official Documentation

Cell Ranger

scRNA-seq Pre-processing

Demultiplexing, barcode processing, and alignment for 10x Genomics data

Visit Official Documentation

Seurat

scRNA-seq Analysis

R toolkit for quality control, clustering, integration, and spatial transcriptomics

Visit Official Documentation

Scanpy

scRNA-seq Analysis

Scalable Python toolkit for analyzing single-cell gene expression (scverse)

Visit Official Documentation

scDblFinder

scRNA-seq Quality

Identify and remove artificial doublet and multiplet cells in scRNA-seq

Visit Official Documentation

SingleR

Cell Annotation

Automated cell type annotation using reference transcriptomic datasets

Visit Official Documentation

Monocle3

Trajectory Analysis

Single-cell pseudotime analysis and developmental lineage trajectory mapping

Visit Official Documentation

Slingshot

Trajectory Analysis

Lineage inference and pseudotime estimation on low-dimensional single-cell data

Visit Official Documentation

DeepChem

Framework / Library

Python library for deep learning in drug discovery and materials science

Visit Official Documentation

MoleculeNet

Benchmark / Dataset

Curated benchmark suite and standardized datasets for molecular machine learning

Visit Official Documentation

OpenEye Scientific

Commercial / Pro Software

High-performance molecular modeling, shape matching, and cheminformatics suites

Visit Official Documentation

Schrödinger (Education)

Commercial / Pro Software

Industry-standard physics-based computational platforms for molecular simulation & CADD

Visit Official Documentation

PyTorch Geometric

Deep Learning Library

Geometric deep learning on graphs (GNNs) for molecular property & bioactivity prediction

Visit Official Documentation

AlphaFold Protein Structure Database

Structural Biology AI

EMBL-EBI open repository of over 200M AI-predicted 3D protein structures

Visit Official Documentation

Chemprop

Deep Learning Model

Directed message passing neural network (D-MPNN) for molecular property prediction

Visit Official Documentation

DeepDTA

Deep Learning Model

Convolutional neural network for drug-target binding affinity (DTA) prediction

Visit Official Documentation

MolSimplify

Automation Tool

Automated software toolkit for inorganic and small molecule discovery

Visit Official Documentation

BioPython

Bioinformatics Library

Freely available Python tools for biological computation, FASTA/PDB parsing, and sequence analysis

Visit Official Documentation

Bulk RNA-Seq Data Sources & Repositories

Major public repositories for bulk transcriptomic datasets and clinical cancer cohorts

GEO (Gene Expression Omnibus)

bulk

Largest public repository of functional genomics data, including bulk RNA-seq, microarrays, and single-cell studies.

#NCBI#largest-repository#microarray-rnaseq
Access Repository

ArrayExpress (EMBL-EBI)

bulk

Major European archive of functional genomics experiments with curated metadata and raw sequencing assays.

#EMBL-EBI#functional-genomics#reproducible
Access Repository

TCGA (The Cancer Genome Atlas)

bulk

Comprehensive multi-omics data for 33 cancer types including RNA-seq, somatic mutations, CNVs, and clinical survival profiles.

#NCI#cancer-genomics#clinical-multiomics
Access Repository

GTEx Portal

bulk

Comprehensive tissue-specific gene expression reference data from non-diseased healthy human donors across 54 body sites.

#healthy-reference#tissue-specific#eQTL
Access Repository

ICGC Data Portal

bulk

International Cancer Genome Consortium global database for uniform cancer genomic and transcriptomic datasets.

#international#cancer-cohorts#variants
Access Repository

SRA (Sequence Read Archive)

bulk

Primary NCBI/NIH global archive for raw high-throughput sequencing data (FASTQ, BAM, and CRAM formats).

#raw-fastq#petabyte-scale#NCBI
Access Repository

GDC (Genomic Data Commons)

bulk

NCI unified cancer data repository with standardized bioinformatics pipelines, harmonized clinical data, and BAM files.

#harmonized-pipelines#NCI#cancer
Access Repository

ENA (European Nucleotide Archive)

bulk

European counterpart to SRA maintained by EMBL-EBI, containing raw reads, assembled genomes, and functional annotations.

#EMBL-EBI#raw-reads#global-nucleotide
Access Repository

GREIN (GEO RNA-seq Interactive Navigator)

bulk

Interactive web platform for exploring and analyzing over 6,500 harmonized GEO RNA-seq datasets with pre-computed counts.

#interactive#pre-computed-counts#GEO-browser
Access Repository

Single-Cell & Spatial Omics Data Sources

Curated single-cell portals, cell marker databases, and tissue reference atlases

CELLxGENE Discover

single-cell

Interactive explorer and open data portal for large-scale standardized single-cell transcriptomic datasets (CZ CELLxGENE).

#interactive-explorer#CZI#AnnData
Access Repository

Single Cell Expression Atlas

single-cell

Systematic, curated collection of scRNA-seq experiments with standardized quality control and re-analysis by EMBL-EBI.

#EMBL-EBI#curated#re-analyzed
Access Repository

HCA Data Portal (Human Cell Atlas)

single-cell

Global collaborative initiative mapping every cell type in the human body across development, health, and disease.

#HumanCellAtlas#global-consortium#multi-tissue
Access Repository

Single Cell Portal (Broad Institute)

single-cell

Broad Institute interactive web portal for browsing, visualizing, and sharing published single-cell and spatial studies.

#Broad-Institute#interactive-UMAP#visualizer
Access Repository

PanglaoDB

single-cell

Marker-focused database for human and mouse single-cell transcriptomics with curated cell-type specific gene sets.

#cell-markers#mouse-human#gene-sets
Access Repository

TISCH2 (Tumor Immune Single-Cell Hub)

single-cell

Comprehensive single-cell RNA-seq database dedicated to profiling the tumor microenvironment across various human malignancies.

#TME#immuno-oncology#cancer-single-cell
Access Repository

Allen Brain Cell Types Portal

single-cell

High-value reference database and multimodal atlas of cell types in the human, non-human primate, and mouse brain.

#neuroscience#Allen-Institute#brain-atlas
Access Repository

Tabula Sapiens

single-cell

Benchmark healthy human multi-organ transcriptomic atlas comprising over 500,000 cells across 24 distinct tissues.

#multi-organ#healthy-reference#CZ-Biohub
Access Repository

AD Knowledge Portal

single-cell

National Institute on Aging repository for multi-omic and single-cell datasets focused on Alzheimer's disease and neurodegeneration.

#Alzheimers#neurodegeneration#Synapse-NIA
Access Repository

GEO Single-Cell Repository

single-cell

NCBI Gene Expression Omnibus repository containing tens of thousands of raw 10x Genomics, Drop-seq, and Smart-seq2 datasets.

#NCBI#raw-matrix#global-archive
Access Repository

ArrayExpress Single-Cell

single-cell

European functional genomics archive hosting single-cell study metadata, processed matrices, and FASTQ accessions.

#EMBL-EBI#European-archive#metadata
Access Repository

Zenodo (CERN / OpenAIRE)

general

Open-access general research repository hosting large-scale supplementary matrices, AnnData `.h5ad` files, and Seurat `.rds` objects.

#CERN#open-science#DOI-datasets
Access Repository

Figshare

general

Online open-access repository for researchers to preserve, cite, and share supplementary biological datasets and computational figures.

#citable-DOI#supplementary#open-data
Access Repository

Drug Discovery & Structural Biology Data Sources

Chemical knowledgebases, 3D structural repositories, and binding affinity databases

PubChem

drug-discovery

World's largest open database of chemical molecules, structures, bioassays, and biological activities maintained by NCBI.

#NCBI#chemical-structures#bioassays
Access Repository

ChEMBL

drug-discovery

Manually curated database of bioactive molecules with drug-like properties, binding affinities, and quantitative SAR data.

#EMBL-EBI#bioactive-compounds#QSAR
Access Repository

DrugBank

drug-discovery

Comprehensive structured pharmaceutical knowledgebase combining detailed chemical, pharmacological, and drug-target interaction data.

#pharmaceuticals#drug-targets#mechanism-of-action
Access Repository

ZINC Database

drug-discovery

Free database of over 230 million commercially-available 3D chemical structures prepared for virtual screening and docking.

#virtual-screening#3D-docking#commercial-compounds
Access Repository

BindingDB

drug-discovery

Public database of experimentally measured binding affinities, focusing on the interactions of target proteins with drug candidates.

#binding-affinity#Ki-Kd-IC50#protein-ligand
Access Repository

PDB (Protein Data Bank / RCSB)

drug-discovery

Primary international archive for 3D experimental structural data of proteins, nucleic acids, and complex biological assemblies.

#RCSB#X-ray-CryoEM#3D-structures
Access Repository

ChEBI (Chemical Entities of Biological Interest)

drug-discovery

Dictionary and ontology of small molecular entities focused on biologically relevant chemical compounds.

#EMBL-EBI#chemical-ontology#metabolites
Access Repository

UniProt (Universal Protein Resource)

drug-discovery

Comprehensive, high-quality, and freely accessible resource of protein sequence, functional annotation, and structural mapping.

#protein-sequences#functional-annotation#Swiss-Prot
Access Repository

TargetMine

drug-discovery

Integrated data warehouse and knowledge discovery system for target prioritization, network analysis, and validation.

#target-validation#pathway-networks#integrated-warehouse
Access Repository

ClinicalTrials.gov

drug-discovery

Largest international registry and results database of publicly and privately supported clinical studies conducted worldwide.

#clinical-trials#FDA-NIH#translational-medicine
Access Repository

Learning Materials & Best Practices

Community guides, official books, and verified standard workflows