dorothea

is a Knowledge Graph.

DoRothEA is a curated resource of transcription factor (TF) – target gene (regulon) interactions with confidence scoring, enabling inference of TF activity from gene expression data. It integrates literature-curated interactions and various experimental evidence (e.g. ChIP-seq, TF binding motifs, perturbation data) to build context-agnostic and confidence-stratified regulons for multiple species. Frequently used with PROGENy to estimate pathway and TF activities.

License

GPL-3.0

Homepage

dorothea

Repository

GitHub

External IDs

No external IDs available

Product Summary

Products

From this Resource
ID Name URL Category Format Description
dorothea.graph DoRothEA Regulon Graph v1.0.0 Graph r Core TF–target regulon knowledge grap...
dorothea.r-package DoRothEA R Package dorothea.html Process http Bioconductor R data package containin...
dorothea.docs DoRothEA Documentation dorothea.html Documentation http Project documentation, usage examples...
From other Resources
ID Name URL Category Format Relation Description
bioteque.embeddings Bioteque Embeddings embeddings Product mixed had primary source Network embeddings of the Bioteque gr...
tflink.downloads TFLink Downloads download Product http had primary source Download page listing interaction tab...
tflink.interactions.human TFLink Human Interactions TFLink_Homo_sapiens_interactions_All_simpleFormat_v1.0.tsv.gz (295.1 MB) Graph tsv had primary source All TF-target gene interactions for H...
tflink.interactions.mouse TFLink Mouse Interactions TFLink_Mus_musculus_interactions_All_simpleFormat_v1.0.tsv.gz (166.9 MB) Graph tsv had primary source All TF-target gene interactions for M...
tflink.interactions.rat TFLink Rat Interactions TFLink_Rattus_norvegicus_interactions_All_simpleFormat_v1.0.tsv (12.4 MB) Graph tsv had primary source All TF-target gene interactions for R...
tflink.interactions.zebrafish TFLink Zebrafish Interactions TFLink_Danio_rerio_interactions_All_simpleFormat_v1.0.tsv (3.3 MB) Graph tsv had primary source All TF-target gene interactions for D...
tflink.interactions.fly TFLink Fruit Fly Interactions TFLink_Drosophila_melanogaster_interactions_All_simpleFormat_v1.0.tsv (53.9 MB) Graph tsv had primary source All TF-target gene interactions for D...
tflink.interactions.worm TFLink Nematode Interactions TFLink_Caenorhabditis_elegans_interactions_All_simpleFormat_v1.0.tsv (46.2 MB) Graph tsv had primary source All TF-target gene interactions for C...
tflink.interactions.yeast TFLink Yeast Interactions TFLink_Saccharomyces_cerevisiae_interactions_All_simpleFormat_v1.0.tsv (42.1 MB) Graph tsv had primary source All TF-target gene interactions for S...
tflink.interactions.human.mitab TFLink Human Interactions (MITAB) TFLink_Homo_sapiens_interactions_All_mitab_v1.0.tsv.gz (218.9 MB) Graph psi_mi_mitab had primary source All human TF-target gene interactions...
tflink.gmt.human TFLink Human TF Target Gene Sets TFLink_Homo_sapiens_interactions_All_GMT_ncbiGeneID_v1.0.gmt (36.1 MB) Product tsv had primary source Human gene sets, one per transcriptio...
tflink.binding-sites.human TFLink Human Binding Sites TFLink_Homo_sapiens_bindingSites_All_annotation_v1.0.tsv.gz (153.1 MB) Product tsv had primary source Genomic locations of human TF binding...
tflink.binding-sites.human.gff3 TFLink Human Binding Sites (GFF3) TFLink_Homo_sapiens_bindingSites_All_annotation_v1.0.gff3 (913.7 MB) Product gff had primary source Human TF binding site locations as a ...
tflink.binding-sites.human.fasta TFLink Human Binding Site Sequences TFLink_Homo_sapiens_bindingSites_All_v1.0.fasta (1.1 GB) Product fasta had primary source Nucleotide sequences of human TF bind...

Details

DoRothEA

Overview

DoRothEA provides a curated, confidence-stratified collection of transcription factor (TF) to target gene interactions (regulons) across species. It aggregates multiple evidence sources (literature curation, ChIP-seq, in silico TF binding predictions, expression perturbation signatures) to support robust TF activity inference from transcriptomic data.

Contents

  • TF–target interactions labeled with confidence levels (A–E)
  • Multi-species coverage (human, mouse; others via orthology mapping)
  • R data objects and utilities for integration in analysis pipelines

Access

  • GitHub repository (releases, source, issues)
  • R package install via devtools / GitHub
  • Documentation site with examples and method description

Usage

Often paired with PROGENy for complementary pathway and TF activity inference. Users subset regulons by confidence level (e.g., A–C) to balance coverage and specificity.

Citation

Please cite the 2019 Nature Communications paper and, where appropriate, the latest preprint/update.

Automated Evaluation

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Created: September 11, 2025 | Last modified: September 23, 2026