https://github.com/maayanlab/harmonizomepythonscripts
https://github.com/maayanlab/harmonizomepythonscripts
Last synced: 7 months ago
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- Host: GitHub
- URL: https://github.com/maayanlab/harmonizomepythonscripts
- Owner: MaayanLab
- Created: 2017-01-03T19:01:12.000Z (about 9 years ago)
- Default Branch: master
- Last Pushed: 2024-11-12T21:10:59.000Z (about 1 year ago)
- Last Synced: 2024-11-20T11:17:17.466Z (about 1 year ago)
- Language: Jupyter Notebook
- Size: 330 MB
- Stars: 20
- Watchers: 18
- Forks: 10
- Open Issues: 1
-
Metadata Files:
- Readme: README.md
- Roadmap: Roadmap Epigenomics/Roadmap Epigenomics (Cell and Tissue Expression).ipynb
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README
# HarmonizomePythonScripts
#### The file containing all utility functions that are required to run the scripts can be found here: [ Utility Functions File ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/utility_functions.py)
#### The file containing the gene symbol mapping (mapping all gene symbols to up-to-date human symbols) can be found here: [ Gene Symbol Mapping File ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/mappingFile_2017.txt)
#### The file containing the gene-ID-to-symbol mappings can be found here: [ Gene ID to Symbol Mapping File ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/GeneSymbolAndIDS_2017.txt)
**Resources:** 94
**Datasets:** 210
| Resource | Data Set | Genes | Attributes | Statistically Significant Associations | In Enrichr/Harmonizome | Processing Script |
| ------------------------------------------------------------------------------------------ | --------------------------------------------------------------------------- | ----- | ---------- | -------------------------------------- | ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| [ARCHS4](https://amp.pharm.mssm.edu/archs4/) | Human Cell Line | 23956 | 127 | 608457 | Enrichr | [ ARCHS4 HCL Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/ARCHS4/Human%20Cell%20Lines/ARCHS4%20(Human%20Cell%20Lines).ipynb) |
| [ARCHS4](https://amp.pharm.mssm.edu/archs4/) | Human Tissue | 23169 | 108 | 500364 | Enrichr | [ ARCHS4 HT Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/ARCHS4/Human%20Tissue/ARCHS4%20(Human%20Tissue).ipynb) |
| [ARCHS4](https://amp.pharm.mssm.edu/archs4/) | Human Kinase | 17201 | 498 | 140739 | Enrichr | [ ARCHS4 HK Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/ARCHS4/Human%20Kinase/ARCHS4%20(Kinases).ipynb) |
| [ARCHS4](https://amp.pharm.mssm.edu/archs4/) | Human Transcription Factors | 21917 | 1724 | 470861 | Enrichr | [ ARCHS4 HTF Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/ARCHS4/Human%20Trasncription%20Factors/ARCHS4%20(Transcription%20Factors).ipynb) |
| [ARCHS4](https://amp.pharm.mssm.edu/archs4/) | IDG Focused Genes | 18020 | 352 | 95958 | Enrichr | [ ARCHS4 IDG Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/ARCHS4/Human%20IDG%20Focused%20Genes/ARCHS4%20(IDG).ipynb) |
| [Achilles](https://portals.broadinstitute.org/achilles) | Achilles | 12279 | 216 | 2652264 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/Achilles+Cell+Line+Gene+Essentiality+Profiles) | [ Achilles Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/Achilles/Cell%20Line%20Gene%20Essentiality%20Profiles/Achilles.ipynb) |
| [Allen Brain Atlas](https://www.brain-map.org/) | Adult Human Brain (RNA-Sequencing) | 18629 | 100 | 92925 | | [ ABA-AHB-RS Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/Allen%20Brain%20Atlas/Adult%20Human%20Brain%20(RNA-Sequencing)/Allen%20Brain%20Atlas%20Adult%20Human%20Brain%20(RNA-Sequencing).ipynb) |
| [Allen Brain Atlas](https://www.brain-map.org/) | Adult Human Brain (microarray) | 17979 | 414 | 1115464 | [Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/Allen+Brain+Atlas+Adult+Human+Brain+Tissue+Gene+Expression+Profiles) | [ ABA-AHB-MA Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/Allen%20Brain%20Atlas/Adult%20Human%20Brain%20(microarray)/Allen%20Brain%20Atlas%20Adult%20Human%20Brain%20(microarray).ipynb) |
| [Allen Brain Atlas](https://www.brain-map.org/) | Adult Mouse Brain (RNA-Sequencing) | 14248 | 2170 | 3091165 | [Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/Allen+Brain+Atlas+Adult+Mouse+Brain+Tissue+Gene+Expression+Profiles) | [ABA-AMB-RS Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/Allen%20Brain%20Atlas/Adult%20Mouse%20Brain%20Tissue%20Gene%20Expression%20Profiles/abamouseprocess.m) |
| [Allen Brain Atlas](https://www.brain-map.org/) | Aging Human Brain (RNA-Sequencing) Dementia TBI - Tissue | 27858 | 32 | 55716 | | [ ABA-AB-D-TBI Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/Allen%20Brain%20Atlas/Aging%20Human%20Brain%20(RNA-Sequencing)/Dementia%20TBI%20-%20Tissue/Allen%20Brain%20Atlas%20Aging%20Human%20Brain%20Tissue-Demetia-TBI%20(RNA-Seq).ipynb) |
| [Allen Brain Atlas](https://www.brain-map.org/) | Aging Human Brain (RNA-Sequencing) No Disease | 28206 | 40 | 56388 | | [ ABA-AB-NS Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/Allen%20Brain%20Atlas/Aging%20Human%20Brain%20(RNA-Sequencing)/No%20Disease%20-%20Tissue%20Age/Allen%20Brain%20Atlas%20Aging%20Human%20Brain%20No%20Disease%20-%20Tissue%20Age%20(RNA-Seq).ipynb) |
| [Allen Brain Atlas](https://www.brain-map.org/) | Developing Human Brain (RNA-Sequencing) Age | 22411 | 31 | 44822 | | [ ABA-DB-RS-A Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/Allen%20Brain%20Atlas/Developing%20Human%20Brain%20(RNA-Sequencing)/Age/Allen%20Brain%20Atlas%20Developing%20Human%20Brain%20Age%20(RNA-Seq).ipynb) |
| [Allen Brain Atlas](https://www.brain-map.org/) | Developing Human Brain (RNA-Sequencing) Sample | 15072 | 524 | 1183125 | [Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/Allen+Brain+Atlas+Developing+Human+Brain+Tissue+Gene+Expression+Profiles+by+RNA-seq) | [ ABA-DB-RS-S Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/Allen%20Brain%20Atlas/Developing%20Human%20Brain%20(RNA-Sequencing)/Sample/Allen%20Brain%20Atlas%20Developing%20Human%20Brain%20Sample%20(RNA-Seq).ipynb) |
| [Allen Brain Atlas](https://www.brain-map.org/) | Developing Human Brain (RNA-Sequencing) Tissue | 22411 | 26 | 44822 | | [ ABA-DB-RS-T Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/Allen%20Brain%20Atlas/Developing%20Human%20Brain%20(RNA-Sequencing)/Tissue/Allen%20Brain%20Atlas%20Developing%20Human%20Brain%20Tissue%20(RNA-Seq).ipynb) |
| [Allen Brain Atlas](https://www.brain-map.org/) | Developing Human Brain (microarray) Age | 16827 | 27 | 27015 | | [ ABA-DB-MA-A Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/Allen%20Brain%20Atlas/Developing%20Human%20Brain%20(microarray)/Age/Allen%20Brain%20Atlas%20Developing%20Human%20Brain%20Age%20(microarray).ipynb) |
| [Allen Brain Atlas](https://www.brain-map.org/) | Developing Human Brain (microarray) Sample | 17237 | 492 | 1270929 | [Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/Allen+Brain+Atlas+Developing+Human+Brain+Tissue+Gene+Expression+Profiles+by+Microarray) | [ ABA-DB-MA-S Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/Allen%20Brain%20Atlas/Developing%20Human%20Brain%20(microarray)/Sample/Allen%20Brain%20Atlas%20Developing%20Human%20Brain%20Sample%20(microarray).ipynb) |
| [Allen Brain Atlas](https://www.brain-map.org/) | Developing Human Brain (microarray) Tissue | 16827 | 26 | 33653 | | [ ABA-DB-MA-T Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/Allen%20Brain%20Atlas/Developing%20Human%20Brain%20(microarray)/Tissue/Allen%20Brain%20Atlas%20Developing%20Human%20Brain%20Tissue%20(microarray).ipynb) |
| [Allen Brain Atlas](https://www.brain-map.org/) | Prenatal Human Brain (microarray) Sample | 19281 | 1198 | 1156878 | | [ ABA-P-S Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/Allen%20Brain%20Atlas/Prenatal%20Human%20Brain%20(microarray)/Sample/Allen%20Brain%20Atlas%20Prenatal%20Human%20Brain%20Sample%20(RNA-Seq).ipynb) |
| [Allen Brain Atlas](https://www.brain-map.org/) | Prenatal Human Brain (microarray) Tissue | 18947 | 516 | 1464840 | [Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/Allen+Brain+Atlas+Prenatal+Human+Brain+Tissue+Gene+Expression+Profiles) | [ ABA-P-T Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/Allen%20Brain%20Atlas/Prenatal%20Human%20Brain%20(microarray)/Tissue/Allen%20Brain%20Atlas%20Prenatal%20Human%20Brain%20Tissue%20(RNA-Seq).ipynb) |
| Biocarta | Pathways | 1397 | 254 | 4509 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/Biocarta+Pathways) | [ Biocarta Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/Biocarta/Pathways/Biocartaprocess.m) |
| [BioGPS](http://biogps.org/#goto=welcome) | Cell Line | 12628 | 93 | 172238 | [Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/BioGPS+Cell+Line+Gene+Expression+Profiles) | [BGPS-CL Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/BioGPS/Cell%20Line%20Gene%20Expression%20Profiles/BioGPS%20(Human%20Cell%20Line).ipynb) |
| [BioGPS](http://biogps.org/#goto=welcome) | Human Cell Type and Tissue | 16379 | 84 | 205445 | [Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/BioGPS+Human+Cell+Type+and+Tissue+Gene+Expression+Profiles) | [BGPS-HT Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/BioGPS/Human%20Cell%20Type%20and%20Tissue%20Gene%20Expression%20Profiles/BioGPS%20(Human%20Tissue%20and%20Cell%20Type).ipynb) |
| [BioGPS](http://biogps.org/#goto=welcome) | Mouse Cell Type and Tissue | 15437 | 74 | 170878 | [Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/BioGPS+Mouse+Cell+Type+and+Tissue+Gene+Expression+Profiles) | [BGPS-MT Script]() |
| [BioPlanet](https://tripod.nih.gov/bioplanet/detail.jsp?pid=bioplanet_1054&target=pathway#) | ABCA transporters in lipid homeostasis | 9813 | 1510 | | Enrichr | [BioPlanet Scripts](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/BioPlanet/BioPlanet.ipynb) |
| [BioPlex](http://bioplex.hms.harvard.edu/) | BioPlex | 10271 | 3915 | 111694 | Enrichr | [ BPLX Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/BioPlex/BioPlex.ipynb) |
| [bgee](https://bgee.org/) | Human Sample | 34668 | 1077 | 14983142 | | [ BHS Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/bgee/Human/bgee%20Human%20Sample.ipynb) |
| [bgee](https://bgee.org/) | Human Developmental Stage | 34668 | 33 | 603839 | | [ BHDS Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/bgee/Human/bgee%20Human%20Developmental%20Stage.ipynb) |
| [bgee](https://bgee.org/) | Human Anatomical Entity | 34668 | 308 | 4308050 | | [ BHAE Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/bgee/Human/bgee%20Human%20Anatomical%20Entity.ipynb) |
| [bgee](https://bgee.org/) | Mouse Sample | 16289 | 10797 | 9141706 | | [ BMS Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/bgee/Mouse/bgee%20Mouse%20Sample.ipynb) |
| [bgee](https://bgee.org/) | Mouse Developmental Stage | 16289 | 58 | 660778 | | [ BMDS Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/bgee/Mouse/bgee%20Mouse%20Developmental%20Stage.ipynb) |
| [bgee](https://bgee.org/) | Mouse Anatomical Entity | 16289 | 3142 | 3163055 | | [ BMAE Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/bgee/Mouse/bgee%20Mouse%20Anatomical%20Entity.ipynb) |
| [bgee](https://bgee.org/) | Rat Sample | 15799 | 11 | 139136 | | [ BRS Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/bgee/Rat/bgee%20Rat%20Sample.ipynb) |
| [bgee](https://bgee.org/) | Rat Developmental Stage | 15799 | 2 | 22100 | | [ BRDS Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/bgee/Rat/bgee%20Rat%20Developmental%20Stage.ipynb) |
| [bgee](https://bgee.org/) | Rat Anatomical Entity | 15799 | 10 | 132835 | | [ BRAE Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/bgee/Rat/bgee%20Rat%20Anatomical%20Entity.ipynb) |
| [CCLE](https://portals.broadinstitute.org/ccle) | Cell Line CNV Profiles | 23261 | 1040 | 1144858 | [Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/CCLE+Cell+Line+Gene+CNV+Profiles) | [CCLE CNV Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/CCLE/Cell%20Line%20Gene%20CNV%20Profiles/CCLECNVprocess.m) |
| [CCLE](https://portals.broadinstitute.org/ccle) | Cell Line Gene Expression Profiles | 18022 | 1035 | 749551 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/CCLE+Cell+Line+Gene+Expression+Profiles) | [CCLE Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/CCLE/Cell%20Line%20Gene%20Expression%20Profiles/Cancer%20Cell%20Line%20Encyclopedia%20(CCLE).ipynb) |
| [CCLE](https://portals.broadinstitute.org/ccle) | Cell Line Gene Mutation Profiles | 1667 | 904 | 105921 | [Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/CCLE+Cell+Line+Gene+Mutation+Profiles) | [CCLE Mut Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/CCLE/Cell%20Line%20Gene%20Mutation%20Profiles/CCLEMutprocess.m) |
| [CCLE](https://portals.broadinstitute.org/ccle) | Cell Line Proteomics | 8959 | 375 | 122408 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/CCLE+Cell+Line+Proteomics) | [CCLE Prot Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/CCLE/Cell%20Line%20Proteomics/CCLEProteomics.ipynb) |
| [CellMarker](http://bio-bigdata.hrbmu.edu.cn/CellMarker/) | Gene-Cell Type Associations | 13607 | 7217 | 65978 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/CellMarker+Gene-Cell+Type+Associations) | [CellMarker Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/CellMarker/Gene-Cell%20Type%20Associations/CellMarker.ipynb) |
| [ChEA](https://maayanlab.cloud/chea3/) | Transcription Factor Targets 2014 | 21240 | 353 | 447756 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/ChEA+Transcription+Factor+Binding+Site+Profiles) | [ChEA 14 Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/ChEA/Transcription%20Factor%20Targets/2014/ChEATFBSPprocess.m) |
| [ChEA](https://maayanlab.cloud/chea3/) | Transcription Factor Targets 2015 | 21220 | 199 | 386625 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/ChEA+Transcription+Factor+Targets) | [ChEA 15 Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/ChEA/Transcription%20Factor%20Targets/2015/ChEAPPIprocess.m) |
| [ChEA](https://maayanlab.cloud/chea3/) | Transcription Factor Targets 2022 | 17962 | 757 | 917047 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/ChEA+Transcription+Factor+Targets+2022) | [ChEA 22 Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/ChEA/Transcription%20Factor%20Targets/2022/ChEA2022.ipynb) |
| [Chip Atlas](http://chip-atlas.org/) | Chip Atlas | 18539 | 963 | 1361218 | | [ CHPATLS Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/Chip%20Atlas/Chip_Atlas.ipynb) |
| [ClinVar](https://www.ncbi.nlm.nih.gov/clinvar/) | ClinVar | 2458 | 3291 | 3638 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/ClinVar+Gene-Phenotype+Associations) | [ClinVar Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/ClinVar/Gene-Phenotype%20Associations/ClinVar.ipynb) |
| [CMAP](https://portals.broadinstitute.org/cmap/) | CMAP | 12148 | 6100 | 1201897 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/CMAP+Signatures+of+Differentially+Expressed+Genes+for+Small+Molecules) | [CMAP Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/cmap/Signatures%20of%20Differentially%20Expressed%20Genes%20for%20Small%20Molecules/cmap.ipynb) |
| [CORUM](http://mips.helmholtz-muenchen.de/corum/#) | CORUM | 2799 | 2075 | 9015 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/CORUM+Protein+Complexes) | [CORUM Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/CORUM/Protein%20Complexes/CORUM.ipynb) |
| [CTD](http://ctdbase.org/) | Gene Chemical Interactions | 11125 | 9516 | 124344 | [Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/CTD+Gene-Chemical+Interactions) | [CTD-GCI Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/CTD/Gene-Chemical%20Interactions/CTD%20(Gene%20Chemical%20Interactions).ipynb) |
| [CTD](http://ctdbase.org/) | Gene Disease Interactions | 17252 | 5218 | 888474 | [Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/CTD+Gene-Disease+Associations) | [CTD-GDI Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/CTD/Gene-Disease%20Interactions/CTD%20(Gene%20Disease%20Interactions).ipynb) |
| [dbGAP](https://www.ncbi.nlm.nih.gov/gap) | dbGAP | 5668 | 510 | 12769 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/dbGAP+Gene-Trait+Associations) | [dbGAP Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/dbGAP/Gene-Trait%20Associations/dbGAP.ipynb) |
| [DeepCoverMOA](https://wren.hms.harvard.edu/DeepCoverMOA/) | Drug Mechanisms of Action | 7742 | 874 | 173741 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/DeepCoverMOA+Drug+Mechanisms+of+Action) | [DeepCoverMOA Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/DeepCoverMOA/Drug%20Mechanisms%20of%20Action/DeepCoverMOA.ipynb) |
| [DepMap](https://depmap.org/portal/) | CRISPR Gene Dependency | 15946 | 1095 | 697098 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/DepMap+CRISPR+Gene+Dependency) | [DepMap CRISPR Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/DepMap/CRISPR%20Gene%20Dependency/DepMapCRISPRGeneDependency.ipynb) |
| [DEPOD](https://depod.bioss.uni-freiburg.de/) | Substrates of Phosphatases | 293 | 112 | 819 | [Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/DEPOD+Substrates+of+Phosphatases) | [DEPOD Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/DEPOD/Substrates%20of%20Phosphatases/DEPODprocess.m) |
| [DisGeNET](https://disgenet.com/) | Gene-Disease Associations | 15960 | 15709 | 652358 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/DisGeNET+Gene-Disease+Associations) | [DisGeNET D Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/DisGeNET/Gene-Disease%20Associations/DisGeNETdiseases.ipynb) |
| [DisGeNET](https://disgenet.com/) | Gene-Phenotype Associations | 14002 | 6832 | 196561 | [Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/DisGeNET+Gene-Phenotype+Associations) | [DisGeNET P Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/DisGeNET/Gene-Phenotype%20Associations/DisGeNETphenotypes.ipynb) |
| [Drugbank](https://www.drugbank.ca/) | Drug Carrier | 61 | 270 | 352 | | [ DRGBNK-DC Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/Drugbank/Drugbank-Drug%20Carrier.ipynb) |
| [Drugbank](https://www.drugbank.ca/) | Drug Enzyme | 261 | 869 | 2429 | | [ DRGBNK-DE Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/Drugbank/Drugbank-Drug%20Enzyme.ipynb) |
| [Drugbank](https://www.drugbank.ca/) | Drug Target | 2368 | 4928 | 15261 | [Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/DrugBank+Drug+Targets) | [DRGBNK-DT Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/Drugbank/Drug%20Targets/Drugbank-Drug%20Target.ipynb) |
| [Drugbank](https://www.drugbank.ca/) | Drug Transporter | 154 | 609 | 1784 | | [ DRGBNK-DTRS Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/Drugbank/Drugbank-Drug%20Transporter.ipynb) |
| [DSigDB](http://tanlab.ucdenver.edu/DSigDB/DSigDBv1.0/) | Computational Drug Signatures | 18215 | 15819 | 293199 | | [ DSigDB-CDS Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/DSigDB/DSigDB%20Computational%20Drug%20Signatures.ipynb) |
| [DSigDB](http://tanlab.ucdenver.edu/DSigDB/DSigDBv1.0/) | FDA Approved Drugs | 1279 | 1205 | 12571 | | [ DSigDB-FAD Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/DSigDB/DSigDB%20FDA%20Approved%20Drugs.ipynb) |
| [DSigDB](http://tanlab.ucdenver.edu/DSigDB/DSigDBv1.0/) | Kinase Inhibitors | 404 | 1150 | 16240 | | [ DSigDB-KI Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/DSigDB/DSigDB%20Kinase%20Inhibitors.ipynb) |
| [DSigDB](http://tanlab.ucdenver.edu/DSigDB/DSigDBv1.0/) | Perturbagen Signatures | 10933 | 1163 | 158860 | | [ DSigDB-PS Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/DSigDB/DSigDB%20Perturbagen%20Signatures.ipynb) |
| [ENCODE](https://www.encodeproject.org/) | Histone Modification Site Profiles | 22004 | 435 | 4453880 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/ENCODE+Histone+Modification+Site+Profiles) | [ENCODE-HM SCript](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/Encode/Histone%20Modification%20Site%20Profiles/ENCODEhmprocess.m) |
| [ENCODE](https://www.encodeproject.org/) | Transcription Factors | 22449 | 181 | 1651393 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/ENCODE+Transcription+Factor+Targets) | [ENCODE-TF Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/Encode/Transcription%20Factor%20Targets/ENCODE%20(Transcription%20Factors).ipynb) |
| [ENCODE](https://www.encodeproject.org/) | Transcription Factors - Binding Sites | 22467 | 1679 | 8803414 | [Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/ENCODE+Transcription+Factor+Binding+Site+Profiles) | [ENCODE-TF-BS Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/Encode/Transcription%20Factor%20Binding%20Site%20Profiles/ENCODE%20(Transcription%20Factors%20-%20Binding%20Sites).ipynb) |
| [ESCAPE](http://www.maayanlab.net/ESCAPE/) | ESCAPE | 16645 | 228 | 212441 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/ESCAPE+Omics+Signatures+of+Genes+and+Proteins+for+Stem+Cells) | [ESCAPE Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/ESCAPE/Omics%20Signatures%20of%20Genes%20and%20Proteins%20for%20Stem%20Cells/ESCAPE%20(gene%20target).ipynb) |
| [GAD](https://geneticassociationdb.nih.gov/) | Gene-Disease Associations | 10697 | 12774 | 74928 | [Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/GAD+Gene-Disease+Associations) | [GAD Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/GAD/Gene-Disease%20Associations/GAD%20(Gene-Disease%20Associations).ipynb) |
| [GAD](https://geneticassociationdb.nih.gov/) | High Level Gene-Disease Associations | 8013 | 18 | 28182 | [Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/GAD+High+Level+Gene-Disease+Associations) | [HL-GAD Script](https://github.com/MaayanLab/HarmonizomePythonScripts/tree/master/GAD/High%20Level%20Gene-Disease%20Associations) |
| [GDSC](https://www.cancerrxgene.org/) | Cell Line Gene Expression Profiles | 11704 | 624 | 280242 | [ Harmonizome]() | [GDSC Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/GDSC/GDSC.ipynb) |
| [GeneRIF](https://www.ncbi.nlm.nih.gov/gene/about-generif) | GeneRIF | 15201 | 91042 | 2549478 | [Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/GeneRIF+Biological+Term+Annotations) | [GeneRIF Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/GeneRIF/Biological%20Term%20Annotations/GeneRIF.ipynb) |
| [GeneSigDB](https://www.genesigdb.org/) | GeneSigDB | 19508 | 3515 | 416256 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/GeneSigDB+Published+Gene+Signatures) | [GeneSigDB Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/GeneSigDB/Published%20Gene%20Signatures/GeneSigDB.ipynb) |
| [GEO]() | Diseases | 18516 | 233 | 139800 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/GEO+Signatures+of+Differentially+Expressed+Genes+for+Diseases) | [GEO Disease Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/GEO/Signatures%20of%20Differentially%20Expressed%20Genes%20for%20Diseases/GEOdiseaseprocess.m) |
| [GEO](https://www.ncbi.nlm.nih.gov/geo/) | Gene perturbations | 21050 | 739 | 348486 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/GEO+Signatures+of+Differentially+Expressed+Genes+for+Gene+Perturbations) | [GEO Gene Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/GEO/Signatures%20of%20Differentially%20Expressed%20Genes%20for%20Gene%20Perturbations/GEOgeneprocess.m) |
| [GEO](https://www.ncbi.nlm.nih.gov/geo/) | Kinase perturbations | 19788 | 285 | 171000 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/GEO+Signatures+of+Differentially+Expressed+Genes+for+Kinase+Perturbations) | [GEO Kinase Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/GEO/Signatures%20of%20Differentially%20Expressed%20Genes%20for%20Kinase%20Perturbations/GEOkinaseprocess.m) |
| [GEO](https://www.ncbi.nlm.nih.gov/geo/) | Small Molecules | 21332 | 415 | 318502 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/GEO+Signatures+of+Differentially+Expressed+Genes+for+Small+Molecules) | [GEO SM Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/GEO/Signatures%20of%20Differentially%20Expressed%20Genes%20for%20Small%20Molecules/GEOchemicalprocess.m) |
| [GEO](https://www.ncbi.nlm.nih.gov/geo/) | Transcription Factor Perturbations | 19279 | 154 | 150869 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/GEO+Signatures+of+Differentially+Expressed+Genes+for+Transcription+Factor+Perturbations) | [GEO TF SCript](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/GEO/Signatures%20of%20Differentially%20Expressed%20Genes%20for%20Transcription%20Factor%20Perturbations/GEOtfprocess.m) |
| [GEO](https://www.ncbi.nlm.nih.gov/geo/) | Viruses | 19778 | 366 | 222662 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/GEO+Signatures+of+Differentially+Expressed+Genes+for+Viral+Infections) | [GEO Virus Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/GEO/Signatures%20of%20Differentially%20Expressed%20Genes%20for%20Viral%20Infections/GEOvirusprocess.m) |
| [GlyGen](https://glygen.org/) | Glycosylated Proteins | 2231 | 1910 | 20486 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/GlyGen+Glycosylated+Proteins) | [GlyGen Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/GlyGen/Glycosylated%20Proteins/GlyGen.ipynb) |
| [GO](http://www.geneontology.org/) | Biological Processes 2015 | 15717 | 13212 | 969303 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/GO+Biological+Process+Annotations+2015) | [GO-BP Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/GO/Biological%20Processes/2015/Gene%20Ontology%20(GO)%20Biological%20Process.ipynb) |
| [GO](http://www.geneontology.org/) | Biological Processes 2023 | 14811 | 12318 | 198050 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/GO+Biological+Process+Annotations+2023) | [GO-BP-23 Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/GO/Biological%20Processes/2023/GOBiologicalProcesses23.ipynb) |
| [GO](http://www.geneontology.org/) | Cellular Components 2015 | 16757 | 1547 | 258969 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/GO+Cellular+Component+Annotations+2015) | [GO-CC Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/GO/Cellular%20Components/2015/Gene%20Ontology%20(GO)%20Cellular%20Component.ipynb) |
| [GO](http://www.geneontology.org/) | Cellular Components 2023 | 11089 | 926 | 41883 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/GO+Cellular+Component+Annotations+2023) | [GO-CC-23 Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/GO/Cellular%20Components/2023/GOCellularComponents23.ipynb) |
| [GO](http://www.geneontology.org/) | Molecular Functions 2015 | 15777 | 4162 | 223181 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/GO+Molecular+Function+Annotations+2015) | [GO-MF Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/GO/Molecular%20Functions/2015/Gene%20Ontology%20(GO)%20Molecular%20Function.ipynb) |
| [GO](http://www.geneontology.org/) | Molecular Functions 2023 | 12478 | 3851 | 50339 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/GO+Molecular+Function+Annotations+2023) | [GO-MF-23 Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/GO/Molecular%20Functions/2023/GOMolecularFunctions23.ipynb) |
| [GTEx](https://www.gtexportal.org/home/) | eQTL | 149 | 7815 | 149 | [Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/GTEx+eQTL) | [GTEx eQTL Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/GTEx/eQTL/GTExeQTLprocess.m) |
| [GTEx](https://www.gtexportal.org/home/) | Sample | 19247 | 2918 | 8421 | [Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/GTEx+Tissue+Sample+Gene+Expression+Profiles) | [GTEx Sample Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/GTEx/Sample/GTEx%20Sample.ipynb) |
| [GTEx](https://www.gtexportal.org/home/) | Tissues 2015 | 25557 | 29 | 112583 | Enrichr[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/GTEx+Tissue+Gene+Expression+Profiles) | [GTEx Tissue Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/GTEx/Tissue%20Gene%20Expression%20Profiles/2015/GTEx%20Tissue.ipynb) |
| [GTEx](https://www.gtexportal.org/home/) | Tissues 2023 | 17369 | 54 | 108000 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/GTEx+Tissue+Gene+Expression+Profiles+2023) | [GTEx Tissue 23 Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/GTEx/Tissue%20Gene%20Expression%20Profiles/2023/GTExTissue.ipynb) |
| [GTEx](https://www.gtexportal.org/home/) | Tissue-Specific Aging Signaures | 10050 | 86 | 26267 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/GTEx+Tissue-Specific+Aging+Signatures) | [GTEx AS Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/GTEx/Tissue-Specific%20Aging%20Signatures/GTExAgingSignatures.ipynb) |
| [Guide to Pharmacology](http://www.guidetopharmacology.org/) | Chemical Ligands of Receptors | 899 | 4893 | 9376 | [Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/Guide+to+Pharmacology+Chemical+Ligands+of+Receptors) | [ GTP-CLR Tissue Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/Guide%20to%20Pharmacology/Chemical%20Ligands%20of%20Receptors/Guide%20to%20Pharmacology%20(Chemical%20Ligands%20of%20Receptors).ipynb) |
| [Guide to Pharmacology](http://www.guidetopharmacology.org/) | Protein Ligands of Receptors | 187 | 211 | 410 | [Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/Guide+to+Pharmacology+Protein+Ligands+of+Receptors) | [ GTP-PLR Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/Guide%20to%20Pharmacology/Protein%20Ligands%20of%20Receptors/Guide%20to%20Pharmacology%20(Protein%20Ligands%20of%20Receptors).ipynb) |
| [GWAS Catalog](https://www.ebi.ac.uk/gwas/) | GWAS Catalog | 4356 | 1007 | 8253 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/GWAS+Catalog+SNP-Phenotype+Associations) | [GWAS Catalog Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/GWAS%20Catalog/SNP-Phenotype%20Associations/GWAS%20Catalog.ipynb) |
| [GWASdb](http://jjwanglab.org/gwasdb) | Disease | 11804 | 585 | 217321 | [Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/GWASdb+SNP-Disease+Associations) | [GWASdb Disease Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/GWASdb/SNP-Disease%20Associations/GWASdb-Disease.ipynb) |
| [GWASdb](http://jjwanglab.org/gwasdb) | Phenotype | 12487 | 822 | 274553 | [Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/GWASdb+SNP-Phenotype+Associations) | [GWASdb Phenotype Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/GWASdb/SNP-Phenotype%20Associations/GWASdb-Phenotype.ipynb) |
| [Heiser et al., PNAS, 2011](https://www.ebi.ac.uk/biostudies/arrayexpress/studies/E-MTAB-181) | Cell Line Gene Expression Profiles | 15144 | 56 | 196872 | [Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/Heiser+et+al.,+PNAS,+2011+Cell+Line+Gene+Expression+Profiles) | [Heiser Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/Heiser%20et%20al./Cell%20Line%20Gene%20Expression%20Profiles/Heiserprocess.m) |
| [HMDB](http://www.hmdb.ca/) | Metabolites of Enzymes | 5326 | 22137 | 845725 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/HMDB+Metabolites+of+Enzymes) | [HMDB Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/HMDB/Metabolites%20of%20Enzymes/2015/HMDB.ipynb) |
| [HPA](https://www.proteinatlas.org/) | Cell Line Gene Expression Profiles | 15372 | 43 | 102943 | [Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/HPA+Cell+Line+Gene+Expression+Profiles) | [HPA CL Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/HPA/Cell%20Line%20Gene%20Expression%20Profiles/The%20Human%20Protein%20Atlas%20(THPA)%20Celline%20(RNA-seq).ipynb) |
| [HPA](https://www.proteinatlas.org/) | Tissue Gene Expression Profiles | 17423 | 31 | 81082 | [Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/HPA+Tissue+Gene+Expression+Profiles) | [HPA TG Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/HPA/Tissue%20Gene%20Expression%20Profiles/HPAtissuesmrnaprocess.m) |
| [HPA](https://www.proteinatlas.org/) | Tissue Protein Expression Profiles | 15704 | 44 | 138576 | [Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/HPA+Tissue+Protein+Expression+Profiles) | [HPA TP Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/HPA/Tissue%20Protein%20Expression%20Profiles/HPAtissuesproteinprocess.m) |
| [HPA](https://www.proteinatlas.org/) | Tissue Sample Gene Expression Profiles | 16657 | 121 | 303267 | [Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/HPA+Tissue+Sample+Gene+Expression+Profiles) | [HPA TS SCript](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/HPA/Tissue%20Sample%20Gene%20Expression%20Profiles/HPAsamplesprocess.m) |
| [HPM](http://www.humanproteomemap.org/) | Cell Type and Tissue Protein Expression Profiles | 4361 | 4 | 4361 | [Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/HPM+Cell+Type+and+Tissue+Protein+Expression+Profiles) | [HPM SCript](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/HPM/Cell%20Type%20and%20Tissue%20Protein%20Expression%20Profiles/HPMprocess.m) |
| [hu.MAP](http://proteincomplexes.org/) | hu.MAP | 7669 | 7669 | 126176 | Enrichr | [ hu.MAP Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/hu.MAP/hu.MAP.ipynb) |
| [HPO](https://hpo.jax.org/) | Human Phenotype Ontology | 3158 | 6842 | 304995 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/HPO+Gene-Disease+Associations) | [HPO Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/HPO/Gene-Disease%20Associations/Human%20Phenotype%20Ontology.ipynb) |
| [Hub Proteins](https://maayanlab.cloud/X2K/) | PPIs | 9362 | 289 | 58320 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/Hub+Proteins+Protein-Protein+Interactions) | [Hub Proteins Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/Hub%20Proteins/Protein-Protein%20Interactions/hubsprocess.m) |
| [HuBMAP](https://hubmapconsortium.org/) | ASCT+B Annotations | 1532 | 1319 | 5279 | [Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/HuBMAP+ASCT$plus$B+Annotations) | [ASCT+B Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/HuBMAP/ASCT%2BB/hubmapasctb.ipynb) |
| [HuBMAP](https://hubmapconsortium.org/) | Azimuth Cell Type Annotations | 3560 | 1426 | 13757 | [Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/HuBMAP+Azimuth+Cell+Type+Annotations) | [Azimuth Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/HuBMAP/Asimuth%20Cell%20Type%20Annotations/HuBMAPAzimuth.ipynb) |
| [HuGE Navigator](https://phgkb.cdc.gov/PHGKB/hNHome.action) | Gene Phenotype Associations | 12047 | 2752 | 141789 | [Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/HuGE+Navigator+Gene-Phenotype+Associations) | [HuGE Navigator Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/HuGE%20Navigator/Gene-Phenotype%20Associations/HuGENavigatorprocess.m) |
| [HumanCyc](https://humancyc.org/) | Pathways | 932 | 286 | 1839 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/HumanCyc+Pathways) | [HumanCyc Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/HumanCyc/Pathways/HumanCycprocess.m) |
| [IMPC](https://www.mousephenotype.org/) | Knockout Mouse Phenotypes | 6763 | 667 | 36451 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/IMPC+Knockout+Mouse+Phenotypes) | [KOMP Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/IMPC/Knockout%20Mouse%20Phenotypes/KOMP.ipynb) |
| [InterPro](https://www.ebi.ac.uk/interpro/) | Predicted Protein Domain Annotations | 18002 | 11015 | 62614 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/InterPro+Predicted+Protein+Domain+Annotations) | [InterPro Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/InterPro/Predicted%20Protein%20Domain%20Annotations/InterProprocess.m) |
| [Jaspar](https://jaspar.elixir.no/) | Predicted Transcription Factor Targets | 21372 | 111 | 148061 | [Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/JASPAR+Predicted+Transcription+Factor+Targets) | [Jaspar Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/Jaspar%20PWMs/Predicted%20Transcription%20Factor%20Targets/JasparPWMsprocess.m) |
| [Jensen Lab COMPARRTMENTS](https://compartments.jensenlab.org/Search) | Curated Protein Localization Evidence Scores | 16736 | 1463 | 328722 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/COMPARTMENTS+Curated+Protein+Localization+Evidence+Scores) | [JL-C-CU Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/COMPARTMENTS/Curated%20Protein%20Localization%20Evidence%20Scores/COMPARTMENTScuratedprocess.m) |
| [Jensen Lab COMPARRTMENTS](https://compartments.jensenlab.org/Search) | Experimental Protein Localization Evidence Scores | 6495 | 59 | 91061 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/COMPARTMENTS+Experimental+Protein+Localization+Evidence+Scores) | [JL-C-EX Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/COMPARTMENTS/Experimental%20Protein%20Localization%20Evidence%20Scores/COMPARTMENTSexptsprocess.m) |
| [Jensen Lab COMPARRTMENTS](https://compartments.jensenlab.org/Search) | Text-mining Protein Localization Evidence Scores | 14375 | 2081 | 546634 | Enrichr[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/COMPARTMENTS+Text-mining+Protein+Localization+Evidence+Scores) | [JL-C-TM Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/COMPARTMENTS/Text-mining%20Protein%20Localization%20Evidence%20Scores/COMPARTMENTStextminingprocess.m) |
| [Jensen Lab DISEASES](https://diseases.jensenlab.org/Search) | Curated Gene-Disease Association Evidence Scores | 2252 | 770 | 18144 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/DISEASES+Curated+Gene-Disease+Association+Evidence+Scores) | [JL-D-CU Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/DISEASES/Curated%20Gene-Disease%20Association%20Evidence%20Scores/DISEASEScuratedprocess.m) |
| [Jensen Lab DISEASES](https://diseases.jensenlab.org/Search) | Experimental Gene-Disease Association Evidence Scores | 4055 | 350 | 35164 | Enrichr[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/DISEASES+Experimental+Gene-Disease+Association+Evidence+Scores) | [JL-D-EX Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/DISEASES/Experimental%20Gene-Disease%20Association%20Evidence%20Scores/DISEASESexptsprocess.m) |
| [Jensen Lab DISEASES](https://diseases.jensenlab.org/Search) | Text-mining Gene-Disease Association Evidence Scores | 1509 | 4628 | 832618 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/DISEASES+Text-mining+Gene-Disease+Association+Evidence+Scores) | [JL-D-TM Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/DISEASES/Text-mining%20Gene-Disease%20Association%20Evidence%20Scores/DISEASEStextminingprocess.m) |
| [Jensen Lab TISSUES](https://tissues.jensenlab.org/Search) | Curated Tissue Protein Expression Evidence Scores | 16215 | 643 | 357442 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/TISSUES+Curated+Tissue+Protein+Expression+Evidence+Scores) | [JL-T-CU Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/TISSUES/Curated%20Tissue%20Protein%20Expression%20Evidence%20Scores/TISSUEScuratedprocess.m) |
| [Jensen Lab TISSUES](https://tissues.jensenlab.org/Search) | Experimental Tissue Protein Expression Evidence Scores | 15505 | 243 | 274154 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/TISSUES+Experimental+Tissue+Protein+Expression+Evidence+Scores) | [JL-T-EX Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/TISSUES/Experimental%20Tissue%20Protein%20Expression%20Evidence%20Scores/TISSUESexptsprocess.m) |
| [Jensen Lab TISSUES](https://tissues.jensenlab.org/Search) | Text-mining Tissue Protein Expression Evidence Scores | 16184 | 4187 | 1836577 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/TISSUES+Text-mining+Tissue+Protein+Expression+Evidence+Scores) | [JL-T-TM Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/TISSUES/Text-mining%20Tissue%20Protein%20Expression%20Evidence%20Scores/TISSUEStextminingprocess.m) |
| [KEA](https://maayanlab.cloud/kea3/) | Substrates of Kinases | 3406 | 457 | 12161 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/KEA+Substrates+of+Kinases) | [KEA Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/KEA/Substrates%20of%20Kinases/KEAprocess.m) |
| [KEGG](https://www.kegg.jp/kegg/download/) | Pathways | 3947 | 200 | 9324 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/KEGG+Pathways) | [KEGG Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/KEGG/Pathways/KEGGprocess.m) |
| [Kinase Library](https://kinase-library.phosphosite.org/site) | Serine Threonine Kinome Atlas | 5046 | 303 | 303000 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/Kinase+Library+Serine+Threonine+Kinome+Atlas) | [KL-ST Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/KinaseLibrary/Serine%20Threonine%20Kinome%20Atlas/KinaseLibrary.ipynb) |
| [Kinase Library](https://kinase-library.phosphosite.org/site) | Tyrosine Kinome Atlas | 1457 | 93 | 9300 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/Kinase+Library+Tyrosine+Kinome+Atlas) | [KL-T Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/KinaseLibrary/Tyrosine%20Kinome%20Atlas/TyrosineKinome.ipynb) |
| [Klijn et al. Nat. Biotechnol. 2015](https://www.nature.com/articles/nbt.3080) | Cell Line Gene CNV Profiles | 24917 | 668 | 2495455 | [Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/Klijn+et+al.,+Nat.+Biotechnol.,+2015+Cell+Line+Gene+CNV+Profiles) | [Klijn CNV Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/Klijn%20et%20al./Cell%20Line%20Gene%20CNV%20Profiles/KlijnCNVprocess.m) |
| [Klijn et al. Nat. Biotechnol. 2015](https://www.nature.com/articles/nbt.3080) | Cell Line Gene Expression Profiles | 13942 | 650 | 1357824 | [Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/Klijn+et+al.,+Nat.+Biotechnol.,+2015+Cell+Line+Gene+Expression+Profiles) | [Klijn Expr Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/Klijn%20et%20al./Cell%20Line%20Gene%20Expression%20Profiles/KlijnmRNAprocess.m) |
| [Klijn et al. Nat. Biotechnol. 2015](https://www.nature.com/articles/nbt.3080) | Cell Line Gene Mutation Profiles | 14367 | 676 | 133818 | [Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/Klijn+et+al.,+Nat.+Biotechnol.,+2015+Cell+Line+Gene+Mutation+Profiles) | [Klijn Mut Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/Klijn%20et%20al./Cell%20Line%20Gene%20Mutation%20Profiles/Klijnmutprocess.m) |
| [KnockTF](https://bio.liclab.net/KnockTFv1/) | Gene Expression Profiles with Transcription Factor Perturbations | 17964 | 566 | 105586 | [Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/KnockTF+Gene+Expression+Profiles+with+Transcription+Factor+Perturbations) | [KnockTF Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/KnockTF/Gene%20Expression%20Profiles%20with%20Transcription%20Factor%20Perturbations/knockTF.ipynb) |
| [LINCS Kinativ](https://lincs.hms.harvard.edu/about/approach/assays/) | Kinase Inhibitor Bioactivity Profiles | 102 | 23 | 149 | [Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/LINCS+Kinativ+Kinase+Inhibitor+Bioactivity+Profiles) | [Kinativ Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/LINCS%20Kinativ/Kinase%20Inhibition%20Bioactivity%20Profiles/kinativprocess.m) |
| [LINCS KinomeScan](https://lincs.hms.harvard.edu/kinomescan/) | Kinase Inhibitor Targets | 277 | 71 | 2057 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/LINCS+KinomeScan+Kinase+Inhibitor+Targets) | [KinomeScan Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/LINCS%20KinomeScan/Kinase%20Inhibitor%20Targets/KinomeScanprocess.m) |
| [LINCS L1000 CMAP](https://clue.io/) | Signatures of Differentially Expressed Genes for Small Molecules | 8347 | 30970 | 4184199 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/LINCS+L1000+CMAP+Signatures+of+Differentially+Expressed+Genes+for+Small+Molecules) | [L1000 Chem Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/LINCS%20L1000%20CMap/Signatures%20of%20Differentially%20Expressed%20Genes%20for%20Small%20Molecules/L1000chemicalprocess.m) |
| [LINCS L1000 CMAP](https://maayanlab.cloud/sigcom-lincs/#/Download) | CRISPR Knockout Consensus Signatures | 9551 | 5049 | 2517262 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/LINCS+L1000+CMAP+CRISPR+Knockout+Consensus+Signatures) | [L1000 CRISPR CS Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/LINCS%20L1000%20CMap/CRISPR%20Knockout%20Consensus%20Signatures/LINCSL1000CRISPRKO.ipynb) |
| [LINCS L1000 CMAP](https://maayanlab.cloud/sigcom-lincs/#/Download) | Chemical Perturbation Consensus Signatures | 12126 | 23913 | 5086167 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/LINCS+L1000+CMAP+Chemical+Perturbation+Consensus+Signatures) | [L1000 Chem CS Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/LINCS%20L1000%20CMap/Chemical%20Perturbations%20Consensus%20Signatures/L1000ChemPert.ipynb) |
| LOCATE | Curated Protein Localization Annotations | 9639 | 78 | 79181 | [Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/LOCATE+Curated+Protein+Localization+Annotations) | [LOCATE Cur Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/LOCATE/Curated%20Protein%20Localization%20Annotations/locateprocess.m) |
| LOCATE | Predicted Protein Localization Annotations | 19744 | 24 | 154683 | [Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/LOCATE+Predicted+Protein+Localization+Annotations) | [LOCATE Pred Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/LOCATE/Predicted%20Protein%20Localization%20Annotations/locatepredictedprocess.m) |
| [MGI](http://www.informatics.jax.org/function.shtml) | Mouse Phenotype Associations 2015 | 7798 | 8579 | 466673 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/MPO+Gene-Phenotype+Associations) | [MGI 15 Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/MGI/Mouse%20Phenotype%20Associations/2015/Mouse%20Gene%20Ontology%20(MGI).ipynb) |
| [MGI](http://www.informatics.jax.org/function.shtml) | Mouse Phenotype Associations 2023 | 12894 | 10234 | 201654 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/MGI+Mouse+Phenotype+Associations+2023) | [MGI 23 Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/MGI/Mouse%20Phenotype%20Associations/2023/MGIMousePhenotype.ipynb) |
| [miRTarBase](http://mirtarbase.mbc.nctu.edu.tw/php/index.php) | miRTarBase | 12086 | 596 | 37415 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/MiRTarBase+microRNA+Targets) | [ miRTarBase Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/miRTarBase/miRTarBase.ipynb) |
| [MotifMap](https://motifmap-rna.ics.uci.edu/) | Predicted Transcription Factor Targets | 20429 | 329 | 158770 | [Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/MotifMap+Predicted+Transcription+Factor+Targets) | [MotifMap Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/MotifMap/Predicted%20Transcription%20Factor%20Targets/motifmapprocess.m) |
| [MoTrPAC](https://www.motrpac.org/) | Rat Endurance Exercise Training | 8833 | 160 | 22075 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/MoTrPAC+Rat+Endurance+Exercise+Training) | [MoTrPAC Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/MoTrPAC/Rat%20Endurance%20Exercise%20Training/MoTrPAC.ipynb) |
| [MSigDB](https://www.gsea-msigdb.org/gsea/msigdb/collections.jsp) | Cancer Gene Co-expression Modules | 4869 | 356 | 41327 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/MSigDB+Cancer+Gene+Co-expression+Modules) | [MSigDB COMP Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/MSigDB/Cancer%20Gene%20Co-expressed%20Modules/msigdbcompprocess.m) |
| [MSigDB](https://www.gsea-msigdb.org/gsea/msigdb/collections.jsp) | Signatures of DEGs for Cancer Gene Perturbations | 10764 | 90 | 29967 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/MSigDB+Signatures+of+Differentially+Expressed+Genes+for+Cancer+Gene+Perturbations) | [MSigDB GP Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/MSigDB/Signatures%20of%20Differentially%20Expressed%20Genes%20for%20Cancer%20Gene%20Perturbations/msigdboncprocess.m) |
| [MW](https://www.metabolomicsworkbench.org/) | Enzyme Metabolite Associations | 1050 | 734 | 4921 | [Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/MW+Enzyme+Metabolite+Associations) | [MW Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/MW/Enzyme%20Metabolite%20Associations/MWMetabolites.ipynb) |
| NURSA | PPIs | 1127 | 1127 | 4258 | [Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/NURSA+Protein-Protein+Interactions) | [NURSA PPI Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/NURSA/Protein-Protein%20Interactions/NURSAPPIprocess.m) |
| NURSA | Protein Complexes | 9783 | 1796 | 280542 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/NURSA+Protein+Complexes) | [NURSA Complex Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/NURSA/Protein%20Complexes/NURSAprocess.m) |
| [OMIM](https://www.omim.org/downloads/) | Gene-Disease Associations | 4552 | 6175 | 6666 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/OMIM+Gene-Disease+Associations) | [OMIM Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/OMIM/Gene-Disease%20Associations/OMIMprocess.m) |
| [PANTHER](https://pantherdb.org/) | Pathways | 1962 | 145 | 4255 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/PANTHER+Pathways) | [PANTHER Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/PANTHER/Pathways/PANTHERprocess.m) |
| [Pathway Commons](https://www.pathwaycommons.org/) | Protein-Protein Interactions | 16291 | 18511 | 1125042 | [Harmonizome](https://www.google.com/url?q=https://maayanlab.cloud/Harmonizome/dataset/Pathway%2BCommons%2BProtein-Protein%2BInteractions&sa=D&source=editors&ust=1735848032736977&usg=AOvVaw0o2xp1WgKHMIWHe6C5tjQl) | [ PCPPI Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/Pathway%20Commons/Pathway%20Commons%20Protein-Protein%20Interactions.ipynb) |
| [Pathway Commons](https://www.pathwaycommons.org/) | Pathways | 11164 | 51319 | 1257932 | | [ PCP Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/Pathway%20Commons/Pathway%20Commons%20Pathways.ipynb) |
| [PFOCR](https://pfocr.wikipathways.org/) | Pathway Figure Associations 2023 | 13173 | 35464 | 307416 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/PFOCR+Pathway+Figure+Associations+2023) | [PFOCR 23 Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/PFOCR/Pathway%20Figure%20Associations/2023/PFOCR.ipynb) |
| [PFOCR](https://pfocr.wikipathways.org/) | Pathway Figure Associations 2024 | 14162 | 54337 | 445404 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/PFOCR+Pathway+Figure+Associations+2024) | [PFOCR 24 Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/PFOCR/Pathway%20Figure%20Associations/2024/PFOCR24.ipynb) |
| [PheWeb](http://pheweb.sph.umich.edu/) | PheWeb | 9116 | 1161 | | Enrichr | [PheWeb Scripts](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/PheWeb/PheWeb.ipynb) |
| [Phosphosite Textmining](https://www.phosphosite.org/homeAction.action) | Biological Term Annotations | 2857 | 882 | 148171 | [Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/Phosphosite+Textmining+Biological+Term+Annotations) | [Phosphosite TM Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/Phosphosite%20Textmining/Biological%20Term%20Annotations/PhosphositeTextminingprocess.m) |
| [PhosphoSitePlus](https://www.phosphosite.org/homeAction.action) | Substrestes of Kinases | 2447 | 359 | 6013 | [Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/PhosphoSitePlus+Substrates+of+Kinases) | [PSP Kinase Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/PhosphoSitePlus/Substrates%20of%20Kinases/PhosphoSitePlusprocess.m) |
| [PhosphoSitePlus](https://www.phosphosite.org/homeAction.action) | Phosphosite-Disease Associations | 212 | 140 | 356 | [Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/PhosphoSitePlus+Phosphosite-Disease+Associations) | [PSP Disease Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/PhosphoSitePlus/Phosphosite-Disease%20Associations/PhosphositePlusdiseaseprocess.m) |
| [PID](https://github.com/NCIP/pathway-interaction-database/tree/master/download) | Pathways | 2510 | 223 | 8027 | [Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/PID+Pathways) | [PID Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/PID/Pathways/PIDprocess.m) |
| [ProteomicsDB](https://www.proteomicsdb.org/) | Cell Type and Tissue Protein Expression Profiles | 2776 | 53 | 21921 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/ProteomicsDB+Cell+Type+and+Tissue+Protein+Expression+Profiles) | [Proteomics DB Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/ProteomicsDB/Cell%20Type%20and%20Tissue%20Protein%20Expression%20Profiles/ProteomicsDBprocess.m) |
| [Reactome](https://reactome.org/) | Pathways 2014 | 7535 | 1638 | 83680 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/Reactome+Pathways+2014) | [Reactome 14 Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/Reactome/Pathways/2014/Reactome.ipynb) |
| [Reactome](https://reactome.org/) | Pathways 2024 | 11101 | 2709 | 125313 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/Reactome+Pathways+2024) | [Reactome 24 Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/Reactome/Pathways/2024/ReactomePathways24.ipynb) |
| [Roadmap Epigenomics](http://www.roadmapepigenomics.org/) | Cell and Tissue DNA Methylation | 13690 | 24 | 49514 | [Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/Roadmap+Epigenomics+Cell+and+Tissue+DNA+Methylation+Profiles) | [Roadmap DNA Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/Roadmap%20Epigenomics/Cell%20and%20Tissue%20DNA%20Methylation%20Profiles/RoadmapEpigenomicsDNAMethylationprocess.m) |
| [Roadmap Epigenomics](http://www.roadmapepigenomics.org/) | Cell and Tissue Expression | 12824 | 57 | 109318 | [Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/Roadmap+Epigenomics+Cell+and+Tissue+Gene+Expression+Profiles) | [Roadmap Epigenomics Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/Roadmap%20Epigenomics/Cell%20and%20Tissue%20Gene%20Expression%20Profiles/Roadmap%20Epigenomics%20(Cell%20and%20Tissue%20Expression).ipynb) |
| [Roadmap Epigenomics](http://www.roadmapepigenomics.org/) | Histone Modification Site Profiles | 21031 | 383 | 895131 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/Roadmap+Epigenomics+Histone+Modification+Site+Profiles) | [Roadmap HM Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/Roadmap%20Epigenomics/Histone%20Modification%20Site%20Profiles/RoadmapEpigenomicsHistoneModificationprocess.m) |
| [Sanger Dependency Map](https://depmap.sanger.ac.uk/) | Cancer Cell Line Proteomics | 8087 | 949 | 186983 | [Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/Sanger+Dependency+Map+Cancer+Cell+Line+Proteomics) | [Sanger Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/Sanger%20DepMap/Cancer%20Cell%20Line%20Proteomics/SangerProteomics.ipynb) |
| SILAC Phosphoproteomics | Signatures of Differentially Phosphorylated Proteins for Drugs | 2770 | 23 | 5808 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/SILAC+Phosphoproteomics+Signatures+of+Differentially+Phosphorylated+Proteins+for+Drugs) | [SILAC Drug Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/SILAC%20Phosphoproteomics/Signatures%20of%20Differentially%20Phosphorylated%20Proteins%20for%20Drugs/SILACdrugprocess.m) |
| SILAC Phosphoproteomics | Signatures of Differentially Phosphorylated Proteins for Gene Perturbations | 203 | 10 | 840 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/SILAC+Phosphoproteomics+Signatures+of+Differentially+Phosphorylated+Proteins+for+Gene+Perturbations) | [SILAC Gene Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/SILAC%20Phosphoproteomics/Signatures%20of%20Differentially%20Phosphorylated%20Proteins%20for%20Gene%20Perturbations/SILACgeneprocess.m) |
| SILAC Phosphoproteomics | Signatures of Differentially Phosphorylated Proteins for Protein Ligands | 2022 | 9 | 5439 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/SILAC+Phosphoproteomics+Signatures+of+Differentially+Phosphorylated+Proteins+for+Protein+Ligands) | [SILAC Protein Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/SILAC%20Phosphoproteomics/Signatures%20of%20Differentially%20Phosphorylated%20Proteins%20for%20Protein%20Ligands/SILACligandprocess.m) |
| [SynGO](https://www.syngoportal.org/) | Synaptic Gene Anntoations | 1593 | 267 | 3906 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/SynGO+Synaptic+Gene+Annotations) | [SynGO Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/SynGO/Synaptic%20Gene%20Annotations/SynGO.ipynb) |
| [Tabula Sapiens](https://tabula-sapiens.sf.czbiohub.org/) | Gene-Cell Associations | 8184 | 469 | 46900 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/Tabula+Sapiens+Gene-Cell+Associations) | [Tabula Sapiens Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/Tabula%20Sapiens/Gene-Cell%20Associations/TabulaSapiens.ipynb) |
| [TargetScan](http://www.targetscan.org/vert_72/) | Predicted Conserved microRNA Targets | 14923 | 1537 | 513997 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/TargetScan+Predicted+Conserved+microRNA+Targets) | [ TargetScanHuman Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/Roadmap%20Epigenomics/Cell%20and%20Tissue%20Gene%20Expression%20Profiles/Roadmap%20Epigenomics%20(Cell%20and%20Tissue%20Expression).ipynb) |
| [TargetScan](http://www.targetscan.org/vert_72/) | Predicted Nonconserved microRNA Targets | 18046 | 1539 | 627926 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/TargetScan+Predicted+Nonconserved+microRNA+Targets) | [TargetScanHuman Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/Roadmap%20Epigenomics/Cell%20and%20Tissue%20Gene%20Expression%20Profiles/Roadmap%20Epigenomics%20(Cell%20and%20Tissue%20Expression).ipynb) |
| [TCGA](https://cancergenome.nih.gov/) | Signatures of Differentially Expressed Genes for Tumors | 19791 | 5904 | 4366695 | [ Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/TCGA+Signatures+of+Differentially+Expressed+Genes+for+Tumors) | [TCGA Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/TCGA/Signatures%20of%20Differentially%20Expressed%20Genes%20for%20Tumors/TCGAprocess.m) |
| [TCGA](https://cancergenome.nih.gov/) | Adrenocortical Carcinoma | 18423 | 79 | 72970 | | [ TCGA-ACC Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/TCGA/The%20Cancer%20Gene%20Atlas%20Cancer%20(TCGA)%20-%20Adrenocortical%20Carcinoma%20(ACC).ipynb) |
| [TCGA](https://cancergenome.nih.gov/) | Bladder Urothelial Carcinoma | 18549 | 430 | 398197 | | [ TCGA-BLCA Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/TCGA/The%20Cancer%20Gene%20Atlas%20Cancer%20(TCGA)%20-%20Bladder%20Urothelial%20Carcinoma%20(BLCA).ipynb) |
| [TCGA](https://cancergenome.nih.gov/) | Brain Lower Grade Glioma | 18480 | 530 | 489769 | | [ TCGA-LGG Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/TCGA/The%20Cancer%20Gene%20Atlas%20Cancer%20(TCGA)%20-%20Brain%20Lower%20Grade%20Glioma%20(LGG).ipynb) |
| [TCGA](https://cancergenome.nih.gov/) | Breast Invasive Carcinoma | 18511 | 1215 | 1124480 | | [ TCGA-BRCA Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/TCGA/The%20Cancer%20Gene%20Atlas%20Cancer%20(TCGA)%20-%20Breast%20Invasive%20Carcinoma%20(BRCA).ipynb) |
| [TCGA](https://cancergenome.nih.gov/) | Cervical squamous cell carcinoma and endocervical adenocarcinoma | 18478 | 309 | 284538 | | [ TCGA-CESC Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/TCGA/The%20Cancer%20Gene%20Atlas%20Cancer%20(TCGA)%20-%20Cervical%20Squamous%20Cell%20Carcinoma%20and%20Endocervical%20Adenocarcinoma%20(CESC).ipynb) |
| [TCGA](https://cancergenome.nih.gov/) | Cholangiocarcinoma | 18589 | 45 | 41743 | | [ TCGA-CHOL Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/TCGA/The%20Cancer%20Gene%20Atlas%20Cancer%20(TCGA)%20-%20Cholangiocarcinoma%20(CHOL).ipynb) |
| [TCGA](https://cancergenome.nih.gov/) | Colon Adenocarcinoma | 18340 | 501 | 459393 | | [ TCGA-COAD Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/TCGA/The%20Cancer%20Gene%20Atlas%20Cancer%20(TCGA)%20-%20Colon%20Adenocarcinoma%20(COAD).ipynb) |
| [TCGA](https://cancergenome.nih.gov/) | Esophageal Carcinoma | 18875 | 198 | 186087 | | [ TCGA-ESCA Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/TCGA/The%20Cancer%20Gene%20Atlas%20Cancer%20(TCGA)%20-%20Esophageal%20Carcinoma%20(ESCA).ipynb) |
| [TCGA](https://cancergenome.nih.gov/) | Glioblastoma Multiforme | 18471 | 173 | 159910 | | [ TCGA-GBM Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/TCGA/The%20Cancer%20Gene%20Atlas%20Cancer%20(TCGA)%20-%20Glioblastoma%20Multiforme%20(GBM).ipynb) |
| [TCGA](https://cancergenome.nih.gov/) | Head and Neck Squamous Cell Carcinoma | 18648 | 566 | 527943 | | [ TCGA-HNSC Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/TCGA/The%20Cancer%20Gene%20Atlas%20Cancer%20(TCGA)%20-%20Head%20and%20Neck%20Squamous%20Cell%20Carcinoma%20(HNSC).ipynb) |
| [TCGA](https://cancergenome.nih.gov/) | Kidney Chromophobe | 18540 | 91 | 84676 | | [ TCGA-KICH Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/TCGA/The%20Cancer%20Gene%20Atlas%20Cancer%20(TCGA)%20-%20Kidney%20Chromophobe%20(KICH).ipynb) |
| [TCGA](https://cancergenome.nih.gov/) | Kidney Renal Clear Cell Carcinoma | 18665 | 606 | 565628 | | [ TCGA-KIRC Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/TCGA/The%20Cancer%20Gene%20Atlas%20Cancer%20(TCGA)%20-%20Kidney%20Renal%20Clear%20Cell%20Carcinoma%20(KIRC).ipynb) |
| [TCGA](https://cancergenome.nih.gov/) | Kidney Renal Papillary Cell Carcinoma | 18546 | 323 | 299781 | | [ TCGA-KIRP Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/TCGA/The%20Cancer%20Gene%20Atlas%20Cancer%20(TCGA)%20-%20Kidney%20Renal%20Papillary%20Cell%20Carcinoma%20(KIRP).ipynb) |
| [TCGA](https://cancergenome.nih.gov/) | Liver Hepatocellular Carcinoma | 18339 | 423 | 387737 | | [ TCGA-LIHC Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/TCGA/The%20Cancer%20Gene%20Atlas%20Cancer%20(TCGA)%20-%20Liver%20Hepatocellular%20Carcinoma%20(LIHC).ipynb) |
| [TCGA](https://cancergenome.nih.gov/) | Lung Adenocarcinoma | 18508 | 577 | 533911 | | [ TCGA-LUAD Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/TCGA/The%20Cancer%20Gene%20Atlas%20Cancer%20(TCGA)%20-%20Lung%20Adenocarcinoma%20(LUAD).ipynb) |
| [TCGA](https://cancergenome.nih.gov/) | Lung Squamous Cell Carcinoma | 18608 | 552 | 513287 | | [ TCGA-LUSC Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/TCGA/The%20Cancer%20Gene%20Atlas%20Cancer%20(TCGA)%20-%20Lung%20Squamous%20Cell%20Carcinoma%20(LUSC).ipynb) |
| [TCGA](https://cancergenome.nih.gov/) | Lymphoid Neoplasm Diffuse Large B-cell Lymphoma | 18967 | 48 | 42973 | | [ TCGA-DLBC Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/TCGA/The%20Cancer%20Gene%20Atlas%20Cancer%20(TCGA)%20-%20Lymphoid%20Neoplasm%20Diffuse%20Large%20B-cell%20Lymphoma%20(DLBC).ipynb) |
| [TCGA](https://cancergenome.nih.gov/) | Mesothelioma | 18545 | 87 | 81072 | | [ TCGA-MESO Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/TCGA/The%20Cancer%20Gene%20Atlas%20Cancer%20(TCGA)%20-%20Mesothelioma%20(MESO).ipynb) |
| [TCGA](https://cancergenome.nih.gov/) | Ovarian Serous Cystadenocarcinoma | 18621 | 429 | 399505 | | [ TCGA-OV Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/TCGA/The%20Cancer%20Gene%20Atlas%20Cancer%20(TCGA)%20-%20Ovarian%20Serous%20Cystadenocarcinoma%20(OV).ipynb) |
| [TCGA](https://cancergenome.nih.gov/) | Pancreatic Adenocarcinoma | 18493 | 183 | 169642 | | [ TCGA-PAAD Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/TCGA/The%20Cancer%20Gene%20Atlas%20Cancer%20(TCGA)%20-%20Pancreatic%20Adenocarcinoma%20(PAAD).ipynb) |
| [TCGA](https://cancergenome.nih.gov/) | Pheochromocytoma and Paraganglioma | 18370 | 187 | 172133 | | [ TCGA-PCPG Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/TCGA/The%20Cancer%20Gene%20Atlas%20Cancer%20(TCGA)%20-%20Pheochromocytoma%20and%20Paraganglioma%20(PCPG).ipynb) |
| [TCGA](https://cancergenome.nih.gov/) | Prostate Adenocarcinoma | 18528 | 550 | 509464 | | [ TCGA-PRAD Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/TCGA/The%20Cancer%20Gene%20Atlas%20Cancer%20(TCGA)%20-%20Prostate%20Adenocarcinoma%20(PRAD).ipynb) |
| [TCGA](https://cancergenome.nih.gov/) | Rectum Adenocarcinoma | 18335 | 177 | 162528 | | [ TCGA-READ Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/TCGA/The%20Cancer%20Gene%20Atlas%20Cancer%20(TCGA)%20-%20Rectum%20Adenocarcinoma%20(READ).ipynb) |
| [TCGA](https://cancergenome.nih.gov/) | Sarcoma | 18584 | 265 | 245886 | | [ TCGA-SARC Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/TCGA/The%20Cancer%20Gene%20Atlas%20Cancer%20(TCGA)%20-%20Sarcoma%20(SARC).ipynb) |
| [TCGA](https://cancergenome.nih.gov/) | Skin Cutaneous Melanoma | 18612 | 473 | 439949 | | [ TCGA-SKCM Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/TCGA/The%20Cancer%20Gene%20Atlas%20Cancer%20(TCGA)%20-%20Skin%20Cutaneous%20Melanoma%20(SKCM).ipynb) |
| [TCGA](https://cancergenome.nih.gov/) | Stomach Adenocarcinoma | 18917 | 453 | 428467 | | [ TCGA-STAD Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/TCGA/The%20Cancer%20Gene%20Atlas%20Cancer%20(TCGA)%20-%20Stomach%20Adenocarcinoma%20(STAD).ipynb) |
| [TCGA](https://cancergenome.nih.gov/) | Testicular Germ Cell Tumors | 18742 | 156 | 145048 | | [ TCGA-TGCT Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/TCGA/The%20Cancer%20Gene%20Atlas%20Cancer%20(TCGA)%20-%20Testicular%20Germ%20Cell%20Tumors%20(TGCT).ipynb) |
| [TCGA](https://cancergenome.nih.gov/) | Thymoma | 18514 | 122 | 112695 | | [ TCGA-THYM Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/TCGA/The%20Cancer%20Gene%20Atlas%20Cancer%20(TCGA)%20-%20Thymoma%20(THYM).ipynb) |
| [TCGA](https://cancergenome.nih.gov/) | Thyroid Carcinoma | 18371 | 572 | 525419 | | [ TCGA-THCA Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/TCGA/The%20Cancer%20Gene%20Atlas%20Cancer%20(TCGA)%20-%20Thyroid%20Carcinoma%20(THCA).ipynb) |
| [TCGA](https://cancergenome.nih.gov/) | Uterine Carcinosarcoma | 18821 | 57 | 56384 | | [ TCGA-UCS Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/TCGA/The%20Cancer%20Gene%20Atlas%20Cancer%20(TCGA)%20-%20Uterine%20Carcinosarcoma%20(UCS).ipynb) |
| [TCGA](https://cancergenome.nih.gov/) | Uterine Corpus Endometrial Carcinoma | 18689 | 581 | 542785 | | [ TCGA-UCEC Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/TCGA/The%20Cancer%20Gene%20Atlas%20Cancer%20(TCGA)%20-%20Uterine%20Corpus%20Endometrial%20Carcinoma%20(UCEC).ipynb) |
| [TCGA](https://cancergenome.nih.gov/) | Uveal Melanoma | 18136 | 80 | 73121 | | [ TCGA-UVM Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/TCGA/The%20Cancer%20Gene%20Atlas%20Cancer%20(TCGA)%20-%20Uveal%20Melanoma%20(UVM).ipynb) |
| [The Human Protein Atlas](https://www.proteinatlas.org/) | Normal Tissue (immunohistochemisty) | 9490 | 108 | 117708 | | [ THPA-NT-I Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/The%20Human%20Protaein%20Atlas/The%20Human%20Protein%20Atlas%20(THPA)%20Normal%20Tissue%20(immunohistochemisty).ipynb) |
| [UK BioBank](https://www.ukbiobank.ac.uk/) | MedicationCategory-Gene Associations | 1212 | 20 | 2338 | Enrichr, | [ UKBioBankGWAS Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/UKBioBankGWAS/UK%20BioBank%20GWAS%20MedicationCategory-SNP%20Associations.ipynb) |
| Virus MINT | Protein-Viral Protein Interactions | 706 | 185 | 1140 | [Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/Virus+MINT+Protein-Viral+Protein+Interactions) | [VM PPI Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/Virus%20MINT/Protein-Viral%20Protein%20Interactions/VirusMintPPIprocess.m) |
| Virus MINT | Protein-Virus Interactions | 706 | 68 | 1036 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/Virus+MINT+Protein-Virus+Interactions) | [Virus MINT Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/Virus%20MINT/Protein-Virus%20Interactions/VirusMINTprocess.m) |
| [WikiPathways](https://www.wikipathways.org/index.php/WikiPathways) | WikiPathways Pathways 2014 | 6093 | 427 | 22242 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/WikiPathways+Pathways+2014) | [WikiPathways 14 Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/WikiPathways/Pathways/2014/WikiPathways.ipynb) |
| [WikiPathways](https://www.wikipathways.org/index.php/WikiPathways) | WikiPathways Pathaways 2024 | 8274 | 880 | 35588 | Enrichr,[Harmonizome](https://maayanlab.cloud/Harmonizome/dataset/WikiPathways+Pathways+2024) | [WikiPathways 2024 Script](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/WikiPathways/Pathways/2024/Wikipathways24.ipynb) |