{"id":21274775,"url":"https://github.com/maayanlab/harmonizomepythonscripts","last_synced_at":"2025-07-11T06:34:32.972Z","repository":{"id":55453175,"uuid":"77944578","full_name":"MaayanLab/HarmonizomePythonScripts","owner":"MaayanLab","description":null,"archived":false,"fork":false,"pushed_at":"2024-11-12T21:10:59.000Z","size":346101,"stargazers_count":20,"open_issues_count":1,"forks_count":10,"subscribers_count":18,"default_branch":"master","last_synced_at":"2024-11-20T11:17:17.466Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":"Jupyter 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Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# HarmonizomePythonScripts\n\n#### 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)\n\n#### 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)\n\n#### 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)\n\n**Resources:** 94\n\n**Datasets:** 210\n\n\u003cbr\u003e\n\n| Resource | Data Set | Genes | Attributes | Statistically Significant Associations | In Enrichr/Harmonizome | Processing Script |\n| ------------------------------------------------------------------------------------------ | --------------------------------------------------------------------------- | ----- | ---------- | -------------------------------------- | ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| 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) |\n| [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) |\n| [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) |\n| [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]() |\n| [BioPlanet](https://tripod.nih.gov/bioplanet/detail.jsp?pid=bioplanet_1054\u0026target=pathway#) | ABCA transporters in lipid homeostasis | 9813 | 1510 | | Enrichr | [BioPlanet Scripts](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/BioPlanet/BioPlanet.ipynb) |\n| [BioPlex](http://bioplex.hms.harvard.edu/) | BioPlex | 10271 | 3915 | 111694 | Enrichr | [ BPLX Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/BioPlex/BioPlex.ipynb) |\n| [bgee](https://bgee.org/) | Human Sample | 34668 | 1077 | 14983142 | | [ BHS Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/bgee/Human/bgee%20Human%20Sample.ipynb) |\n| [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) |\n| [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) |\n| [bgee](https://bgee.org/) | Mouse Sample | 16289 | 10797 | 9141706 | | [ BMS Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/bgee/Mouse/bgee%20Mouse%20Sample.ipynb) |\n| [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) |\n| [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) |\n| [bgee](https://bgee.org/) | Rat Sample | 15799 | 11 | 139136 | | [ BRS Script ](https://github.com/MaayanLab/HarmonizomePythonScripts/blob/master/bgee/Rat/bgee%20Rat%20Sample.ipynb) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| [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) |\n| LOCATE ","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmaayanlab%2Fharmonizomepythonscripts","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fmaayanlab%2Fharmonizomepythonscripts","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmaayanlab%2Fharmonizomepythonscripts/lists"}