Querying the Knowledge Base

import cytopus as cp
import os

Loading and exploring KnowledgeBase

G = cp.KnowledgeBase()

KnowledgeBase object containing 92 cell types and 201 cellular processes

#number of cellular identity gene sets
len(G.identities.keys())

53

#get genesets for a specific celltype
query_celltype = 'M'
gs_of_interest = [x[0] for x in G.filter_edges(attribute_name = 'class', attributes = ['process_OF'],target=query_celltype) if x[1]==query_celltype]
print('Gene sets directly related to celltype',query_celltype,'are:',gs_of_interest)

Gene sets directly related to celltype M are: ['M_IL17A_response', 'M_mac_CSF1_response', 'M_angiogenic-effectors']

#list of all cell types in KnowledgeBase
G.celltypes

['CD8-T_terminal-exhaustion',
 'endo-arterial',
 'ILC1',
 'TCM',
 'baso',
 'T-naive',
 'ILC',
 'gran',
 'cDC3',
 'cDC',
 'endo-lymphatic',
 'ILC3-NCRpos',
 'lung-endo-venous',
 'Lti',
 'CD8-TSCM',
 'CD56dim-NK',
 'neutro',
 'lung-smooth-muscle',
 'endo-systemic-venous',
 'crc-carcinoma-cell',
 'p-DC',
 'B-memory-switched',
 'all-cells',
 'colon-epi',
 'ILC3',
 'CD4-TSCM',
 'B-memory-non-switched',
 'iNKT',
 'capillary',
 'CD4-TEM',
 'GC-B',
 'Mac',
 'CD8-TCM',
 'cDC1',
 'B-naive',
 'B-pb-mature',
 'CD8-Teffector',
 'CD8-T-progenitor-exhausted',
 'TSCM',
 'fibro',
 'endo',
 'T',
 'DC',
 'NSCLC-carcinoma-cell',
 'B-pb-t2',
 'B-memory',
 'MAIT',
 'plasma-blast',
 'mono',
 'Treg',
 'MDC',
 'CD8-TEM',
 'M',
 'eosino',
 'NK-adaptive',
 'B-memory-IgM-MZ',
 'TFH',
 'carcinoma-cell',
 'CD8-T_KLRG1pos-effector',
 'abT',
 'c-mono',
 'CD4-T',
 'leukocyte',
 'gdT',
 'B',
 'TEM',
 'ILC3-NCRneg',
 'TRM',
 'CD4-TRM',
 'CD8-TRM',
 'B-memory-DN',
 'endo-aerocyte',
 'B-pb-t3',
 'TNK',
 'cDC2',
 'mast',
 'mo-DC',
 'CD8-T',
 'nc-mono',
 'lung-epi',
 'Langerhans',
 'CD56bright-NK',
 'B-pb-t1',
 'NK',
 'CD8-T_KLRG1neg-effector',
 'epi',
 'FDC',
 'smooth-muscle',
 'CD4-TCM',
 'plasma',
 'ILC2',
 'CD4-Teffector']

#plot the cell type hierarchy
G.plot_celltypes()

all celltypes in knowledge base: ['CD8-T_terminal-exhaustion', 'endo-arterial', 'ILC1', 'TCM', 'baso', 'T-naive', 'ILC', 'gran', 'cDC3', 'cDC', 'endo-lymphatic', 'ILC3-NCRpos', 'lung-endo-venous', 'Lti', 'CD8-TSCM', 'CD56dim-NK', 'neutro', 'lung-smooth-muscle', 'endo-systemic-venous', 'crc-carcinoma-cell', 'p-DC', 'B-memory-switched', 'all-cells', 'colon-epi', 'ILC3', 'CD4-TSCM', 'B-memory-non-switched', 'iNKT', 'capillary', 'CD4-TEM', 'GC-B', 'Mac', 'CD8-TCM', 'cDC1', 'B-naive', 'B-pb-mature', 'CD8-Teffector', 'CD8-T-progenitor-exhausted', 'TSCM', 'fibro', 'endo', 'T', 'DC', 'NSCLC-carcinoma-cell', 'B-pb-t2', 'B-memory', 'MAIT', 'plasma-blast', 'mono', 'Treg', 'MDC', 'CD8-TEM', 'M', 'eosino', 'NK-adaptive', 'B-memory-IgM-MZ', 'TFH', 'carcinoma-cell', 'CD8-T_KLRG1pos-effector', 'abT', 'c-mono', 'CD4-T', 'leukocyte', 'gdT', 'B', 'TEM', 'ILC3-NCRneg', 'TRM', 'CD4-TRM', 'CD8-TRM', 'B-memory-DN', 'endo-aerocyte', 'B-pb-t3', 'TNK', 'cDC2', 'mast', 'mo-DC', 'CD8-T', 'nc-mono', 'lung-epi', 'Langerhans', 'CD56bright-NK', 'B-pb-t1', 'NK', 'CD8-T_KLRG1neg-effector', 'epi', 'FDC', 'smooth-muscle', 'CD4-TCM', 'plasma', 'ILC2', 'CD4-Teffector']

G.plot_graph_interactive(attributes=['cell_type','cellular_process'],colors= ['red','blue'], save_path = 'graph.html')
print(f'Graph saved to "graph.html". Open this file in your browser to view the interactive graph.')

Warning: When  cdn_resources is 'local' jupyter notebook has issues displaying graphics on chrome/safari. Use cdn_resources='in_line' or cdn_resources='remote' if you have issues viewing graphics in a notebook.
graph.html
Graph saved to "graph.html". Open this file in your browser to view the interactive graph.

#get parent in the hierarchy of specific cell type
list(G.graph.successors('cDC')) #arrows are 'SUBSET_OF' not 'PARENT_OF' --> use successor to get parents

['DC']

#get child in the hierarchy of a specific cell type
list(G.graph.predecessors('cDC')) #arrows are 'SUBSET_OF' not 'PARENT_OF' --> use successor to get parents

['cDC1', 'cDC2', 'cDC3']

#get cell type markers
G.get_identities(['TNK'],include_subsets=True).keys()

dict_keys(['TCM', 'Treg', 'T-naive', 'TSCM', 'ILC1', 'NK-adaptive', 'TEM', 'CD56bright-NK', 'CD8-T_KLRG1pos-effector', 'CD4-T', 'CD56dim-NK', 'TRM', 'Lti', 'ILC3-NCRpos', 'abT', 'TFH', 'CD8-T_KLRG1neg-effector', 'ILC3-NCRneg', 'ILC2', 'gdT', 'NK', 'CD8-T'])

#dictionary of all cellular processes in KnowledgeBase as a dictionary {'process_1':['gene_a','gene_e','gene_y',...],'process_2':['gene_b','gene_u',...],...}
G.processes.keys()

dict_keys(['all_chondroitine-and-heparan-sulfate_synthesis', 'all_retinol_metabolism', 'all_RIG-I-like-receptor_signaling', 'leuko_transendothelial-migration', 'all_propanoate_metabolism', 'NSCLC-carcinoma-cell_TGFB1_response', 'all_p53-signaling', 'all_autophagy-selective', 'all_circadian-rhythm', 'all_VAL-LEU-ILE_metabolism', 'M_IL17A_response', 'all_taurine-hypotaurine_metabolism', 'B_IgM-ligation_response', 'all_microautophagy-lysosomal', 'all_transmembrane-transport-ER', 'all_macroautophagy_regulation_positive', 'all_TYR_metabolism', 'all_SASP', 'all_histone-methylation', 'all_TNF-via-NFkB_signaling', 'all_iron-uptake-and-storage', 'all_n-glycan_synthesis', 'all_transmembrane-transport-golgi', 'all_PHE_metabolism', 'Treg_FoxP3-stabilization', 'all_riboflavin_metabolism', 'all_polyamines_metabolism', 'all_PI3K-AKT-mTOR_signaling', 'all_inositol-phosphate_metabolism', 'all_DNA-demethylation', 'fibro_IL4_response', 'all_wnt-beta-catenin-signaling', 'M_mac_CSF1_response', 'all_lactate_production', 'T_IL4_response', 'all_complement_production', 'all_n-glycan_degradation', 'all_porphyrine-heme_metabolism', 'all_glycogenesis', 'all_heparan-sulfate_degradation', 'all_creatinine_metabolism', 'all_GPI-anchor_synthesis', 'all_type-II-ifn-response', 'all_glycogenolysis', 'all_G2M-transition', 'B_Breg_UP', 'fibro_BMP4_response', 'all_IL6-JAK-STAT3_signaling', 'all_MHC-II-presentation', 'all_hypoxia-response', 'all_biotin_metabolism', 'all_autophagy-of-mitochondria', 'all_urea-cycle', 'all_pyrimidine_metabolism', 'all_actin-cytoskeleton_regulation', 'all_nucleotide_metabolism', 'all_LYS_metabolism', 'all_type-I-ifn-response', 'lung-epi_TGFB1_response', 'all_autophagy-peroxisome', 'all_galactose_metabolism', 'CD4-T_TH17_UP', 'all_citric-acid-cycle', 'all_ubiquinone_synthesis', 'fibro_EGF_response', 'all_hedgehog_signaling', 'M_angiogenic-effectors', 'all_autophagy-of-mitochondria_regulation_positive', 'T_tcr-activation', 'all_macroautophagy', 'CD8-T_terminal-exhaustion', 'all_lipophagy', 'all_steroid_metabolism', 'all_unfolded-protein-response', 'all_thiamin_metabolism', 'all_GLU_metabolism', 'all_Beta-Ala_metabolism', 'all_hyaluronan_metabolism', 'all_mitophagy_regulation_positive', 'all_exocytosis', 'lung-epi_IL13_response', 'CD4-T_IL4_response', 'all_CYS_metabolism', 'CD8-T_progenitor-exhaustion_UP', 'lung-smooth-muscle_TGFB1_response', 'all_DNA-methylation', 'mast_granule-exocytosis', 'all_platelet-activation-factor_production', 'all_pyroptosis', 'all_ARG-PRO_metabolism', 'all_pentose-phosphate-pathway', 'all_glyoxylate-dicarboxylate_metabolism', 'neutro_CXCL8_response', 'all_NOTCH_signaling', 'all_protein-degradation-proteasome', 'all_mTORC1_signaling', 'fibro_IGF1_response', 'all_glycerophospholipid_metabolism', 'all_JAK-STAT_signaling', 'all_DNA-repair', 'all_glutathione_metabolism', 'all_cholesterol-homeostasis', 'all_peroxisome-component', 'all_MET_metabolism', 'all_nucleophagy-late', 'CD4-T_TH2_UP', 'all_pyrimidine_synthesis', 'all_transmembrane-transport-lysosome', 'CD4-T_TH9_UP', 'all_MYC_targets', 'Mac_IFNG_response', 'all_mitophagy', 'all_autophagy_regulation_positive', 'all_sphingolipid_metabolism', 'lung-epi_IL4_response', 'endo_VEGFC_response', 'all_fatty-acid-metabolism', 'all_triacylglycerol_synthesis', 'all_thrombolysis-factor_production', 'CD4-T_TH22_UP', 'TNK_cytotoxicity-effectors', 'all_amino-sugar-nucleotide-sugar_metabolism', 'all_cyclic-nucleotide_metabolism', 'all_keratan-sulfate_synthesis', 'all_mitotic-spindle-component', 'all_chondroitine-sulfate_degradation', 'Mac_CSF1_response', 'all_fructose-mannose_metabolism', 'all_fatty-acid-beta-oxidation-peroxisomal', 'Mac_IL4-IL13_response', 'CD8-T_IL12_response', 'all_phosphoinositide_signaling', 'TNK_IL2-STAT5-signaling', 'Mac_LPS_response', 'all_autophagy-chaperone-mediated', 'all_ascorbate-uptake', 'all_ketone-body_metabolism', 'all_keratan-sulfate_degradation', 'all_autophagic-cell-death', 'all_GABA-shunt', 'B_effector-2_UP', 'all_reticulophagy', 'all_MHC-I-presentation', 'all_cholesterol_metabolism', 'all_apoptosis', 'all_autophagy-nucleus', 'all_ALA-ASP_metabolism', 'all_ROS-detoxification', 'all_xenobiotics_metabolism', 'all_purine_metabolism', 'DC_LPS_response', 'all_bile-acid_synthesis', 'all_CoA_synthesis', 'DC_antigen-crosspresentation', 'all_multidrug-resistance', 'all_osmotic-stress-response', 'all_HIS_metabolism', 'TNK_IL2_response', 'all_G1S-transition', 'all_pterin_synthesis', 'all_selenoamino-acid_metabolism', 'all_oxidative-phosphorylation', 'all_purine_synthesis', 'all_TRP_metabolism', 'CD8-T_tumor-reactive-like_UP', 'all_glycolysis', 'all_cytosolic-DNA-sensing_signaling', 'all_pyruvate_metabolism', 'endo_VEGFA_response', 'all_NAD_metabolism', 'all_coagulation-factor_production', 'all_TCA-cycle', 'all_ros_response', 'lung-epi_IL17A-IL22_response', 'all_transmembrane-transport-mitochondrial', 'all_o-glycan_synthesis', 'all_DNA_synthesis', 'fibro_IL13_response', 'all_glycerin-SER-THR_metabolism', 'fibro_IL1B_response', 'leuko_ROS_production', 'all_carnitine-shuttle', 'all_ethanol_metabolism', 'all_TGFb_response', 'B_effector-1_UP', 'TNK_PD-1_signaling', 'all_TLR_signaling', 'mast_mast-cell-granule-effectors', 'all_fatty-acid_synthesis', 'fibro_TGFB1_response', 'NK_IL15_response', 'all_folate_metabolism', 'all_CYP_metabolism', 'T_IL21_response', 'p-DC_CpG-TLR9_response', 'all_NOD-like-receptor_signaling', 'all_eicosanoid_metabolism', 'CD4-T_IL12_response', 'all_fatty-acid-beta-oxidation-mitochondrial', 'all_posttranslation-modification', 'all_transmembrane-transport-cellmembrane'])

#dictionary of all cellular identities in KnowledgeBase as a dictionary {'identity_1':['gene_j','gene_k','gene_z',...],'identity_2':['gene_y','gene_p',...],...}
G.identities.keys()

dict_keys(['TCM', 'Treg', 'T-naive', 'B-pb-t2', 'endo-lymphatic', 'TSCM', 'cDC1', 'ILC1', 'NK-adaptive', 'TEM', 'FDC', 'endo-systemic-venous', 'endo-aerocyte', 'CD56bright-NK', 'plasma-blast', 'CD8-T_KLRG1pos-effector', 'p-DC', 'mast', 'B-memory-DN', 'B-naive', 'CD4-T', 'B-pb-t3', 'B', 'B-pb-mature', 'Mac', 'gran', 'cDC2', 'CD56dim-NK', 'TRM', 'Lti', 'ILC3-NCRpos', 'abT', 'TFH', 'mono', 'CD8-T_KLRG1neg-effector', 'B-memory-IgM-MZ', 'cDC3', 'B-memory-switched', 'ILC3-NCRneg', 'Langerhans', 'mo-DC', 'endo-arterial', 'ILC2', 'plasma', 'B-pb-t1', 'lung-endo-venous', 'gdT', 'NK', 'capillary', 'CD8-T', 'B-memory', 'B-memory-non-switched', 'GC-B'])

#get genesets for a specific celltype
query_celltype = 'Treg'
gs_of_interest = [x[0] for x in G.filter_edges(attribute_name = 'class', attributes = ['process_OF'],target=query_celltype) if x[1]==query_celltype]
print('Gene sets directly related to celltype',query_celltype,'are:',gs_of_interest)

Gene sets directly related to celltype Treg are: ['Treg_FoxP3-stabilization']

#dictionary with gene set properties (for cellular processes or identities)

print('here external gene set from GO:')
print(G.graph.nodes['all_macroautophagy_regulation_positive'])

print('here manually curated gene set by the package author:')
print(G.graph.nodes['Mac_LPS_response'])

here external gene set from GO:
{'version_id': 'v_hs209', 'author': 'GO Term 2019-01-01: 10.5281/zenodo.2529950_210828, 10.1038/75556,  10.1093/nar/gkaa1113', 'license': ' Creative Commons Attribution 4.0 Unported License', 'license_link': 'http://geneontology.org/docs/go-citation-policy/', 'license_type': 'c', 'gene_set_type': 'manual_external', 'gene_set_topic': 'cell_death_autophagy'}
here manually curated gene set by the package author:
{'version_id': 'v_hs230', 'author': 'wallet', 'license': 'MIT', 'license_link': 'https://github.com/wallet-maker/cytopus/blob/main/LICENSE', 'license_type': 'c', 'gene_set_type': 'bulk_curated', 'gene_set_topic': 'immune_cellular_response'}

#get genesets for a specific celltype
query_celltype = 'Treg'
gs_of_interest = [x[0] for x in G.filter_edges(attribute_name = 'class', attributes = ['process_OF'],target=query_celltype) if x[1]==query_celltype]
print('Gene sets directly related to celltype',query_celltype,'are:',gs_of_interest)

Gene sets directly related to celltype Treg are: ['Treg_FoxP3-stabilization']

Create a dictionary for Spectra

#if necessary convert cell type names to names in the KnowledgeBase
#e.g. B_GC would be the name for germinal center B cells in your data
#but in the KnowledgeBase they are stored with a hyphon 'GC-B'

conversion_dict = {'B_GC':'GC-B',
 'B_memory':'B-memory',
 'B_naive': 'B-naive',
 'CD4_T':'CD4-T',
 'CD8_T':'CD8-T',
 'DC':'DC',
 'ILC3':'ILC',
 'MDC':'Mac',
 'NK':'NK',
 'Treg':'Treg',
 'gdT':'gdT',
 'mast':'mast',
 'pDC':'p-DC',
 'plasma':'plasma'}

#to map KnowledgeBase labels back to labels in data
conversion_dict_inv = {}
for i,v in conversion_dict.items():
    conversion_dict_inv[v]=i
conversion_dict_inv['global'] = 'global'

#define cell types to retrieve gene sets for
celltype_of_interest = ['B_GC',
 'B_memory',
 'B_naive',
 'CD4_T',
 'CD8_T',
 'DC',
 'ILC3',
 'MDC',
 'NK',
 'Treg',
 'gdT',
 'mast',
 'pDC',
 'plasma']
global_celltypes = ['all-cells','leukocyte']

celltype_of_interest = [conversion_dict[x] for x in celltype_of_interest]

#you can retrieve gene sets linked to the parents and children of the queried gene sets above
#you can define the query depth using a dictionary, for all cell types not defined in the dict the query depth of the
#<parent_depth> parameter will be used (proceed equivalently for children using the <child_depth> and <child_depth_dict>
#parameters)

query_depth_parent = {'NK':2,'Treg':None,'DC':None} #e.g. removing the query for parent gene sets for Treg here because this would add the
                                #T-helper polarization gene sets (TH1, TH2, TH22 etc)
query_depth_child = {'CD4-T':None,'ILC':None}

#retrieve dictionary for Spectra
G.get_celltype_processes(celltype_of_interest,global_celltypes = global_celltypes,get_children=True,get_parents=True,
                         child_depth=1,parent_depth=1,parent_depth_dict = query_depth_parent,
                        child_depth_dict = query_depth_child)

cell types of interest share the following children: ['p-DC'] This may be desired.
cell types of interest share the following parents: ['B', 'abT', 'DC', 'ILC', 'TNK', 'M'] This may be desired.

#convert celltype labels back to celltypes in data
Spectra_dict = {}

for i,v in G.celltype_process_dict.items():
    Spectra_dict[conversion_dict_inv[i]] = v

Spectra_dict.keys()

dict_keys(['B_GC', 'B_memory', 'B_naive', 'CD4_T', 'CD8_T', 'DC', 'ILC3', 'MDC', 'NK', 'Treg', 'gdT', 'mast', 'pDC', 'plasma', 'global'])

Spectra_dict['CD4_T'].keys()

dict_keys(['CD4-T_TH17_UP', 'CD4-T_IL4_response', 'CD4-T_TH2_UP', 'CD4-T_TH9_UP', 'CD4-T_TH22_UP', 'CD4-T_IL12_response', 'T_IL4_response', 'T_tcr-activation', 'T_IL21_response'])

Write dictionary to .json file

#store Spectra dictionary

import json
jpath = 'Spectra_dict.json'

with open(jpath, 'w') as f:
    json.dump(Spectra_dict,f)
print('saved data to:',jpath)

saved data to: Spectra_dict.json

#load Spectra dictionary

import json
jpath = 'Spectra_dict.json'
f = open(jpath, 'r')
Spectra_dict = json.loads(f.read())

Spectra_dict

{'B_GC': {'B_IgM-ligation_response': ['INCENP',
   'DCBLD2',
   'AP1S2',
   'LIG1',
   'AURKB',
   'CLIC4',
   'STK33',
   'AURKA',
   'BTLA',
   'NDC80',
   'WDHD1',
   'CDC25C',
   'CPOX',
   'KIF15',
   'NFKB1',
   'KIF4A',
   'STMN1',
   'ATAD5',
   'CENPN',
   'EIF3C',
   'RACGAP1',
   'SGO1',
   'CBX5',
   'TIPIN',
   'CDK1',
   'TIFAB',
   'TTK',
   'NCAPG',
   'ATP11C',
   'SPC25',
   'GZMK',
   'ASPM',
   'HELLS',
   'MIS18BP1',
   'ECT2',
   'APOBEC2',
   'CENPE',
   'SGO2',
   'HMMR',
   'PRR11',
   'PLK1',
   'DLGAP5',
   'CCNA2',
   'ZBP1',
   'NCAPD2',
   'RAD51',
   'KIF11',
   'MCM7',
   'BRIP1',
   'MCM3',
   'PRC1',
   'ROM1',
   'KDM4A',
   'CPT1A',
   'CKS1B',
   'CENPF',
   'CDCA8',
   'PRIM1',
   'CEP55',
   'POLE',
   'TPX2',
   'HMGB3',
   'RAD51AP1',
   'CDC45',
   'TRAM1',
   'FBXO5',
   'KIF23',
   'MKI67',
   'CORO2A',
   'VCP',
   'CCNE1',
   'HERC3',
   'BRCA1',
   'CHEK1',
   'KIF14',
   'NEIL3',
   'NUF2',
   'FKBP5',
   'ESCO2',
   'CCNB2',
   'MYO5A',
   'RRM2',
   'BRCA2',
   'EGR2',
   'NR4A3',
   'HNRNPUL1',
   'CENPS',
   'SPC24',
   'USP6NL',
   'RRM1',
   'CLSPN',
   'CDCA3',
   'GPR183',
   'CKAP2',
   'BUB1',
   'TOP2A',
   'MAD2L1',
   'CDKN3',
   'FIGNL1',
   'CXCR6',
   'SPAG5',
   'BIRC5',
   'CALU',
   'CENPH'],
  'B_Breg_UP': ['TGFB1', 'IL10', 'IL12A', 'EBI3', 'TGFB2'],
  'B_effector-2_UP': ['IL2', 'IL13', 'IL4', 'CSF2', 'IL6', 'IL10'],
  'B_effector-1_UP': ['IL12B',
   'IFNG',
   'TNF',
   'ITGAL',
   'IL12A',
   'IL10',
   'TIMD4',
   'FCGR3A',
   'IL6']},
 'B_memory': {'B_IgM-ligation_response': ['INCENP',
   'DCBLD2',
   'AP1S2',
   'LIG1',
   'AURKB',
   'CLIC4',
   'STK33',
   'AURKA',
   'BTLA',
   'NDC80',
   'WDHD1',
   'CDC25C',
   'CPOX',
   'KIF15',
   'NFKB1',
   'KIF4A',
   'STMN1',
   'ATAD5',
   'CENPN',
   'EIF3C',
   'RACGAP1',
   'SGO1',
   'CBX5',
   'TIPIN',
   'CDK1',
   'TIFAB',
   'TTK',
   'NCAPG',
   'ATP11C',
   'SPC25',
   'GZMK',
   'ASPM',
   'HELLS',
   'MIS18BP1',
   'ECT2',
   'APOBEC2',
   'CENPE',
   'SGO2',
   'HMMR',
   'PRR11',
   'PLK1',
   'DLGAP5',
   'CCNA2',
   'ZBP1',
   'NCAPD2',
   'RAD51',
   'KIF11',
   'MCM7',
   'BRIP1',
   'MCM3',
   'PRC1',
   'ROM1',
   'KDM4A',
   'CPT1A',
   'CKS1B',
   'CENPF',
   'CDCA8',
   'PRIM1',
   'CEP55',
   'POLE',
   'TPX2',
   'HMGB3',
   'RAD51AP1',
   'CDC45',
   'TRAM1',
   'FBXO5',
   'KIF23',
   'MKI67',
   'CORO2A',
   'VCP',
   'CCNE1',
   'HERC3',
   'BRCA1',
   'CHEK1',
   'KIF14',
   'NEIL3',
   'NUF2',
   'FKBP5',
   'ESCO2',
   'CCNB2',
   'MYO5A',
   'RRM2',
   'BRCA2',
   'EGR2',
   'NR4A3',
   'HNRNPUL1',
   'CENPS',
   'SPC24',
   'USP6NL',
   'RRM1',
   'CLSPN',
   'CDCA3',
   'GPR183',
   'CKAP2',
   'BUB1',
   'TOP2A',
   'MAD2L1',
   'CDKN3',
   'FIGNL1',
   'CXCR6',
   'SPAG5',
   'BIRC5',
   'CALU',
   'CENPH'],
  'B_Breg_UP': ['TGFB1', 'IL10', 'IL12A', 'EBI3', 'TGFB2'],
  'B_effector-2_UP': ['IL2', 'IL13', 'IL4', 'CSF2', 'IL6', 'IL10'],
  'B_effector-1_UP': ['IL12B',
   'IFNG',
   'TNF',
   'ITGAL',
   'IL12A',
   'IL10',
   'TIMD4',
   'FCGR3A',
   'IL6']},
 'B_naive': {'B_IgM-ligation_response': ['INCENP',
   'DCBLD2',
   'AP1S2',
   'LIG1',
   'AURKB',
   'CLIC4',
   'STK33',
   'AURKA',
   'BTLA',
   'NDC80',
   'WDHD1',
   'CDC25C',
   'CPOX',
   'KIF15',
   'NFKB1',
   'KIF4A',
   'STMN1',
   'ATAD5',
   'CENPN',
   'EIF3C',
   'RACGAP1',
   'SGO1',
   'CBX5',
   'TIPIN',
   'CDK1',
   'TIFAB',
   'TTK',
   'NCAPG',
   'ATP11C',
   'SPC25',
   'GZMK',
   'ASPM',
   'HELLS',
   'MIS18BP1',
   'ECT2',
   'APOBEC2',
   'CENPE',
   'SGO2',
   'HMMR',
   'PRR11',
   'PLK1',
   'DLGAP5',
   'CCNA2',
   'ZBP1',
   'NCAPD2',
   'RAD51',
   'KIF11',
   'MCM7',
   'BRIP1',
   'MCM3',
   'PRC1',
   'ROM1',
   'KDM4A',
   'CPT1A',
   'CKS1B',
   'CENPF',
   'CDCA8',
   'PRIM1',
   'CEP55',
   'POLE',
   'TPX2',
   'HMGB3',
   'RAD51AP1',
   'CDC45',
   'TRAM1',
   'FBXO5',
   'KIF23',
   'MKI67',
   'CORO2A',
   'VCP',
   'CCNE1',
   'HERC3',
   'BRCA1',
   'CHEK1',
   'KIF14',
   'NEIL3',
   'NUF2',
   'FKBP5',
   'ESCO2',
   'CCNB2',
   'MYO5A',
   'RRM2',
   'BRCA2',
   'EGR2',
   'NR4A3',
   'HNRNPUL1',
   'CENPS',
   'SPC24',
   'USP6NL',
   'RRM1',
   'CLSPN',
   'CDCA3',
   'GPR183',
   'CKAP2',
   'BUB1',
   'TOP2A',
   'MAD2L1',
   'CDKN3',
   'FIGNL1',
   'CXCR6',
   'SPAG5',
   'BIRC5',
   'CALU',
   'CENPH'],
  'B_Breg_UP': ['TGFB1', 'IL10', 'IL12A', 'EBI3', 'TGFB2'],
  'B_effector-2_UP': ['IL2', 'IL13', 'IL4', 'CSF2', 'IL6', 'IL10'],
  'B_effector-1_UP': ['IL12B',
   'IFNG',
   'TNF',
   'ITGAL',
   'IL12A',
   'IL10',
   'TIMD4',
   'FCGR3A',
   'IL6']},
 'CD4_T': {'CD4-T_TH17_UP': ['CXCL8',
   'IL17A',
   'IL17F',
   'IL1R1',
   'KLRB1',
   'RORC',
   'CCR6',
   'IL12RB1',
   'IL13RA1',
   'IL12RB2',
   'IL21',
   'IL23R',
   'IL17B',
   'IL22',
   'STAT3',
   'IL26',
   'IL6'],
  'CD4-T_IL4_response': ['SOAT2',
   'PRICKLE3',
   'CLU',
   'PI4K2B',
   'STX3',
   'YAE1',
   'CYB561D2',
   'NSMCE2',
   'NDUFV3',
   'AHNAK2',
   'ARID5A',
   'ECSCR',
   'TGFBI',
   'CXCL10'],
  'CD4-T_TH2_UP': ['IL5',
   'IL4',
   'HAVCR1',
   'GATA3',
   'IL13',
   'PTGDR2',
   'IL17RB',
   'IL31',
   'IL33',
   'IL9',
   'STAT6',
   'IL25'],
  'CD4-T_TH9_UP': ['STAT6',
   'GATA3',
   'SPI1',
   'RELA',
   'NOTCH1',
   'NFATC1',
   'IL9',
   'RBPJ',
   'STAT3',
   'IL10'],
  'CD4-T_TH22_UP': ['PDGFRA',
   'TNF',
   'CCR10',
   'IL22',
   'PDGFRB',
   'IL13',
   'GZMB'],
  'CD4-T_IL12_response': ['ACVR1B',
   'RHOG',
   'UPF3A',
   'LCP1',
   'PLXNB2',
   'SLC6A12',
   'ZNF516',
   'STK40',
   'PDE6D',
   'SLC38A2',
   'PRKDC',
   'LMO2',
   'MIA2'],
  'T_IL4_response': ['GATA3',
   'LIMA1',
   'SPINT2',
   'CCL17',
   'IL17RB',
   'GPR183',
   'KRT1',
   'FN1',
   'CCL18'],
  'T_tcr-activation': ['JAG1',
   'ALCAM',
   'LTA',
   'CCL3',
   'CCL4',
   'FOSL1',
   'PIM3',
   'TNFRSF4',
   'TGFB1',
   'FURIN',
   'SULT2B1',
   'IL17A',
   'CD160',
   'GADD45G',
   'IL3',
   'CCL1',
   'CCR8',
   'TNFSF14',
   'ATF3',
   'IL17F',
   'LCK',
   'CD8B',
   'NFATC2',
   'NFATC1',
   'CISH',
   'PTGER2',
   'TNFSF11',
   'TNFRSF21',
   'SYP',
   'SLC7A1',
   'NKG7',
   'CRABP2',
   'SEMA7A',
   'IER3',
   'SLC16A1',
   'IL13',
   'RGS16',
   'NEK6',
   'CSF2',
   'IL4',
   'TNFSF8',
   'ZBTB32',
   'FOSL2',
   'HAVCR2',
   'GFI1',
   'IL10',
   'FOSB',
   'IFNG',
   'EGR1',
   'TNFRSF9',
   'IL21',
   'UTF1',
   'MFSD2A',
   'IL24',
   'IL15RA',
   'NR4A3',
   'MIR193A',
   'CD40LG',
   'RELA',
   'BCAT1',
   'XCL1',
   'STAT5A',
   'ALPL',
   'IL5',
   'MAFF',
   'IL2'],
  'T_IL21_response': ['IFITM3',
   'NECAP2',
   'CCL13',
   'CXCL2',
   'PMEPA1',
   'TNIP1',
   'STING1',
   'CA13',
   'TNFAIP2']},
 'CD8_T': {'CD8-T_terminal-exhaustion': ['TOX',
   'LAG3',
   'PDCD1',
   'HAVCR2',
   'EOMES',
   'ID2',
   'CD244',
   'NR4A3',
   'NR4A2',
   'NR4A1',
   'CXCL13',
   'IRF4',
   'PRDM1'],
  'CD8-T_progenitor-exhaustion_UP': ['BCL2',
   'CD200',
   'ID3',
   'CXCR3',
   'LAG3',
   'ICOS',
   'BCL6',
   'XCR1',
   'CXCR5',
   'HNF1A',
   'SLAMF6',
   'TOX',
   'PDCD1',
   'GZMK',
   'TBX21'],
  'CD8-T_IL12_response': ['NUTF2',
   'HAO2',
   'SOX4',
   'IL6R',
   'RERE',
   'GZMA',
   'COPA',
   'GSTT2B',
   'IREB2',
   'IRF9',
   'SLMAP',
   'CLTB',
   'RCVRN',
   'LEPROT',
   'ICAM2',
   'NR1D2',
   'DNAJA1',
   'MAT2B',
   'MSL2',
   'GABBR1',
   'MFSD14A',
   'COL6A2',
   'MAP1LC3A',
   'B4GALNT1',
   'TPT1',
   'ROCK1',
   'S100PBP',
   'MRPS14',
   'SLC4A2',
   'CFH',
   'RACK1',
   'SEC11C',
   'HMGB2',
   'IKBKB',
   'KIF3C',
   'KLHL21',
   'IVNS1ABP',
   'TCF7',
   'ANLN',
   'METTL17',
   'NEDD4L',
   'MBTD1',
   'SLC22A1',
   'IFIT2',
   'GLMP',
   'BRD7',
   'PI4K2A',
   'FBXO38',
   'RIPOR2',
   'NFE2',
   'CMPK2',
   'ADORA1',
   'SIAH1',
   'LITAF',
   'SAYSD1',
   'ABRACL',
   'IQGAP2',
   'TCN2',
   'ARID3B',
   'IL16',
   'RAB33B',
   'CFI',
   'MRPS21',
   'TYSND1',
   'BTRC',
   'PROS1',
   'ACKR3',
   'FRMD8',
   'RAE1',
   'ADRB2',
   'SCMH1',
   'SEPTIN4',
   'POLR2F',
   'USP2',
   'RBM4B',
   'STAT5A',
   'DENND2B',
   'RBBP4',
   'DNAJC9',
   'CBR1',
   'DVL1',
   'DAO',
   'CD14',
   'SPATA13',
   'FIP1L1',
   'HNRNPC',
   'SLC39A4',
   'LGALS9B',
   'AP1B1',
   'E2F5',
   'INTS8',
   'NSMCE1',
   'GGPS1',
   'BSDC1',
   'NRTN',
   'LMX1B',
   'SPINK4',
   'RIOX2',
   'INSM1',
   'ATP9A',
   'MAP4K3',
   'RETREG2',
   'GALK2',
   'FRAT1',
   'OGFOD2',
   'SEPHS2',
   'ATF2',
   'GRPEL2',
   'TLE4',
   'MPHOSPH10',
   'KMT2E',
   'PTPN18',
   'ULK2',
   'CTSC',
   'CCNDBP1',
   'SEC11A',
   'CWC22',
   'ASF1B',
   'CD1D',
   'SH3GL1',
   'IFIH1',
   'CD79B',
   'EMP3',
   'ZBTB20',
   'PCBD2',
   'DNAJB4',
   'MAST2',
   'HDAC1',
   'PSAP',
   'MOV10',
   'RECK',
   'KLF2',
   'CRP',
   'POLG',
   'TXNDC12',
   'ATP5PF',
   'MTARC2',
   'DIAPH1',
   'GABPA',
   'DEK',
   'RUNX1T1',
   'ERCC2',
   'NCOA2',
   'SEPTIN10',
   'ADGRL1',
   'RPL12',
   'IMPA1',
   'TNNC2',
   'GSTT2',
   'BRWD3',
   'ABCG1',
   'FOSB',
   'RP9',
   'CANT1',
   'PHF1',
   'NUSAP1',
   'ANKRD13A',
   'RPA3'],
  'CD8-T_tumor-reactive-like_UP': ['MKI67',
   'TNFRSF9',
   'TNFRSF18',
   'GZMA',
   'IFNG',
   'ENTPD1',
   'ITGAE',
   'CXCL13'],
  'T_IL4_response': ['GATA3',
   'LIMA1',
   'SPINT2',
   'CCL17',
   'IL17RB',
   'GPR183',
   'KRT1',
   'FN1',
   'CCL18'],
  'T_tcr-activation': ['JAG1',
   'ALCAM',
   'LTA',
   'CCL3',
   'CCL4',
   'FOSL1',
   'PIM3',
   'TNFRSF4',
   'TGFB1',
   'FURIN',
   'SULT2B1',
   'IL17A',
   'CD160',
   'GADD45G',
   'IL3',
   'CCL1',
   'CCR8',
   'TNFSF14',
   'ATF3',
   'IL17F',
   'LCK',
   'CD8B',
   'NFATC2',
   'NFATC1',
   'CISH',
   'PTGER2',
   'TNFSF11',
   'TNFRSF21',
   'SYP',
   'SLC7A1',
   'NKG7',
   'CRABP2',
   'SEMA7A',
   'IER3',
   'SLC16A1',
   'IL13',
   'RGS16',
   'NEK6',
   'CSF2',
   'IL4',
   'TNFSF8',
   'ZBTB32',
   'FOSL2',
   'HAVCR2',
   'GFI1',
   'IL10',
   'FOSB',
   'IFNG',
   'EGR1',
   'TNFRSF9',
   'IL21',
   'UTF1',
   'MFSD2A',
   'IL24',
   'IL15RA',
   'NR4A3',
   'MIR193A',
   'CD40LG',
   'RELA',
   'BCAT1',
   'XCL1',
   'STAT5A',
   'ALPL',
   'IL5',
   'MAFF',
   'IL2'],
  'T_IL21_response': ['IFITM3',
   'NECAP2',
   'CCL13',
   'CXCL2',
   'PMEPA1',
   'TNIP1',
   'STING1',
   'CA13',
   'TNFAIP2']},
 'DC': {'DC_LPS_response': ['NCAPH',
   'SLC46A2',
   'PDK3',
   'PARVG',
   'ELP2',
   'ASTE1',
   'HHEX',
   'PTPN4',
   'ENO2',
   'CEMIP2',
   'ACADS',
   'TAGAP',
   'CLEC10A',
   'MYO1F',
   'NSMF',
   'NAXE',
   'CYTH4',
   'INKA2',
   'PARP3',
   'SYNRG',
   'ENTPD1',
   'PLCD1',
   'OPN3',
   'PRMT3',
   'VCL',
   'FN3KRP',
   'THYN1',
   'ATP9A',
   'IMPA2',
   'GNPDA1',
   'KLK8',
   'KCTD7',
   'CACNA2D4',
   'CLMN',
   'PTBP1',
   'SLC26A2',
   'RPL13A',
   'CHCHD7',
   'MERTK',
   'CPQ',
   'ZFP69',
   'FEV',
   'BRD3',
   'CIITA',
   'FOXQ1',
   'ZNF641',
   'TAF4B',
   'CD1C',
   'ARHGAP39',
   'LYRM7',
   'SLC18A2',
   'ZNF398',
   'MGAT5'],
  'DC_antigen-crosspresentation': ['MRC1',
   'SEC61A2',
   'SEC61A1',
   'IFI30',
   'SEC61G',
   'VCP',
   'CTSS',
   'CYBB',
   'SEC61B',
   'TFEB',
   'RAB27A'],
  'p-DC_CpG-TLR9_response': ['TCF7',
   'RNF145',
   'SGK1',
   'OTULINL',
   'ZAP70',
   'HMGB2',
   'ID2']},
 'ILC3': {'TNK_cytotoxicity-effectors': ['LAMP1',
   'GZMH',
   'GZMA',
   'GZMB',
   'FGFBP2',
   'FASLG',
   'GZMK',
   'GZMM',
   'PRF1',
   'STXBP2',
   'NKG7',
   'LAMP2',
   'TNFSF10',
   'GNLY'],
  'TNK_IL2-STAT5-signaling': ['ANXA4',
   'ITGAV',
   'BMP2',
   'AGER',
   'MYO1E',
   'ABCB1',
   'ALCAM',
   'DCPS',
   'AMACR',
   'TNFSF10',
   'IL1RL1',
   'TNFRSF4',
   'GABARAPL1',
   'CCND3',
   'NT5E',
   'ADAM19',
   'GPR83',
   'PLPP1',
   'EMP1',
   'PDCD2L',
   'CISH',
   'NFKBIZ',
   'EEF1AKMT1',
   'PLEC',
   'CKAP4',
   'FGL2',
   'CTSZ',
   'IL2RA',
   'SPRED2',
   'MYC',
   'AHNAK',
   'POU2F1',
   'MAP3K8',
   'MUC1',
   'IL10',
   'NFIL3',
   'DENND5A',
   'PRNP',
   'AHR',
   'CD83',
   'IKZF2',
   'NRP1',
   'CCR4',
   'UCK2',
   'S100A1',
   'CAPN3',
   'GSTO1',
   'SLC39A8',
   'GUCY1B1',
   'IL3RA',
   'SELL',
   'MAFF',
   'NDRG1',
   'P4HA1',
   'SOCS2',
   'CD44',
   'SPRY4',
   'KLF6',
   'ICOS',
   'XBP1',
   'SLC2A3',
   'MYO1C',
   'GLIPR2',
   'GPR65',
   'CASP3',
   'CD48',
   'DRC1',
   'IL10RA',
   'BCL2',
   'LRRC8C',
   'HOPX',
   'APLP1',
   'MXD1',
   'CDKN1C',
   'CCNE1',
   'ETFBKMT',
   'HIPK2',
   'GALM',
   'IL1R2',
   'GBP4',
   'SWAP70',
   'CDC6',
   'CD86',
   'IKZF4',
   'SERPINC1',
   'RHOB',
   'PRAF2',
   'BMPR2',
   'PUS1',
   'WLS',
   'TLR7',
   'GATA1',
   'SH3BGRL2',
   'IGF2R',
   'FAM126B',
   'F2RL2',
   'SMPDL3A',
   'IRF6',
   'ENPP1',
   'SPP1',
   'ENO3',
   'RHOH',
   'TTC39B',
   'ITGAE',
   'RORA',
   'CST7',
   'TNFRSF9',
   'IFITM3',
   'ECM1',
   'LRIG1',
   'ST3GAL4',
   'COL6A1',
   'NCS1',
   'CCND2',
   'CD81',
   'CXCL10',
   'TNFRSF18',
   'IL13',
   'RNH1',
   'TWSG1',
   'BATF',
   'UMPS',
   'PLSCR1',
   'PLIN2',
   'IL4R',
   'RRAGD',
   'MAP6',
   'SLC29A2',
   'IRF4',
   'CSF2',
   'TGM2',
   'SLC1A5',
   'CA2',
   'TNFSF11',
   'IL2RG',
   'PTGER2',
   'FURIN',
   'PHLDA1',
   'RABGAP1L',
   'IFNGR1',
   'GADD45B',
   'BHLHE40-AS1',
   'ODC1',
   'TIAM1',
   'NCOA3',
   'ETV4',
   'ITIH5',
   'P2RX4',
   'NOP2',
   'IGF1R',
   'COCH',
   'PIM1',
   'BATF3',
   'HUWE1',
   'SNX9',
   'ARL4A',
   'SYNGR2',
   'SCN9A',
   'PNP',
   'ITGA6',
   'IL18R1',
   'TRAF1',
   'LTB',
   'TNFRSF8',
   'PTCH1',
   'BCL2L1',
   'AHCY',
   'CTLA4',
   'SOCS1',
   'LIF',
   'MAPKAPK2',
   'CDC42SE2',
   'PRKCH',
   'CYFIP1',
   'HK2',
   'PENK',
   'SYT11',
   'FLT3LG',
   'SHE',
   'SELP',
   'PLAGL1',
   'PTRH2',
   'CAPG',
   'EOMES',
   'GPX4',
   'RGS16',
   'TNFRSF1B',
   'FAH',
   'PHTF2',
   'TNFRSF21',
   'DHRS3',
   'IL2RB',
   'PTH1R',
   'LCLAT1',
   'CSF1',
   'SNX14',
   'IRF8',
   'SERPINB6'],
  'TNK_IL2_response': ['GSTA4',
   'NFKBIZ',
   'PLAGL2',
   'TNFRSF8',
   'GPR137B',
   'HES1',
   'PIK3AP1',
   'H2BC5',
   'VDR',
   'SEMA4C',
   'TNFRSF1B',
   'PRIM1',
   'SLC44A2',
   'PLAC8',
   'FECH',
   'SLC4A8',
   'NANP',
   'SOCS3',
   'HAS1'],
  'TNK_PD-1_signaling': ['ANXA2',
   'APOL6',
   'CIC',
   'LAX1',
   'SLA',
   'COMMD3',
   'CCR1',
   'PTPRO',
   'HMGCS1',
   'TESPA1',
   'BTN3A2',
   'BATF',
   'GRB2',
   'IRF9',
   'LCP2',
   'GBP1',
   'FBXW7',
   'IL10RB',
   'ANXA1',
   'NT5E',
   'SH2D2A',
   'CD28',
   'RHOH',
   'DOK2',
   'ITM2A']},
 'MDC': {'Mac_IFNG_response': ['TNFAIP3',
   'SOCS3',
   'IL23A',
   'IL1B',
   'IL1A',
   'CCL1',
   'PELI1',
   'CCL11',
   'MARCO',
   'CSF3',
   'IFNGR2',
   'CSF2',
   'NFKBIZ',
   'NOS2',
   'CXCL2',
   'IL12B',
   'IL6',
   'CXCL13',
   'IFNGR1',
   'IL12A',
   'IL27'],
  'Mac_CSF1_response': ['ANKHD1',
   'TLR7',
   'MMUT',
   'PHOSPHO2',
   'UBE2D3',
   'CMPK1',
   'DUS1L',
   'C4orf33',
   'EFCAB14',
   'MID1',
   'EXOSC1',
   'SS18L2',
   'YIPF5',
   'KATNBL1',
   'RNASE6',
   'RPL39L',
   'TEX30'],
  'Mac_IL4-IL13_response': ['ARG1',
   'PPARG',
   'SOCS2',
   'RNASE2',
   'IL4R',
   'MRC1',
   'PPARD',
   'IL13RA1',
   'CLEC10A',
   'CLEC7A',
   'NR2F6',
   'CCL8',
   'CDH1',
   'IRF4',
   'CCL22',
   'CCL24',
   'PDCD1LG2',
   'CCL17'],
  'Mac_LPS_response': ['EFCAB1',
   'C8G',
   'TMEM140',
   'OGFOD2',
   'MRPL18',
   'RHEBL1',
   'ZNF124',
   'MBLAC2',
   'HASPIN',
   'FANCF',
   'CPT1A',
   'CPXM2',
   'EFNB1',
   'TMED6',
   'SBSN',
   'ZRANB2',
   'ATMIN',
   'BVES',
   'MEGF11',
   'KCNC3',
   'GALR2',
   'TMX2',
   'SLC1A6',
   'INPP5B',
   'C12orf49',
   'FGF9',
   'LRRC45',
   'E2F2',
   'CERK',
   'TCEAL8',
   'NEK9',
   'TTC14',
   'ACP6',
   'CDC14B',
   'ZNF623',
   'TUSC1',
   'ABCD4',
   'HAGH',
   'PLCB2',
   'ZNF322',
   'THYN1',
   'TMED4',
   'TXNIP',
   'PCED1B',
   'AP5S1',
   'ERH',
   'PLEKHG3',
   'DOCK7',
   'PGLS',
   'AIMP2',
   'LEFTY2',
   'PITHD1',
   'LEPROTL1',
   'SPC24',
   'MIXL1',
   'HSPD1',
   'GDI1',
   'ZFP90',
   'ZDBF2',
   'OBI1',
   'TOR4A',
   'KIAA0513',
   'ATP4B',
   'TRIM65',
   'BBS2',
   'PRMT7',
   'WDR75',
   'SLC16A2',
   'ZNF770',
   'MMD',
   'ERI2',
   'ORC2',
   'YBX1',
   'USP30'],
  'M_IL17A_response': ['CXCL3',
   'IFNG',
   'IL9',
   'IL1B',
   'IL12A',
   'IL12B',
   'CCL3',
   'CSF2'],
  'M_mac_CSF1_response': ['APOC1',
   'CEP55',
   'DHCR7',
   'FASN',
   'MMP9',
   'ACP2',
   'DAB2',
   'DRAM1',
   'C1QB',
   'PLTP',
   'CCND1',
   'ZFYVE26',
   'PLXNA1',
   'RAD51AP1',
   'QPRT',
   'GPR137B',
   'NR1H3',
   'RAB3IL1',
   'JAKMIP2',
   'CD59',
   'ITGB5',
   'PLPP3',
   'SNX24',
   'NPL',
   'IDH1',
   'NPC1',
   'RARRES1',
   'GNPDA1',
   'OPTN',
   'HAMP',
   'AL049629.2',
   'MARCO',
   'RRAGD',
   'MELK',
   'TSPAN4',
   'ALDH7A1',
   'MAPK13',
   'MS4A4A',
   'ENOSF1',
   'ACOT13',
   'CTSK',
   'LGMN',
   'TOP2A',
   'SLC38A6',
   'SCD',
   'SPP1',
   'SQLE',
   'SLC7A8',
   'PLAU',
   'BCAT1',
   'NRP1',
   'COLEC12',
   'SLC2A5',
   'ACP5',
   'GPNMB',
   'CYB5A',
   'PEBP1',
   'DHCR24',
   'PLA2G15',
   'FUCA1',
   'C3AR1',
   'PPARG',
   'TYMS',
   'HADH',
   'ETV5',
   'VAT1',
   'PTPRM',
   'CTSL',
   'SLC39A8',
   'MSR1',
   'ECM1',
   'EPAS1',
   'A2M',
   'RGL1',
   'MAF',
   'VSIG4',
   'SLC47A1',
   'ADAMDEC1',
   'HSD17B14',
   'DENND2D',
   'APOE',
   'LILRB5',
   'MGLL',
   'HACD3',
   'RNASE1',
   'LIMA1',
   'FRMD4A',
   'ACAT2',
   'CCL2'],
  'M_angiogenic-effectors': ['CXCL8',
   'SEMA4D',
   'ADM',
   'PLAU',
   'TYMP',
   'ANGPT1',
   'FGF1',
   'VEGFD',
   'VEGFC',
   'VEGFB',
   'PDGFD',
   'PDGFC',
   'PDGFB',
   'JAG2',
   'PDGFA',
   'JAG1',
   'TGFB1',
   'RTN3',
   'MMP7',
   'POSTN',
   'MMP9',
   'TEK',
   'THBS1',
   'PF4',
   'STC2',
   'STC1',
   'ANGPT2',
   'ENG',
   'CCL2',
   'FGF2',
   'VEGFA']},
 'NK': {'NK_IL15_response': ['XCL1',
   'IER3',
   'FLT3LG',
   'DTL',
   'PPIF',
   'NOP16',
   'CCND2',
   'LAPTM4B',
   'APOO',
   'SLC2A3',
   'PFAS',
   'STX11',
   'FEN1',
   'ENO1',
   'FAH',
   'MFHAS1',
   'BYSL',
   'BCL2L1',
   'HSPH1',
   'MAPKAPK3',
   'IRF8',
   'CCL4',
   'DCTPP1',
   'SQLE',
   'DPP4',
   'SDF2L1',
   'NCR3',
   'GINS2',
   'TNFSF14',
   'UPP1',
   'C1QBP',
   'SHMT2',
   'GMNN',
   'CALR',
   'ATF4',
   'DHCR7',
   'MCM2',
   'HYOU1',
   'ADAMTS1',
   'TIPIN',
   'VLDLR',
   'LDLR',
   'TNFSF10',
   'AHR',
   'SCD',
   'SLC16A1',
   'SLC39A14',
   'MMD',
   'HMGCS1',
   'RRS1',
   'SNX10',
   'CHEK1',
   'CXCL9',
   'CD69',
   'NQO1',
   'PKM',
   'CHAC1',
   'HSPD1',
   'CCR1',
   'STIP1',
   'MSMO1',
   'BCL2',
   'ADAM19',
   'GPI',
   'LTB',
   'SLC27A2',
   'EHD4',
   'PRDX4',
   'HSPA13',
   'XBP1',
   'IL2RA',
   'GINS1',
   'METTL1',
   'OAS3',
   'PMAIP1',
   'CDKN1A',
   'STX3',
   'MCM6',
   'STK17B',
   'HNRNPAB',
   'IFNG',
   'MYBBP1A',
   'TNFRSF12A',
   'CDK6',
   'MRTO4',
   'EGR1',
   'SLC1A5',
   'SLC1A4',
   'PGK1',
   'PFKP',
   'IVNS1ABP',
   'PRNP',
   'ICAM1',
   'MAGOHB',
   'C3orf18',
   'PSAT1',
   'TNF',
   'TMEM97',
   'OSM',
   'CISH',
   'LTA',
   'SOCS1',
   'EGR2',
   'SLC16A6',
   'GBP1',
   'BHLHE40',
   'CREM',
   'CSF2',
   'ELOVL6',
   'SOCS2',
   'MYC',
   'SLC7A5',
   'HSP90AB1',
   'PAICS',
   'TPM4',
   'DHCR24',
   'MCM4',
   'YES1',
   'TM6SF1',
   'BATF3',
   'HSPA5',
   'PTGER2',
   'MANF',
   'DDX21',
   'TRPM2',
   'HTATSF1',
   'DUSP6',
   'TUBA4A',
   'DUSP5',
   'PRDX1',
   'GZMB',
   'PDIA4',
   'CDC6',
   'BPGM',
   'CTPS1',
   'NEDD9',
   'LIF',
   'SLC7A1',
   'LRP8',
   'TXN',
   'WDR43',
   'SFXN1',
   'PPRC1',
   'PIM1',
   'CDC45',
   'LDHA',
   'MTHFD2'],
  'TNK_cytotoxicity-effectors': ['LAMP1',
   'GZMH',
   'GZMA',
   'GZMB',
   'FGFBP2',
   'FASLG',
   'GZMK',
   'GZMM',
   'PRF1',
   'STXBP2',
   'NKG7',
   'LAMP2',
   'TNFSF10',
   'GNLY'],
  'TNK_IL2-STAT5-signaling': ['ANXA4',
   'ITGAV',
   'BMP2',
   'AGER',
   'MYO1E',
   'ABCB1',
   'ALCAM',
   'DCPS',
   'AMACR',
   'TNFSF10',
   'IL1RL1',
   'TNFRSF4',
   'GABARAPL1',
   'CCND3',
   'NT5E',
   'ADAM19',
   'GPR83',
   'PLPP1',
   'EMP1',
   'PDCD2L',
   'CISH',
   'NFKBIZ',
   'EEF1AKMT1',
   'PLEC',
   'CKAP4',
   'FGL2',
   'CTSZ',
   'IL2RA',
   'SPRED2',
   'MYC',
   'AHNAK',
   'POU2F1',
   'MAP3K8',
   'MUC1',
   'IL10',
   'NFIL3',
   'DENND5A',
   'PRNP',
   'AHR',
   'CD83',
   'IKZF2',
   'NRP1',
   'CCR4',
   'UCK2',
   'S100A1',
   'CAPN3',
   'GSTO1',
   'SLC39A8',
   'GUCY1B1',
   'IL3RA',
   'SELL',
   'MAFF',
   'NDRG1',
   'P4HA1',
   'SOCS2',
   'CD44',
   'SPRY4',
   'KLF6',
   'ICOS',
   'XBP1',
   'SLC2A3',
   'MYO1C',
   'GLIPR2',
   'GPR65',
   'CASP3',
   'CD48',
   'DRC1',
   'IL10RA',
   'BCL2',
   'LRRC8C',
   'HOPX',
   'APLP1',
   'MXD1',
   'CDKN1C',
   'CCNE1',
   'ETFBKMT',
   'HIPK2',
   'GALM',
   'IL1R2',
   'GBP4',
   'SWAP70',
   'CDC6',
   'CD86',
   'IKZF4',
   'SERPINC1',
   'RHOB',
   'PRAF2',
   'BMPR2',
   'PUS1',
   'WLS',
   'TLR7',
   'GATA1',
   'SH3BGRL2',
   'IGF2R',
   'FAM126B',
   'F2RL2',
   'SMPDL3A',
   'IRF6',
   'ENPP1',
   'SPP1',
   'ENO3',
   'RHOH',
   'TTC39B',
   'ITGAE',
   'RORA',
   'CST7',
   'TNFRSF9',
   'IFITM3',
   'ECM1',
   'LRIG1',
   'ST3GAL4',
   'COL6A1',
   'NCS1',
   'CCND2',
   'CD81',
   'CXCL10',
   'TNFRSF18',
   'IL13',
   'RNH1',
   'TWSG1',
   'BATF',
   'UMPS',
   'PLSCR1',
   'PLIN2',
   'IL4R',
   'RRAGD',
   'MAP6',
   'SLC29A2',
   'IRF4',
   'CSF2',
   'TGM2',
   'SLC1A5',
   'CA2',
   'TNFSF11',
   'IL2RG',
   'PTGER2',
   'FURIN',
   'PHLDA1',
   'RABGAP1L',
   'IFNGR1',
   'GADD45B',
   'BHLHE40-AS1',
   'ODC1',
   'TIAM1',
   'NCOA3',
   'ETV4',
   'ITIH5',
   'P2RX4',
   'NOP2',
   'IGF1R',
   'COCH',
   'PIM1',
   'BATF3',
   'HUWE1',
   'SNX9',
   'ARL4A',
   'SYNGR2',
   'SCN9A',
   'PNP',
   'ITGA6',
   'IL18R1',
   'TRAF1',
   'LTB',
   'TNFRSF8',
   'PTCH1',
   'BCL2L1',
   'AHCY',
   'CTLA4',
   'SOCS1',
   'LIF',
   'MAPKAPK2',
   'CDC42SE2',
   'PRKCH',
   'CYFIP1',
   'HK2',
   'PENK',
   'SYT11',
   'FLT3LG',
   'SHE',
   'SELP',
   'PLAGL1',
   'PTRH2',
   'CAPG',
   'EOMES',
   'GPX4',
   'RGS16',
   'TNFRSF1B',
   'FAH',
   'PHTF2',
   'TNFRSF21',
   'DHRS3',
   'IL2RB',
   'PTH1R',
   'LCLAT1',
   'CSF1',
   'SNX14',
   'IRF8',
   'SERPINB6'],
  'TNK_IL2_response': ['GSTA4',
   'NFKBIZ',
   'PLAGL2',
   'TNFRSF8',
   'GPR137B',
   'HES1',
   'PIK3AP1',
   'H2BC5',
   'VDR',
   'SEMA4C',
   'TNFRSF1B',
   'PRIM1',
   'SLC44A2',
   'PLAC8',
   'FECH',
   'SLC4A8',
   'NANP',
   'SOCS3',
   'HAS1'],
  'TNK_PD-1_signaling': ['ANXA2',
   'APOL6',
   'CIC',
   'LAX1',
   'SLA',
   'COMMD3',
   'CCR1',
   'PTPRO',
   'HMGCS1',
   'TESPA1',
   'BTN3A2',
   'BATF',
   'GRB2',
   'IRF9',
   'LCP2',
   'GBP1',
   'FBXW7',
   'IL10RB',
   'ANXA1',
   'NT5E',
   'SH2D2A',
   'CD28',
   'RHOH',
   'DOK2',
   'ITM2A']},
 'Treg': {'Treg_FoxP3-stabilization': ['NFATC1',
   'ATF1',
   'CREB1',
   'NFATC2',
   'STAT5A',
   'SMAD3',
   'STAT5B',
   'ETS1',
   'TGFBR1',
   'IL2RA',
   'IL2RG',
   'TGFBR2',
   'IL2RB']},
 'gdT': {},
 'mast': {'mast_granule-exocytosis': ['VAMP8',
   'SNAP23',
   'LYN',
   'PLA2G3',
   'BTK',
   'VAMP7',
   'SNX4'],
  'mast_mast-cell-granule-effectors': ['CPA3',
   'CTSB',
   'CASP3',
   'REN',
   'CTSL',
   'CMA1',
   'IL4',
   'TNF',
   'CLEC11A',
   'VEGFA',
   'IL15',
   'TH',
   'PRG2',
   'CAMP',
   'SCG3',
   'MMP9',
   'CTSD',
   'ARSA',
   'TPH1',
   'GZMB',
   'IL6',
   'CHGA',
   'HEXB',
   'NGF',
   'SRGN',
   'HDC',
   'CTSE',
   'FGF2',
   'CTSC',
   'ADAMTS5',
   'TGFB1',
   'GUSB',
   'TPH2',
   'IL5',
   'HPSE'],
  'M_IL17A_response': ['CXCL3',
   'IFNG',
   'IL9',
   'IL1B',
   'IL12A',
   'IL12B',
   'CCL3',
   'CSF2'],
  'M_mac_CSF1_response': ['APOC1',
   'CEP55',
   'DHCR7',
   'FASN',
   'MMP9',
   'ACP2',
   'DAB2',
   'DRAM1',
   'C1QB',
   'PLTP',
   'CCND1',
   'ZFYVE26',
   'PLXNA1',
   'RAD51AP1',
   'QPRT',
   'GPR137B',
   'NR1H3',
   'RAB3IL1',
   'JAKMIP2',
   'CD59',
   'ITGB5',
   'PLPP3',
   'SNX24',
   'NPL',
   'IDH1',
   'NPC1',
   'RARRES1',
   'GNPDA1',
   'OPTN',
   'HAMP',
   'AL049629.2',
   'MARCO',
   'RRAGD',
   'MELK',
   'TSPAN4',
   'ALDH7A1',
   'MAPK13',
   'MS4A4A',
   'ENOSF1',
   'ACOT13',
   'CTSK',
   'LGMN',
   'TOP2A',
   'SLC38A6',
   'SCD',
   'SPP1',
   'SQLE',
   'SLC7A8',
   'PLAU',
   'BCAT1',
   'NRP1',
   'COLEC12',
   'SLC2A5',
   'ACP5',
   'GPNMB',
   'CYB5A',
   'PEBP1',
   'DHCR24',
   'PLA2G15',
   'FUCA1',
   'C3AR1',
   'PPARG',
   'TYMS',
   'HADH',
   'ETV5',
   'VAT1',
   'PTPRM',
   'CTSL',
   'SLC39A8',
   'MSR1',
   'ECM1',
   'EPAS1',
   'A2M',
   'RGL1',
   'MAF',
   'VSIG4',
   'SLC47A1',
   'ADAMDEC1',
   'HSD17B14',
   'DENND2D',
   'APOE',
   'LILRB5',
   'MGLL',
   'HACD3',
   'RNASE1',
   'LIMA1',
   'FRMD4A',
   'ACAT2',
   'CCL2'],
  'M_angiogenic-effectors': ['CXCL8',
   'SEMA4D',
   'ADM',
   'PLAU',
   'TYMP',
   'ANGPT1',
   'FGF1',
   'VEGFD',
   'VEGFC',
   'VEGFB',
   'PDGFD',
   'PDGFC',
   'PDGFB',
   'JAG2',
   'PDGFA',
   'JAG1',
   'TGFB1',
   'RTN3',
   'MMP7',
   'POSTN',
   'MMP9',
   'TEK',
   'THBS1',
   'PF4',
   'STC2',
   'STC1',
   'ANGPT2',
   'ENG',
   'CCL2',
   'FGF2',
   'VEGFA']},
 'pDC': {'p-DC_CpG-TLR9_response': ['TCF7',
   'RNF145',
   'SGK1',
   'OTULINL',
   'ZAP70',
   'HMGB2',
   'ID2'],
  'DC_LPS_response': ['NCAPH',
   'SLC46A2',
   'PDK3',
   'PARVG',
   'ELP2',
   'ASTE1',
   'HHEX',
   'PTPN4',
   'ENO2',
   'CEMIP2',
   'ACADS',
   'TAGAP',
   'CLEC10A',
   'MYO1F',
   'NSMF',
   'NAXE',
   'CYTH4',
   'INKA2',
   'PARP3',
   'SYNRG',
   'ENTPD1',
   'PLCD1',
   'OPN3',
   'PRMT3',
   'VCL',
   'FN3KRP',
   'THYN1',
   'ATP9A',
   'IMPA2',
   'GNPDA1',
   'KLK8',
   'KCTD7',
   'CACNA2D4',
   'CLMN',
   'PTBP1',
   'SLC26A2',
   'RPL13A',
   'CHCHD7',
   'MERTK',
   'CPQ',
   'ZFP69',
   'FEV',
   'BRD3',
   'CIITA',
   'FOXQ1',
   'ZNF641',
   'TAF4B',
   'CD1C',
   'ARHGAP39',
   'LYRM7',
   'SLC18A2',
   'ZNF398',
   'MGAT5'],
  'DC_antigen-crosspresentation': ['MRC1',
   'SEC61A2',
   'SEC61A1',
   'IFI30',
   'SEC61G',
   'VCP',
   'CTSS',
   'CYBB',
   'SEC61B',
   'TFEB',
   'RAB27A']},
 'plasma': {'B_IgM-ligation_response': ['INCENP',
   'DCBLD2',
   'AP1S2',
   'LIG1',
   'AURKB',
   'CLIC4',
   'STK33',
   'AURKA',
   'BTLA',
   'NDC80',
   'WDHD1',
   'CDC25C',
   'CPOX',
   'KIF15',
   'NFKB1',
   'KIF4A',
   'STMN1',
   'ATAD5',
   'CENPN',
   'EIF3C',
   'RACGAP1',
   'SGO1',
   'CBX5',
   'TIPIN',
   'CDK1',
   'TIFAB',
   'TTK',
   'NCAPG',
   'ATP11C',
   'SPC25',
   'GZMK',
   'ASPM',
   'HELLS',
   'MIS18BP1',
   'ECT2',
   'APOBEC2',
   'CENPE',
   'SGO2',
   'HMMR',
   'PRR11',
   'PLK1',
   'DLGAP5',
   'CCNA2',
   'ZBP1',
   'NCAPD2',
   'RAD51',
   'KIF11',
   'MCM7',
   'BRIP1',
   'MCM3',
   'PRC1',
   'ROM1',
   'KDM4A',
   'CPT1A',
   'CKS1B',
   'CENPF',
   'CDCA8',
   'PRIM1',
   'CEP55',
   'POLE',
   'TPX2',
   'HMGB3',
   'RAD51AP1',
   'CDC45',
   'TRAM1',
   'FBXO5',
   'KIF23',
   'MKI67',
   'CORO2A',
   'VCP',
   'CCNE1',
   'HERC3',
   'BRCA1',
   'CHEK1',
   'KIF14',
   'NEIL3',
   'NUF2',
   'FKBP5',
   'ESCO2',
   'CCNB2',
   'MYO5A',
   'RRM2',
   'BRCA2',
   'EGR2',
   'NR4A3',
   'HNRNPUL1',
   'CENPS',
   'SPC24',
   'USP6NL',
   'RRM1',
   'CLSPN',
   'CDCA3',
   'GPR183',
   'CKAP2',
   'BUB1',
   'TOP2A',
   'MAD2L1',
   'CDKN3',
   'FIGNL1',
   'CXCR6',
   'SPAG5',
   'BIRC5',
   'CALU',
   'CENPH'],
  'B_Breg_UP': ['TGFB1', 'IL10', 'IL12A', 'EBI3', 'TGFB2'],
  'B_effector-2_UP': ['IL2', 'IL13', 'IL4', 'CSF2', 'IL6', 'IL10'],
  'B_effector-1_UP': ['IL12B',
   'IFNG',
   'TNF',
   'ITGAL',
   'IL12A',
   'IL10',
   'TIMD4',
   'FCGR3A',
   'IL6']},
 'global': {'all_chondroitine-and-heparan-sulfate_synthesis': ['HS3ST1',
   'UST',
   'CHST11',
   'HS3ST4',
   'XYLT1',
   'CHPF2',
   'NDST3',
   'B3GAT3',
   'EXTL1',
   'HS3ST5',
   'XYLT2',
   'EXTL2',
   'CHST12',
   'HS6ST2',
   'CHSY1',
   'HS6ST1',
   'NDST4',
   'B4GALT7',
   'CHSY3',
   'CSGALNACT2',
   'NDST1',
   'HS3ST2',
   'EXT2',
   'EXT1',
   'HS6ST3',
   'B3GAT2',
   'HS3ST3A1',
   'CHST3',
   'CSGALNACT1',
   'HS3ST3B1',
   'HS3ST6',
   'CHPF',
   'CHST7',
   'HS2ST1',
   'CHST13',
   'EXTL3',
   'GLCE',
   'NDST2',
   'B3GAT1',
   'B3GALT6'],
  'all_retinol_metabolism': ['ZADH2',
   'ADH1A',
   'UGT1A8',
   'ADH7',
   'SDR16C5',
   'RDH12',
   'ALDH1A2',
   'ALDH1A3',
   'AOX1',
   'RDH16',
   'LRAT',
   'UGT1A10',
   'RDH11',
   'BCO1',
   'PNPLA4',
   'RDH14',
   'RDH8',
   'ADH1B',
   'RDH5',
   'RDH13',
   'RDH10',
   'ADH1C'],
  'all_RIG-I-like-receptor_signaling': ['IKBKG',
   'IL12A',
   'IFIH1',
   'IFNA14',
   'MAPK14',
   'ATG12',
   'MAPK8',
   'STING1',
   'TNF',
   'MAPK9',
   'MAPK13',
   'CHUK',
   'IFNA21',
   'DDX3Y',
   'DDX3X',
   'IFNA10',
   'NFKB1',
   'AZI2',
   'TBKBP1',
   'IFNA8',
   'CASP10',
   'IFNA7',
   'IFNA1',
   'IRF7',
   'IFNA4',
   'IRF3',
   'TBK1',
   'IFNA5',
   'IFNA6',
   'RELA',
   'TRADD',
   'CXCL10',
   'DHX58',
   'NFKBIB',
   'IFNA17',
   'RIPK1',
   'CXCL8',
   'MAVS',
   'SIKE1',
   'ISG15',
   'MAPK12',
   'IFNA2',
   'IFNA13',
   'IFNE',
   'NFKBIA',
   'ATG5',
   'OTUD5',
   'DDX58',
   'MAPK11',
   'TKFC',
   'TRAF6',
   'MAP3K7',
   'NLRX1',
   'IFNA16',
   'IFNK',
   'CYLD',
   'IFNB1',
   'IKBKE',
   'TRIM25',
   'RNF125',
   'CASP8',
   'IFNW1',
   'MAPK10',
   'PIN1',
   'TRAF3',
   'MAP3K1',
   'IKBKB',
   'IL12B',
   'FADD',
   'TANK',
   'TRAF2'],
  'all_propanoate_metabolism': ['SLC16A3',
   'SLC5A12',
   'SLC16A8',
   'HIBCH',
   'SLC16A1',
   'SLC16A7',
   'SLC5A8'],
  'all_p53-signaling': ['JUN',
   'CCND2',
   'EI24',
   'TP63',
   'WWP1',
   'TGFA',
   'HMOX1',
   'PCNA',
   'CDH13',
   'DEF6',
   'ITGB4',
   'TPD52L1',
   'RAD51C',
   'WRAP73',
   'TPRKB',
   'IL1A',
   'STEAP3',
   'TCN2',
   'ATF3',
   'TRIAP1',
   'ABAT',
   'IRAK1',
   'PTPN14',
   'CCL4',
   'RRP8',
   'NUPR1',
   'TOB1',
   'IER3',
   'SLC3A2',
   'PLK3',
   'CDKN2B',
   'ZMAT3',
   'NOTCH1',
   'CCNK',
   'BAIAP2',
   'APAF1',
   'CXCL1',
   'PERP',
   'CCND3',
   'TP53',
   'IL15',
   'CD81',
   'CTSD',
   'HINT1',
   'ALOX15B',
   'TNNI1',
   'RPL18',
   'H2AW',
   'RGS16',
   'CCP110',
   'KLF4',
   'FOXO3',
   'MXD4',
   'CD82',
   'MDM2',
   'ACVR1B',
   'SAT1',
   'SLC35D1',
   'RPS27L',
   'GM2A',
   'SEC61A1',
   'PHLDA3',
   'RPL36',
   'TGFB1',
   'PPM1D',
   'SDC1',
   'RAB40C',
   'BTG2',
   'PITPNC1',
   'ADA',
   'EPHX1',
   'DRAM1',
   'ST14',
   'MKNK2',
   'BMP2',
   'CDKN2A',
   'GPX2',
   'CTSF',
   'VDR',
   'TCHH',
   'PRMT2',
   'CGRRF1',
   'LIF',
   'H2AJ',
   'RHBDF2',
   'PRKAB1',
   'TSPYL2',
   'FOS',
   'NUDT15',
   'GLS2',
   'DDIT4',
   'BTG1',
   'EPHA2',
   'CXCL2',
   'VWA5A',
   'SLC19A2',
   'RXRA',
   'POM121',
   'XPC',
   'ISCU',
   'TRAF4',
   'NDRG1',
   'NINJ1',
   'KLK8',
   'FBXW7',
   'SERPINB5',
   'TXNIP',
   'BAK1',
   'DDB2',
   'BLCAP',
   'RACK1',
   'TNFSF9',
   'S100A10',
   'PIDD1',
   'JAG2',
   'PPP1R15A',
   'H1-2',
   'BAX',
   'GADD45A',
   'PLK2',
   'UPP1',
   'CYFIP2',
   'CDKN1A',
   'SP1',
   'DNTTIP2',
   'RPS12',
   'CCNG1',
   'CSRNP2',
   'ANKRA2',
   'HSPA4L',
   'PTPRE',
   'MAPKAPK3',
   'TRAFD1',
   'S100A4',
   'TRIB3',
   'KIF13B',
   'FGF13',
   'CCL3',
   'COQ8A',
   'APP',
   'RETSAT',
   'CDK5R1',
   'VAMP8',
   'SFN',
   'RB1',
   'IP6K2',
   'HDAC3',
   'ABHD4',
   'STOM',
   'DCXR',
   'F2R',
   'IRAG2',
   'HBEGF',
   'PLXNB2',
   'KRT17',
   'DDIT3',
   'POLH',
   'NOL8',
   'FUCA1',
   'CLCA2',
   'NHLH2',
   'RAD9A',
   'SERTAD3',
   'TM7SF3',
   'ERCC5',
   'RNF19B',
   'PDGFA',
   'ZFP36L1',
   'ABCC5',
   'SPHK1',
   'CEBPA',
   'RCHY1',
   'HRAS',
   'ZBTB16',
   'PVT1',
   'RAP2B',
   'ZNF365',
   'SOCS1',
   'CCL5',
   'IFI30',
   'MXD1',
   'DGKA',
   'AC022506.1',
   'PMM1',
   'AEN',
   'FAM162A',
   'CCL2',
   'CASP1',
   'RRAD',
   'TAP1',
   'SESN1',
   'RALGDS',
   'EPS8L2',
   'PROCR',
   'OSGIN1',
   'LDHB',
   'FDXR',
   'ELP1',
   'IER5',
   'TAX1BP3',
   'INHBB',
   'HEXIM1',
   'TM4SF1',
   'SLC7A11',
   'CDKN2AIP',
   'FAS',
   'TSC22D1',
   'AK1'],
  'all_autophagy-selective': ['TOMM7',
   'STING1',
   'TEX264',
   'UBA5',
   'RNF41',
   'UFC1',
   'PINK1',
   'WIPI2',
   'SPTLC1',
   'LGALS8',
   'VPS13D',
   'AMBRA1',
   'RETREG3',
   'OPTN',
   'TBK1',
   'BECN1',
   'KLHL3',
   'TSC2',
   'MAPK3',
   'CDC37',
   'WDR81',
   'UFM1',
   'LRSAM1',
   'HDAC6',
   'RB1CC1',
   'VPS13C',
   'HUWE1',
   'AUP1',
   'SQSTM1',
   'ATG13',
   'ATG2A',
   'MFN2',
   'NOD1',
   'CLEC16A',
   'BAG3',
   'HSPB8',
   'PHB2',
   'UFL1',
   'STBD1',
   'SESN2',
   'TP53',
   'SPTLC2',
   'ATG14',
   'PRKN',
   'RAB7A',
   'USP30',
   'HTRA2',
   'HTT',
   'SMURF1',
   'CALCOCO2',
   'MAP1LC3C',
   'RIPK2',
   'ATG5',
   'RETREG1',
   'TIGAR',
   'UBQLN1',
   'DDRGK1',
   'MAP1LC3B',
   'ATG2B',
   'ADRB2',
   'WDFY3'],
  'all_circadian-rhythm': ['NR1D1',
   'CRY2',
   'CSNK1E',
   'CSNK1D',
   'BHLHE41',
   'CRY1',
   'CLOCK',
   'ARNTL',
   'PER2',
   'TPTEP2-CSNK1E',
   'PER1',
   'BHLHE40',
   'NPAS2',
   'PER3'],
  'all_VAL-LEU-ILE_metabolism': ['PCCB',
   'BCAT1',
   'SLC43A2',
   'SLC7A3',
   'IVD',
   'PCCA',
   'ALDH6A1',
   'SLC38A4',
   'SLC7A5',
   'BCKDHA',
   'SLC16A7',
   'MMUT',
   'DBT',
   'SLC7A7',
   'AUH',
   'MCEE',
   'BCAT2',
   'SLC16A1',
   'ACAD8',
   'SLC1A5',
   'ALDH2',
   'DLD',
   'HIBADH',
   'ACADSB',
   'SLC6A14',
   'SLC38A1',
   'HMGCL',
   'SLC38A2',
   'ACAT1',
   'MCCC1',
   'SLC7A6',
   'MCCC2',
   'BCKDHB',
   'SLC7A2',
   'SLC16A8',
   'ACADM',
   'SLC5A8',
   'SLC7A8',
   'SLC43A1'],
  'all_taurine-hypotaurine_metabolism': ['SLC6A6', 'GGT1', 'CDO1', 'CSAD'],
  'all_microautophagy-lysosomal': ['ATG2B',
   'ATG13',
   'ATG7',
   'RB1CC1',
   'ATG2A'],
  'all_transmembrane-transport-ER': ['SLC37A4', 'SLC35D1', 'SLC33A1'],
  'all_macroautophagy_regulation_positive': ['PIP4K2B',
   'LARP1',
   'PIP4K2A',
   'VPS13D',
   'BAG3',
   'TRIM13',
   'PINK1',
   'SIRT1',
   'NOD1',
   'PRKAA2',
   'IKBKG',
   'TSC2',
   'RAB12',
   'WAC',
   'MAPK3',
   'RAB3GAP2',
   'LRSAM1',
   'CLEC16A',
   'CDC37',
   'TSC1',
   'IRGM',
   'SMCR8',
   'PAFAH1B2',
   'SESN1',
   'ULK1',
   'STING1',
   'SCOC',
   'RIPK2',
   'C9orf72',
   'HMOX1',
   'VPS13C',
   'HDAC6',
   'RAB3GAP1',
   'MAP3K7',
   'UVRAG',
   'BNIP3',
   'SUPT5H',
   'RUFY4',
   'PIP4K2C',
   'ADRB2',
   'KDR',
   'TOMM7',
   'SESN2',
   'OPTN',
   'PRKN',
   'GPSM1',
   'SH3GLB1',
   'BNIP3L',
   'EPM2A',
   'SPTLC1',
   'DCN',
   'HUWE1',
   'FYCO1',
   'SPTLC2',
   'MFN2',
   'TBK1',
   'GNAI3',
   'SMURF1',
   'ELAPOR1',
   'SESN3',
   'HIF1A',
   'PIM2',
   'HSPB8',
   'HTT',
   'RALB',
   'LACRT',
   'CALCOCO2',
   'IL4'],
  'all_TYR_metabolism': ['PAH',
   'AOC1',
   'SLC16A10',
   'TAT',
   'DUOX2',
   'FAH',
   'TYRP1',
   'SLCO1A2',
   'DDC',
   'SLC22A2',
   'SLC6A4',
   'GOT1',
   'SLCO1B1',
   'SLCO4A1',
   'DBH',
   'SLC6A3',
   'ALDH3A1',
   'SLCO1C1',
   'SLC18A2',
   'ALDH3B2',
   'TH',
   'AOC2',
   'SLCO1B3',
   'ALDH3B1',
   'SLC18A1',
   'MOXD1',
   'SLC6A14',
   'GOT2',
   'MAOB',
   'AOC3',
   'SULT1A1',
   'SULT1A2',
   'SULT1A3',
   'PNMT',
   'SLC22A3',
   'COMT',
   'HGD',
   'SLC16A2',
   'TPO',
   'GSTZ1',
   'ADH4',
   'SLC6A2',
   'SLC7A5',
   'TYR',
   'FAHD1',
   'HPD',
   'DCT',
   'SLC7A8',
   'MAOA',
   'DUOX1',
   'COMTD1',
   'SLC22A1'],
  'all_SASP': ['CCL25',
   'CXCL2',
   'IL6ST',
   'IL15',
   'MMP1',
   'FGF2',
   'CXCL11',
   'IL7',
   'CXCL3',
   'CCL16',
   'NGF',
   'ANG',
   'VEGFA',
   'MMP10',
   'CCL1',
   'CCL11',
   'SERPINB2',
   'CCL26',
   'EREG',
   'CXCL8',
   'PF4',
   'IL13',
   'MMP14',
   'IGFBP7',
   'PLAU',
   'CCL7',
   'IGFBP2',
   'IGFBP4',
   'MMP13',
   'PLAUR',
   'CXCL5',
   'IGFBP6',
   'FGF7',
   'TNFRSF1A',
   'CXCL13',
   'CCL8',
   'CCL2',
   'MMP3',
   'TIMP2',
   'CXCL6',
   'CCL13',
   'TIMP1',
   'EGF',
   'HGF',
   'IL1A',
   'TNFRSF1B',
   'CXCL1',
   'AREG',
   'IGFBP3',
   'TNFRSF10C',
   'CCL3',
   'IL1B',
   'TNFRSF11B',
   'IFNG',
   'SERPINE1',
   'KITLG',
   'TNFSF11',
   'MIF',
   'CCN2',
   'CXCR2',
   'PLAT',
   'IL6',
   'CXCL12',
   'MMP12',
   'MMP9',
   'CCL20',
   'MMP7'],
  'all_histone-methylation': ['SETD7',
   'KMT2C',
   'SETDB2',
   'KMT2D',
   'DOT1L',
   'SETDB1',
   'SUV39H1',
   'SUV39H2'],
  'all_TNF-via-NFkB_signaling': ['PDE4B',
   'PTGER4',
   'ATP2B1',
   'CCL2',
   'TAP1',
   'BCL2A1',
   'CLCF1',
   'SDC4',
   'JAG1',
   'TSC22D1',
   'MARCKS',
   'TANK',
   'PPP1R15A',
   'SPSB1',
   'CCND1',
   'PDLIM5',
   'SIK1',
   'KLF6',
   'NFIL3',
   'CCL20',
   'PANX1',
   'JUN',
   'BTG1',
   'TRAF1',
   'SPHK1',
   'IL6',
   'NR4A2',
   'GEM',
   'BTG2',
   'CXCL3',
   'IER3',
   'DDX58',
   'NINJ1',
   'RNF19B',
   'KLF4',
   'B4GALT1',
   'NFE2L2',
   'GADD45B',
   'GFPT2',
   'FOSL1',
   'DUSP1',
   'CXCL10',
   'TIPARP',
   'SLC2A6',
   'EIF1',
   'IL12B',
   'ZFP36',
   'BIRC3',
   'CSF2',
   'CD44',
   'NFKB2',
   'RHOB',
   'CXCL8',
   'BMP2',
   'TNFAIP2',
   'JUNB',
   'TNFRSF9',
   'SERPINB8',
   'RIPK2',
   'IL23A',
   'MAFF',
   'DUSP4',
   'IL15RA',
   'MAP2K3',
   'PLK2',
   'OLR1',
   'LAMB3',
   'F2RL1',
   'CXCL1',
   'EHD1',
   'SNN',
   'GADD45A',
   'IRF1',
   'ICOSLG',
   'TLR2',
   'HES1',
   'TGIF1',
   'INHBA',
   'KYNU',
   'GCH1',
   'BCL6',
   'CCRL2',
   'TRIB1',
   'TNC',
   'PTX3',
   'REL',
   'PNRC1',
   'BTG3',
   'CXCL11',
   'PLAU',
   'KLF9',
   'ICAM1',
   'NAMPT',
   'B4GALT5',
   'MYC',
   'IRS2',
   'HBEGF',
   'DRAM1',
   'LITAF',
   'NFAT5',
   'PLAUR',
   'RELB',
   'IL6ST',
   'IFIH1',
   'EGR2',
   'PHLDA1',
   'CCNL1',
   'LIF',
   'VEGFA',
   'SMAD3',
   'MSC',
   'PMEPA1',
   'IER2',
   'EDN1',
   'TRIP10',
   'NFKBIA',
   'PLPP3',
   'FUT4',
   'EFNA1',
   'IL7R',
   'FJX1',
   'BCL3',
   'SERPINB2',
   'ZC3H12A',
   'CEBPD',
   'FOS',
   'ETS2',
   'IL1B',
   'FOSB',
   'SOD2',
   'TNF',
   'SGK1',
   'CDKN1A',
   'FOSL2',
   'PFKFB3',
   'CD80',
   'IFNGR2',
   'TNIP2',
   'IFIT2',
   'ABCA1',
   'MAP3K8',
   'TNFAIP3',
   'LDLR',
   'IL1A',
   'CD83',
   'NR4A3',
   'DNAJB4',
   'RCAN1',
   'FP565260.3',
   'SOCS3',
   'MCL1',
   'TNIP1',
   'CD69',
   'CCL5',
   'DUSP5',
   'F3',
   'DUSP2',
   'NFKB1',
   'CCL4',
   'EGR1',
   'SAT1',
   'STAT5A',
   'EGR3',
   'RELA',
   'BHLHE40',
   'IER5',
   'AREG',
   'KLF2',
   'IL18',
   'KLF10',
   'SQSTM1',
   'CXCL2',
   'TNFSF9',
   'ID2',
   'NR4A1',
   'CXCL6',
   'YRDC',
   'ZBTB10',
   'CCN1',
   'CSF1',
   'KDM6B',
   'PLEK',
   'TNFAIP6',
   'BIRC2',
   'SLC2A3',
   'DENND5A',
   'PTPRE',
   'SLC16A6',
   'SERPINE1',
   'GPR183',
   'PHLDA2',
   'ATF3',
   'CFLAR',
   'NFKBIE',
   'PER1',
   'CEBPB',
   'G0S2',
   'MXD1',
   'PTGS2',
   'TUBB2A',
   'ACKR3',
   'TNFAIP8'],
  'all_iron-uptake-and-storage': ['TFR2',
   'FTL',
   'FTH1',
   'FLVCR1',
   'SLC11A2',
   'SLC25A37',
   'TFRC',
   'SLC11A1',
   'CP',
   'SLC39A14',
   'SLC40A1',
   'SLC25A28',
   'TF',
   'CD163',
   'SLC48A1',
   'LRP1',
   'FTMT',
   'SCARA5',
   'SLC46A1'],
  'all_n-glycan_synthesis': ['ALG8',
   'MAN1B1',
   'MOGS',
   'ALG12',
   'MAN1A1',
   'DAD1',
   'MGAT3',
   'MGAT5',
   'UGDH',
   'MAN1C1',
   'ALG10',
   'ALG6',
   'MGAT4B',
   'ALG2',
   'B4GALT2',
   'MAN2A2',
   'ALG5',
   'DDOST',
   'DPM1',
   'MGAT2',
   'B4GALT1',
   'RPN2',
   'DPM3',
   'DPAGT1',
   'MAN1A2',
   'DPM2',
   'MAN2A1',
   'TUSC3',
   'MGAT1',
   'FUT8',
   'ALG3',
   'B4GALT3',
   'ALG1',
   'DOLPP1',
   'MGAT4A',
   'ST6GAL1',
   'B4GALT5',
   'RPN1'],
  'all_transmembrane-transport-golgi': ['SLC35A3',
   'SLC35B4',
   'SLC9A8',
   'SLC35B2',
   'SLC35A2',
   'SLC35D2',
   'SLC9A7',
   'SLC35A1',
   'SLC2A1',
   'SLC35C1'],
  'all_PHE_metabolism': ['SLC7A5',
   'SLC43A1',
   'AOC2',
   'DDC',
   'SLC7A3',
   'SLC7A2',
   'PAH',
   'SLC38A1',
   'SLC38A4',
   'SLC38A2',
   'ALDH3A1',
   'AOC1',
   'SLC43A2',
   'TAT',
   'SLC7A8',
   'GOT2',
   'ALDH3B2',
   'SLC16A10',
   'HPD',
   'SLC6A14',
   'GOT1',
   'MAOA',
   'MAOB',
   'ALDH3B1'],
  'all_riboflavin_metabolism': ['ENPP1',
   'ACP1',
   'TYR',
   'RFK',
   'FLAD1',
   'ACP2'],
  'all_polyamines_metabolism': ['ODC1',
   'AGMAT',
   'MAOB',
   'SRM',
   'SMOX',
   'MAOA',
   'SAT2',
   'AMD1',
   'SMS',
   'AZIN2'],
  'all_PI3K-AKT-mTOR_signaling': ['ACACA',
   'ACTR2',
   'AL662899.2',
   'CDK1',
   'RIT1',
   'ECSIT',
   'CALR',
   'IL4',
   'RPTOR',
   'ARF1',
   'PIK3R3',
   'PAK4',
   'SLC2A1',
   'EIF4E',
   'THEM4',
   'TRAF2',
   'MAP2K6',
   'CXCR4',
   'FGF22',
   'IRAK4',
   'MAPK9',
   'ARPC3',
   'DDIT3',
   'RAF1',
   'TIAM1',
   'RIPK1',
   'PPP1CA',
   'PLCG1',
   'CAB39L',
   'GNGT1',
   'PTPN11',
   'MKNK1',
   'PRKCB',
   'PIN1',
   'AC022506.1',
   'UBE2N',
   'PIKFYVE',
   'NGF',
   'GNA14',
   'CLTC',
   'PRKAR2A',
   'HSP90B1',
   'FGF17',
   'NOD1',
   'VAV3',
   'RPS6KA3',
   'RPS6KA1',
   'CDK2',
   'PLCB1',
   'NFKBIB',
   'IL2RG',
   'ACTR3',
   'PTEN',
   'ADCY2',
   'ARHGDIA',
   'PRKAG1',
   'MKNK2',
   'CDKN1A',
   'CDK4',
   'MAPK10',
   'UBE2D3',
   'CSNK2B',
   'HRAS',
   'RALB',
   'EGFR',
   'TBK1',
   'TNFRSF1A',
   'STAT2',
   'ATF1',
   'MAP3K7',
   'YWHAB',
   'PDK1',
   'CAMK4',
   'SQSTM1',
   'GRK2',
   'SFN',
   'TRIB3',
   'PFN1',
   'TSC2',
   'E2F1',
   'FASLG',
   'MAPK8',
   'PRKAA2',
   'PLA2G12A',
   'NCK1',
   'ITPR2',
   'AKT1S1',
   'MAPK1',
   'AKT1',
   'CAB39',
   'GSK3B',
   'MAPKAP1',
   'LCK',
   'GRB2',
   'FGF6',
   'PITX2',
   'AP2M1',
   'MAP2K3',
   'CDKN1B',
   'RNASE1',
   'SMAD2',
   'RAC1',
   'CFL1',
   'DUSP3',
   'SLA',
   'MYD88',
   'PPP2R1B',
   'DAPP1'],
  'all_inositol-phosphate_metabolism': ['IMPA2',
   'SLC5A3',
   'SLC5A11',
   'SLC2A13',
   'ISYNA1',
   'IPMK',
   'PI4K2A',
   'IMPA1',
   'MIOX'],
  'all_DNA-demethylation': ['ADH5', 'TET1', 'TET2', 'TDG', 'ADH6', 'TET3'],
  'all_wnt-beta-catenin-signaling': ['HDAC2',
   'LEF1',
   'CUL1',
   'TP53',
   'GNAI1',
   'DLL1',
   'SKP2',
   'AXIN1',
   'KAT2A',
   'CSNK1E',
   'MAML1',
   'FZD8',
   'NOTCH1',
   'MYC',
   'RBPJ',
   'JAG2',
   'PTCH1',
   'PPARD',
   'HDAC5',
   'AXIN2',
   'NUMB',
   'PSEN2',
   'NKD1',
   'WNT1',
   'TCF7',
   'FRAT1',
   'HDAC11',
   'ADAM17',
   'CCND2',
   'HEY1',
   'NCSTN',
   'JAG1',
   'DVL2',
   'NOTCH4',
   'NCOR2',
   'TPTEP2-CSNK1E',
   'FZD1',
   'CTNNB1',
   'DKK4',
   'HEY2',
   'WNT6',
   'DKK1',
   'WNT5B'],
  'all_lactate_production': ['SLC16A1',
   'SLC16A4',
   'BSG',
   'LDHA',
   'LDHB',
   'LDHC',
   'SLC16A8',
   'EMB',
   'SLC16A7',
   'LDHD'],
  'all_complement_production': ['C1S',
   'C1QA',
   'C4A',
   'CFB',
   'C1QB',
   'C1R',
   'C6',
   'C9',
   'C4B',
   'C8A',
   'MBL2',
   'CFD',
   'C5',
   'MASP1',
   'C7',
   'CFH',
   'C3',
   'CFI'],
  'all_n-glycan_degradation': ['MAN2C1',
   'HEXB',
   'AGA',
   'MAN2B1',
   'GALNS',
   'FUCA1',
   'GLB1',
   'MANBA',
   'NEU4',
   'NEU2',
   'FUCA2',
   'HEXA',
   'NEU1',
   'ENGASE'],
  'all_porphyrine-heme_metabolism': ['UROS',
   'BLVRA',
   'FTH1',
   'SLC46A1',
   'PPOX',
   'CPOX',
   'HCCS',
   'ALAS1',
   'HMBS',
   'SLCO1B1',
   'ALAD',
   'HMOX1',
   'BLVRB',
   'HMOX2',
   'FTMT',
   'UROD',
   'SLCO1B3',
   'CYBRD1',
   'FECH',
   'ALAS2'],
  'all_glycogenesis': ['GSK3A',
   'GBE1',
   'GYS1',
   'PGM2',
   'GSK3B',
   'GYS2',
   'UGP2',
   'PGM1'],
  'all_heparan-sulfate_degradation': ['NAGLU',
   'IDUA',
   'SGSH',
   'GNS',
   'IDS',
   'AC244197.3',
   'GUSB'],
  'all_creatinine_metabolism': ['CKMT1B',
   'GAMT',
   'CKM',
   'CKMT2',
   'CKB',
   'GATM'],
  'all_GPI-anchor_synthesis': ['PIGZ',
   'PIGT',
   'PIGM',
   'PIGB',
   'GPAA1',
   'PIGV',
   'PIGF',
   'PIGK',
   'PIGP',
   'PIGO',
   'PGAP1',
   'PIGX',
   'DPM2',
   'PIGQ',
   'PIGL',
   'PIGN',
   'PIGG',
   'PIGS',
   'PIGC',
   'PIGW',
   'PIGH',
   'PIGA'],
  'all_type-II-ifn-response': ['HLA-DPA1',
   'CXCL10',
   'HLA-DRA',
   'HLA-G',
   'HLA-DMB',
   'HLA-DMA',
   'HLA-DOB',
   'MYC',
   'CD274',
   'HLA-DRB3',
   'HLA-DPB1',
   'IRF1',
   'CXCL9',
   'HLA-DRB4',
   'HLA-DQA1',
   'HLA-DQB1',
   'HLA-E'],
  'all_glycogenolysis': ['AGL',
   'PHKA1',
   'PHKB',
   'PHKG2',
   'PYGM',
   'PGM3',
   'PHKG1',
   'PYGL'],
  'all_G2M-transition': ['H2BC19P',
   'H1-4',
   'H4C11',
   'H4C14',
   'H2BC17',
   'H2AC18',
   'H4C8',
   'H2BC10',
   'H3-2',
   'H2BC4',
   'H2BC9',
   'H2BC11',
   'H4C13',
   'H3C11',
   'H2AC21',
   'H3C15',
   'H2BC15',
   'H4C9',
   'H2AC16',
   'H2AC19',
   'H3C10',
   'H2AC20',
   'H2BP2',
   'H2BC21',
   'H2BP1',
   'H4C12',
   'H3C6',
   'H3C8',
   'H2BC12',
   'H2AZP3',
   'CCNE2',
   'H2AC4',
   'H2BU1',
   'H4-16',
   'SLBP',
   'H1-6',
   'H4C5',
   'H2AZP1',
   'H1-12P',
   'H3C12',
   'H2AW',
   'BRCA1',
   'H1-2',
   'H3C1',
   'H2AC17',
   'H4C2',
   'TYMS',
   'H3C4',
   'H2AC15',
   'MACROH2A1',
   'H2AZP5',
   'H3C3',
   'MSH2',
   'H3P38',
   'H3C13',
   'H2BC18',
   'H2AZP2',
   'H2BC6',
   'H2AC11',
   'H2AB3',
   'CDKN3',
   'NASP',
   'H2AC12',
   'H2AZP6',
   'H4C15',
   'E2F5',
   'CCNE1',
   'H1-5',
   'H2BC14',
   'H3-5',
   'NPAT',
   'H2AC13',
   'H3-3B',
   'CDKN1A',
   'H4C3',
   'H1-0',
   'H2AZP4',
   'E2F1',
   'H2AC6',
   'RRM1',
   'H2AC1',
   'H1-7',
   'H2BC20P',
   'CDC45',
   'H2BU2P',
   'H2AC14',
   'DHFR',
   'H2BC8',
   'H1-8',
   'H3C14',
   'H2AZ1',
   'H2AB1',
   'H2AC8',
   'H2AJ',
   'H2AC7',
   'MCM6',
   'H2BC5',
   'H1-3',
   'H1-1',
   'H2AZ2P1',
   'H3P37',
   'H3C2',
   'H1-10',
   'BRCA2',
   'MACROH2A2',
   'H3C7',
   'H2AB2',
   'MCM2',
   'H3-3A',
   'H2BC1',
   'H4C6',
   'H2BC7',
   'MKI67',
   'H2BW1',
   'CDC6',
   'H2AX',
   'H2AZ2',
   'CDKN2C',
   'PCNA',
   'RRM2',
   'H4C4',
   'CCNG2',
   'CDC25A',
   'H4C1',
   'H4C7',
   'H3-4',
   'H2BS1',
   'H2BW2',
   'H2BC3',
   'H2BC13'],
  'all_IL6-JAK-STAT3_signaling': ['TYK2',
   'IL18R1',
   'ITGA4',
   'CSF2RA',
   'SOCS1',
   'CXCL11',
   'CD14',
   'IFNAR1',
   'IFNGR1',
   'LTB',
   'MAP3K8',
   'EBI3',
   'IL1B',
   'CBL',
   'STAT1',
   'PIK3R5',
   'DNTT',
   'STAT3',
   'CNTFR',
   'SOCS3',
   'REG1A',
   'TNFRSF12A',
   'CXCL3',
   'CD44',
   'CD38',
   'IL4R',
   'CSF2RB',
   'ITGB3',
   'FAS',
   'HMOX1',
   'IRF1',
   'INHBE',
   'PF4',
   'MYD88',
   'GRB2',
   'STAM2',
   'ACVRL1',
   'CXCL13',
   'TNFRSF1A',
   'PTPN11',
   'PLA2G2A',
   'TGFB1',
   'CCR1',
   'CXCL9',
   'LTBR',
   'JUN',
   'IL3RA',
   'ACVR1B',
   'OSMR',
   'TNF',
   'TNFRSF1B',
   'HAX1',
   'BAK1',
   'IL15RA',
   'CXCL1',
   'IL12RB1',
   'LEPR',
   'CSF1',
   'TNFRSF21',
   'IL1R1',
   'CCL7',
   'IL13RA1',
   'PIM1',
   'IL2RA',
   'CSF2',
   'IL6',
   'IRF9',
   'CD9',
   'IL6ST',
   'STAT2',
   'IL1R2',
   'A2M',
   'CD36',
   'PDGFC',
   'TLR2',
   'CRLF2',
   'IL9R',
   'CXCL10',
   'IL2RG',
   'IFNGR2',
   'IL17RB',
   'IL17RA',
   'PTPN1',
   'IL7',
   'IL10RB',
   'CSF3R',
   'PTPN2'],
  'all_MHC-II-presentation': ['HLA-DQB3',
   'HLA-DQA1',
   'HLA-DPA2',
   'HLA-DQA2',
   'HLA-DPB2',
   'RILP',
   'CD74',
   'RELA',
   'RAB7B',
   'HLA-DRB1',
   'HLA-DRA',
   'NFYB',
   'HLA-DMB',
   'RAB7A',
   'AP2M1',
   'HLA-DRB6',
   'AP2A1',
   'ARL14EP',
   'ARL14',
   'SPI1',
   'HLA-DMA',
   'AP2B1',
   'HLA-DRB5',
   'HLA-DQB1',
   'RFX5',
   'HLA-DPA3',
   'MYO1E',
   'NFYA',
   'SP1',
   'CREB1',
   'HLA-DPB1',
   'AP2S1',
   'HLA-DQB2',
   'CD83',
   'HLA-DPA1',
   'HLA-DOB',
   'NFYC',
   'IRF8',
   'CIITA',
   'AP2A2',
   'HLA-DRB9'],
  'all_hypoxia-response': ['PLAC8',
   'PPARGC1A',
   'LDHC',
   'DPYSL4',
   'COL5A1',
   'SLC37A4',
   'PFKP',
   'MIF',
   'IRS2',
   'CDKN1B',
   'SDC4',
   'RORA',
   'AKAP12',
   'NR3C1',
   'GPC4',
   'PPFIA4',
   'PKLR',
   'IDS',
   'IGFBP3',
   'XPNPEP1',
   'KLF7',
   'PHKG1',
   'KLHL24',
   'ARNT',
   'SDC3',
   'IL6',
   'PDK1',
   'AK4',
   'GPC1',
   'BTG1',
   'ANXA2',
   'SLC2A5',
   'NOCT',
   'CCNG2',
   'FAM162A',
   'CAVIN1',
   'EDN2',
   'VLDLR',
   'PYGM',
   'GAA',
   'PAM',
   'IGFBP1',
   'MAFF',
   'KLF6',
   'NAGK',
   'ALDOC',
   'TPD52',
   'CXCR4',
   'IER3',
   'JMJD6',
   'SRPX',
   'FOXO3',
   'MAP3K1',
   'PIM1',
   'TGFB3',
   'KIF5A',
   'ANGPTL4',
   'JUN',
   'FOSL2',
   'GBE1',
   'PRKCA',
   'BCAN',
   'PRDX5',
   'TES',
   'TGM2',
   'ISG20',
   'DDIT3',
   'CAV1',
   'HK2',
   'CITED2',
   'B4GALNT2',
   'SELENBP1',
   'SLC25A1',
   'MXI1',
   'CSRP2',
   'ARNT2',
   'SIAH2',
   'SLC2A3',
   'ALDOA',
   'BNIP3L',
   'PPP1R15A',
   'CA12',
   'GRHPR',
   'PNRC1',
   'NDST1',
   'GPI',
   'ERRFI1',
   'PGF',
   'INHA',
   'PGAM2',
   'STC2',
   'TPBG',
   'EPAS1',
   'SULT2B1',
   'DUSP1',
   'LDHA',
   'P4HA2',
   'PCK1',
   'CAVIN3',
   'GAPDHS',
   'PLAUR',
   'ENO1',
   'STC1',
   'FBP1',
   'EFNA3',
   'HK1',
   'CCN5',
   'BRS3',
   'HSPA5',
   'MT1E',
   'SDC2',
   'CHST2',
   'RRAGD',
   'HDLBP',
   'ALDOB',
   'SLC2A1',
   'NCAN',
   'ERO1A',
   'GPC3',
   'HEXA',
   'LALBA',
   'VEGFA',
   'PFKFB3',
   'ZNF292',
   'ADORA2B',
   'HAS1',
   'F3',
   'ENO2',
   'UGP2',
   'EXT1',
   'EGFR',
   'CDKN1C',
   'ZFP36',
   'S100A4',
   'MYH9',
   'MT2A',
   'RBPJ',
   'NEDD4L',
   'TKTL1',
   'CHST3',
   'TNFAIP3',
   'KDM3A',
   'WSB1',
   'GALK1',
   'CP',
   'PGK1',
   'GAPDH',
   'LARGE1',
   'PKP1',
   'PDK3',
   'ETS1',
   'B3GALT6',
   'CCN2',
   'ADM',
   'SCARB1',
   'ACKR3',
   'SAP30',
   'GCK',
   'SLC6A6',
   'CDKN1A',
   'PGM1',
   'STBD1',
   'DTNA',
   'ENO3',
   'GLRX',
   'BGN',
   'TMEM45A',
   'VHL',
   'ATF3',
   'PGM2',
   'CASP6',
   'EFNA1',
   'BCL2',
   'PDGFB',
   'NFIL3',
   'LXN',
   'NDST2',
   'SERPINE1',
   'HOXB9',
   'HIF3A',
   'HIF1A',
   'CCN1',
   'NDRG1',
   'P4HA1',
   'GCNT2',
   'LOX',
   'PPP1R3C',
   'TGFBI',
   'PLIN2',
   'AMPD3',
   'FOS',
   'HMOX1',
   'ILVBL',
   'HS3ST1',
   'GYS1',
   'TPI1',
   'TPST2',
   'PFKL',
   'TIPARP',
   'KDELR3',
   'DDIT4',
   'ATP7A',
   'BHLHE40',
   'DCN'],
  'all_biotin_metabolism': ['HLCS', 'SLC16A1', 'BTD', 'SLC5A6', 'SLC19A3'],
  'all_autophagy-of-mitochondria': ['FIS1',
   'PPARGC1A',
   'FZD5',
   'ATP13A2',
   'FUNDC2',
   'SPATA18',
   'TP53',
   'TIGAR',
   'PARL',
   'ATG9B',
   'CSNK2A2',
   'CLEC16A',
   'VPS13D',
   'GABARAPL3',
   'PRKN',
   'BNIP3',
   'GABARAP',
   'SQSTM1',
   'VDAC1',
   'OPTN',
   'HIF1A',
   'HDAC6',
   'TOMM7',
   'USP36',
   'SREBF2',
   'ATG2A',
   'SLC25A46',
   'MUL1',
   'CTTN',
   'MFN2',
   'VPS13C',
   'WDR45B',
   'AMBRA1',
   'ATP5IF1',
   'CISD2',
   'PHB2',
   'ATG9A',
   'BECN1',
   'HUWE1',
   'WIPI2',
   'GBA',
   'GABARAPL2',
   'GSK3A',
   'WDR45',
   'PARK7',
   'CTSK',
   'FBXO7',
   'BNIP3L',
   'MAP1LC3A',
   'CDC37',
   'ATG2B',
   'FBXW7',
   'FUNDC1',
   'ATG12',
   'AC131160.1',
   'HTRA2',
   'ATG13',
   'MAP1LC3B',
   'RB1CC1',
   'MARK2',
   'WIPI1',
   'ATG5',
   'HK2',
   'PINK1',
   'TSPO',
   'MAP1LC3C',
   'RNF41',
   'CAMKK2',
   'ATG14',
   'ATG3',
   'GABARAPL1',
   'ATG7',
   'HAX1',
   'DNM1L',
   'HTT',
   'USP30',
   'TSC2',
   'SMURF1',
   'SREBF1',
   'MAP1LC3B2'],
  'all_urea-cycle': ['AQP9',
   'NOS3',
   'ACY1',
   'SLC14A2',
   'OTC',
   'AOC1',
   'GATM',
   'ASS1',
   'ASL',
   'CPS1',
   'SLC14A1',
   'NOS1',
   'ARG1',
   'ARG2'],
  'all_pyrimidine_metabolism': ['UPP1',
   'UPB1',
   'DPYSL3',
   'AICDA',
   'TK1',
   'NT5C',
   'TK2',
   'CTPS1',
   'DPYS',
   'SLC28A3',
   'CDA',
   'SLC29A1',
   'DPYSL2',
   'ALDH6A1',
   'UCK2',
   'DPYD',
   'DUT',
   'UCK1',
   'CTPS2',
   'UPP2',
   'DCTD',
   'SLC28A1'],
  'all_actin-cytoskeleton_regulation': ['RDX',
   'FGF8',
   'TIAM2',
   'NCKAP1L',
   'MYL2',
   'NCKAP1',
   'IQGAP2',
   'SSH1',
   'ITGA1',
   'PTK2',
   'WAS',
   'ITGA6',
   'PDGFB',
   'FN1',
   'CYFIP1',
   'FGF17',
   'FGF3',
   'PFN3',
   'IQGAP3',
   'ACTN1',
   'BDKRB2',
   'PFN1',
   'PIP5K1C',
   'TMSB4X',
   'PAK4',
   'FGF20',
   'SSH3',
   'FGF11',
   'VAV1',
   'F2',
   'CHRM4',
   'WASF2',
   'MOS',
   'LIMK2',
   'ARPC3',
   'ARHGEF4',
   'ARHGEF6',
   'VAV2',
   'GNA12',
   'ITGA9',
   'MYL9',
   'ARHGAP35',
   'RHOA',
   'FGFR3',
   'ITGAD',
   'PIP4K2A',
   'ARPC1B',
   'RAC2',
   'CSK',
   'GNA13',
   'ARPC1A',
   'ITGA5',
   'ITGA2',
   'FGF5',
   'MYLK',
   'DIAPH1',
   'PIK3CB',
   'EGFR',
   'SSH2',
   'FGF4',
   'ITGAX',
   'PAK5',
   'ARAF',
   'PPP1CA',
   'BAIAP2',
   'PIK3CA',
   'CDC42',
   'PDGFC',
   'ITGA10',
   'PAK1',
   'FGD3',
   'FGF14',
   'DIAPH3',
   'ABI2',
   'MYH10',
   'MYL12A',
   'FGFR4',
   'PDGFA',
   'ITGB5',
   'ENAH',
   'ITGA3',
   'FGF1',
   'EGF',
   'PAK3',
   'MAPK3',
   'CRKL',
   'MAP2K1',
   'SOS1',
   'FGF16',
   'CHRM5',
   'CFL2',
   'GNG12',
   'PFN4',
   'FGF18',
   'ROCK1',
   'PPP1CB',
   'CD14',
   'ARPC2',
   'ITGAV',
   'RAC3',
   'WASL',
   'EZR',
   'MAPK1',
   'ARPC5L',
   'FGF7',
   'ITGB2',
   'FGF22',
   'RAC1',
   'WASF1',
   'INSRR',
   'PIK3CD',
   'ITGB7',
   'ITGA8',
   'CRK',
   'PIK3R2',
   'FGF13',
   'PDGFRA',
   'ITGB6',
   'PIP4K2B',
   'PIK3R3',
   'GSN',
   'ITGB1',
   'CFL1',
   'DIAPH2',
   'MRAS',
   'MYLPF',
   'BCAR1',
   'TIAM1',
   'APC',
   'RAF1',
   'RRAS2',
   'ITGB8',
   'ARPC5',
   'TMSB4XP8',
   'VAV3',
   'PDGFD',
   'ITGA11',
   'ITGAE',
   'PIP4K2C',
   'MYH9',
   'F2R',
   'CHRM3',
   'CHRM2',
   'ACTN3',
   'ACTN2',
   'FGF10',
   'MYL5',
   'FGF2',
   'ROCK2',
   'FGF12',
   'PIP5K1B',
   'SCIN',
   'MYL10',
   'ITGB4',
   'ARHGEF1',
   'MSN',
   'PIK3CG',
   'DOCK1',
   'FGF19',
   'PXN',
   'MYH14',
   'CYFIP2',
   'PAK2',
   'SOS2',
   'FGFR2',
   'ITGAM',
   'MYLK3',
   'APC2',
   'NRAS',
   'PIKFYVE',
   'ARHGEF12',
   'PPP1R12A',
   'FGD1',
   'LIMK1',
   'PIP5K1A',
   'CHRM1',
   'PIK3R5',
   'FGF9',
   'RNASE1',
   'ITGAL',
   'ACTN4',
   'FGF6',
   'ACTG1',
   'ITGA4',
   'BRK1',
   'ITGB3',
   'ITGA2B',
   'PDGFRB',
   'RRAS',
   'MYLK2',
   'FGF21',
   'IQGAP1',
   'ACTB',
   'PFN2',
   'GIT1',
   'BDKRB1',
   'PAK6',
   'MYL7',
   'FGFR1',
   'MAP2K2',
   'FGF23',
   'HRAS',
   'TMSB4Y',
   'BRAF',
   'KRAS',
   'SLC9A1',
   'INS',
   'VCL',
   'ARPC4',
   'MYL12B',
   'PIK3R1',
   'ITGA7',
   'PPP1CC',
   'ARHGEF7'],
  'all_nucleotide_metabolism': ['ENTPD4',
   'NME3',
   'PAPSS1',
   'NUDT9',
   'SLC29A1',
   'BPNT1',
   'ABCC4',
   'DGUOK',
   'ENTPD5',
   'ENPP2',
   'ENPP3',
   'ENTPD3',
   'NME7',
   'DCK',
   'ENTPD2',
   'ENTPD6',
   'NME2',
   'CANT1',
   'NUDT2',
   'NME1',
   'ENPP1',
   'NME6',
   'PAPSS2',
   'NUDT5',
   'NME4',
   'ENTPD1'],
  'all_LYS_metabolism': ['AASS',
   'SLC3A1',
   'PIPOX',
   'SLC7A1',
   'AADAT',
   'TMLHE',
   'SLC38A4',
   'SPCS3',
   'BBOX1',
   'ALDH2',
   'GCDH',
   'SLC25A21',
   'ALDH7A1',
   'SLC6A14',
   'SPCS2',
   'SLC7A2',
   'SPCS1',
   'SLC7A3'],
  'all_type-I-ifn-response': ['LY6E',
   'TREX1',
   'DDX58',
   'IFI44L',
   'MCOLN2',
   'RTP4',
   'NAMPT',
   'ISG15',
   'IRF1',
   'IFI6',
   'TENT5C',
   'IFIH1',
   'MX1',
   'OASL',
   'IFITM3',
   'IFITM2',
   'ADAR'],
  'all_autophagy-peroxisome': ['PIK3R4',
   'TRAPPC8',
   'ACBD5',
   'RB1CC1',
   'PIK3C3'],
  'all_galactose_metabolism': ['SLC2A10',
   'B4GALT2',
   'SLC2A2',
   'LCT',
   'SLC2A8',
   'SLC5A11',
   'GALE',
   'SLC5A9',
   'GLB1',
   'SLC5A1',
   'GALK1',
   'SLC2A3',
   'UGP2',
   'NEU1',
   'LALBA',
   'SI',
   'GALK2',
   'B4GALT1',
   'SLC2A4',
   'GALT'],
  'all_citric-acid-cycle': ['IDH3A',
   'FH',
   'PDHB',
   'SLC13A3',
   'SLC13A2',
   'SLC25A10',
   'ADSL',
   'FAHD1',
   'ME3',
   'GOT2',
   'IDH2',
   'SUCLG2',
   'ACSS2',
   'ACSS1',
   'SLC16A7',
   'PDHX',
   'SDHB',
   'DLD',
   'PCK1',
   'ACO2',
   'DLAT',
   'ACO1',
   'PCK2',
   'IDH3G',
   'CLYBL',
   'ALDH4A1',
   'SLC33A1',
   'SLC25A11',
   'SLC25A1',
   'ALDH5A1',
   'GOT1',
   'SDHD',
   'PC',
   'SLC16A1',
   'OGDH',
   'SLC5A6',
   'ACLY',
   'IDH1',
   'ME1',
   'MDH1',
   'SUCLG1',
   'IREB2',
   'ALDH1B1',
   'SLC16A8',
   'SLC13A5',
   'FAH',
   'PDHA2',
   'MDH1B',
   'CS',
   'SUCLA2',
   'DLST',
   'PDHA1',
   'SDHA',
   'IDH3B',
   'SDHC',
   'ME2',
   'MDH2'],
  'all_ubiquinone_synthesis': ['COQ6',
   'COQ3',
   'HMGCR',
   'COQ2',
   'COQ7',
   'FDPS'],
  'all_hedgehog_signaling': ['ACHE',
   'VLDLR',
   'CDK6',
   'NRP2',
   'KLF4',
   'PTCH1',
   'NF1',
   'NRCAM',
   'L1CAM',
   'OPHN1',
   'PML',
   'ADGRG1',
   'NRP1',
   'PLG',
   'HEY1',
   'UNC5C',
   'TLE3',
   'SLIT1',
   'LDB1',
   'CELSR1',
   'RASA1',
   'RTN1',
   'THY1',
   'HEY2',
   'DPYSL2',
   'TLE1',
   'VEGFA',
   'CRMP1',
   'CDK5R1',
   'NKX6-1',
   'MYH9',
   'AMOT',
   'ETS2',
   'GLI1',
   'SHH',
   'SCG2',
   'CNTFR'],
  'all_autophagy-of-mitochondria_regulation_positive': ['HUWE1',
   'SMURF1',
   'HK2',
   'VPS13D',
   'HIF1A',
   'MFN2',
   'HTT',
   'FBXO7',
   'OPTN',
   'GBA',
   'BNIP3',
   'CDC37',
   'ATP5IF1',
   'PARK7',
   'PINK1',
   'CAMKK2',
   'VPS13C',
   'PRKN',
   'MUL1',
   'TOMM7',
   'HDAC6'],
  'all_macroautophagy': ['VPS25',
   'ATP6V0E1',
   'ATP6V0E2',
   'WDR45',
   'GNAI3',
   'TBC1D14',
   'VPS37D',
   'ATG9A',
   'PSEN1',
   'ULK1',
   'VPS28',
   'HUWE1',
   'TOMM5',
   'ELAPOR1',
   'SCFD1',
   'RAB23',
   'MAP3K7',
   'RAB19',
   'KDR',
   'RRAGD',
   'HSPB8',
   'SUPT5H',
   'ILRUN',
   'SMCR8',
   'ATP13A2',
   'PINK1',
   'HGS',
   'UBQLN1',
   'RHEB',
   'HDAC10',
   'UBA5',
   'WIPI1',
   'ATG16L1',
   'SLC38A9',
   'RAB3GAP1',
   'CHMP6',
   'LAMTOR5',
   'TOMM22',
   'PIP4K2A',
   'VPS33A',
   'USP36',
   'C9orf72',
   'RAB1B',
   'STX12',
   'VPS36',
   'LAMTOR1',
   'ATG4B',
   'WDR81',
   'RUFY4',
   'CDC37',
   'FEZ2',
   'STING1',
   'VDAC1',
   'LRRK2',
   'STAM',
   'LACRT',
   'RAB1C',
   'MAPK3',
   'ATG13',
   'ATP6V1C1',
   'ATG12',
   'PIP4K2C',
   'GABARAPL1',
   'LIX1L',
   'UFL1',
   'ATP6V1G1',
   'GPSM1',
   'PACS2',
   'SESN2',
   'CAPNS1',
   'CHMP4C',
   'TBC1D5',
   'MTMR3',
   'YOD1',
   'CLN3',
   'MTM1',
   'MAP1LC3C',
   'SESN3',
   'RAB3GAP2',
   'LAMTOR3',
   'RAB5A',
   'UFM1',
   'VTA1',
   'SYNPO2',
   'TIGAR',
   'UBQLN2',
   'MAP1LC3A',
   'MFN1',
   'PIKFYVE',
   'TSG101',
   'SNX5',
   'CHMP4A',
   'HTRA2',
   'FUNDC1',
   'ATP6V0B',
   'ZFYVE1',
   'EXOC8',
   'BECN2',
   'BAG3',
   'STAM2',
   'ATG10',
   'BNIP3',
   'NRBP2',
   'DCN',
   'UVRAG',
   'EPM2A',
   'IKBKG',
   'TRIM13',
   'CSNK2B',
   'WAC',
   'LAMTOR2',
   'ATG3',
   'KLHL3',
   'NUPR1',
   'STX17',
   'VPS37A',
   'CDK5R1',
   'FYCO1',
   'ATP6V0D2',
   'PIM2',
   'UCHL1',
   'ATG5',
   'PRKAG1',
   'UBXN2A',
   'TMEM41B',
   'AUP1',
   'GABARAP',
   'GABARAPL3',
   'PAFAH1B2',
   'RAB43',
   'NBR1',
   'SQSTM1',
   'IFT20',
   'BECN1',
   'NOD1',
   'CASP3',
   'PRKAB1',
   'ATP6V1H',
   'LRSAM1',
   'VPS37B',
   'RAB1A',
   'TOMM6',
   'MTMR14',
   'VPS35',
   'IL4',
   'LGALS8',
   'CSNK2A2',
   'UBXN6',
   'SH3GLB1',
   'TSC2',
   'MLST8',
   'UBXN2B',
   'VPS41',
   'CSNK2A1',
   'ATP6V1D',
   'VPS4A',
   'PIP4K2B',
   'SESN1',
   'SMG1',
   'VPS13D',
   'TSC1',
   'ADRB2',
   'PHB2',
   'GAPDH',
   'PRKACA',
   'NPRL3',
   'WDFY3',
   'TECPR1',
   'RETREG3',
   'ATG2A',
   'PIK3R4',
   'PIK3C2B',
   'AC138894.1',
   'RNF41',
   'RAB7A',
   'SMURF1',
   'ATG9B',
   'PIK3CA',
   'LAMP2',
   'GABARAPL2',
   'HDAC6',
   'TBC1D25',
   'POLDIP2',
   'GBA',
   'BNIP3L',
   'NPRL2',
   'TBC1D12',
   'RUBCN',
   'TRAPPC8',
   'TP53INP1',
   'CDK5',
   'VCP',
   'SNAPIN',
   'MAP1LC3B',
   'SNAP29',
   'SNX14',
   'VAMP8',
   'ATP6V1A',
   'UBQLN4',
   'VPS4B',
   'TOMM40',
   'EXOC7',
   'CHMP2B',
   'TBK1',
   'ERN1',
   'ATP6V0A2',
   'PRKAG2',
   'ATP6V1B2',
   'CHMP2A',
   'ATP6V0A1',
   'CHMP3',
   'ATG7',
   'MAP1LC3B2',
   'MFN2',
   'PLAA',
   'WIPI2',
   'PRKAB2',
   'ATG16L2',
   'RETREG1',
   'AKT1',
   'ATP6V1C2',
   'OPTN',
   'MTERF3',
   'IRGM',
   'ATP6V1E1',
   'PGAM5',
   'RRAGC',
   'DYNLL1',
   'TOMM70',
   'PRKAA2',
   'SCOC',
   'TCIRG1',
   'LAMTOR4',
   'SEC22B',
   'RUBCNL',
   'MVB12A',
   'HIF1A',
   'TP53INP2',
   'HMOX1',
   'RAB12',
   'DDRGK1',
   'ATP6V1G2',
   'RALB',
   'RRAGA',
   'UFC1',
   'CHMP4B',
   'MTOR',
   'RAB33B',
   'TMEM74',
   'VPS37C',
   'TP53',
   'TEX264',
   'ATP6V0D1',
   'PRKN',
   'ATP6V1B1',
   'SNX32',
   'TOMM20',
   'EXOC4',
   'QSOX1',
   'NPC1',
   'SNF8',
   'SPTLC1',
   'AMBRA1',
   'DYNLL2',
   'TOMM7',
   'PRKAA1',
   'STBD1',
   'EI24',
   'RNF5',
   'ATG2B',
   'NSFL1C',
   'HTT',
   'NEDD4',
   'MFSD8',
   'RRAGB',
   'ATP6V0C',
   'PIK3C3',
   'RPTOR',
   'ATG101',
   'PHF23',
   'SRC',
   'ATG14',
   'ATP6V1E2',
   'USP30',
   'CALCOCO2',
   'TMEM39A',
   'AL662899.2',
   'ADPRH',
   'MAPK8',
   'LARP1',
   'VPS26B',
   'SIRT1',
   'LZTS1',
   'EXOC1',
   'MCOLN1',
   'CAPN1',
   'EMC6',
   'SPTLC2',
   'VPS26A',
   'PRKAG3',
   'VMP1',
   'IFT88',
   'VPS16',
   'RB1CC1',
   'RIPK2',
   'EPG5',
   'CLEC16A',
   'WDR45B',
   'VPS13C',
   'FEZ1',
   'SNX6',
   'LIX1'],
  'all_lipophagy': ['HTT',
   'RAB7A',
   'SESN2',
   'ADRB2',
   'SPTLC2',
   'SPTLC1',
   'AUP1'],
  'all_steroid_metabolism': ['EBP',
   'HSD17B8',
   'SLCO1C1',
   'PMVK',
   'HSD17B1',
   'CYP3A7',
   'CYP17A1',
   'NSDHL',
   'CYP1B1',
   'HSD3B1',
   'AKR1D1',
   'UGT2B28',
   'SLCO4A1',
   'HSD11B1',
   'HSD11B2',
   'ABCC4',
   'UGT2B4',
   'GGPS1',
   'SLCO3A1',
   'HSD17B12',
   'SRD5A1',
   'UGT1A10',
   'HMGCS1',
   'SOAT1',
   'CYP19A1',
   'MSMO1',
   'UGT2B7',
   'SLCO1B3',
   'DHCR24',
   'HSD17B2',
   'SLCO1B1',
   'SQLE',
   'AKR1C4',
   'FDFT1',
   'MVD',
   'ABCC1',
   'HSD3B2',
   'TM7SF2',
   'SULT2B1',
   'SULT2A1',
   'UGT1A8',
   'HMGCS2',
   'STARD3',
   'SRD5A2',
   'STS',
   'SULT1E1',
   'CYP3A43',
   'HSD17B7',
   'SCP2',
   'FDPS',
   'SC5D',
   'CYP21A2',
   'HSD17B3',
   'CYP11A1',
   'CYP11B1',
   'SLC25A1',
   'AKR1C1',
   'CYP11B2',
   'SULT1A1',
   'LSS',
   'SLCO1A2',
   'MVK'],
  'all_unfolded-protein-response': ['PDIA6',
   'ERN1',
   'IARS1',
   'DKC1',
   'SLC7A5',
   'EXOC2',
   'EXOSC4',
   'EIF2S1',
   'SLC30A5',
   'MTREX',
   'CEBPG',
   'EXOSC10',
   'ATP6V0D1',
   'SPCS1',
   'IGFBP1',
   'DNAJC3',
   'SLC1A4',
   'ARFGAP1',
   'DCP2',
   'CNOT2',
   'TUBB2A',
   'H2AX',
   'CNOT4',
   'HERPUD1',
   'TTC37',
   'IMP3',
   'ASNS',
   'PAIP1',
   'EXOSC2',
   'CXXC1',
   'ZBTB17',
   'XPOT',
   'PSAT1',
   'SEC11A',
   'POP4',
   'KDELR3',
   'HSP90B1',
   'NOLC1',
   'HYOU1',
   'DCP1A',
   'EEF2',
   'EXOSC5',
   'WFS1',
   'EIF4E',
   'DNAJA4',
   'SSR1',
   'NABP1',
   'EDEM1',
   'EXOSC9',
   'YWHAZ',
   'RRP9',
   'SHC1',
   'CHAC1',
   'EDC4',
   'GEMIN4',
   'ALDH18A1',
   'DNAJB9',
   'CALR',
   'SPCS3',
   'LSM1',
   'FKBP14',
   'EXOSC1',
   'EIF4A3',
   'KHSRP',
   'NOP56',
   'RPS14',
   'LSM4',
   'NOP14',
   'TSPYL2',
   'DDX10',
   'EIF4EBP1',
   'BANF1',
   'NHP2',
   'BAG3',
   'CEBPB',
   'PREB',
   'SEC31A',
   'CKS1B',
   'IFIT1',
   'PDIA5',
   'HSPA5',
   'GOSR2',
   'SERP1',
   'ATF4',
   'KIF5B',
   'EIF4G1',
   'HSPA9',
   'DDIT4',
   'NFYA',
   'ATF3',
   'ERO1A',
   'SDAD1',
   'SRPRA',
   'SRPRB',
   'PARN',
   'XBP1',
   'STC2',
   'NPM1',
   'EIF4A2',
   'VEGFA',
   'CNOT6',
   'EIF4A1',
   'ATF6',
   'TARS1',
   'DCTN1',
   'NFYB',
   'CCL2',
   'WIPI1',
   'EIF2AK3',
   'YIF1A',
   'TATDN2',
   'MTHFD2',
   'FUS'],
  'all_thiamin_metabolism': ['SLC19A2', 'THTPA', 'SLC19A1', 'SLC19A3', 'TPK1'],
  'all_GLU_metabolism': ['SLC38A1',
   'GPT',
   'SLC1A3',
   'SLC7A11',
   'GOT2',
   'ALDH18A1',
   'SLC1A1',
   'SLC1A5',
   'SLC38A5',
   'GOT1',
   'SLC25A13',
   'SLC3A2',
   'SLC25A18',
   'SLC7A6',
   'SLC6A13',
   'GPT2',
   'SLC6A11',
   'SLC7A7',
   'NAGS',
   'SLC6A1',
   'SLC1A6',
   'SLC17A7',
   'SLC32A1',
   'SLC25A22',
   'GLUL',
   'GLS2',
   'OPLAH',
   'ACY1',
   'SLC6A12',
   'SLC1A2',
   'SLC17A8',
   'GLUD2',
   'SLC38A2',
   'SLC38A3',
   'SLC1A7',
   'GLS',
   'SLC25A12',
   'GLUD1',
   'SLC38A4',
   'ALDH4A1',
   'SLC17A6'],
  'all_Beta-Ala_metabolism': ['AOC1',
   'UPB1',
   'AOC2',
   'AOC3',
   'CNDP1',
   'HIBCH',
   'SLC6A6'],
  'all_hyaluronan_metabolism': ['HAS2',
   'HEXB',
   'GUSB',
   'HAS1',
   'HAS3',
   'HEXA'],
  'all_mitophagy_regulation_positive': ['VPS13D',
   'SMURF1',
   'TOMM7',
   'HDAC6',
   'PINK1',
   'VPS13C',
   'MFN2',
   'PRKN',
   'OPTN',
   'HUWE1',
   'CDC37'],
  'all_exocytosis': ['DMTN',
   'RALB',
   'NPPA',
   'SYT9',
   'LYN',
   'SNAP25',
   'NLGN1',
   'AC000093.1',
   'VAMP3',
   'PRRT2',
   'OTOF',
   'UNC13A',
   'UNC13C',
   'ERC2',
   'STXBP3',
   'SNX4',
   'VTI1B',
   'STX3',
   'SYK',
   'NAPB',
   'PLEK',
   'STXBP2',
   'SCFD2',
   'SEPTIN5',
   'RAB8B',
   'SYT1',
   'STXBP5',
   'RAB3A',
   'STX11',
   'SNPH',
   'CPLX3',
   'VAMP8',
   'SYTL2',
   'RAB3D',
   'KCNB1',
   'RAB13',
   'SCRIB',
   'RAB15',
   'RAB8A',
   'CPLX2',
   'UNC13B',
   'CFTR',
   'EXOC4',
   'RAB10',
   'STX19',
   'STX2',
   'BLOC1S6',
   'EXOC6B',
   'NAPA',
   'SNAP47',
   'YKT6',
   'RAB12',
   'STX1A',
   'VAMP7',
   'STX4',
   'SNAPIN',
   'PLA2G3',
   'SNAP23',
   'PSEN1',
   'GRIK5',
   'PPFIA3',
   'RABEPK',
   'SV2A',
   'BTK',
   'VPS18',
   'SYNJ1',
   'VPS11',
   'P2RX1',
   'RAB3C',
   'CTBP2',
   'RAB3B',
   'CPLX1',
   'SNAP29',
   'SNCA',
   'EXOC6',
   'STXBP1',
   'STX1B'],
  'all_CYS_metabolism': ['CTH',
   'SUOX',
   'LDHAL6A',
   'AHCYL1',
   'SLC3A1',
   'SLC7A11',
   'SLC1A5',
   'GOT1',
   'MPST',
   'SLC1A4',
   'GOT2',
   'SLC7A8',
   'CBS',
   'SLC6A14',
   'AHCY',
   'TST',
   'SLC7A9',
   'AHCYL2',
   'SLC7A10',
   'LDHAL6B'],
  'all_DNA-methylation': ['DNMT3B', 'DNMT3A', 'TRDMT1', 'DNMT1', 'DNMT3L'],
  'all_platelet-activation-factor_production': ['PLA2G4D',
   'PANX1',
   'PLA2G4A',
   'LPCAT2',
   'DDC',
   'TPH1',
   'PLA2G4E',
   'PDPN',
   'TPH2',
   'TBXAS1',
   'LPCAT1',
   'F2',
   'VWF'],
  'all_pyroptosis': ['APIP',
   'CASP4',
   'NLRP9',
   'GSDMB',
   'GZMB',
   'NAIP',
   'GSDMD',
   'GSDME',
   'ELANE',
   'ZBP1',
   'GSDMC',
   'GZMA',
   'NLRC4',
   'TREM2',
   'CASP8',
   'DHX9',
   'CASP1',
   'GSDMA',
   'NLRP1',
   'AIM2',
   'NLRP6'],
  'all_ARG-PRO_metabolism': ['PYCR3',
   'SLC7A1',
   'ALDH18A1',
   'GOT1',
   'GOT2',
   'AOC2',
   'SLC38A4',
   'OAT',
   'PLPBP',
   'SLC36A1',
   'AOC3',
   'SLC7A6',
   'PYCR2',
   'SLC6A7',
   'SLC25A15',
   'AOC1',
   'SLC22A3',
   'SLC6A8',
   'NAGS',
   'SLC25A2',
   'SLC7A5',
   'SLC6A14',
   'SLC22A1',
   'SLC7A2',
   'SLC5A1',
   'ALDH4A1',
   'PRODH',
   'DAO',
   'SLC38A1',
   'PYCR1',
   'SLC22A2',
   'SLC7A7',
   'PRODH2',
   'SLC38A2',
   'SLC7A3'],
  'all_pentose-phosphate-pathway': ['PGD',
   'TKTL1',
   'RPE',
   'G6PD',
   'TKT',
   'PGLS',
   'TALDO1',
   'TKTL2',
   'RPIA',
   'H6PD'],
  'all_glyoxylate-dicarboxylate_metabolism': ['HAGHL',
   'HAO2',
   'HAO1',
   'GLO1',
   'GRHPR'],
  'all_NOTCH_signaling': ['HEYL',
   'LFNG',
   'DLL1',
   'JAG1',
   'CCND1',
   'FZD1',
   'APH1A',
   'CUL1',
   'DTX1',
   'NOTCH1',
   'KAT2A',
   'DTX2',
   'FBXW11',
   'HEY1',
   'MAML2',
   'ARRB1',
   'TCF7L2',
   'FZD5',
   'PSENEN',
   'WNT5A',
   'HES1',
   'HEY2',
   'RBX1',
   'ST3GAL6',
   'PPARD',
   'NOTCH2',
   'SKP1',
   'HES5',
   'PSEN2',
   'WNT2',
   'NOTCH3',
   'SAP30',
   'FZD7',
   'PRKCA',
   'DTX4'],
  'all_protein-degradation-proteasome': ['SEL1L',
   'AGAP3',
   'TAF1',
   'KCTD5',
   'RNF217',
   'ANAPC1',
   'NFE2L2',
   'TRIB3',
   'KCTD10',
   'LRRK2',
   'CALR3',
   'ANKRD9',
   'CTNNB1',
   'FBXO38',
   'PIAS1',
   'CLOCK',
   'DCAF12',
   'SMAD7',
   'AC013489.1',
   'ZNRF1',
   'FBXL12',
   'ZFAND2A',
   'GID4',
   'SPSB4',
   'UBR3',
   'PSMF1',
   'CRBN',
   'WFS1',
   'UBXN11',
   'ASB2',
   'HFE',
   'SHARPIN',
   'UBQLN4',
   'UBXN1',
   'UBE2B',
   'RNF187',
   'PRAMEF6',
   'PSMA5',
   'MAN1B1',
   'RMND5B',
   'CDC16',
   'UBE3D',
   'HACE1',
   'AC022506.1',
   'PCNP',
   'FBXL7',
   'FBXO17',
   'NPLOC4',
   'FBXO48',
   'RBCK1',
   'RBX1',
   'TRIM25',
   'RNF175',
   'PBK',
   'UBQLN1',
   'UBE2D3',
   'SPOP',
   'PSMD4',
   'FBXL2',
   'NKD2',
   'RNF5',
   'TTC36',
   'CLU',
   'UBE2C',
   'CDC20',
   'USP5',
   'AMFR',
   'FEM1A',
   'TRIP4',
   'PSMD14',
   'PARK7',
   'MAP1A',
   'CANX',
   'PPP2R5C',
   'KEAP1',
   'DVL1',
   'UBE2K',
   'WWP2',
   'BAG2',
   'KLHDC3',
   'SELENOS',
   'RNF34',
   'DDRGK1',
   'RNF180',
   'ANAPC5',
   'DET1',
   'SEL1L2',
   'NCCRP1',
   'FBXL8',
   'KBTBD6',
   'CLGN',
   'COMMD1',
   'ERCC8',
   'FBXO27',
   'NOP53',
   'SH3RF2',
   'ZSWIM8',
   'KIF14',
   'NSFL1C',
   'SPOPL',
   'TRPC4AP',
   'ERLIN2',
   'TMEM129',
   'PSMD10',
   'RNF103-CHMP3',
   'CSNK1D',
   'IFI27',
   'ZER1',
   'APPBP2',
   'DDB1',
   'AKT1',
   'SOCS5',
   'FBXL15',
   'PSMA2',
   'STYX',
   'TRIM72',
   'BBS7',
   'VCP',
   'RNF103',
   'RFFL',
   'CAMLG',
   'PCBP2',
   'FBXL16',
   'SIRT6',
   'CALR',
   'UBE2H',
   'CDC23',
   'RNF144A',
   'AC074143.1',
   'GCLC',
   'KLHL15',
   'BAG5',
   'SDCBP',
   'GSK3B',
   'SGTA',
   'FBXO39',
   'KLHDC10',
   'CD2AP',
   'SIAH2',
   'UBE4A',
   'OGT',
   'SIAH3',
   'ASCC2',
   'PSMC2',
   'AC010132.3',
   'FBXW8',
   'CUL3',
   'FOXF2',
   'GNA12',
   'FBXO31',
   'GIPC1',
   'TBX21',
   'STT3B',
   'RNF216',
   'TMUB1',
   'HECTD3',
   'USP7',
   'CEBPA',
   'HSPBP1',
   'MDM2',
   'CUL5',
   'PRKN',
   'KBTBD7',
   'CUL2',
   'PRICKLE1',
   'SIRT1',
   'ANAPC4',
   'CUL4B',
   'HECTD1',
   'PSMC3',
   'DERL1',
   'FBXL19',
   'HSP90AB1',
   'FBXL17',
   'NHLRC3',
   'GLMN',
   'UBR1',
   'SGTB',
   'FBXO9',
   'FBXO22',
   'SPSB1',
   'HSPA1B',
   'TNFAIP1',
   'EDEM2',
   'PSMD7',
   'NHLRC1',
   'AUP1',
   'FZR1',
   'SUMO2',
   'CCNF',
   'UBE2V2',
   'FAF2',
   'UBR2',
   'EDEM3',
   'HUWE1',
   'KLHL42',
   'FHIT',
   'TMEM67',
   'ERLEC1',
   'AREL1',
   'TMUB2',
   'FBXL14',
   'FBXO6',
   'AURKA',
   'RNF19A',
   'BTRC',
   'XPO1',
   'GID8',
   'UBXN8',
   'KLHL20',
   'PSEN1',
   'RMND5A',
   'SPSB2',
   'RNF144B',
   'ERLIN1',
   'TRIM71',
   'PSMC4',
   'RNF186',
   'CUL4A',
   'DNAJB12',
   'KAT5',
   'KLHL40',
   'TBL1XR1',
   'LTN1',
   'NEMF',
   'FBXW11',
   'PLK1',
   'DCAF11',
   'EIF3H',
   'AL136295.3',
   'PSMB3',
   'DERL2',
   'PSMD12',
   'ZFAND2B',
   'TOPORS',
   'TLK2',
   'TRIM39',
   'KCTD13',
   'NEDD4L',
   'HECW1',
   'RNF185',
   'UBE4B',
   'FBXL6',
   'SIAH1',
   'SPSB3',
   'SEC61B',
   'STUB1',
   'FBXL20',
   'ARIH1',
   'PSMD2',
   'CSNK1A1',
   'UBXN2A',
   'N4BP1',
   'DAB2',
   'WAC',
   'PLK2',
   'CAV1',
   'ARRB1',
   'SMURF2',
   'UFL1',
   'CSNK1E',
   'TRIB2',
   'MAEA',
   'UFD1',
   'WWP1',
   'ATXN3L',
   'SOCS4',
   'RHBDD2',
   'PSMC6',
   'ANKZF1',
   'CCAR2',
   'TAF9',
   'PSMC5',
   'COP1',
   'FBXO33',
   'TBL1X',
   'AMN1',
   'CDC26',
   'SHH',
   'FBXO45',
   'YOD1',
   'UBE2J2',
   'HERPUD1',
   'FBXL18',
   'ECRG4',
   'DNAJC10',
   'ATXN3',
   'DNAJB9',
   'HSPA5',
   'PELI1',
   'PLK3',
   'PSMC1',
   'ARRB2',
   'UBE2A',
   'FBXO2',
   'DERL3',
   'FEM1B',
   'FBXL5',
   'RNF19B',
   'FBXO44',
   'CBFA2T3',
   'AC104109.3',
   'RNF126',
   'SMURF1',
   'UBE2S',
   'MAN1A1',
   'CDC34',
   'EDEM1',
   'PPP2CB',
   'UBE2G2',
   'NUB1',
   'RFPL1',
   'DESI1',
   'PSMB5',
   'SKP2',
   'MAPK9',
   'PLAA',
   'RNF122',
   'RACK1',
   'FBXO4',
   'ARIH2',
   'UBQLN2',
   'TRIM2',
   'ANAPC7',
   'PSMD1',
   'SMARCC1',
   'PRAME',
   'ECPAS',
   'FAF1',
   'UBXN2B',
   'KCTD17',
   'CCDC47',
   'FBXW4',
   'HECW2',
   'CDK2',
   'FBXL3',
   'RAD23A',
   'ZNF598',
   'SIRT2',
   'BIRC2',
   'FBXW5',
   'NEDD4',
   'ELOB',
   'FBXL4',
   'ANAPC11',
   'ARNTL',
   'HSP90B1',
   'TPTEP2-CSNK1E',
   'CDC27',
   'RNF4',
   'DDA1',
   'UCHL1',
   'HSPA1A',
   'BAG6',
   'TRIM9',
   'RPL11',
   'SYVN1',
   'WWTR1',
   'ITCH',
   'JKAMP',
   'DMAC2',
   'MARCHF6',
   'UBE2G1',
   'RNF14',
   'RCHY1',
   'SKP1',
   'DDIT3',
   'ANAPC10',
   'PSMD6',
   'ZYG11B',
   'PSMD8',
   'FEM1C',
   'RNF121',
   'DNAJC18',
   'FBXL22',
   'DNAJB14',
   'UBE2W',
   'CDC20B',
   'RYBP',
   'WNT10B',
   'OS9',
   'PML',
   'ANKIB1',
   'DNAJB2',
   'BFAR',
   'KLHDC1',
   'SVIP',
   'USP14',
   'MTA1',
   'FBXW7',
   'SUMO1',
   'KLHL22',
   'FBXL21P',
   'USP44',
   'TRIM13',
   'BCAP31',
   'ARAF',
   'UBXN4',
   'KCTD2',
   'TRIB1',
   'UCHL5',
   'USP19',
   'FAM122A',
   'UBE2J1',
   'GABARAP',
   'GSK3A',
   'GBA',
   'FAM8A1',
   'FOXRED2',
   'ARMC8',
   'ASCC3',
   'UBE2U',
   'KLHDC2',
   'RAD23B',
   'CUL1',
   'CHFR',
   'TRIM3',
   'FBXL13',
   'UBE2DNL'],
  'all_mTORC1_signaling': ['GPI',
   'GTF2H1',
   'PLK1',
   'AC005192.1',
   'BUB1',
   'MTHFD2',
   'NFYC',
   'MCM4',
   'ABCF2-H2BE1',
   'NMT1',
   'DDIT3',
   'PSMB5',
   'CDC25A',
   'TCEA1',
   'INSIG1',
   'SKAP2',
   'STARD4',
   'MTHFD2L',
   'MAP2K3',
   'GBE1',
   'HSPA4',
   'SLC1A4',
   'NFIL3',
   'ELOVL6',
   'STC1',
   'PPP1R15A',
   'CFP',
   'AC022506.1',
   'IDI1',
   'CALR',
   'SDF2L1',
   'RDH11',
   'FADS2',
   'PSMD12',
   'PSMC4',
   'SLC37A4',
   'SLC9A3R1',
   'HSPE1',
   'HMGCS1',
   'CCNF',
   'BTG2',
   'PSMG1',
   'PSAT1',
   'TPI1',
   'USO1',
   'CCNG1',
   'P4HA1',
   'DHCR24',
   'SCD',
   'YKT6',
   'SERP1',
   'CORO1A',
   'PSMD14',
   'TRIB3',
   'SQSTM1',
   'EBP',
   'CYP51A1',
   'NIBAN1',
   'EIF2S2',
   'HSPA9',
   'ABCF2',
   'ACLY',
   'SC5D',
   'ETF1',
   'HPRT1',
   'ACTR2',
   'RPN1',
   'TBK1',
   'BHLHE40',
   'SLC1A5',
   'ACTR3',
   'EDEM1',
   'PLOD2',
   'CANX',
   'RIT1',
   'XBP1',
   'EPRS1',
   'PITPNB',
   'HSP90B1',
   'EGLN3',
   'CCT6A',
   'HK2',
   'ADIPOR2',
   'ASNS',
   'GOT1',
   'AK4',
   'TUBG1',
   'ATP5MC1',
   'UFM1',
   'SQLE',
   'MLLT11',
   'ATP2A2',
   'ADD3',
   'DHCR7',
   'SHMT2',
   'PGM1',
   'LGMN',
   'GAPDH',
   'PSMD13',
   'HSPA5',
   'NUFIP1',
   'ATP6V1D',
   'ACACA',
   'WARS1',
   'PSMA3',
   'MCM2',
   'SSR1',
   'HSPD1',
   'GSK3B',
   'SEC11A',
   'FADS1',
   'M6PR',
   'CTH',
   'PPIA',
   'RPA1',
   'IGFBP5',
   'VLDLR',
   'POLR3G',
   'FGL2',
   'CXCR4',
   'TM7SF2',
   'EEF1E1',
   'CYB5B',
   'BCAT1',
   'PDK1',
   'PSMC2',
   'NUP205',
   'PNP',
   'LDHA',
   'GCLC',
   'ERO1A',
   'ALDOA',
   'TFRC',
   'UBE2D3',
   'PSME3',
   'PHGDH',
   'GSR',
   'UCHL5',
   'RRP9',
   'QDPR',
   'CTSC',
   'SRD5A1',
   'RAB1A',
   'FDXR',
   'GLA',
   'PFKL',
   'PRDX1',
   'PPA1',
   'SLC2A3',
   'GLRX',
   'SLC6A6',
   'PSMC6',
   'ACSL3',
   'SYTL2',
   'IFRD1',
   'NFKBIB',
   'DDX39A',
   'LTA4H',
   'PDAP1',
   'GGA2',
   'SLA',
   'IMMT',
   'ARPC5L',
   'ENO1',
   'PNO1',
   'SERPINH1',
   'GMPS',
   'TXNRD1',
   'UNG',
   'NAMPT',
   'ME1',
   'TES',
   'ITGB2',
   'PSMA4',
   'AURKA',
   'STIP1',
   'IDH1',
   'RRM2',
   'CACYBP',
   'DDIT4',
   'LDLR',
   'FKBP2',
   'SLC7A11',
   'TMEM97',
   'PSPH',
   'COPS5',
   'DHFR',
   'HMGCR',
   'PIK3R3',
   'DAPP1',
   'HMBS',
   'CDKN1A',
   'PGK1',
   'TOMM40',
   'CD9',
   'G6PD',
   'IFI30',
   'ELOVL5',
   'NUPR1',
   'SLC2A1',
   'TUBA4A',
   'SORD'],
  'all_glycerophospholipid_metabolism': ['SLC22A3',
   'ABCB4',
   'GK',
   'DGKB',
   'PHOSPHO1',
   'CHAT',
   'PTDSS2',
   'CHKB',
   'SLC18A3',
   'CDIPT',
   'ATP10A',
   'DGKG',
   'PLA2G1B',
   'CDS2',
   'AGPS',
   'CEPT1',
   'PCYT1A',
   'DGKZ',
   'PLA2G12A',
   'PAFAH1B3',
   'DGKD',
   'CRLS1',
   'CHKA',
   'GK2',
   'PIP5K1C',
   'PISD',
   'PLD1',
   'CHPT1',
   'PLA2G7',
   'PGS1',
   'GPD1',
   'ALPP',
   'PLA2G6',
   'DGKA',
   'PLA2G2E',
   'SLC22A1',
   'PLA2G2F',
   'ALPI',
   'ETNK2',
   'CDS1',
   'PLA2G4A',
   'CLC',
   'PIP5K1A',
   'PAFAH1B2',
   'DGKQ',
   'ACHE',
   'DGKE',
   'PAFAH2',
   'DGKI',
   'PEMT',
   'LCAT',
   'PLA2G2D',
   'GK3P',
   'PI4K2A',
   'PIP5K1B',
   'ALPL',
   'PLA2G10',
   'PAFAH1B1',
   'PTDSS1',
   'DGKH',
   'PLA2G5',
   'PLD2',
   'SLC5A7',
   'SLC22A2',
   'PCYT2',
   'PLA2G2A',
   'ETNK1',
   'ATP8A1',
   'LGALS13',
   'ALPG',
   'PCYT1B'],
  'all_JAK-STAT_signaling': ['PIK3R2',
   'IL10RB',
   'SPRED2',
   'IFNAR1',
   'LIF',
   'IL3RA',
   'PIM1',
   'IFNA1',
   'PTPN11',
   'STAT5A',
   'IL13',
   'IFNA5',
   'LIFR',
   'SOS1',
   'PIAS4',
   'IL7R',
   'CSF2RA',
   'CISH',
   'STAT6',
   'SPRY4',
   'OSM',
   'CCND1',
   'MPL',
   'IL6R',
   'IL5',
   'PIK3CD',
   'IL9',
   'STAM',
   'IFNA13',
   'IFNA10',
   'GHR',
   'IL4',
   'IFNGR2',
   'BCL2L1',
   'IL6',
   'IL2RG',
   'IL2RA',
   'IFNA14',
   'IL20',
   'IL11RA',
   'CSF3R',
   'IL12RB2',
   'PTPN6',
   'CNTF',
   'CSF3',
   'CREBBP',
   'IL12B',
   'EPO',
   'IL15',
   'IFNA16',
   'PIK3R3',
   'IL13RA1',
   'SOCS2',
   'SPRED1',
   'EP300',
   'IL20RA',
   'IL22RA1',
   'JAK3',
   'PRL',
   'SOCS1',
   'IFNA17',
   'IL15RA',
   'IFNA8',
   'IL22RA2',
   'IL23R',
   'PIK3CG',
   'CSH1',
   'CBLC',
   'IFNLR1',
   'PIAS3',
   'IFNG',
   'EPOR',
   'IFNA7',
   'IL6ST',
   'CSF2RB',
   'IL9R',
   'IFNA21',
   'JAK2',
   'TPO',
   'IL19',
   'STAT5B',
   'STAM2',
   'IL2',
   'IL13RA2',
   'CSH2',
   'SPRY1',
   'AKT3',
   'CTF1',
   'IL20RB',
   'CSF2',
   'IFNA4',
   'LEPR',
   'SOS2',
   'STAT4',
   'IL4R',
   'PIK3CA',
   'CRLF2',
   'IL7',
   'GH2',
   'IL21R',
   'CLCF1',
   'SOCS3',
   'CNTFR',
   'IFNK',
   'IFNAR2',
   'MYC',
   'IFNW1',
   'PRLR',
   'OSMR',
   'IFNGR1',
   'IFNA2',
   'STAT1',
   'IL26',
   'IL23A',
   'GRB2',
   'IFNL3',
   'IL2RB',
   'IFNA6',
   'PIAS2',
   'SPRY3',
   'SOCS7',
   'CBL',
   'SOCS5',
   'JAK1',
   'IL3',
   'PIK3R1',
   'CCND2',
   'AKT2',
   'CBLB',
   'IL22',
   'LEP',
   'STAT2',
   'IL10RA',
   'IFNB1',
   'SPRY2',
   'SOCS4',
   'IL24',
   'IFNL2',
   'TSLP',
   'TYK2',
   'IL5RA',
   'GH1',
   'IFNL1',
   'IL21',
   'IRF9',
   'PIAS1',
   'CCND3',
   'IL12RB1',
   'IL12A',
   'PIK3CB',
   'PIK3R5',
   'IL10',
   'IFNE',
   'STAT3',
   'IL11',
   'AKT1'],
  'all_DNA-repair': ['POLL',
   'EIF1B',
   'CMPK2',
   'LIG1',
   'GTF2H5',
   'RFC5',
   'MRPL40',
   'POLD1',
   'SF3A3',
   'ZNRD1',
   'POLB',
   'CDA',
   'RPA3',
   'GTF2F1',
   'IMPDH2',
   'POLR2C',
   'MPC2',
   'NME4',
   'SUPT5H',
   'POLD3',
   'PRIM1',
   'TAF1C',
   'TAF9',
   'XPC',
   'AK3',
   'TAF10',
   'ELL',
   'SMAD5',
   'CANT1',
   'GTF2A2',
   'PDE6G',
   'GTF2B',
   'SNAPC5',
   'NT5C3A',
   'RFC3',
   'POLR2G',
   'ERCC8',
   'SDCBP',
   'POLR2I',
   'POLR3C',
   'DGCR8',
   'ELOA',
   'BCAM',
   'POLD4',
   'ITPA',
   'USP11',
   'POLR2K',
   'ZWINT',
   'GTF2H3',
   'TARBP2',
   'POLR1D',
   'POLR2H',
   'TSG101',
   'POLR1C',
   'POM121',
   'ARL6IP1',
   'GTF2H1',
   'SEC61A1',
   'VPS37D',
   'POLA2',
   'ADA',
   'SAC3D1',
   'MPG',
   'GTF3C5',
   'ZNF707',
   'SUPT4H1',
   'BCAP31',
   'POLH',
   'NPR2',
   'BOLA2B',
   'SSRP1',
   'RBX1',
   'STX3',
   'CETN2',
   'POLR2E',
   'ALYREF',
   'CCNO',
   'RALA',
   'RAD51',
   'BRF2',
   'TK2',
   'RFC2',
   'NELFB',
   'RAE1',
   'NME3',
   'REV3L',
   'PCNA',
   'RRM2B',
   'ERCC4',
   'NUDT21',
   'COX17',
   'GMPR2',
   'AK1',
   'TMED2',
   'ERCC5',
   'DDB1',
   'DAD1',
   'BOLA2',
   'HCLS1',
   'NME1',
   'EDF1',
   'TYMS',
   'POLR2A',
   'POLR3GL',
   'GPX4',
   'NT5C',
   'RPA2',
   'TP53',
   'PNP',
   'POLR2F',
   'HPRT1',
   'TAF13',
   'SNAPC4',
   'TAF12',
   'NELFCD',
   'NELFE',
   'SURF1',
   'POLR2J',
   'UPF3B',
   'PDE4B',
   'POLE4',
   'SRSF6',
   'DCTN4',
   'DUT',
   'DDB2',
   'CLP1',
   'NUDT9',
   'RNMT',
   'UMPS',
   'FEN1',
   'ERCC3',
   'RAD52',
   'TAF6',
   'GSDME',
   'ERCC1',
   'ADRM1',
   'AGO4',
   'NFX1',
   'RFC4',
   'NCBP2',
   'CSTF3',
   'ERCC2',
   'POLA1',
   'APRT',
   'GUK1',
   'VPS37B',
   'DGUOK',
   'ADCY6',
   'AAAS',
   'POLR2D',
   'VPS28'],
  'all_glutathione_metabolism': ['GSS',
   'GPX1',
   'GPX6',
   'GSTM1',
   'HAGH',
   'GPX4',
   'GPX5',
   'PRDX3',
   'ESD',
   'GLRX2',
   'GPX2',
   'PRDX1',
   'GLRX',
   'GPX3',
   'GCLC',
   'GCLM',
   'GPX7',
   'GGT1',
   'ADH5',
   'CTH',
   'GPX8',
   'GSR',
   'PRDX2',
   'CBS'],
  'all_cholesterol-homeostasis': ['CBS',
   'CD9',
   'ATXN2',
   'JAG1',
   'FADS2',
   'PMVK',
   'NSDHL',
   'ATF3',
   'FASN',
   'TNFRSF12A',
   'FABP5',
   'GSTM2',
   'TRIB3',
   'SREBF2',
   'ACAT2',
   'TM7SF2',
   'ERRFI1',
   'ECH1',
   'CPEB2',
   'AVPR1A',
   'MAL2',
   'TP53INP1',
   'GPX8',
   'CTNNB1',
   'SQLE',
   'HMGCR',
   'SCD',
   'GLDC',
   'DHCR7',
   'LGMN',
   'STX5',
   'ANXA13',
   'EBP',
   'GUSB',
   'ETHE1',
   'ALCAM',
   'CLU',
   'ATF5',
   'SC5D',
   'HSD17B7',
   'NIBAN1',
   'PLSCR1',
   'CXCL16',
   'ACSS2',
   'TMEM97',
   'ABCA2',
   'ACTG1',
   'PDK3',
   'IDI1',
   'ADH4',
   'LSS',
   'FDPS',
   'GNAI1',
   'MVD',
   'NFIL3',
   'STARD4',
   'LGALS3',
   'HMGCS1',
   'LPL',
   'FBXO6',
   'CHKA',
   'ANTXR2',
   'S100A11',
   'LDLR',
   'ALDOC',
   'PPARG',
   'SEMA3B',
   'PLAUR',
   'FDFT1',
   'PCYT2',
   'MVK',
   'PNRC1',
   'ANXA5',
   'CYP51A1'],
  'all_peroxisome-component': ['ABCD1',
   'CRABP1',
   'SLC25A4',
   'ABCB9',
   'UGT2B17',
   'PEX6',
   'ECH1',
   'CRABP2',
   'HSD17B11',
   'ABCB1',
   'DHRS3',
   'ECI2',
   'ATXN1',
   'SIAH1',
   'MLYCD',
   'ITGB1BP1',
   'ABCC8',
   'CAT',
   'CADM1',
   'VPS4B',
   'SOD2',
   'IDI1',
   'ESR2',
   'CLN8',
   'SLC25A19',
   'PEX5',
   'IDH2',
   'EPHX2',
   'MSH2',
   'YWHAH',
   'SMARCC1',
   'CDK7',
   'RXRG',
   'NUDT19',
   'PEX11A',
   'SERPINA6',
   'SLC35B2',
   'PRDX5',
   'HRAS',
   'CLN6',
   'ABCD3',
   'TTR',
   'CTPS1',
   'EHHADH',
   'ACSL5',
   'HSD3B7',
   'ACAA1',
   'PEX11B',
   'ABCD2',
   'TOP2A',
   'HMGCL',
   'HSD11B2',
   'SLC23A2',
   'FADS1',
   'SEMA3C',
   'DLG4',
   'ACOT8',
   'ELOVL5',
   'FABP6',
   'HAO2',
   'PEX14',
   'ALDH1A1',
   'PRDX1',
   'SLC27A2',
   'ACSL1',
   'BCL10',
   'LONP2',
   'SLC25A17',
   'DHCR24',
   'ABCC5',
   'HSD17B4',
   'ISOC1',
   'IDH1',
   'SOD1',
   'GNPAT',
   'CRAT',
   'NR1I2',
   'PEX13',
   'RETSAT',
   'SCGB1A1',
   'CEL',
   'ACSL4',
   'DIO1',
   'ERCC3',
   'PABPC1',
   'IDE',
   'ABCB4',
   'CTBP1',
   'MVP',
   'TSPO',
   'STS',
   'FIS1',
   'FDPS',
   'SCP2',
   'ALB',
   'CNBP',
   'ALDH9A1',
   'CACNA1B',
   'ERCC1',
   'PEX2',
   'ACOX1',
   'RDH11',
   'SULT2B1',
   'GSTK1'],
  'all_MET_metabolism': ['AHCY',
   'AHCYL2',
   'BHMT2',
   'SLC7A8',
   'MTAP',
   'SLC6A14',
   'ACY1',
   'AHCYL1',
   'DNMT3L',
   'GNMT',
   'MAT1A',
   'SLC25A26',
   'SLC3A1',
   'AMD1',
   'DNMT3A',
   'DNMT3B',
   'MTR',
   'BHMT',
   'SLC43A2',
   'MAT2A',
   'DNMT1',
   'SUOX',
   'MAT2B'],
  'all_nucleophagy-late': ['ATG2A', 'ATG7', 'ATG2B', 'ATG9B', 'ATG9A'],
  'all_pyrimidine_synthesis': ['PRPS1',
   'CAD',
   'UMPS',
   'PRPS1L1',
   'CPS1',
   'PRPS2',
   'DHODH'],
  'all_transmembrane-transport-lysosome': ['ATP6V0C',
   'ATP6V1C1',
   'ATP6V1C2',
   'ATP6V1F',
   'ATP6V1B2',
   'ATP6V1G2',
   'ATP6V0B',
   'ATP6V0A2',
   'ATP6V0D1',
   'ATP6V1B1',
   'ATP6V1E1',
   'ATP6V0A4',
   'ATP6V0A1',
   'ATP6V1A',
   'ATP6V1H',
   'SLC36A1',
   'ATP6V1E2',
   'SLC29A3',
   'ATP6V0D2',
   'TCIRG1',
   'ATP6V1D',
   'SLC17A5',
   'ATP6V1G1',
   'ATP6V1G3'],
  'all_MYC_targets': ['NOP16',
   'PHB',
   'GCSH',
   'NHP2',
   'PPAT',
   'FASN',
   'CAD',
   'NOC4L',
   'NCL',
   'DDX10',
   'ODC1',
   'POLR2H',
   'MGST1',
   'PRPS2',
   'ADM',
   'SLC39A6',
   'SLC20A1',
   'SHMT1',
   'TARBP1',
   'MATR3',
   'PSMG1',
   'DDX18',
   'BCAT1',
   'MRTO4',
   'MTHFD1',
   'TSR1',
   'PNO1',
   'MXI1',
   'RRP1B',
   'SRM',
   'RSL1D1',
   'AK4',
   'RCC1',
   'CDK4',
   'AIMP2',
   'TUBA4A',
   'PPIF',
   'EBNA1BP2',
   'GNL3',
   'APEX1',
   'IARS1',
   'CCND2',
   'GPD1L',
   'LDHA',
   'NOP56',
   'FXN',
   'SLPI',
   'NAMPT',
   'PA2G4',
   'NME1',
   'CTSC',
   'NOLC1',
   'FBL',
   'UCK2',
   'CEBPZ',
   'HSPA9',
   'AKAP1',
   'DDX21',
   'SOCS3',
   'METTL1',
   'TRAP1',
   'FKBP4',
   'C1QBP',
   'PYCR1',
   'FABP5',
   'POLD2',
   'TFRC',
   'PAICS',
   'HSPD1',
   'CKS2',
   'RANBP1',
   'SLC19A1',
   'NDUFAF4',
   'SURF2',
   'PLSCR1',
   'ASNS',
   'GRWD1',
   'SLC16A1',
   'PPP1R14B',
   'HSPE1',
   'AHCY',
   'EMP1',
   'EXOSC7'],
  'all_mitophagy': ['OPTN',
   'ATG14',
   'HTRA2',
   'TP53',
   'CLEC16A',
   'PRKN',
   'BECN1',
   'ATG13',
   'VPS13C',
   'HDAC6',
   'RNF41',
   'CDC37',
   'HUWE1',
   'MAP1LC3B',
   'SQSTM1',
   'SMURF1',
   'USP30',
   'TSC2',
   'PHB2',
   'MFN2',
   'VPS13D',
   'TIGAR',
   'TOMM7',
   'AMBRA1',
   'PINK1'],
  'all_autophagy_regulation_positive': ['EPM2A',
   'PRKD1',
   'TRIM21',
   'PRKAA2',
   'TRIM38',
   'TRIM13',
   'UVRAG',
   'PLK3',
   'FBXO7',
   'DAPK1',
   'RALB',
   'CAMKK2',
   'AMBRA1',
   'TP53INP2',
   'TRIM6',
   'MFN2',
   'CLEC16A',
   'ELAPOR1',
   'IRGM',
   'PARK7',
   'TRIML1',
   'TFEB',
   'OPTN',
   'BNIP3',
   'GSK3A',
   'RAB12',
   'TRIM5',
   'RAB3GAP1',
   'TPCN1',
   'PLEKHF1',
   'HTT',
   'HSPB8',
   'IFNG',
   'EIF2AK4',
   'HMOX1',
   'GNAI3',
   'SESN1',
   'SUPT5H',
   'HK2',
   'BAD',
   'PIK3CB',
   'DHRSX',
   'SH3GLB1',
   'PRKN',
   'TRIM34',
   'GBA',
   'FOXO3',
   'TMEM59',
   'TRIM68',
   'TRIM8',
   'PIP4K2A',
   'ATP5IF1',
   'IKBKG',
   'LRRK2',
   'SH3BP4',
   'PIP4K2B',
   'PIK3C2A',
   'TOMM7',
   'SESN2',
   'TICAM1',
   'HUWE1',
   'LARP1',
   'PINK1',
   'TBK1',
   'MEFV',
   'MTDH',
   'TRIM27',
   'STK11',
   'CALCOCO2',
   'STING1',
   'ROCK1',
   'VPS13C',
   'PRKAA1',
   'SIRT1',
   'SPTLC2',
   'FOXO1',
   'SVIP',
   'TRIM22',
   'SPTLC1',
   'IL4',
   'NOD1',
   'TSC1',
   'ATG5',
   'RAB3GAP2',
   'FYCO1',
   'KAT5',
   'TRIM65',
   'SESN3',
   'SMCR8',
   'MUL1',
   'TP53INP1',
   'BAG3',
   'ADRB2',
   'RNF152',
   'HDAC6',
   'PIP4K2C',
   'KDR',
   'RIPK2',
   'HIF1A',
   'LACRT',
   'MID2',
   'PHB2',
   'LRSAM1',
   'ZC3H12A',
   'RUFY4',
   'BCL2L11',
   'SMURF1',
   'GPSM1',
   'TRIM14',
   'PIM2',
   'ULK1',
   'VPS13D',
   'GSK3B',
   'FLCN',
   'SCOC',
   'WAC',
   'PAFAH1B2',
   'ULK2',
   'MAP3K7',
   'DCN',
   'CDC37',
   'ATG7',
   'TSC2',
   'TRIML2',
   'UFL1',
   'MAPK3',
   'C9orf72',
   'HMGB1',
   'NPRL2',
   'BNIP3L',
   'PLK2'],
  'all_sphingolipid_metabolism': ['NEU1',
   'ST6GALNAC5',
   'CERK',
   'ST3GAL5',
   'ST6GALNAC2',
   'SPTLC1',
   'ST6GALNAC6',
   'B4GALNT1',
   'CERT1',
   'SPTLC2',
   'UGCG',
   'ST8SIA5',
   'B3GALNT1',
   'B3GALT5',
   'A4GALT',
   'GBA',
   'SPHK2',
   'B3GNT3',
   'SGPP1',
   'SLC33A1',
   'GBGT1',
   'ST3GAL2',
   'SMPD3',
   'GALC',
   'GLA',
   'SGPL1',
   'ST6GALNAC3',
   'FUT1',
   'GLB1',
   'NAGA',
   'ST8SIA1',
   'B3GALT4',
   'ARSA',
   'GAL3ST1',
   'ASAH1',
   'GALNS'],
  'all_fatty-acid-metabolism': ['BLVRA',
   'UGDH',
   'ACADL',
   'RDH11',
   'IDH3B',
   'INMT',
   'IL4I1',
   'NSDHL',
   'GPD2',
   'HADHB',
   'VNN1',
   'ACAT2',
   'ACOT2',
   'KMT5A',
   'ALDH1A1',
   'CYP4A11',
   'HIBCH',
   'ECHS1',
   'SUCLG1',
   'ACSL5',
   'YWHAH',
   'G0S2',
   'GSTZ1',
   'SDHC',
   'HSD17B10',
   'METAP1',
   'AQP7',
   'CPT1A',
   'LGALS1',
   'HSPH1',
   'ALDOA',
   'ACSM3',
   'HMGCS2',
   'ADH1C',
   'ETFDH',
   'PTS',
   'CA6',
   'CRYZ',
   'HSD17B7',
   'BMPR1B',
   'ALDH3A2',
   'SMS',
   'REEP6',
   'AUH',
   'LDHA',
   'HSD17B11',
   'ACSL4',
   'FABP2',
   'ACSL1',
   'ADIPOR2',
   'ECI2',
   'RAP1GDS1',
   'PSME1',
   'PRDX6',
   'IDH3G',
   'ACSS1',
   'MDH1',
   'ENO3',
   'CPOX',
   'ALDH9A1',
   'HCCS',
   'GRHPR',
   'FH',
   'ECH1',
   'IDI1',
   'DECR1',
   'ALAD',
   'ACAA2',
   'RDH16',
   'ADH7',
   'HMGCS1',
   'EHHADH',
   'MLYCD',
   'CIDEA',
   'UROS',
   'SDHD',
   'MCEE',
   'CYP1A1',
   'ERP29',
   'FABP1',
   'CD1D',
   'NBN',
   'CPT2',
   'IDH1',
   'CRAT',
   'HSP90AA1',
   'ECI1',
   'DLD',
   'ODC1',
   'UROD',
   'ENO2',
   'GAD2',
   'GABARAPL1',
   'HAO2',
   'D2HGDH',
   'PDHA1',
   'MIF',
   'HPGD',
   'CA4',
   'XIST',
   'GLUL',
   'ACADVL',
   'ELOVL5',
   'SUCLA2',
   'ACOX1',
   'PTPRG',
   'AOC3',
   'TP53INP2',
   'MDH2',
   'ACO2',
   'BCKDHB',
   'S100A10',
   'ADSL',
   'SUCLG2',
   'HSDL2',
   'CD36',
   'SLC22A5',
   'CBR1',
   'HADH',
   'OSTC',
   'PDHB',
   'GPD1',
   'NTHL1',
   'HMGCL',
   'BPHL',
   'UBE2L6',
   'PPARA',
   'ACADS',
   'CCDC58',
   'CEL',
   'GAPDHS',
   'ACAA1',
   'LTC4S',
   'NCAPH2',
   'SERINC1',
   'FMO1',
   'CYP4A22',
   'DHCR24',
   'MGLL',
   'ALDH3A1',
   'AADAT',
   'H2AZ1',
   'APEX1',
   'ACADM',
   'GCDH',
   'MAOA',
   'CA2',
   'FASN',
   'PCBD1',
   'ACOT8',
   'CBR3',
   'ME1',
   'DLST',
   'EPHX1',
   'HSD17B4',
   'TDO2',
   'RETSAT',
   'SDHA'],
  'all_triacylglycerol_synthesis': ['DGAT2',
   'LIPG',
   'MOGAT2',
   'AGPAT3',
   'PNLIPRP2',
   'AGPAT4',
   'LIPF',
   'PLPP1',
   'MOGAT1',
   'DGAT1',
   'LPL',
   'GPAT4',
   'PLA2G3',
   'MGLL',
   'PLPP2',
   'AGPAT1',
   'GNPAT',
   'AGPAT2',
   'GPAM',
   'PNLIPRP1',
   'LIPC',
   'PNLIP',
   'AGPAT5',
   'PLPP3'],
  'all_thrombolysis-factor_production': ['SERPIND1',
   'TFPI',
   'PLG',
   'SERPINC1',
   'THBD',
   'PLAT',
   'PROC',
   'SERPINA1',
   'SERPINE2',
   'PLAU',
   'PROS1'],
  'all_amino-sugar-nucleotide-sugar_metabolism': ['PGM3',
   'TGDS',
   'UAP1',
   'GNPDA2',
   'AMDHD2',
   'GFPT1',
   'GNE',
   'GNPNAT1',
   'CHIA',
   'MANSC1',
   'UXS1',
   'GNPDA1',
   'NANS',
   'CMAS',
   'GFPT2',
   'NAGK',
   'RENBP',
   'CHIT1',
   'GALE',
   'UAP1L1'],
  'all_cyclic-nucleotide_metabolism': ['PDE6C',
   'GUCY1B2',
   'PDE6D',
   'PDE7B',
   'PDE3B',
   'ADCY5',
   'PDE11A',
   'ADCY6',
   'ADCY2',
   'ADCY3',
   'PDE5A',
   'ADCY7',
   'ADCY8',
   'PDE3A',
   'PDE6A',
   'ADCY9',
   'PDE2A',
   'PDE6B',
   'PDE1C',
   'ADCY4',
   'NPR2',
   'GUCY2D',
   'PDE8A',
   'PDE4A',
   'PDE1A',
   'PDE10A',
   'AC022414.1',
   'PDE6H',
   'PDE4D',
   'GUCY1A2',
   'ADCY1',
   'PDE9A',
   'PDE4C',
   'PDE7A',
   'NPR1',
   'GUCY2F',
   'PDE8B',
   'PDE6G',
   'ADCY10',
   'PDE4B',
   'PDE1B',
   'GUCY2C'],
  'all_keratan-sulfate_synthesis': ['CHST2',
   'ST3GAL3',
   'B3GNT3',
   'B4GALT5',
   'ST3GAL4',
   'ST3GAL1',
   'ST3GAL2',
   'B4GALT2',
   'B3GNT2',
   'B3GNT8',
   'B3GNT6',
   'CHST3',
   'B3GNT4',
   'B3GNTL1',
   'CHST5',
   'B4GALT3',
   'B4GAT1',
   'B3GNT7',
   'CHST4',
   'B4GALT1',
   'CHST1',
   'CHST6'],
  'all_mitotic-spindle-component': ['NDC80',
   'EPB41',
   'BIN1',
   'RFC1',
   'PLEKHG2',
   'TUBGCP6',
   'AKAP13',
   'TPX2',
   'ECT2',
   'PCGF5',
   'MYH10',
   'NOTCH2',
   'RAB3GAP1',
   'KIF1B',
   'DYNC1H1',
   'ARF6',
   'CDC42EP4',
   'CENPJ',
   'FARP1',
   'ARHGAP29',
   'PALLD',
   'CEP57',
   'DOCK4',
   'CNTROB',
   'EPB41L2',
   'TAOK2',
   'PKD2',
   'TUBA4A',
   'MYH9',
   'HDAC6',
   'ARHGEF7',
   'MAP1S',
   'CLIP2',
   'NF1',
   'SYNPO',
   'PLK1',
   'EZR',
   'CTTN',
   'SMC3',
   'SPTAN1',
   'NCK1',
   'CSNK1D',
   'APC',
   'RACGAP1',
   'ARHGAP4',
   'KPTN',
   'PXN',
   'CDC42BPA',
   'ALMS1',
   'CDK1',
   'RALBP1',
   'DST',
   'FSCN1',
   'ALS2',
   'ATG4B',
   'SHROOM2',
   'FBXO5',
   'MARCKS',
   'ARHGDIA',
   'RASA2',
   'PCM1',
   'SASS6',
   'MYO9B',
   'ARHGEF11',
   'ARHGAP27',
   'CLASP1',
   'RHOT2',
   'MID1',
   'DOCK2',
   'CDC42EP2',
   'MID1IP1',
   'NCK2',
   'TOP2A',
   'KIF23',
   'TUBD1',
   'CLIP1',
   'KIF5B',
   'CD2AP',
   'CDC42EP1',
   'ARL8A',
   'STAU1',
   'CDC42',
   'ARHGAP5',
   'BRCA2',
   'LRPPRC',
   'NEDD9',
   'PPP4R2',
   'KIF2C',
   'KIF3B',
   'ARFGEF1',
   'ROCK1',
   'CDC27',
   'UXT',
   'RAPGEF6',
   'INCENP',
   'GPR21',
   'KIF11',
   'ARAP3',
   'BCAR1',
   'MAPRE1',
   'ARHGEF3',
   'NIN',
   'RICTOR',
   'SPTBN1',
   'HOOK3',
   'ABL1',
   'FLNB',
   'RHOF',
   'PAFAH1B1',
   'BUB1',
   'SSH2',
   'DLG1',
   'SUN2',
   'SOS1',
   'ACTN4',
   'KIF22',
   'PIF1',
   'VCL',
   'TUBGCP3',
   'WASF1',
   'CENPF',
   'BCL2L11',
   'ABI1',
   'AURKA',
   'FLNA',
   'KIF3C',
   'FGD6',
   'KIF4A',
   'RASA1',
   'PCNT',
   'RAPGEF5',
   'LATS1',
   'CYTH2',
   'PRC1',
   'NET1',
   'RANBP9',
   'CENPE',
   'TIAM1',
   'MARK4',
   'CEP192',
   'CAPZB',
   'TTK',
   'ARHGEF2',
   'SMC1A',
   'LMNB1',
   'FGD4',
   'CDK5RAP2',
   'GSN',
   'NEK2',
   'STK38L',
   'CNTRL',
   'CCDC88A',
   'SEPTIN9',
   'PDLIM5',
   'SMC4',
   'KIF20B',
   'RASAL2',
   'ARFIP2',
   'NUMA1',
   'ITSN1',
   'KATNB1',
   'KNTC1',
   'ARHGEF12',
   'BIRC5',
   'KLC1',
   'TUBGCP5',
   'GEMIN4',
   'KIFAP3',
   'ESPL1',
   'MYO1E',
   'ANLN',
   'KATNA1',
   'TBCD',
   'DLGAP5',
   'ABR',
   'LLGL1',
   'SORBS2',
   'CCNB2',
   'CEP250',
   'SAC3D1',
   'NUSAP1',
   'SHROOM1',
   'CEP131',
   'ARHGAP10',
   'DYNLL2',
   'TLK1',
   'TSC1',
   'BCR',
   'PREX1',
   'CKAP5',
   'RABGAP1',
   'TRIO',
   'OPHN1',
   'CEP72',
   'KIF15',
   'MAP3K11',
   'TUBGCP2'],
  'all_chondroitine-sulfate_degradation': ['HEXA',
   'GALNS',
   'GLB1',
   'AC244197.3',
   'NEU1',
   'IDUA',
   'IDS',
   'GUSB',
   'HEXB',
   'ARSB'],
  'all_fructose-mannose_metabolism': ['GMDS',
   'SLC5A10',
   'KHK',
   'FPGT',
   'MPI',
   'SLC2A7',
   'GMPPA',
   'FCSK',
   'SLC5A9',
   'SLC2A5',
   'SORD',
   'PMM2',
   'PMM1',
   'MGAM',
   'GMPPB',
   'TSTA3'],
  'all_fatty-acid-beta-oxidation-peroxisomal': ['EHHADH',
   'ALDH1A1',
   'ZADH2',
   'ADH5',
   'ACOT8',
   'ADH1C',
   'ADH7',
   'ACAA1',
   'ADH1A',
   'ACOX3',
   'ADH6',
   'PHYH',
   'HSD17B4',
   'ACOX1',
   'ADH1B'],
  'all_phosphoinositide_signaling': ['PIK3R1',
   'ITPKC',
   'PIK3R3',
   'INPP5D',
   'PLCB1',
   'INPPL1',
   'PIP5K1A',
   'PLCD3',
   'MTMR3',
   'PLCG1',
   'PLCB4',
   'HCST',
   'PIK3C2G',
   'PLCE1',
   'INPP1',
   'SYNJ2',
   'ITPKB',
   'ITPKA',
   'PLCXD2',
   'INPP5B',
   'INPP5E',
   'PLCB2',
   'PLCH2',
   'INPP4A',
   'PIK3R2',
   'PLCG2',
   'PIP5K1B',
   'PLCL1',
   'PIK3CA',
   'INPP4B',
   'PIK3CB',
   'PIK3R5',
   'OCRL',
   'PIK3CD',
   'INPP5A',
   'PLCD4',
   'PLCH1',
   'PTEN',
   'PIK3C2B',
   'PLCB3',
   'PIK3C2A',
   'PIK3CG',
   'PLCZ1',
   'PLCD1',
   'SYNJ1',
   'PIP5K1C',
   'PIK3C3'],
  'all_autophagy-chaperone-mediated': ['EEF1A2',
   'SNRNP70',
   'SNCA',
   'EEF1A1',
   'CLU',
   'GFAP',
   'HSPA8',
   'HSP90AA1',
   'BAG3',
   'LAMP2',
   'PLK3',
   'ATP13A2',
   'STUB1',
   'CTSA',
   'SYNPO2',
   'ATG7'],
  'all_ascorbate-uptake': ['SLC23A2', 'SLC23A1', 'SLC2A10'],
  'all_ketone-body_metabolism': ['SLC16A3',
   'AACS',
   'HMGCL',
   'ACSS2',
   'SLC16A8',
   'ACAT1',
   'ACAT2',
   'SLC16A1',
   'BDH1',
   'SLC5A12',
   'ACSS1',
   'ACOT12',
   'HMGCLL1',
   'OXCT1',
   'OXCT2',
   'SLC5A8'],
  'all_keratan-sulfate_degradation': ['GLB1',
   'FUCA1',
   'HEXA',
   'HEXB',
   'NAGA',
   'FUCA2',
   'GALNS',
   'NEU1',
   'GNS',
   'AGA'],
  'all_autophagic-cell-death': ['BNIP3',
   'LAPTM5',
   'TP53INP1',
   'PHB2',
   'SH3GLB1',
   'CDKN2D',
   'LAMP1',
   'TREM2',
   'ATG7',
   'CDKN1B',
   'CTSV'],
  'all_GABA-shunt': ['ALDH5A1',
   'ALDH9A1',
   'ABAT',
   'ADHFE1',
   'GAD2',
   'SLC36A1',
   'ALDH4A1',
   'GAD1',
   'AKR7A2',
   'CNDP1'],
  'all_reticulophagy': ['RETREG1',
   'UFM1',
   'STING1',
   'DDRGK1',
   'RETREG3',
   'UFL1',
   'UBA5',
   'RB1CC1',
   'ATG2A',
   'TEX264',
   'UFC1',
   'ATG2B'],
  'all_MHC-I-presentation': ['TAP2',
   'TAP1',
   'ERAP1',
   'PDIA3',
   'HLA-C',
   'HLA-A',
   'HLA-B',
   'THOP1',
   'CALR',
   'TAPBP'],
  'all_cholesterol_metabolism': ['DHCR7',
   'CYP51A1',
   'ABCA1',
   'HMGCR',
   'LCAT',
   'IDI2',
   'IDI1'],
  'all_apoptosis': ['IGF2R',
   'DNAJC3',
   'IL6',
   'IRF1',
   'BTG2',
   'CFLAR',
   'PAK1',
   'APP',
   'BGN',
   'RETSAT',
   'TNFRSF12A',
   'ENO2',
   'ISG20',
   'CREBBP',
   'TGFBR3',
   'HGF',
   'GPX1',
   'DAP',
   'PTK2',
   'CASP7',
   'BNIP3L',
   'PMAIP1',
   'AC022506.1',
   'PSEN1',
   'GCH1',
   'IGFBP6',
   'LEF1',
   'PPT1',
   'MCL1',
   'RNASEL',
   'RHOB',
   'IFNB1',
   'ROCK1',
   'ADD1',
   'DIABLO',
   'SATB1',
   'IL1B',
   'HMOX1',
   'GADD45B',
   'CDC25B',
   'ANKH',
   'EGR3',
   'CASP2',
   'BRCA1',
   'H1-0',
   'TNF',
   'PLAT',
   'PDCD4',
   'TIMP1',
   'MMP2',
   'PSEN2',
   'BMP2',
   'TGFB2',
   'CASP3',
   'RARA',
   'KRT18',
   'MADD',
   'SOD2',
   'IL18',
   'PPP3R1',
   'GADD45A',
   'PDGFRB',
   'CYLD',
   'GPX4',
   'TOP2A',
   'CTNNB1',
   'BAX',
   'FEZ1',
   'DAP3',
   'HMGB2',
   'LMNA',
   'SMAD7',
   'BTG3',
   'F2',
   'CDK2',
   'SLC20A1',
   'DDIT3',
   'CASP1',
   'TXNIP',
   'GSTM1',
   'DFFA',
   'CDKN1B',
   'CCNA1',
   'CD38',
   'ANXA1',
   'XIAP',
   'DPYD',
   'RHOT2',
   'TAP1',
   'BIRC3',
   'IFITM3',
   'PLPPR4',
   'SAT1',
   'RELA',
   'ETF1',
   'BCL10',
   'BMF',
   'PRF1',
   'GNA15',
   'CD14',
   'PPP2R5B',
   'GPX3',
   'NEDD9',
   'CD2',
   'CASP8',
   'FAS',
   'DNM1L',
   'LGALS3',
   'TIMP3',
   'FASLG',
   'IER3',
   'CASP4',
   'EREG',
   'EMP1',
   'CASP6',
   'TNFSF10',
   'CCND1',
   'CDKN1A',
   'BCL2L11',
   'F2R',
   'MGMT',
   'AVPR1A',
   'ERBB3',
   'CLU',
   'GSN',
   'NEFH',
   'BCL2L10',
   'TSPO',
   'IFNGR1',
   'CASP9',
   'SPTAN1',
   'BCL2L2-PABPN1',
   'CD44',
   'SOD1',
   'PEA15',
   'EBP',
   'GUCY2D',
   'IL1A',
   'JUN',
   'LUM',
   'SQSTM1',
   'GSR',
   'VDAC2',
   'CAV1',
   'TIMP2',
   'DNAJA1',
   'WEE1',
   'BCL2L1',
   'BIK',
   'SC5D',
   'CTH',
   'BID',
   'BCL2L2',
   'FDXR',
   'CCND2',
   'ATF3',
   'ERBB2',
   'HSPB1',
   'PLCB2',
   'BCAP31',
   'CD69',
   'AIFM3',
   'DCN'],
  'all_autophagy-nucleus': ['ATG5',
   'ATG13',
   'ATG2B',
   'ATG9A',
   'WDR45',
   'WDR45B',
   'ATG7',
   'ATG2A',
   'ATG3',
   'ATG9B',
   'RB1CC1',
   'WIPI1',
   'WIPI2',
   'ATG12'],
  'all_ALA-ASP_metabolism': ['SLC6A14',
   'SLC25A12',
   'SLC1A3',
   'GOT1',
   'SLC7A2',
   'SLC1A4',
   'SLC38A5',
   'SLC7A8',
   'SLC38A3',
   'SLC1A2',
   'ACY3',
   'SLC1A1',
   'AGXT2',
   'ASNS',
   'SLC38A1',
   'GPT2',
   'SLC1A7',
   'AGXT',
   'GOT2',
   'SLC38A4',
   'SLC25A13',
   'SLC7A10',
   'ASRGL1',
   'DDO',
   'GPT',
   'SLC1A5',
   'SLC1A6',
   'SLC36A1',
   'SLC38A2',
   'SLC7A3',
   'ASPA'],
  'all_ROS-detoxification': ['AOX1',
   'SOD3',
   'SLC2A10',
   'AKR1C4',
   'MPO',
   'ALDH3A1',
   'PRDX6',
   'EPX',
   'ADH1B',
   'TXNRD1',
   'AKR1B1',
   'TPO',
   'AKR1A1',
   'ADH1C',
   'SOD1',
   'CAT',
   'PXDN',
   'ZADH2',
   'ADH7',
   'LPO',
   'PXDNL',
   'ADH1A',
   'PRDX5',
   'TXNRD2',
   'PRDX1',
   'ALDH1A1',
   'SOD2',
   'PRDX2',
   'ALDH3B2',
   'ALDH2',
   'ALDH3B1',
   'PRDX3'],
  'all_xenobiotics_metabolism': ['ALDH3A1',
   'UGT1A8',
   'AKR1B1',
   'CYP51A1',
   'AKR1C4',
   'SULT1A2',
   'CYP2E1',
   'MAOB',
   'SULT1A1',
   'AADAC',
   'ADH7',
   'AKR1A1',
   'ALDH1B1',
   'CBR1',
   'AOX1',
   'ADH1B',
   'AKR7A2',
   'ALDH2',
   'CES2',
   'ALDH3B1',
   'PAPSS2',
   'UGT1A10',
   'MAOA',
   'ADH1C',
   'ALDH1A1',
   'SULT1A3',
   'ALDH3B2',
   'PAPSS1',
   'ADH1A',
   'ZADH2'],
  'all_purine_metabolism': ['SLC29A2',
   'XDH',
   'AMPD3',
   'GMPR',
   'NT5C1B',
   'AK2',
   'ITPA',
   'SLC28A2',
   'ADK',
   'ADSS1',
   'ADA',
   'AMPD1',
   'GMPR2',
   'GDA',
   'AK1',
   'ADSS2',
   'AK3',
   'APRT',
   'SLC28A3',
   'AMPD2',
   'HPRT1',
   'NT5C2',
   'GUK1',
   'AK7',
   'NT5E',
   'AK5',
   'SLC2A9',
   'AK4'],
  'all_bile-acid_synthesis': ['SLC27A2',
   'CYP46A1',
   'SLC10A1',
   'HSD3B7',
   'SLC10A2',
   'BAAT',
   'AMACR',
   'SLCO1B3',
   'SLCO4A1',
   'SLCO1A2',
   'AKR1D1',
   'CYP27A1',
   'SLCO2B1',
   'CYP39A1',
   'ABCB11',
   'CYP7A1',
   'SLCO1B1',
   'ABCC3',
   'CH25H',
   'ACOX2',
   'SCP2',
   'HSD17B4'],
  'all_CoA_synthesis': ['PPCDC',
   'PANK1',
   'COASY',
   'VNN1',
   'PANK4',
   'PPCS',
   'PANK2',
   'VNN2',
   'VNN3',
   'PANK3',
   'SLC25A16',
   'SLC5A6'],
  'all_multidrug-resistance': ['ABCC4', 'ABCB4', 'ABCC3', 'ABCC1'],
  'all_osmotic-stress-response': ['ITGA2',
   'TSPO',
   'SLC25A23',
   'RELB',
   'CAPN3',
   'LRRC8A',
   'XRCC6',
   'HSP90AB1',
   'LRRC8C',
   'SLC12A5',
   'STK39',
   'MICU1',
   'AC138894.1',
   'AQP1',
   'EFHD1',
   'MLC1',
   'AQP5',
   'ANXA7',
   'EPO',
   'FMO1',
   'EGFR',
   'TRPV4',
   'APOBEC1',
   'CAB39',
   'MARVELD3',
   'ATF2',
   'TH',
   'SORD',
   'MAPK10',
   'DDX3X',
   'FP565260.3',
   'OXSR1',
   'RCSD1',
   'TSC22D4',
   'PKD2',
   'DYSF',
   'LRRC8E',
   'AQP9',
   'ABCB1',
   'NFAT5',
   'YBX3',
   'BAD',
   'NOLC1',
   'SERPINB6',
   'CLDN1',
   'ARHGEF2',
   'PTK2B',
   'SLC12A2',
   'MT-CYB',
   'ZFP36L1',
   'ICOSLG',
   'TACR3',
   'TLR3',
   'TP53',
   'MAP2K7',
   'XRCC5',
   'PKN1',
   'SST',
   'TSC22D2',
   'PLK3',
   'TNF',
   'PAPPA2',
   'AKR1B1',
   'KMO',
   'SLC2A1',
   'OXT',
   'LETM1',
   'BDKRB2',
   'MBIP',
   'HNMT',
   'PTGS2',
   'CLN3',
   'SCN2A',
   'TSC22D3',
   'BAX',
   'LRRC8D',
   'SLC12A6',
   'PDPK1',
   'CASP3',
   'MAP7',
   'SLC2A4',
   'MYLK',
   'ERRFI1',
   'KCNMA1',
   'AVP',
   'MAPK13',
   'WNK3'],
  'all_HIS_metabolism': ['SLC3A1',
   'SLC22A1',
   'MAOB',
   'SLC38A4',
   'SLC6A14',
   'ALDH3B2',
   'SLC38A3',
   'ALDH2',
   'AOC2',
   'ALDH3B1',
   'HAL',
   'SLC22A2',
   'UROC1',
   'DDC',
   'ALDH3A1',
   'HDC',
   'HNMT',
   'AOC1',
   'AOC3',
   'SLC22A3',
   'CNDP1',
   'MAOA',
   'FTCD'],
  'all_G1S-transition': ['AURKA',
   'BIRC5',
   'CDKN2D',
   'CDC20',
   'CCNB2',
   'BUB1',
   'CDK1',
   'PLK1',
   'CCNF',
   'CCNA2',
   'KIF20A',
   'CDC25C',
   'RACGAP1',
   'CKS2',
   'CENPF',
   'TOP2A',
   'CDC25B',
   'BUB1B',
   'CCNB1',
   'CENPA'],
  'all_pterin_synthesis': ['PCBD1', 'QDPR', 'PTS', 'SPR', 'GCH1'],
  'all_selenoamino-acid_metabolism': ['AHCY',
   'MAT2A',
   'SCLY',
   'MAT2B',
   'AHCYL1',
   'MAT1A',
   'PAPSS2',
   'CTH',
   'CBS',
   'PAPSS1',
   'SEPHS2',
   'AHCYL2',
   'SEPHS1'],
  'all_oxidative-phosphorylation': ['SUPV3L1',
   'NQO2',
   'COX15',
   'ATP5F1A',
   'PHYH',
   'ATP5F1D',
   'HSD17B10',
   'ATP6V1E1',
   'TIMM50',
   'NDUFB8',
   'MRPS30',
   'COX7A2',
   'DLAT',
   'PHB2',
   'GPI',
   'PDHB',
   'NDUFS2',
   'ACADVL',
   'NDUFB6',
   'RHOT1',
   'TOMM70',
   'NDUFC1',
   'BAX',
   'SLC25A3',
   'SLC25A20',
   'OGDH',
   'GRPEL1',
   'GOT2',
   'ATP6V0C',
   'NDUFA3',
   'ISCU',
   'MRPL15',
   'SLC25A5',
   'ISCA1',
   'COX6A1',
   'ATP6V0B',
   'AIFM1',
   'ATP5MC2',
   'COX10',
   'NDUFA8',
   'NDUFA5',
   'NDUFS3',
   'SURF1',
   'NDUFA7',
   'NDUFB4',
   'ETFA',
   'PDHX',
   'IDH2',
   'LDHB',
   'DLST',
   'ATP5PO',
   'GPX4',
   'NDUFS6',
   'VDAC2',
   'OXA1L',
   'NDUFC2',
   'ATP6V1H',
   'ATP5MF',
   'NDUFA4',
   'UQCRC1',
   'IDH3G',
   'LDHA',
   'VDAC1',
   'ATP5MG',
   'NDUFA1',
   'HCCS',
   'ATP5F1B',
   'COX17',
   'MRPS15',
   'ATP6AP1',
   'ATP5F1C',
   'UQCRC2',
   'ACADM',
   'ATP6V1F',
   'AFG3L2',
   'SUCLA2',
   'ABCB7',
   'ECHS1',
   'TIMM17A',
   'SUCLG1',
   'ETFDH',
   'COX7A2L',
   'LRPPRC',
   'IMMT',
   'CYCS',
   'MAOB',
   'ACADSB',
   'NDUFB1',
   'TIMM13',
   'MFN2',
   'CPT1A',
   'MDH1',
   'HSPA9',
   'COX11',
   'NDUFB2',
   'IDH3A',
   'DLD',
   'MGST3',
   'MDH2',
   'ECH1',
   'ATP1B1',
   'NNT',
   'UQCRH',
   'PMPCA',
   'NDUFV2',
   'ATP6V1G1',
   'COX7B',
   'TCIRG1',
   'ATP5PB',
   'TOMM22',
   'PDP1',
   'NDUFA6',
   'MRPS11',
   'MRPL35',
   'PDK4',
   'FDX1',
   'MRPS12',
   'PRDX3',
   'ACAT1',
   'ACAA1',
   'COX7C',
   'MTRF1',
   'COX6C',
   'COX6B1',
   'RHOT2',
   'MRPL34',
   'ATP5MC1',
   'PDHA1',
   'UQCRQ',
   'SLC25A4',
   'NDUFB7',
   'CYC1',
   'HADHB',
   'UQCR11',
   'TIMM8B',
   'MRPS22',
   'IDH3B',
   'BCKDHA',
   'ALAS1',
   'IDH1',
   'OAT',
   'AL133352.1',
   'COX8A',
   'ACO2',
   'ATP5PF',
   'RETSAT',
   'FH',
   'CYB5R3',
   'NDUFAB1',
   'ATP6V0E1',
   'UQCR10',
   'MPC1',
   'CS',
   'MTRR',
   'SLC25A6',
   'HTRA2',
   'POR',
   'ATP5MC3',
   'NDUFS8',
   'OPA1',
   'SDHA',
   'SDHD',
   'COX4I1',
   'ACAA2',
   'DECR1',
   'MTX2',
   'BDH2',
   'COX5B',
   'SDHC',
   'SLC25A12',
   'ATP6V1C1',
   'VDAC3',
   'ATP6V1D',
   'CASP7',
   'ATP5PD',
   'AL358113.1',
   'NDUFB5',
   'NDUFS7',
   'ALDH6A1',
   'CYB5A',
   'NDUFV1',
   'NDUFA2',
   'ECI1',
   'HADHA',
   'FXN',
   'NDUFA9',
   'NDUFB3',
   'POLR2F',
   'NDUFS4',
   'TIMM9',
   'UQCRB',
   'NDUFS1',
   'TIMM10',
   'MRPL11',
   'ATP5ME',
   'ATP5F1E',
   'SLC25A11',
   'GLUD1',
   'SDHB',
   'COX5A',
   'UQCRFS1',
   'ETFB'],
  'all_purine_synthesis': ['AK1',
   'AK5',
   'AK3',
   'AMPD1',
   'NT5C1B',
   'ADA',
   'ADK',
   'AMPD2',
   'SLC28A3',
   'NT5C2',
   'HPRT1',
   'ADSS1',
   'AK7',
   'SLC29A2',
   'AMPD3',
   'GDA',
   'GMPR2',
   'APRT',
   'ITPA',
   'XDH',
   'AK2',
   'GUK1',
   'AK4',
   'GMPR',
   'NT5E',
   'SLC2A9',
   'SLC28A2',
   'ADSS2'],
  'all_TRP_metabolism': ['AADAT',
   'GOT2',
   'SLC18A2',
   'SLC18A1',
   'HAAO',
   'AOC1',
   'SLC7A8',
   'SLC16A10',
   'ACMSD',
   'SLC6A14',
   'INMT',
   'SLC22A2',
   'SLC7A5',
   'TPH1',
   'AOC2',
   'SLC25A21',
   'KYAT1',
   'TDO2',
   'MAOB',
   'TPH2',
   'SLC22A1',
   'KMO',
   'ALDH2',
   'KYNU',
   'ASMT',
   'SLC22A3',
   'MAOA',
   'GCDH',
   'DDC'],
  'all_glycolysis': ['GAPDH',
   'GCK',
   'PFKFB1',
   'ENO3',
   'PGK1',
   'PGM2',
   'PKM',
   'PFKP',
   'ENO4',
   'ENO1',
   'ALDOC',
   'ENO2',
   'HK3',
   'PFKFB2',
   'PGM5',
   'TPI1',
   'ALDOA',
   'ALDOB',
   'PKLR',
   'PGK2',
   'PGM3',
   'PFKM',
   'PFKL',
   'HK2',
   'PGM1',
   'GPI',
   'HK1'],
  'all_cytosolic-DNA-sensing_signaling': ['RIPK3',
   'RIPK1',
   'IFNA10',
   'IFNA5',
   'POLR3A',
   'POLR3F',
   'POLR3K',
   'PYCARD',
   'STING1',
   'CCL4L2',
   'AIM2',
   'IKBKG',
   'IFNA1',
   'IL33',
   'IL6',
   'IFNA14',
   'NFKB1',
   'CCL4',
   'IFNA4',
   'DDX58',
   'IFNA8',
   'POLR3GL',
   'NFKBIA',
   'ATRIP',
   'POLR1C',
   'TREX1',
   'CHUK',
   'IKBKE',
   'RELA',
   'IL1B',
   'POLR3B',
   'MAVS',
   'POLR3H',
   'IRF3',
   'IL18',
   'ZBP1',
   'IFNB1',
   'IFNA2',
   'IFNA6',
   'IFNA13',
   'IFNA16',
   'IFNA21',
   'CASP1',
   'IFNA17',
   'NFKBIB',
   'POLR1D',
   'IKBKB',
   'CCL5',
   'IFNA7',
   'TBK1',
   'POLR3D',
   'POLR3G',
   'IRF7',
   'CXCL10',
   'ADAR',
   'POLR3C'],
  'all_pyruvate_metabolism': ['AGXT2',
   'GPT',
   'AGXT',
   'HAO1',
   'GPT2',
   'SDS',
   'HAO2',
   'ETNPPL',
   'GRHPR'],
  'all_NAD_metabolism': ['QPRT',
   'NMNAT1',
   'NNMT',
   'NMNAT2',
   'CD38',
   'NNT',
   'NADK',
   'NADSYN1',
   'NMNAT3'],
  'all_coagulation-factor_production': ['KLKB1',
   'F12',
   'FGA',
   'SERPINA5',
   'F2',
   'F5',
   'F13A1',
   'FGB',
   'F10',
   'F7',
   'SERPINE1',
   'F9',
   'F11',
   'F3',
   'SERPINF2',
   'F8',
   'KNG1',
   'F13B',
   'SERPINB2'],
  'all_TCA-cycle': ['MDH2',
   'MDH1',
   'IDH3G',
   'IDH1',
   'ACO1',
   'IDH3A',
   'CS',
   'SDHA',
   'PDP1',
   'ACO2',
   'SDHB',
   'PDHB',
   'FH',
   'OGDH',
   'PDHX',
   'IDH2',
   'SUCLA2',
   'PDHA2',
   'SDHC',
   'PDHA1',
   'IDH3B'],
  'all_ros_response': ['LAMTOR5',
   'SRXN1',
   'NDUFS2',
   'SELENOS',
   'GPX3',
   'GLRX',
   'FES',
   'GCLC',
   'ERCC2',
   'SBNO2',
   'NDUFB4',
   'IPCEF1',
   'PDLIM1',
   'PTPA',
   'GPX4',
   'MSRA',
   'GSR',
   'PRDX2',
   'TXNRD2',
   'CAT',
   'PRNP',
   'MGST1',
   'SOD1',
   'NQO1',
   'JUNB',
   'PRDX4',
   'PFKP',
   'PRDX6',
   'CDKN2D',
   'LSP1',
   'SCAF4',
   'TXN',
   'MPO',
   'GCLM',
   'TXNRD1',
   'OXSR1',
   'ABCC1',
   'EGLN2',
   'MBP',
   'STK25',
   'GLRX2',
   'HHEX',
   'SOD2',
   'FTL',
   'ATOX1',
   'G6PD',
   'HMOX2',
   'NDUFA6',
   'PRDX1'],
  'all_transmembrane-transport-mitochondrial': ['SLC25A27',
   'AQP8',
   'SLC25A14',
   'SLC25A3',
   'MMAA',
   'AQP9'],
  'all_o-glycan_synthesis': ['GALNT9',
   'B4GAT1',
   'GALNT15',
   'ST3GAL1',
   'A4GNT',
   'GALNT5',
   'GALNT10',
   'GALNT13',
   'GCNT4',
   'GALNT2',
   'C1GALT1',
   'GCNT3',
   'GALNT11',
   'GALNT6',
   'GALNT12',
   'GALNT14',
   'UGDH',
   'GALNT3',
   'GALNT4',
   'GALNT7',
   'ST6GALNAC1',
   'B3GNT6',
   'GALNT1',
   'GCNT1',
   'GALNT8'],
  'all_DNA_synthesis': ['DTYMK', 'SLC25A19', 'RRM2', 'NT5M', 'RRM1', 'TYMS'],
  'all_glycerin-SER-THR_metabolism': ['AGXT',
   'GNMT',
   'SLC6A5',
   'BHMT2',
   'SLC7A10',
   'SHMT1',
   'GLDC',
   'DMGDH',
   'PHGDH',
   'PSAT1',
   'GCSH',
   'GATM',
   'CHDH',
   'SLC36A1',
   'SLC6A14',
   'SLC6A12',
   'PIPOX',
   'SARDH',
   'SLC1A5',
   'SLC32A1',
   'AOC3',
   'SLC3A1',
   'THNSL1',
   'SDS',
   'SLC38A5',
   'SLC1A4',
   'SLC7A9',
   'DAO',
   'SLC38A2',
   'SLC6A9',
   'BHMT',
   'MAOB',
   'DLD',
   'SLC38A4',
   'AGXT2',
   'SLC7A8',
   'ETNPPL',
   'GCAT',
   'SHMT2',
   'CBS',
   'SLC38A1',
   'MAOA',
   'PSPH'],
  'all_carnitine-shuttle': ['CPT1A',
   'CRAT',
   'SLC22A4',
   'CPT1B',
   'CPT2',
   'SLC25A20',
   'CPT1C',
   'SLC22A5'],
  'all_ethanol_metabolism': ['ALDH3B2',
   'ZADH2',
   'ADH1B',
   'ALDH3A1',
   'ADH1C',
   'ADH1A',
   'ADH4',
   'ALDH3B1',
   'ALDH1A1',
   'ALDH1B1',
   'AOX1',
   'ADH7'],
  'all_TGFb_response': ['TGFBR2',
   'SLC20A1',
   'SMURF1',
   'ID1',
   'CTNNB1',
   'SERPINE1',
   'PARD6B',
   'SMARCA4',
   'CDK9',
   'CDH1',
   'TRAF6',
   'FNTA',
   'PARD6A',
   'SMAD4',
   'SMAD1',
   'BMPR2',
   'XIAP',
   'MAP3K7',
   'IFNGR2',
   'SKIL',
   'JUNB',
   'SKI',
   'TJP1',
   'THBS1',
   'RHOA',
   'ACVR1',
   'PPP1R15A',
   'SMAD3',
   'LTBP2',
   'KLF10',
   'ARID1B',
   'FKBP1A',
   'SMAD6',
   'PARD6G',
   'ENG',
   'SMAD2',
   'ID3',
   'PPP1CA',
   'CDKN1C',
   'WWTR1',
   'TGIF1',
   'PMEPA1',
   'HIPK2',
   'SMAD7',
   'CDKN2B',
   'RAB31',
   'APC',
   'UBE2D3',
   'PPM1A',
   'HDAC1',
   'BCAR3',
   'BMPR1A',
   'TGFBR1',
   'ID2',
   'SMURF2',
   'TGFB1',
   'LEFTY2',
   'NOG',
   'SMARCC1',
   'FURIN',
   'NCOR2',
   'ARID4B',
   'TRIM33',
   'BMP2',
   'SMARCC2',
   'SPTBN1'],
  'all_TLR_signaling': ['MAPK8',
   'RELA',
   'IKBKB',
   'FOS',
   'TNF',
   'IFNAR2',
   'IFNA14',
   'NFKB1',
   'TLR8',
   'CXCL11',
   'PIK3CA',
   'TBK1',
   'IFNAR1',
   'MAP2K4',
   'MAPK14',
   'CCL3',
   'CXCL10',
   'PIK3CG',
   'SPP1',
   'MAPK9',
   'MAP3K7',
   'IRF5',
   'IKBKG',
   'IFNA2',
   'IRF3',
   'MAPK10',
   'RNASE1',
   'MAPK12',
   'TLR5',
   'IL12B',
   'CCL4',
   'MAP3K8',
   'RAC1',
   'MAP2K6',
   'TLR9',
   'STAT1',
   'TLR7',
   'CD80',
   'TLR1',
   'CXCL8',
   'TLR6',
   'LY96',
   'TICAM2',
   'TLR2',
   'TICAM1',
   'MAPK13',
   'IFNA5',
   'TAB1',
   'TAB2',
   'IL1B',
   'IFNA6',
   'IFNB1',
   'MAP2K2',
   'IFNA7',
   'IFNA8',
   'CD40',
   'AKT3',
   'PIK3CB',
   'IRAK1',
   'IL12A',
   'IRF7',
   'LBP',
   'MAP2K3',
   'PIK3R5',
   'IKBKE',
   'IFNA13',
   'TRAF6',
   'MYD88',
   'IFNA1',
   'TRAF3',
   'PIK3R1',
   'NFKBIA',
   'AKT2',
   'PIK3R3',
   'CHUK',
   'PIK3CD',
   'IFNA17',
   'IFNA16',
   'IRAK4',
   'JUN',
   'PIK3R2',
   'IFNA21',
   'MAPK11',
   'CASP8',
   'AKT1',
   'CD14',
   'CCL5',
   'MAP2K1',
   'IL6',
   'TIRAP',
   'CTSK',
   'CD86',
   'TLR4',
   'RIPK1',
   'CXCL9',
   'TOLLIP',
   'IFNA10',
   'FADD',
   'MAPK3',
   'MAPK1',
   'IFNA4',
   'TLR3',
   'MAP2K7'],
  'all_fatty-acid_synthesis': ['ELOVL1',
   'HACD4',
   'ACACA',
   'ELOVL2',
   'ELOVL6',
   'FADS3',
   'HACD1',
   'TECRL',
   'ELOVL4',
   'FADS1',
   'FADS6',
   'FASN',
   'SLC25A1',
   'FADS2',
   'TECR',
   'AACS',
   'MCAT',
   'ELOVL3',
   'HACD3',
   'HACD2',
   'SCD5',
   'ACACB',
   'SCD',
   'ELOVL7',
   'HSD17B12',
   'ELOVL5'],
  'all_folate_metabolism': ['SLC46A1',
   'MTHFR',
   'DHFR',
   'MTHFD1',
   'GGH',
   'FPGS',
   'ALDH1L1',
   'FOLR1',
   'HAO2',
   'HAO1',
   'MTR',
   'MTHFS',
   'SLC19A1',
   'AMT',
   'FOLR3',
   'FTCD',
   'MTHFD2'],
  'all_CYP_metabolism': ['CYB5D1',
   'CYP1B1',
   'CYP2C8',
   'CYP4A11',
   'CYP2C18',
   'CYP3A4',
   'CYP1A2',
   'CYP2A13',
   'CYP2C19',
   'CYP2D6',
   'CYP2A6',
   'CYP2E1',
   'CYP1A1',
   'CYP2C9',
   'CYP2F1',
   'CYP3A5'],
  'all_NOD-like-receptor_signaling': ['MAPK1',
   'NLRP3',
   'CARD6',
   'MAP3K7',
   'IKBKG',
   'CASP8',
   'MAPK10',
   'MEFV',
   'NLRP1',
   'NOD2',
   'MAPK12',
   'MAPK9',
   'CXCL8',
   'TNFAIP3',
   'NLRC4',
   'TAB2',
   'ERBIN',
   'CCL5',
   'PYCARD',
   'CASP5',
   'HSP90AA1',
   'NFKBIA',
   'HSP90AB1',
   'TAB3',
   'CXCL1',
   'CCL13',
   'CARD18',
   'BIRC3',
   'PYDC1',
   'CCL11',
   'NFKBIB',
   'NAIP',
   'SUGT1',
   'CXCL2',
   'RELA',
   'CARD9',
   'NOD1',
   'TAB1',
   'IL6',
   'IL1B',
   'TRAF6',
   'MAPK8',
   'CARD8',
   'IL18',
   'MAPK3',
   'HSP90B1',
   'MAPK13',
   'IKBKB',
   'MAPK11',
   'TRIP6',
   'CCL2',
   'CASP1',
   'MAPK14',
   'BIRC2',
   'RIPK2',
   'CHUK',
   'PSTPIP1',
   'CCL8',
   'NFKB1',
   'CCL7',
   'XIAP',
   'TNF'],
  'all_eicosanoid_metabolism': ['CYP4F12',
   'MGST3',
   'SLCO4A1',
   'TBXAS1',
   'CYP4F8',
   'CBR1',
   'PTGDS',
   'SLCO2A1',
   'PTGS2',
   'SLC22A2',
   'SLC22A1',
   'AL807752.7',
   'MGST2',
   'LTC4S',
   'HPGDS',
   'SLCO1B3',
   'PTGES',
   'AKR1C4',
   'SLC22A3',
   'SLCO1A2',
   'ALOX12B',
   'AKR1B1',
   'PTGES2',
   'SLCO3A1',
   'ALOX15B',
   'PTGS1',
   'ALOX15',
   'SLCO1B1',
   'FADS1',
   'PTGIS',
   'AKR1A1',
   'CYP4F2',
   'LTA4H',
   'CYP4F3',
   'ABCC4',
   'ALOX5',
   'ALOX12',
   'SLCO2B1'],
  'all_fatty-acid-beta-oxidation-mitochondrial': ['ACAD10',
   'ACOT2',
   'ETFDH',
   'ETFB',
   'ECHS1',
   'HADHA',
   'ADH5',
   'ADH6',
   'ECI1',
   'ADH1A',
   'ACAD9',
   'ACADSB',
   'ACSM1',
   'ALDH2',
   'ETFA',
   'ACADS',
   'ADH7',
   'ADH1B',
   'ECHDC2',
   'HADHB',
   'ACADM',
   'ADH1C',
   'ACAD11'],
  'all_posttranslation-modification': ['P4HA2',
   'P4HB',
   'PLOD2',
   'HMGCR',
   'SLC25A1',
   'SLC33A1',
   'MTMR3',
   'P4HA1',
   'PLOD1',
   'GGPS1',
   'PLOD3'],
  'all_transmembrane-transport-cellmembrane': ['ATP2B4',
   'ATP1A3',
   'SLC34A2',
   'SLC20A1',
   'SLC17A4',
   'SLC26A9',
   'SLC26A4',
   'SLC8A1',
   'SLC26A2',
   'SLC17A2',
   'SLC4A7',
   'ATP2B1',
   'SLC4A4',
   'SLC4A9',
   'SLC26A1',
   'ATP2B2',
   'SLC8A2',
   'SLC26A11',
   'SLC17A3',
   'ATP1A1',
   'SLC26A8',
   'ATP4B',
   'SLC4A10',
   'SLC13A4',
   'SLC24A4',
   'SLC4A1',
   'SLC34A1',
   'SLC12A3',
   'ATP1B3',
   'SLC15A2',
   'SLC12A5',
   'SLC26A7',
   'SLC13A1',
   'ATP1B4',
   'SLC12A2',
   'SLC24A2',
   'SLC4A3',
   'ATP2B3',
   'SLC26A3',
   'SLC26A6',
   'SLC3A2',
   'ATP1B1',
   'SLC4A8',
   'SLC12A7',
   'SLC24A1',
   'SLC9A4',
   'SLC9A5',
   'SLC5A5',
   'ATP1B2',
   'ATP4A',
   'RHAG',
   'SLC12A1',
   'SLC8A3',
   'SLC9A2',
   'SLC20A2',
   'SLC12A4',
   'ATP1A2',
   'SLC4A2',
   'SLC12A6',
   'SLC34A3',
   'SLC9A3',
   'SLC9A1',
   'SLC4A5',
   'SLC17A1',
   'SLC24A3',
   'ATP1A4',
   'RHBG'],
  'leuko_transendothelial-migration': ['ESAM',
   'MYLPF',
   'CTNNA2',
   'MYL12A',
   'TXK',
   'CLDN8',
   'PTK2B',
   'MMP9',
   'PTPN11',
   'CLDN9',
   'BCAR1',
   'RAPGEF3',
   'CTNNA1',
   'RNASE1',
   'CTNNB1',
   'CLDN10',
   'RAPGEF4',
   'PIK3CD',
   'ITGA4',
   'CYBB',
   'CLDN5',
   'VASP',
   'GNAI1',
   'NOX1',
   'CLDN6',
   'NOX3',
   'NCF1',
   'CLDN7',
   'RHOH',
   'PLCG2',
   'PECAM1',
   'MYL2',
   'CLDN2',
   'ACTN3',
   'ITGAL',
   'CLDN20',
   'JAM3',
   'PIK3R5',
   'RAC2',
   'ICAM1',
   'ACTG1',
   'CLDN11',
   'CXCL12',
   'CLDN19',
   'PRKCB',
   'CTNND1',
   'MYL5',
   'CLDN18',
   'PIK3CG',
   'NCF2',
   'PIK3R1',
   'MYL12B',
   'MYL7',
   'THY1',
   'CYBA',
   'CLDN3',
   'RAC1',
   'CLDN17',
   'JAM2',
   'GNAI3',
   'ACTN4',
   'MAPK14',
   'VCAM1',
   'VAV1',
   'PRKCG',
   'CDH5',
   'ITGAM',
   'MYL9',
   'MAPK13',
   'CD99',
   'PIK3R3',
   'ROCK2',
   'PLCG1',
   'CLDN22',
   'CLDN16',
   'VAV3',
   'ACTN1',
   'RHOA',
   'PRKCA',
   'CLDN4',
   'PXN',
   'RAP1B',
   'ITGB1',
   'ROCK1',
   'CXCR4',
   'EZR',
   'MMP2',
   'NCF4',
   'RASSF5',
   'ACTN2',
   'GNAI2',
   'MSN',
   'PTK2',
   'F11R',
   'PIK3CA',
   'CTNNA3',
   'ACTB',
   'CLDN14',
   'PIK3CB',
   'PIK3R2',
   'MAPK11',
   'MYL10',
   'MAPK12',
   'ITGB2',
   'CLDN15',
   'VCL',
   'ITK',
   'VAV2',
   'RAP1A',
   'CLDN1',
   'SIPA1',
   'ARHGAP5',
   'ARHGAP35',
   'AFDN',
   'OCLN',
   'CDC42',
   'CLDN23'],
  'leuko_ROS_production': ['GPX7',
   'GPX8',
   'GPX3',
   'GPX5',
   'SOD2',
   'VCAN',
   'GPX4',
   'GPX1',
   'GPX2',
   'GPX6']}}