Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: ERAP1

Gene summary for ERAP1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ERAP1

Gene ID

51752

Gene nameendoplasmic reticulum aminopeptidase 1
Gene AliasA-LAP
Cytomap5q15
Gene Typeprotein-coding
GO ID

GO:0001525

UniProtAcc

Q9NZ08


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Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
51752ERAP1LZE4THumanEsophagusESCC2.70e-045.59e-020.0811
51752ERAP1LZE8THumanEsophagusESCC8.81e-092.21e-010.067
51752ERAP1LZE24THumanEsophagusESCC5.04e-091.43e-010.0596
51752ERAP1P1T-EHumanEsophagusESCC2.74e-041.26e-010.0875
51752ERAP1P2T-EHumanEsophagusESCC9.86e-265.06e-010.1177
51752ERAP1P4T-EHumanEsophagusESCC2.52e-048.05e-020.1323
51752ERAP1P8T-EHumanEsophagusESCC1.66e-201.75e-010.0889
51752ERAP1P9T-EHumanEsophagusESCC4.66e-055.96e-020.1131
51752ERAP1P10T-EHumanEsophagusESCC1.99e-07-3.34e-030.116
51752ERAP1P11T-EHumanEsophagusESCC3.19e-021.84e-010.1426
51752ERAP1P12T-EHumanEsophagusESCC2.28e-141.57e-010.1122
51752ERAP1P15T-EHumanEsophagusESCC2.92e-122.80e-010.1149
51752ERAP1P16T-EHumanEsophagusESCC1.49e-04-2.52e-020.1153
51752ERAP1P17T-EHumanEsophagusESCC7.60e-041.58e-010.1278
51752ERAP1P19T-EHumanEsophagusESCC1.45e-023.09e-010.1662
51752ERAP1P20T-EHumanEsophagusESCC3.49e-194.61e-010.1124
51752ERAP1P21T-EHumanEsophagusESCC1.69e-129.89e-020.1617
51752ERAP1P22T-EHumanEsophagusESCC1.60e-084.43e-020.1236
51752ERAP1P23T-EHumanEsophagusESCC4.04e-162.08e-010.108
51752ERAP1P24T-EHumanEsophagusESCC1.17e-111.58e-010.1287
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EsophagusThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
LiverThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
Oral CavityThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
ProstateThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.BPH: Benign Prostatic Hyperplasia
ThyroidThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

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Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:00454442LiverCirrhoticfat cell differentiation73/4634229/187238.57e-033.97e-0273
GO:001988212LiverHCCantigen processing and presentation65/7958106/187237.06e-056.37e-0465
GO:00028312LiverHCCregulation of response to biotic stimulus173/7958327/187238.55e-057.48e-04173
GO:000248312LiverHCCantigen processing and presentation of endogenous peptide antigen16/795819/187232.37e-041.79e-0316
GO:004800212LiverHCCantigen processing and presentation of peptide antigen40/795862/187233.84e-042.62e-0340
GO:000247411LiverHCCantigen processing and presentation of peptide antigen via MHC class I21/795828/187234.94e-043.23e-0321
GO:001988522LiverHCCantigen processing and presentation of endogenous peptide antigen via MHC class I14/795817/187239.39e-045.47e-0314
GO:00454441LiverHCCfat cell differentiation120/7958229/187231.52e-038.05e-03120
GO:00065091LiverHCCmembrane protein ectodomain proteolysis28/795843/187232.30e-031.14e-0228
GO:003361911LiverHCCmembrane protein proteolysis35/795857/187233.08e-031.43e-0235
GO:00450881LiverHCCregulation of innate immune response113/7958218/187233.27e-031.50e-02113
GO:001988312LiverHCCantigen processing and presentation of endogenous antigen18/795826/187235.37e-032.24e-0218
GO:00028317Oral cavityOSCCregulation of response to biotic stimulus177/7305327/187231.73e-083.43e-07177
GO:001988220Oral cavityOSCCantigen processing and presentation65/7305106/187232.69e-063.32e-0565
GO:00450884Oral cavityOSCCregulation of innate immune response116/7305218/187231.36e-051.37e-04116
GO:00454448Oral cavityOSCCfat cell differentiation120/7305229/187232.48e-052.32e-04120
GO:004800219Oral cavityOSCCantigen processing and presentation of peptide antigen40/730562/187234.20e-053.63e-0440
GO:00336194Oral cavityOSCCmembrane protein proteolysis37/730557/187236.66e-055.38e-0437
GO:000247416Oral cavityOSCCantigen processing and presentation of peptide antigen via MHC class I21/730528/187231.19e-048.54e-0421
GO:00065094Oral cavityOSCCmembrane protein ectodomain proteolysis29/730543/187231.49e-041.05e-0329
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
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Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
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Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
ERAP1SNVMissense_Mutationc.2092N>Gp.Gln698Glup.Q698EQ9NZ08protein_codingtolerated(0.13)benign(0.007)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ERAP1SNVMissense_Mutationc.1063N>Gp.Leu355Valp.L355VQ9NZ08protein_codingdeleterious(0)probably_damaging(0.986)TCGA-BH-A1EV-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
ERAP1insertionIn_Frame_Insnovelc.1684_1685insCCGTCTCTACTAAAATACAAAAAATGAGCCGGGp.Leu562delinsProValSerThrLysIleGlnLysMetSerArgValp.L562delinsPVSTKIQKMSRVQ9NZ08protein_codingTCGA-A2-A0CP-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
ERAP1insertionNonsense_Mutationnovelc.1544_1545insAAAAATATCCTTATAGCAAAATAGAAAATAAATTCTGACTGAp.Val515_Asp516insLysIleSerLeuTerGlnAsnArgLysTerIleLeuThrGlup.V515_D516insKISL*QNRK*ILTEQ9NZ08protein_codingTCGA-AN-A0FS-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ERAP1deletionFrame_Shift_Delnovelc.1199delNp.Phe400SerfsTer11p.F400Sfs*11Q9NZ08protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
ERAP1SNVMissense_Mutationnovelc.2347G>Tp.Asp783Tyrp.D783YQ9NZ08protein_codingdeleterious(0)possibly_damaging(0.849)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ERAP1SNVMissense_Mutationrs149653730c.424G>Ap.Gly142Argp.G142RQ9NZ08protein_codingdeleterious(0)probably_damaging(0.993)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ERAP1SNVMissense_Mutationc.2690N>Gp.Ser897Cysp.S897CQ9NZ08protein_codingdeleterious(0)probably_damaging(0.969)TCGA-IR-A3LI-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ERAP1SNVMissense_Mutationc.1225N>Ap.Glu409Lysp.E409KQ9NZ08protein_codingtolerated(0.62)benign(0.028)TCGA-JX-A3Q0-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
ERAP1SNVMissense_Mutationnovelc.379C>Ap.Arg127Serp.R127SQ9NZ08protein_codingtolerated(0.5)benign(0.003)TCGA-A6-A565-01Colorectumcolon adenocarcinomaFemale<65III/IVUnspecific5FUPD
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Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
51752ERAP1PROTEASE, ENZYME, DRUGGABLE GENOMETCMDC-124377CHEMBL531269
51752ERAP1PROTEASE, ENZYME, DRUGGABLE GENOMEinhibitor252166866
51752ERAP1PROTEASE, ENZYME, DRUGGABLE GENOMEinhibitorCHEMBL2103847TOSEDOSTAT
51752ERAP1PROTEASE, ENZYME, DRUGGABLE GENOMEUMBELLIFERONEUMBELLIFERONE
51752ERAP1PROTEASE, ENZYME, DRUGGABLE GENOMETCMDC-124673CHEMBL587247
51752ERAP1PROTEASE, ENZYME, DRUGGABLE GENOMEinhibitor348353641
51752ERAP1PROTEASE, ENZYME, DRUGGABLE GENOMEinhibitor348353642
51752ERAP1PROTEASE, ENZYME, DRUGGABLE GENOMESCOPOLETINSCOPOLETIN
51752ERAP1PROTEASE, ENZYME, DRUGGABLE GENOMEESCULETINESCULETIN
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