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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: EREG

Gene summary for EREG

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EREG

Gene ID

2069

Gene nameepiregulin
Gene AliasEPR
Cytomap4q13.3
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

O14944


Top

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
2069EREGHTA11_99999971662_82457HumanColorectumMSS9.14e-206.70e-010.3859
2069EREGHTA11_99999974143_84620HumanColorectumMSS4.54e-122.76e-010.3005
2069EREGA001-C-007HumanColorectumCRC2.82e-054.32e-010.1899
2069EREGCRC-3-11773HumanColorectumCRC3.33e-439.81e-010.2564
2069EREGLZE4THumanEsophagusESCC2.49e-12-8.76e-010.0811
2069EREGLZE5THumanEsophagusESCC2.07e-15-5.96e-010.0514
2069EREGLZE7THumanEsophagusESCC3.97e-06-8.76e-010.0667
2069EREGLZE8THumanEsophagusESCC8.52e-07-7.32e-010.067
2069EREGLZE20THumanEsophagusESCC2.57e-11-8.76e-010.0662
2069EREGLZE22D1HumanEsophagusHGIN6.87e-06-8.76e-010.0595
2069EREGLZE24THumanEsophagusESCC4.87e-17-8.68e-010.0596
2069EREGP1T-EHumanEsophagusESCC6.09e-15-7.11e-010.0875
2069EREGP2T-EHumanEsophagusESCC7.21e-26-8.68e-010.1177
2069EREGP4T-EHumanEsophagusESCC1.40e-14-8.24e-010.1323
2069EREGP5T-EHumanEsophagusESCC2.87e-23-8.58e-010.1327
2069EREGP8T-EHumanEsophagusESCC2.27e-06-6.03e-010.0889
2069EREGP9T-EHumanEsophagusESCC6.97e-18-8.69e-010.1131
2069EREGP10T-EHumanEsophagusESCC3.02e-26-8.76e-010.116
2069EREGP11T-EHumanEsophagusESCC4.43e-07-4.10e-010.1426
2069EREGP12T-EHumanEsophagusESCC3.02e-26-8.67e-010.1122
Page: 1 2 3 4 

check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:00900688Oral cavityOSCCpositive regulation of cell cycle process126/7305236/187234.75e-065.44e-05126
GO:003367418Oral cavityOSCCpositive regulation of kinase activity228/7305467/187238.31e-068.90e-05228
GO:19011847Oral cavityOSCCregulation of ERBB signaling pathway50/730579/187231.06e-051.12e-0450
GO:00099139Oral cavityOSCCepidermal cell differentiation109/7305202/187231.08e-051.14e-04109
GO:00450884Oral cavityOSCCregulation of innate immune response116/7305218/187231.36e-051.37e-04116
GO:00420587Oral cavityOSCCregulation of epidermal growth factor receptor signaling pathway46/730573/187232.80e-052.59e-0446
GO:005067310Oral cavityOSCCepithelial cell proliferation212/7305437/187232.82e-052.61e-04212
GO:0051783Oral cavityOSCCregulation of nuclear division78/7305139/187233.13e-052.86e-0478
GO:00062753Oral cavityOSCCregulation of DNA replication62/7305107/187235.49e-054.54e-0462
GO:00481446Oral cavityOSCCfibroblast proliferation49/730581/187237.27e-055.72e-0449
GO:00481457Oral cavityOSCCregulation of fibroblast proliferation48/730580/187231.14e-048.35e-0448
GO:00321037Oral cavityOSCCpositive regulation of response to external stimulus203/7305427/187231.79e-041.22e-03203
GO:00192214Oral cavityOSCCcytokine-mediated signaling pathway222/7305472/187232.02e-041.35e-03222
GO:00182123Oral cavityOSCCpeptidyl-tyrosine modification180/7305378/187233.63e-042.22e-03180
GO:005067810Oral cavityOSCCregulation of epithelial cell proliferation180/7305381/187235.88e-043.35e-03180
GO:0050730Oral cavityOSCCregulation of peptidyl-tyrosine phosphorylation129/7305264/187236.70e-043.75e-03129
GO:00181083Oral cavityOSCCpeptidyl-tyrosine phosphorylation177/7305375/187236.86e-043.83e-03177
GO:0045840Oral cavityOSCCpositive regulation of mitotic nuclear division27/730543/187231.35e-036.62e-0327
GO:000181910Oral cavityOSCCpositive regulation of cytokine production213/7305467/187231.93e-038.96e-03213
GO:00436166Oral cavityOSCCkeratinocyte proliferation28/730546/187232.19e-039.95e-0328
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa052102ColorectumMSSColorectal cancer36/187586/84653.08e-053.22e-041.97e-0436
hsa040122ColorectumMSSErbB signaling pathway30/187585/84653.73e-031.67e-021.02e-0230
hsa052103ColorectumMSSColorectal cancer36/187586/84653.08e-053.22e-041.97e-0436
hsa040123ColorectumMSSErbB signaling pathway30/187585/84653.73e-031.67e-021.02e-0230
hsa040126ColorectumCRCErbB signaling pathway24/109185/84651.23e-041.79e-031.21e-0324
hsa041512ColorectumCRCPI3K-Akt signaling pathway64/1091354/84652.70e-031.77e-021.20e-0264
hsa040102ColorectumCRCMAPK signaling pathway56/1091302/84652.76e-031.77e-021.20e-0256
hsa040127ColorectumCRCErbB signaling pathway24/109185/84651.23e-041.79e-031.21e-0324
hsa041513ColorectumCRCPI3K-Akt signaling pathway64/1091354/84652.70e-031.77e-021.20e-0264
hsa040103ColorectumCRCMAPK signaling pathway56/1091302/84652.76e-031.77e-021.20e-0256
hsa0521020EsophagusESCCColorectal cancer69/420586/84654.06e-094.13e-082.11e-0869
hsa0401218EsophagusESCCErbB signaling pathway56/420585/84651.78e-035.24e-032.68e-0356
hsa041517EsophagusESCCPI3K-Akt signaling pathway197/4205354/84651.24e-022.83e-021.45e-02197
hsa05210110EsophagusESCCColorectal cancer69/420586/84654.06e-094.13e-082.11e-0869
hsa0401219EsophagusESCCErbB signaling pathway56/420585/84651.78e-035.24e-032.68e-0356
hsa0415114EsophagusESCCPI3K-Akt signaling pathway197/4205354/84651.24e-022.83e-021.45e-02197
hsa0521018Oral cavityOSCCColorectal cancer66/370486/84653.99e-104.95e-092.52e-0966
hsa0401014Oral cavityOSCCMAPK signaling pathway165/3704302/84657.11e-052.74e-041.40e-04165
hsa0401216Oral cavityOSCCErbB signaling pathway55/370485/84657.46e-052.81e-041.43e-0455
hsa041516Oral cavityOSCCPI3K-Akt signaling pathway185/3704354/84656.26e-041.86e-039.49e-04185
Page: 1 2 

Top

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
EREGEGFREREG_EGFREGFBreastDCIS
EREGEGFR_ERBB2EREG_EGFR_ERBB2EGFBreastDCIS
EREGEGFREREG_EGFREGFBreastHealthy
EREGEGFREREG_EGFREGFBreastPrecancer
EREGEGFREREG_EGFREGFCervixPrecancer
EREGEGFREREG_EGFREGFEndometriumADJ
EREGERBB4EREG_ERBB4EGFEndometriumADJ
EREGEGFREREG_EGFREGFEndometriumAEH
EREGERBB4EREG_ERBB4EGFEndometriumAEH
EREGEGFREREG_EGFREGFEndometriumEEC
EREGERBB4EREG_ERBB4EGFEndometriumEEC
EREGEGFREREG_EGFREGFEndometriumHealthy
EREGEGFREREG_EGFREGFHNSCCADJ
EREGEGFR_ERBB2EREG_EGFR_ERBB2EGFHNSCCADJ
EREGEGFREREG_EGFREGFHNSCCHealthy
EREGEGFREREG_EGFREGFHNSCCOSCC
EREGEGFR_ERBB2EREG_EGFR_ERBB2EGFHNSCCOSCC
EREGEGFREREG_EGFREGFHNSCCPrecancer
EREGEGFR_ERBB2EREG_EGFR_ERBB2EGFHNSCCPrecancer
EREGEGFREREG_EGFREGFLiverHealthy
Page: 1 2 3 

Top

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.
Page: 1 

Top

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
EREGinsertionFrame_Shift_Insnovelc.356_357insTCTCAp.Ala120LeufsTer4p.A120Lfs*4O14944protein_codingTCGA-B6-A0IN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
EREGinsertionNonsense_Mutationnovelc.357_358insTTCTGAAATTCGTTATTCCCCAAAp.Val119_Ala120insPheTerAsnSerLeuPheProLysp.V119_A120insF*NSLFPKO14944protein_codingTCGA-B6-A0IN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
EREGinsertionFrame_Shift_Insnovelc.174_175insTp.Arg59SerfsTer11p.R59Sfs*11O14944protein_codingTCGA-DS-A1OA-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycarboplatinPD
EREGinsertionFrame_Shift_Insnovelc.175_176insTCTTGAACATGTACTATGTACCAp.Arg59LeufsTer15p.R59Lfs*15O14944protein_codingTCGA-DS-A1OA-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycarboplatinPD
EREGSNVMissense_Mutationnovelc.434G>Ap.Arg145Lysp.R145KO14944protein_codingtolerated(0.68)benign(0)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
EREGSNVMissense_Mutationnovelc.403G>Ap.Gly135Serp.G135SO14944protein_codingdeleterious(0.02)probably_damaging(0.963)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
EREGSNVMissense_Mutationnovelc.318N>Ap.Phe106Leup.F106LO14944protein_codingtolerated(1)benign(0.019)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
EREGSNVMissense_Mutationnovelc.11N>Ap.Gly4Glup.G4EO14944protein_codingtolerated_low_confidence(0.86)benign(0.001)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
EREGSNVMissense_Mutationnovelc.242N>Ap.Cys81Tyrp.C81YO14944protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
EREGSNVMissense_Mutationnovelc.24G>Tp.Glu8Aspp.E8DO14944protein_codingtolerated_low_confidence(0.32)benign(0.003)TCGA-B5-A1MR-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
Page: 1 2 3 

Top

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
2069EREGKINASE, GROWTH FACTOR, DRUGGABLE GENOMEcetuximabCETUXIMAB
2069EREGKINASE, GROWTH FACTOR, DRUGGABLE GENOMECETUXIMABCETUXIMAB23374602
2069EREGKINASE, GROWTH FACTOR, DRUGGABLE GENOMEPANITUMUMABPANITUMUMAB26867820
2069EREGKINASE, GROWTH FACTOR, DRUGGABLE GENOMEpanitumumabPANITUMUMAB
2069EREGKINASE, GROWTH FACTOR, DRUGGABLE GENOMEHUMAN CHORIONIC GONADOTROPIN16543407
2069EREGKINASE, GROWTH FACTOR, DRUGGABLE GENOMELY3016859
Page: 1