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: ERG

Gene summary for ERG

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ERG

Gene ID

2078

Gene nameETS transcription factor ERG
Gene Aliaserg-3
Cytomap21q22.2
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

B4DN83


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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
2078ERGCCI_1HumanCervixCC3.26e-191.43e+000.528
2078ERGCCI_3HumanCervixCC2.05e-055.74e-010.516
2078ERGAEH-subject3HumanEndometriumAEH6.69e-032.01e-01-0.2576
2078ERGAEH-subject5HumanEndometriumAEH3.86e-072.38e-01-0.2953
2078ERGEEC-subject1HumanEndometriumEEC4.91e-063.11e-01-0.2682
2078ERGEEC-subject4HumanEndometriumEEC1.12e-052.20e-01-0.2571
2078ERGEEC-subject5HumanEndometriumEEC2.11e-073.41e-01-0.249
2078ERGGSM5276935HumanEndometriumEEC3.40e-051.52e-01-0.123
2078ERGP5T-EHumanEsophagusESCC1.30e-152.58e-010.1327
2078ERGP9T-EHumanEsophagusESCC2.05e-021.60e-010.1131
2078ERGP10T-EHumanEsophagusESCC3.75e-036.36e-020.116
2078ERGP11T-EHumanEsophagusESCC3.15e-031.84e-010.1426
2078ERGP12T-EHumanEsophagusESCC9.35e-102.12e-010.1122
2078ERGP20T-EHumanEsophagusESCC2.28e-021.25e-010.1124
2078ERGP26T-EHumanEsophagusESCC5.03e-376.08e-010.1276
2078ERGP27T-EHumanEsophagusESCC3.60e-133.02e-010.1055
2078ERGP28T-EHumanEsophagusESCC8.40e-041.15e-010.1149
2078ERGP30T-EHumanEsophagusESCC1.53e-021.24e-010.137
2078ERGP32T-EHumanEsophagusESCC3.75e-039.42e-020.1666
2078ERGP37T-EHumanEsophagusESCC3.41e-031.20e-010.1371
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
∗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:00068906BreastIDCretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum10/143452/187235.49e-034.03e-0210
GO:000689012BreastDCISretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum10/139052/187234.41e-033.41e-0210
GO:000838010CervixCCRNA splicing76/2311434/187239.79e-048.19e-0376
GO:00063684CervixCCtranscription elongation from RNA polymerase II promoter17/231169/187233.65e-032.33e-0217
GO:00063545CervixCCDNA-templated transcription, elongation20/231191/187236.88e-033.74e-0220
GO:0008380ColorectumADRNA splicing169/3918434/187233.59e-182.04e-15169
GO:0048193ColorectumADGolgi vesicle transport109/3918296/187231.80e-101.68e-08109
GO:0006890ColorectumADretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum27/391852/187237.67e-072.70e-0527
GO:0006888ColorectumADendoplasmic reticulum to Golgi vesicle-mediated transport44/3918130/187234.13e-044.68e-0344
GO:0032786ColorectumADpositive regulation of DNA-templated transcription, elongation13/391827/187231.47e-031.25e-0213
GO:0006354ColorectumADDNA-templated transcription, elongation31/391891/187232.46e-031.90e-0231
GO:0006368ColorectumADtranscription elongation from RNA polymerase II promoter24/391869/187235.35e-033.52e-0224
GO:0008202ColorectumADsteroid metabolic process85/3918319/187238.07e-034.75e-0285
GO:00083801ColorectumSERRNA splicing123/2897434/187233.84e-128.41e-10123
GO:00481931ColorectumSERGolgi vesicle transport79/2897296/187234.20e-072.15e-0579
GO:00068901ColorectumSERretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum20/289752/187234.80e-051.18e-0320
GO:00068881ColorectumSERendoplasmic reticulum to Golgi vesicle-mediated transport34/2897130/187231.13e-031.29e-0234
GO:00083802ColorectumMSSRNA splicing159/3467434/187231.75e-191.22e-16159
GO:00481932ColorectumMSSGolgi vesicle transport101/3467296/187239.09e-119.77e-09101
GO:00068902ColorectumMSSretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum26/346752/187232.66e-071.10e-0526
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa052157CervixCCProstate cancer27/126797/84657.54e-043.39e-032.01e-0327
hsa0521512CervixCCProstate cancer27/126797/84657.54e-043.39e-032.01e-0327
hsa052158EndometriumAEHProstate cancer25/119797/84651.68e-031.01e-027.39e-0325
hsa0521513EndometriumAEHProstate cancer25/119797/84651.68e-031.01e-027.39e-0325
hsa0521522EndometriumEECProstate cancer25/123797/84652.66e-031.56e-021.16e-0225
hsa0521532EndometriumEECProstate cancer25/123797/84652.66e-031.56e-021.16e-0225
hsa0521516EsophagusESCCProstate cancer72/420597/84656.12e-074.10e-062.10e-0672
hsa052028EsophagusESCCTranscriptional misregulation in cancer116/4205193/84652.08e-035.95e-033.05e-03116
hsa0521517EsophagusESCCProstate cancer72/420597/84656.12e-074.10e-062.10e-0672
hsa0520213EsophagusESCCTranscriptional misregulation in cancer116/4205193/84652.08e-035.95e-033.05e-03116
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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
ERGMYOEPIBreastADJAL590617.2,ITGA2,DST, etc.6.58e-01The 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.
ERGMYOEPIBreastHealthyITGB1,LIMA1,NRP2, etc.4.72e-01The 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.
ERGMYOEPIBreastPrecancerAL590617.2,ITGA2,DST, etc.6.16e-01The 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.
ERGSTMCervixHealthyCYSLTR1,TPST2,DOP1B, etc.3.44e-01The 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.
ERGSPIOral cavityNEOLPPROX1,ST6GALNAC3,STOX2, etc.1.83e-01The 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.
ERGMASTPancreasADJKCNG2,EPB41L1,KIT, etc.1.87e-01The 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.
ERGMASTPancreasHealthyKCNG2,EPB41L1,KIT, etc.2.65e-01The 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.
ERGMASTPancreasPanINKCNG2,EPB41L1,KIT, etc.4.60e-01The 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.
ERGMASTPancreasPDACKCNG2,EPB41L1,KIT, etc.3.19e-01The 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.
ERGNKTPancreasPDACKCNG2,EPB41L1,KIT, etc.9.03e-02The 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.
∗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
ERGSNVMissense_Mutationc.465N>Tp.Lys155Asnp.K155NP11308protein_codingdeleterious(0.04)probably_damaging(0.966)TCGA-A1-A0SO-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapySD
ERGSNVMissense_Mutationnovelc.976N>Ap.Glu326Lysp.E326KP11308protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A2-A04Q-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
ERGSNVMissense_Mutationc.1267C>Ap.Pro423Thrp.P423TP11308protein_codingtolerated(0.32)benign(0.003)TCGA-A2-A1FX-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
ERGSNVMissense_Mutationnovelc.29N>Tp.Ala10Valp.A10VP11308protein_codingtolerated_low_confidence(0.4)benign(0)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ERGSNVMissense_Mutationc.120N>Ap.Met40Ilep.M40IP11308protein_codingdeleterious(0.05)benign(0.358)TCGA-E2-A159-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
ERGSNVMissense_Mutationc.401T>Ap.Val134Glup.V134EP11308protein_codingdeleterious(0)probably_damaging(0.987)TCGA-GM-A2DF-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxolCR
ERGinsertionFrame_Shift_Insnovelc.1309_1310insCAp.Phe437SerfsTer12p.F437Sfs*12P11308protein_codingTCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ERGinsertionNonsense_Mutationnovelc.1307_1308insACAATCTGGAGATGTTACAAGTTTATGACTCATGAp.Asn436LysfsTer10p.N436Kfs*10P11308protein_codingTCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ERGSNVMissense_Mutationc.1123N>Ap.Ala375Thrp.A375TP11308protein_codingdeleterious(0)probably_damaging(1)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ERGSNVMissense_Mutationc.749G>Tp.Arg250Ilep.R250IP11308protein_codingdeleterious(0.02)possibly_damaging(0.866)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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
2078ERGDRUGGABLE GENOME, CLINICALLY ACTIONABLEMMV009085CHEMBL581225
2078ERGDRUGGABLE GENOME, CLINICALLY ACTIONABLEMEDROXYPROGESTERONE ACETATEMEDROXYPROGESTERONE ACETATE
2078ERGDRUGGABLE GENOME, CLINICALLY ACTIONABLEblockerCHEMBL473DOFETILIDE
2078ERGDRUGGABLE GENOME, CLINICALLY ACTIONABLEHOMIDIUM BROMIDEHOMIDIUM BROMIDE
2078ERGDRUGGABLE GENOME, CLINICALLY ACTIONABLEblockerCHEMBL1700SOTALOL HYDROCHLORIDE
2078ERGDRUGGABLE GENOME, CLINICALLY ACTIONABLEblockerCHEMBL3545169AZD1305
2078ERGDRUGGABLE GENOME, CLINICALLY ACTIONABLEGNF-PF-1947CHEMBL585591
2078ERGDRUGGABLE GENOME, CLINICALLY ACTIONABLEblockerCHEMBL2107762NERISPIRDINE
2078ERGDRUGGABLE GENOME, CLINICALLY ACTIONABLEACRIDIN-1-YLAMINECHEMBL146525
2078ERGDRUGGABLE GENOME, CLINICALLY ACTIONABLEIDARUBICIN HYDROCHLORIDEIDARUBICIN HYDROCHLORIDE
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