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: ERCC4

Gene summary for ERCC4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ERCC4

Gene ID

2072

Gene nameERCC excision repair 4, endonuclease catalytic subunit
Gene AliasERCC11
Cytomap16p13.12
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

A0A1W1GSK9


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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
2072ERCC4LZE2THumanEsophagusESCC4.73e-034.06e-010.082
2072ERCC4LZE4THumanEsophagusESCC2.35e-122.90e-010.0811
2072ERCC4LZE7THumanEsophagusESCC6.13e-072.92e-010.0667
2072ERCC4LZE24THumanEsophagusESCC7.65e-051.48e-010.0596
2072ERCC4P2T-EHumanEsophagusESCC4.46e-244.37e-010.1177
2072ERCC4P4T-EHumanEsophagusESCC7.21e-122.51e-010.1323
2072ERCC4P5T-EHumanEsophagusESCC4.55e-081.79e-010.1327
2072ERCC4P8T-EHumanEsophagusESCC6.70e-071.55e-010.0889
2072ERCC4P10T-EHumanEsophagusESCC4.42e-081.59e-010.116
2072ERCC4P11T-EHumanEsophagusESCC2.06e-072.28e-010.1426
2072ERCC4P12T-EHumanEsophagusESCC2.29e-254.35e-010.1122
2072ERCC4P15T-EHumanEsophagusESCC4.01e-112.27e-010.1149
2072ERCC4P16T-EHumanEsophagusESCC4.13e-173.68e-010.1153
2072ERCC4P19T-EHumanEsophagusESCC7.48e-032.41e-010.1662
2072ERCC4P20T-EHumanEsophagusESCC1.09e-255.09e-010.1124
2072ERCC4P21T-EHumanEsophagusESCC1.94e-082.07e-010.1617
2072ERCC4P22T-EHumanEsophagusESCC2.85e-203.34e-010.1236
2072ERCC4P23T-EHumanEsophagusESCC2.13e-092.33e-010.108
2072ERCC4P24T-EHumanEsophagusESCC5.63e-171.92e-010.1287
2072ERCC4P26T-EHumanEsophagusESCC1.74e-081.74e-010.1276
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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
∗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:0051098111EsophagusESCCregulation of binding251/8552363/187236.73e-208.46e-18251
GO:003304416EsophagusESCCregulation of chromosome organization145/8552187/187233.80e-194.31e-17145
GO:000705911EsophagusESCCchromosome segregation238/8552346/187231.72e-181.82e-16238
GO:001050617EsophagusESCCregulation of autophagy220/8552317/187236.72e-186.36e-16220
GO:000941113EsophagusESCCresponse to UV115/8552149/187233.29e-151.93e-13115
GO:005105215EsophagusESCCregulation of DNA metabolic process232/8552359/187232.40e-131.13e-11232
GO:00482853EsophagusESCCorganelle fission301/8552488/187234.64e-132.12e-11301
GO:00988133EsophagusESCCnuclear chromosome segregation187/8552281/187231.00e-124.36e-11187
GO:000072319EsophagusESCCtelomere maintenance99/8552131/187232.68e-121.08e-1099
GO:00002802EsophagusESCCnuclear division270/8552439/187231.17e-114.24e-10270
GO:000931419EsophagusESCCresponse to radiation277/8552456/187234.42e-111.43e-09277
GO:003220417EsophagusESCCregulation of telomere maintenance65/855280/187236.02e-111.90e-0965
GO:003464413EsophagusESCCcellular response to UV70/855290/187234.59e-101.20e-0870
GO:2001020110EsophagusESCCregulation of response to DNA damage stimulus145/8552219/187235.97e-101.50e-08145
GO:007121419EsophagusESCCcellular response to abiotic stimulus206/8552331/187237.52e-101.88e-08206
GO:010400419EsophagusESCCcellular response to environmental stimulus206/8552331/187237.52e-101.88e-08206
GO:0010639110EsophagusESCCnegative regulation of organelle organization215/8552348/187238.20e-102.01e-08215
GO:0051101111EsophagusESCCregulation of DNA binding84/8552118/187231.64e-083.21e-0784
GO:0051100111EsophagusESCCnegative regulation of binding109/8552162/187232.10e-084.03e-07109
GO:00903053EsophagusESCCnucleic acid phosphodiester bond hydrolysis163/8552261/187233.07e-085.73e-07163
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0342022EsophagusESCCNucleotide excision repair54/420563/84652.01e-092.17e-081.11e-0854
hsa0342032EsophagusESCCNucleotide excision repair54/420563/84652.01e-092.17e-081.11e-0854
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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
ERCC4SNVMissense_Mutationc.1075N>Ap.Glu359Lysp.E359KQ92889protein_codingtolerated(0.2)benign(0.152)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
ERCC4SNVMissense_Mutationnovelc.1738C>Ap.Leu580Ilep.L580IQ92889protein_codingdeleterious(0.01)probably_damaging(0.997)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ERCC4SNVMissense_Mutationc.2401C>Ap.Leu801Ilep.L801IQ92889protein_codingtolerated(0.21)benign(0.42)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ERCC4SNVMissense_Mutationrs147105770c.1765N>Tp.Arg589Trpp.R589WQ92889protein_codingdeleterious(0)probably_damaging(1)TCGA-BH-A0RX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilSD
ERCC4SNVMissense_Mutationrs373570729c.799N>Tp.Arg267Cysp.R267CQ92889protein_codingdeleterious(0.01)benign(0.014)TCGA-D8-A1JC-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinSD
ERCC4SNVMissense_Mutationnovelc.2083N>Tp.Leu695Phep.L695FQ92889protein_codingdeleterious(0)probably_damaging(1)TCGA-EW-A6SA-01Breastbreast invasive carcinomaMale<65I/IIUnknownUnknownSD
ERCC4SNVMissense_Mutationc.1621N>Cp.Asp541Hisp.D541HQ92889protein_codingdeleterious(0.01)probably_damaging(0.953)TCGA-DS-A1OC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapygemcitabineSD
ERCC4SNVMissense_Mutationrs753728949c.1019N>Ap.Arg340Glnp.R340QQ92889protein_codingdeleterious(0.01)possibly_damaging(0.895)TCGA-EK-A2RO-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ERCC4SNVMissense_Mutationc.208N>Ap.Glu70Lysp.E70KQ92889protein_codingtolerated(0.11)benign(0.341)TCGA-EK-A3GM-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
ERCC4SNVMissense_Mutationc.1262G>Ap.Arg421Lysp.R421KQ92889protein_codingtolerated(0.66)benign(0)TCGA-FU-A3HY-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
2072ERCC4CLINICALLY ACTIONABLE, DNA REPAIRPlatinum compounds25069034
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