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: ERCC3

Gene summary for ERCC3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ERCC3

Gene ID

2071

Gene nameERCC excision repair 3, TFIIH core complex helicase subunit
Gene AliasBTF2
Cytomap2q14.3
Gene Typeprotein-coding
GO ID

GO:0000278

UniProtAcc

P19447


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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
2071ERCC3LZE4THumanEsophagusESCC7.12e-122.72e-010.0811
2071ERCC3LZE7THumanEsophagusESCC4.91e-044.91e-010.0667
2071ERCC3LZE8THumanEsophagusESCC4.84e-081.81e-010.067
2071ERCC3LZE20THumanEsophagusESCC1.37e-041.88e-010.0662
2071ERCC3LZE24THumanEsophagusESCC7.02e-204.61e-010.0596
2071ERCC3LZE21THumanEsophagusESCC4.86e-052.26e-010.0655
2071ERCC3LZE6THumanEsophagusESCC1.22e-021.47e-010.0845
2071ERCC3P1T-EHumanEsophagusESCC8.89e-083.42e-010.0875
2071ERCC3P2T-EHumanEsophagusESCC2.11e-273.98e-010.1177
2071ERCC3P4T-EHumanEsophagusESCC7.11e-215.85e-010.1323
2071ERCC3P5T-EHumanEsophagusESCC1.56e-122.03e-010.1327
2071ERCC3P8T-EHumanEsophagusESCC4.40e-234.14e-010.0889
2071ERCC3P9T-EHumanEsophagusESCC2.40e-152.41e-010.1131
2071ERCC3P10T-EHumanEsophagusESCC2.26e-264.28e-010.116
2071ERCC3P11T-EHumanEsophagusESCC5.41e-125.35e-010.1426
2071ERCC3P12T-EHumanEsophagusESCC2.43e-407.26e-010.1122
2071ERCC3P15T-EHumanEsophagusESCC5.34e-214.53e-010.1149
2071ERCC3P16T-EHumanEsophagusESCC1.06e-274.60e-010.1153
2071ERCC3P17T-EHumanEsophagusESCC6.73e-113.14e-010.1278
2071ERCC3P19T-EHumanEsophagusESCC3.58e-115.75e-010.1662
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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
∗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:0006979111EsophagusESCCresponse to oxidative stress303/8552446/187237.15e-221.30e-19303
GO:004477216EsophagusESCCmitotic cell cycle phase transition281/8552424/187234.63e-184.45e-16281
GO:000734615EsophagusESCCregulation of mitotic cell cycle293/8552457/187238.00e-165.64e-14293
GO:000941113EsophagusESCCresponse to UV115/8552149/187233.29e-151.93e-13115
GO:000635414EsophagusESCCDNA-templated transcription, elongation76/855291/187238.35e-144.11e-1276
GO:190198713EsophagusESCCregulation of cell cycle phase transition242/8552390/187233.86e-111.26e-09242
GO:000931419EsophagusESCCresponse to radiation277/8552456/187234.42e-111.43e-09277
GO:0070482111EsophagusESCCresponse to oxygen levels218/8552347/187236.91e-112.17e-09218
GO:190199013EsophagusESCCregulation of mitotic cell cycle phase transition191/8552299/187231.35e-103.94e-09191
GO:0036293111EsophagusESCCresponse to decreased oxygen levels201/8552322/187238.37e-102.04e-08201
GO:000636814EsophagusESCCtranscription elongation from RNA polymerase II promoter56/855269/187231.40e-093.30e-0856
GO:0001666111EsophagusESCCresponse to hypoxia192/8552307/187231.59e-093.69e-08192
GO:00903053EsophagusESCCnucleic acid phosphodiester bond hydrolysis163/8552261/187233.07e-085.73e-07163
GO:000854410EsophagusESCCepidermis development193/8552324/187232.87e-074.19e-06193
GO:00063673EsophagusESCCtranscription initiation from RNA polymerase II promoter56/855277/187231.30e-061.59e-0556
GO:000635211EsophagusESCCDNA-templated transcription, initiation86/8552130/187231.88e-062.19e-0586
GO:00063602EsophagusESCCtranscription by RNA polymerase I42/855255/187233.41e-063.78e-0542
GO:003239214EsophagusESCCDNA geometric change62/855290/187237.02e-067.04e-0562
GO:003250813EsophagusESCCDNA duplex unwinding58/855284/187231.23e-051.14e-0458
GO:000991310EsophagusESCCepidermal cell differentiation122/8552202/187231.69e-051.51e-04122
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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
hsa030222EsophagusESCCBasal transcription factors35/420545/84651.01e-044.06e-042.08e-0435
hsa0342032EsophagusESCCNucleotide excision repair54/420563/84652.01e-092.17e-081.11e-0854
hsa0302211EsophagusESCCBasal transcription factors35/420545/84651.01e-044.06e-042.08e-0435
hsa034202LiverHCCNucleotide excision repair41/402063/84653.59e-031.12e-026.22e-0341
hsa034203LiverHCCNucleotide excision repair41/402063/84653.59e-031.12e-026.22e-0341
hsa034204Oral cavityOSCCNucleotide excision repair49/370463/84653.48e-082.91e-071.48e-0749
hsa03022Oral cavityOSCCBasal transcription factors28/370445/84659.53e-032.11e-021.08e-0228
hsa0342011Oral cavityOSCCNucleotide excision repair49/370463/84653.48e-082.91e-071.48e-0749
hsa030221Oral cavityOSCCBasal transcription factors28/370445/84659.53e-032.11e-021.08e-0228
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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
ERCC3SNVMissense_Mutationnovelc.1666G>Ap.Asp556Asnp.D556NP19447protein_codingdeleterious(0)probably_damaging(0.913)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
ERCC3SNVMissense_Mutationc.203N>Cp.Lys68Thrp.K68TP19447protein_codingdeleterious(0)probably_damaging(0.972)TCGA-A8-A079-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilSD
ERCC3SNVMissense_Mutationnovelc.1361T>Gp.Val454Glyp.V454GP19447protein_codingdeleterious(0)possibly_damaging(0.888)TCGA-A8-A0A6-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyepirubicinCR
ERCC3SNVMissense_Mutationnovelc.374N>Tp.Ala125Valp.A125VP19447protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AR-A5QP-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
ERCC3SNVMissense_Mutationrs764062606c.1079N>Ap.Arg360Hisp.R360HP19447protein_codingtolerated(0.06)benign(0.333)TCGA-C8-A8HP-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapy5-fluorouracilCR
ERCC3SNVMissense_Mutationrs746827111c.974G>Ap.Arg325Glnp.R325QP19447protein_codingdeleterious(0.03)benign(0.34)TCGA-E2-A14P-01Breastbreast invasive carcinomaFemale>=65III/IVTargeted Molecular therapytrastuzumabSD
ERCC3SNVMissense_Mutationnovelc.394N>Ap.Gln132Lysp.Q132KP19447protein_codingtolerated(0.17)benign(0.038)TCGA-S3-AA11-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyletrozoleCR
ERCC3insertionFrame_Shift_Insnovelc.135_136insCCCTACCp.Val46ProfsTer5p.V46Pfs*5P19447protein_codingTCGA-BH-A0AY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapySD
ERCC3SNVMissense_Mutationrs773390535c.412G>Ap.Glu138Lysp.E138KP19447protein_codingtolerated(0.27)benign(0.107)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ERCC3SNVMissense_Mutationrs563550613c.2105N>Tp.Ala702Valp.A702VP19447protein_codingtolerated(0.65)benign(0.003)TCGA-EA-A4BA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinCR
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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
2071ERCC3TRANSCRIPTION FACTOR, KINASE, CLINICALLY ACTIONABLE, DNA REPAIR, ENZYMEPlatinum compounds25069034
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