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: ERCC1

Gene summary for ERCC1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ERCC1

Gene ID

2067

Gene nameERCC excision repair 1, endonuclease non-catalytic subunit
Gene AliasCOFS4
Cytomap19q13.32
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

P07992


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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
2067ERCC1LZE4THumanEsophagusESCC5.95e-145.18e-010.0811
2067ERCC1LZE8THumanEsophagusESCC1.67e-032.19e-010.067
2067ERCC1LZE20THumanEsophagusESCC5.07e-032.42e-020.0662
2067ERCC1LZE22THumanEsophagusESCC4.14e-045.52e-010.068
2067ERCC1LZE24THumanEsophagusESCC3.36e-217.87e-010.0596
2067ERCC1LZE22D3HumanEsophagusHGIN1.64e-023.09e-010.0653
2067ERCC1LZE21THumanEsophagusESCC4.93e-063.23e-010.0655
2067ERCC1LZE6THumanEsophagusESCC1.16e-126.20e-010.0845
2067ERCC1P1T-EHumanEsophagusESCC4.09e-075.19e-010.0875
2067ERCC1P2T-EHumanEsophagusESCC9.73e-368.61e-010.1177
2067ERCC1P4T-EHumanEsophagusESCC8.64e-338.50e-010.1323
2067ERCC1P5T-EHumanEsophagusESCC2.64e-386.83e-010.1327
2067ERCC1P8T-EHumanEsophagusESCC9.72e-408.30e-010.0889
2067ERCC1P9T-EHumanEsophagusESCC1.10e-296.66e-010.1131
2067ERCC1P10T-EHumanEsophagusESCC6.71e-881.60e+000.116
2067ERCC1P11T-EHumanEsophagusESCC4.60e-157.51e-010.1426
2067ERCC1P12T-EHumanEsophagusESCC1.04e-346.80e-010.1122
2067ERCC1P15T-EHumanEsophagusESCC1.74e-491.10e+000.1149
2067ERCC1P16T-EHumanEsophagusESCC5.10e-396.69e-010.1153
2067ERCC1P17T-EHumanEsophagusESCC2.06e-097.38e-010.1278
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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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
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.

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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:003464415ThyroidATCcellular response to UV56/629390/187232.53e-084.86e-0756
GO:200125111ThyroidATCnegative regulation of chromosome organization54/629386/187232.84e-085.41e-0754
GO:0010212110ThyroidATCresponse to ionizing radiation82/6293148/187233.88e-087.15e-0782
GO:000979115ThyroidATCpost-embryonic development50/629380/187231.14e-071.92e-0650
GO:0031667210ThyroidATCresponse to nutrient levels212/6293474/187232.37e-073.70e-06212
GO:006145827ThyroidATCreproductive system development193/6293427/187233.32e-074.92e-06193
GO:000756924ThyroidATCcell aging72/6293132/187235.77e-078.15e-0672
GO:003220623ThyroidATCpositive regulation of telomere maintenance35/629352/187236.97e-079.40e-0635
GO:004860825ThyroidATCreproductive structure development190/6293424/187238.40e-071.11e-05190
GO:200125224ThyroidATCpositive regulation of chromosome organization49/629382/187231.07e-061.39e-0549
GO:0010038210ThyroidATCresponse to metal ion165/6293373/187231.07e-051.05e-04165
GO:200102114ThyroidATCnegative regulation of response to DNA damage stimulus46/629381/187231.51e-051.41e-0446
GO:004654621ThyroidATCdevelopment of primary male sexual characteristics72/6293142/187231.85e-051.69e-0472
GO:000636712ThyroidATCtranscription initiation from RNA polymerase II promoter44/629377/187231.86e-051.70e-0444
GO:000858421ThyroidATCmale gonad development71/6293141/187232.83e-052.38e-0471
GO:000974333ThyroidATCresponse to carbohydrate114/6293253/187239.26e-056.81e-04114
GO:003220016ThyroidATCtelomere organization76/6293159/187231.40e-049.75e-0476
GO:000941613ThyroidATCresponse to light stimulus139/6293320/187231.42e-049.88e-04139
GO:000635213ThyroidATCDNA-templated transcription, initiation64/6293130/187231.60e-041.10e-0364
GO:190435311ThyroidATCregulation of telomere capping18/629326/187232.20e-041.44e-0318
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa034205EsophagusHGINNucleotide excision repair29/138363/84652.96e-085.36e-074.26e-0729
hsa0342012EsophagusHGINNucleotide excision repair29/138363/84652.96e-085.36e-074.26e-0729
hsa0342022EsophagusESCCNucleotide excision repair54/420563/84652.01e-092.17e-081.11e-0854
hsa015247EsophagusESCCPlatinum drug resistance56/420573/84651.85e-061.13e-055.78e-0656
hsa0342032EsophagusESCCNucleotide excision repair54/420563/84652.01e-092.17e-081.11e-0854
hsa0152414EsophagusESCCPlatinum drug resistance56/420573/84651.85e-061.13e-055.78e-0656
hsa015244LiverCirrhoticPlatinum drug resistance34/253073/84651.86e-038.37e-035.16e-0334
hsa03420LiverCirrhoticNucleotide excision repair29/253063/84654.81e-031.74e-021.07e-0229
hsa0152411LiverCirrhoticPlatinum drug resistance34/253073/84651.86e-038.37e-035.16e-0334
hsa034201LiverCirrhoticNucleotide excision repair29/253063/84654.81e-031.74e-021.07e-0229
hsa015242LiverHCCPlatinum drug resistance52/402073/84653.14e-051.88e-041.04e-0452
hsa034202LiverHCCNucleotide excision repair41/402063/84653.59e-031.12e-026.22e-0341
hsa015243LiverHCCPlatinum drug resistance52/402073/84653.14e-051.88e-041.04e-0452
hsa034203LiverHCCNucleotide excision repair41/402063/84653.59e-031.12e-026.22e-0341
hsa034204Oral cavityOSCCNucleotide excision repair49/370463/84653.48e-082.91e-071.48e-0749
hsa015246Oral cavityOSCCPlatinum drug resistance51/370473/84655.41e-062.75e-051.40e-0551
hsa0342011Oral cavityOSCCNucleotide excision repair49/370463/84653.48e-082.91e-071.48e-0749
hsa0152413Oral cavityOSCCPlatinum drug resistance51/370473/84655.41e-062.75e-051.40e-0551
hsa0342021Oral cavityLPNucleotide excision repair37/241863/84655.14e-076.33e-064.08e-0637
hsa0342031Oral cavityLPNucleotide excision repair37/241863/84655.14e-076.33e-064.08e-0637
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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
ERCC1SNVMissense_Mutationnovelc.533N>Gp.Pro178Argp.P178RP07992protein_codingtolerated(0.09)probably_damaging(0.989)TCGA-A2-A0CX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
ERCC1SNVMissense_Mutationc.803G>Tp.Arg268Ilep.R268IP07992protein_codingtolerated(0.06)benign(0.325)TCGA-B6-A0WZ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
ERCC1deletionFrame_Shift_Delnovelc.535delNp.Gln179SerfsTer18p.Q179Sfs*18P07992protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
ERCC1SNVMissense_Mutationnovelc.811N>Ap.Leu271Metp.L271MP07992protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ERCC1SNVMissense_Mutationc.861N>Tp.Lys287Asnp.K287NP07992protein_codingdeleterious(0.01)benign(0.022)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ERCC1SNVMissense_Mutationnovelc.658G>Ap.Ala220Thrp.A220TP07992protein_codingtolerated(0.06)benign(0.223)TCGA-AA-3949-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
ERCC1SNVMissense_Mutationc.853C>Ap.Leu285Metp.L285MP07992protein_codingtolerated(0.09)benign(0.125)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ERCC1SNVMissense_Mutationrs772941786c.700N>Tp.Arg234Trpp.R234WP07992protein_codingdeleterious(0)possibly_damaging(0.724)TCGA-AD-6889-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
ERCC1SNVMissense_Mutationrs374992813c.376N>Ap.Val126Ilep.V126IP07992protein_codingtolerated(1)benign(0.005)TCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ERCC1insertionFrame_Shift_Insnovelc.68_69insAATTTGTp.Pro25CysfsTer8p.P25Cfs*8P07992protein_codingTCGA-D5-6898-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
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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
2067ERCC1CLINICALLY ACTIONABLE, DNA REPAIRPACLITAXELPACLITAXEL17229776
2067ERCC1CLINICALLY ACTIONABLE, DNA REPAIRgemcitabineGEMCITABINE
2067ERCC1CLINICALLY ACTIONABLE, DNA REPAIRpalonosetronPALONOSETRON29177570
2067ERCC1CLINICALLY ACTIONABLE, DNA REPAIRCISPLATINCISPLATIN11163512,9772291,10810335,9703867
2067ERCC1CLINICALLY ACTIONABLE, DNA REPAIRetoposideETOPOSIDE
2067ERCC1CLINICALLY ACTIONABLE, DNA REPAIRcarboplatinCARBOPLATIN19786980,22188361,18347182,21902499,25069034,21057378,29662106,19362955,27498158,21262916,22026922,22329723
2067ERCC1CLINICALLY ACTIONABLE, DNA REPAIRradiotherapy25026457,28796378
2067ERCC1CLINICALLY ACTIONABLE, DNA REPAIRplatinumPLATINUM19786980,22188361,18347182,21902499,25069034,21057378,29662106,19362955,27498158,21262916,22026922,22329723
2067ERCC1CLINICALLY ACTIONABLE, DNA REPAIRthalidomideTHALIDOMIDE21435719
2067ERCC1CLINICALLY ACTIONABLE, DNA REPAIRdoxorubicinDOXORUBICIN
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