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: ENOX2

Gene summary for ENOX2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ENOX2

Gene ID

10495

Gene nameecto-NOX disulfide-thiol exchanger 2
Gene AliasAPK1
CytomapXq26.1
Gene Typeprotein-coding
GO ID

GO:0006091

UniProtAcc

Q16206


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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
10495ENOX2LZE4THumanEsophagusESCC3.20e-031.51e-010.0811
10495ENOX2LZE20THumanEsophagusESCC5.95e-031.53e-010.0662
10495ENOX2LZE24THumanEsophagusESCC1.59e-082.87e-010.0596
10495ENOX2P1T-EHumanEsophagusESCC2.41e-021.92e-010.0875
10495ENOX2P2T-EHumanEsophagusESCC3.52e-193.34e-010.1177
10495ENOX2P4T-EHumanEsophagusESCC3.41e-102.11e-010.1323
10495ENOX2P5T-EHumanEsophagusESCC3.97e-041.09e-010.1327
10495ENOX2P8T-EHumanEsophagusESCC1.30e-152.27e-010.0889
10495ENOX2P9T-EHumanEsophagusESCC3.71e-102.67e-010.1131
10495ENOX2P10T-EHumanEsophagusESCC4.24e-183.20e-010.116
10495ENOX2P11T-EHumanEsophagusESCC1.29e-022.11e-010.1426
10495ENOX2P12T-EHumanEsophagusESCC9.44e-071.62e-010.1122
10495ENOX2P15T-EHumanEsophagusESCC1.02e-061.69e-010.1149
10495ENOX2P16T-EHumanEsophagusESCC9.56e-081.40e-010.1153
10495ENOX2P17T-EHumanEsophagusESCC6.62e-032.43e-010.1278
10495ENOX2P20T-EHumanEsophagusESCC6.63e-082.51e-010.1124
10495ENOX2P21T-EHumanEsophagusESCC4.44e-081.67e-010.1617
10495ENOX2P22T-EHumanEsophagusESCC7.52e-233.78e-010.1236
10495ENOX2P23T-EHumanEsophagusESCC3.24e-235.49e-010.108
10495ENOX2P24T-EHumanEsophagusESCC1.97e-102.15e-010.1287
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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:0006091110EsophagusESCCgeneration of precursor metabolites and energy331/8552490/187233.86e-238.45e-21331
GO:0022900110EsophagusESCCelectron transport chain133/8552175/187232.18e-161.67e-14133
GO:004851118EsophagusESCCrhythmic process164/8552298/187236.80e-043.57e-03164
GO:00060917LiverNAFLDgeneration of precursor metabolites and energy84/1882490/187237.03e-073.95e-0584
GO:00485115LiverNAFLDrhythmic process56/1882298/187233.03e-061.23e-0456
GO:00229007LiverNAFLDelectron transport chain29/1882175/187234.87e-033.84e-0229
GO:000609122LiverHCCgeneration of precursor metabolites and energy340/7958490/187234.04e-342.85e-31340
GO:002290022LiverHCCelectron transport chain134/7958175/187233.32e-204.68e-18134
GO:004851121LiverHCCrhythmic process156/7958298/187233.54e-042.46e-03156
GO:002290018Oral cavityOSCCelectron transport chain126/7305175/187236.65e-198.42e-17126
GO:000609118Oral cavityOSCCgeneration of precursor metabolites and energy286/7305490/187231.45e-181.71e-16286
GO:004851116Oral cavityOSCCrhythmic process157/7305298/187231.00e-061.36e-05157
GO:002290019Oral cavityLPelectron transport chain108/4623175/187232.21e-259.90e-23108
GO:000609119Oral cavityLPgeneration of precursor metabolites and energy214/4623490/187231.12e-202.60e-18214
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
ENOX2SNVMissense_Mutationc.1445N>Gp.Leu482Argp.L482RQ16206protein_codingdeleterious(0)probably_damaging(0.936)TCGA-A2-A0CL-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
ENOX2SNVMissense_Mutationnovelc.625N>Tp.Asp209Tyrp.D209YQ16206protein_codingdeleterious(0)probably_damaging(0.979)TCGA-A8-A07W-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyexemestaneSD
ENOX2SNVMissense_Mutationc.210N>Ap.Met70Ilep.M70IQ16206protein_codingtolerated(0.33)probably_damaging(0.958)TCGA-A8-A0A7-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ENOX2SNVMissense_Mutationc.655N>Tp.Arg219Cysp.R219CQ16206protein_codingdeleterious(0)probably_damaging(0.994)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ENOX2insertionFrame_Shift_Insnovelc.435_436insCACACCCTCCTCTGGAAAGCp.Glu146HisfsTer83p.E146Hfs*83Q16206protein_codingTCGA-A8-A0A2-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
ENOX2insertionFrame_Shift_Insnovelc.1622_1623insGTTAAAACCAGGGCAGTCTCAGGCAAACTTGAATAAGTTGAp.Ile541MetfsTer62p.I541Mfs*62Q16206protein_codingTCGA-AN-A0FN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ENOX2deletionFrame_Shift_Delnovelc.1037delAp.Lys346ArgfsTer32p.K346Rfs*32Q16206protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
ENOX2SNVMissense_Mutationnovelc.1726N>Ap.Leu576Ilep.L576IQ16206protein_codingtolerated(0.1)probably_damaging(0.996)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ENOX2SNVMissense_Mutationc.997N>Cp.Glu333Glnp.E333QQ16206protein_codingtolerated(0.11)probably_damaging(0.962)TCGA-C5-A1M6-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
ENOX2SNVMissense_Mutationnovelc.1431N>Cp.Lys477Asnp.K477NQ16206protein_codingtolerated(0.72)benign(0)TCGA-VS-A94Z-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
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