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: NQO2

Gene summary for NQO2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NQO2

Gene ID

4835

Gene nameN-ribosyldihydronicotinamide:quinone reductase 2
Gene AliasDHQV
Cytomap6p25.2
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

B3KPX6


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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
4835NQO2LZE2THumanEsophagusESCC2.25e-024.44e-010.082
4835NQO2LZE4THumanEsophagusESCC1.51e-165.20e-010.0811
4835NQO2LZE7THumanEsophagusESCC1.43e-044.60e-010.0667
4835NQO2LZE8THumanEsophagusESCC1.69e-082.59e-010.067
4835NQO2LZE20THumanEsophagusESCC9.26e-041.74e-010.0662
4835NQO2LZE22THumanEsophagusESCC2.59e-045.98e-010.068
4835NQO2LZE24THumanEsophagusESCC4.16e-175.71e-010.0596
4835NQO2LZE6THumanEsophagusESCC5.94e-054.85e-010.0845
4835NQO2P1T-EHumanEsophagusESCC1.94e-085.79e-010.0875
4835NQO2P2T-EHumanEsophagusESCC3.84e-132.61e-010.1177
4835NQO2P4T-EHumanEsophagusESCC1.40e-133.63e-010.1323
4835NQO2P5T-EHumanEsophagusESCC4.98e-041.28e-010.1327
4835NQO2P8T-EHumanEsophagusESCC1.66e-058.70e-020.0889
4835NQO2P9T-EHumanEsophagusESCC3.12e-255.19e-010.1131
4835NQO2P10T-EHumanEsophagusESCC1.55e-066.92e-020.116
4835NQO2P11T-EHumanEsophagusESCC1.30e-158.91e-010.1426
4835NQO2P12T-EHumanEsophagusESCC3.55e-163.09e-010.1122
4835NQO2P15T-EHumanEsophagusESCC1.02e-164.86e-010.1149
4835NQO2P16T-EHumanEsophagusESCC9.35e-117.99e-020.1153
4835NQO2P17T-EHumanEsophagusESCC9.99e-106.30e-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
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
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:0006091110EsophagusESCCgeneration of precursor metabolites and energy331/8552490/187233.86e-238.45e-21331
GO:0022900110EsophagusESCCelectron transport chain133/8552175/187232.18e-161.67e-14133
GO:0070997111EsophagusESCCneuron death216/8552361/187233.49e-086.45e-07216
GO:190166112EsophagusESCCquinone metabolic process34/855240/187233.00e-074.27e-0634
GO:0051402110EsophagusESCCneuron apoptotic process148/8552246/187233.08e-063.47e-05148
GO:1901214111EsophagusESCCregulation of neuron death186/8552319/187233.35e-063.73e-05186
GO:200037718EsophagusESCCregulation of reactive oxygen species metabolic process100/8552157/187233.87e-064.17e-05100
GO:1901216111EsophagusESCCpositive regulation of neuron death65/855297/187231.76e-051.56e-0465
GO:007259318EsophagusESCCreactive oxygen species metabolic process137/8552239/187231.82e-041.16e-03137
GO:0043525110EsophagusESCCpositive regulation of neuron apoptotic process40/855258/187232.83e-041.71e-0340
GO:004352317EsophagusESCCregulation of neuron apoptotic process122/8552212/187233.21e-041.90e-03122
GO:00421805EsophagusESCCcellular ketone metabolic process120/8552211/187236.70e-043.55e-03120
GO:00442827EsophagusESCCsmall molecule catabolic process201/8552376/187231.35e-036.41e-03201
GO:00486597EsophagusESCCsmooth muscle cell proliferation103/8552184/187233.08e-031.28e-02103
GO:00486607EsophagusESCCregulation of smooth muscle cell proliferation100/8552180/187234.76e-031.85e-02100
GO:00330025EsophagusESCCmuscle cell proliferation134/8552248/187234.80e-031.86e-02134
GO:00486615EsophagusESCCpositive regulation of smooth muscle cell proliferation61/8552104/187235.22e-031.97e-0261
GO:200037918EsophagusESCCpositive regulation of reactive oxygen species metabolic process45/855276/187231.21e-024.04e-0245
GO:000609112LiverCirrhoticgeneration of precursor metabolites and energy238/4634490/187236.85e-311.07e-27238
GO:002290012LiverCirrhoticelectron transport chain111/4634175/187231.94e-271.52e-24111
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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
NQO2SNVMissense_Mutationc.479G>Ap.Gly160Glup.G160EP16083protein_codingdeleterious(0.02)possibly_damaging(0.9)TCGA-A2-A0SY-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyarimidexSD
NQO2SNVMissense_Mutationc.569N>Cp.Ser190Thrp.S190TP16083protein_codingtolerated(0.58)benign(0)TCGA-EW-A1J3-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinSD
NQO2insertionFrame_Shift_Insnovelc.472_473insCTCTTGGp.Lys158ThrfsTer28p.K158Tfs*28P16083protein_codingTCGA-AO-A03R-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
NQO2insertionNonsense_Mutationnovelc.473_474insTAAGGATCACTATGGATAGTTGGAGGGAGGGp.Lys158AsnfsTer7p.K158Nfs*7P16083protein_codingTCGA-AO-A03R-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
NQO2SNVMissense_Mutationnovelc.77C>Gp.Ala26Glyp.A26GP16083protein_codingdeleterious(0)benign(0.312)TCGA-AM-5821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NQO2SNVMissense_Mutationnovelc.313N>Cp.Tyr105Hisp.Y105HP16083protein_codingtolerated(0.11)possibly_damaging(0.845)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
NQO2SNVMissense_Mutationc.221N>Gp.Glu74Glyp.E74GP16083protein_codingtolerated(0.33)benign(0.144)TCGA-AG-A02N-01Colorectumrectum adenocarcinomaMale>=65I/IIChemotherapyfolinicCR
NQO2insertionFrame_Shift_Insnovelc.76_77insTp.Ala26ValfsTer4p.A26Vfs*4P16083protein_codingTCGA-AM-5821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NQO2SNVMissense_Mutationrs201753355c.688N>Ap.Gly230Argp.G230RP16083protein_codingdeleterious(0)benign(0.059)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
NQO2SNVMissense_Mutationnovelc.77N>Tp.Ala26Valp.A26VP16083protein_codingdeleterious(0.02)possibly_damaging(0.679)TCGA-AX-A2HD-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
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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
4835NQO2DRUGGABLE GENOME, ENZYMENSC-640556CHEMBL198331721074425
4835NQO2DRUGGABLE GENOME, ENZYMENSC-640584CHEMBL47696821074425
4835NQO2DRUGGABLE GENOME, ENZYMENSC-640566CHEMBL128786721074425
4835NQO2DRUGGABLE GENOME, ENZYMENSC-640559CHEMBL128786621074425
4835NQO2DRUGGABLE GENOME, ENZYMENSC-640558CHEMBL128828121074425
4835NQO2DRUGGABLE GENOME, ENZYMENSC-640353CHEMBL128825321074425
4835NQO2DRUGGABLE GENOME, ENZYMEDABIGATRANDABIGATRAN22494098
4835NQO2DRUGGABLE GENOME, ENZYMENSC-640583CHEMBL128789521074425
4835NQO2DRUGGABLE GENOME, ENZYMENSC-645809C-1311
4835NQO2DRUGGABLE GENOME, ENZYMEMelatoninMELATONIN
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