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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

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


Top

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
Page: 1 2 3 4 5 6 

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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:004428211LiverCirrhoticsmall molecule catabolic process151/4634376/187232.20e-111.34e-09151
GO:007099712LiverCirrhoticneuron death141/4634361/187239.56e-104.38e-08141
GO:19012147LiverCirrhoticregulation of neuron death122/4634319/187235.17e-081.62e-06122
GO:200037712LiverCirrhoticregulation of reactive oxygen species metabolic process67/4634157/187236.07e-071.32e-0567
GO:00725937LiverCirrhoticreactive oxygen species metabolic process92/4634239/187231.57e-063.03e-0592
GO:00514027LiverCirrhoticneuron apoptotic process91/4634246/187231.18e-051.68e-0491
GO:004218011LiverCirrhoticcellular ketone metabolic process80/4634211/187231.40e-051.95e-0480
GO:20003797LiverCirrhoticpositive regulation of reactive oxygen species metabolic process36/463476/187231.55e-052.11e-0436
GO:00435236LiverCirrhoticregulation of neuron apoptotic process77/4634212/187231.08e-041.10e-0377
GO:19012167LiverCirrhoticpositive regulation of neuron death41/463497/187231.13e-041.14e-0341
GO:00435257LiverCirrhoticpositive regulation of neuron apoptotic process25/463458/187231.66e-031.07e-0225
GO:19016612LiverCirrhoticquinone metabolic process18/463440/187234.11e-032.20e-0218
GO:000609122LiverHCCgeneration of precursor metabolites and energy340/7958490/187234.04e-342.85e-31340
GO:002290022LiverHCCelectron transport chain134/7958175/187233.32e-204.68e-18134
GO:004428221LiverHCCsmall molecule catabolic process225/7958376/187236.50e-122.80e-10225
GO:007099722LiverHCCneuron death202/7958361/187231.44e-072.70e-06202
GO:190121412LiverHCCregulation of neuron death179/7958319/187235.65e-079.01e-06179
GO:004218021LiverHCCcellular ketone metabolic process123/7958211/187232.52e-063.37e-05123
GO:190121612LiverHCCpositive regulation of neuron death62/795897/187231.67e-051.81e-0462
GO:200037722LiverHCCregulation of reactive oxygen species metabolic process92/7958157/187233.34e-053.35e-0492
Page: 1 2 3 4 5 6 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
Page: 1 2 3 

Top

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
Page: 1 2