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: NNT

Gene summary for NNT

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NNT

Gene ID

23530

Gene namenicotinamide nucleotide transhydrogenase
Gene AliasGCCD4
Cytomap5p12
Gene Typeprotein-coding
GO ID

GO:0001932

UniProtAcc

E9PCX7


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
23530NNTLZE4THumanEsophagusESCC5.76e-092.07e-010.0811
23530NNTLZE7THumanEsophagusESCC4.35e-053.23e-010.0667
23530NNTLZE8THumanEsophagusESCC1.33e-042.05e-010.067
23530NNTLZE22THumanEsophagusESCC2.28e-022.16e-010.068
23530NNTLZE24THumanEsophagusESCC2.98e-101.80e-010.0596
23530NNTLZE6THumanEsophagusESCC3.07e-041.59e-010.0845
23530NNTP2T-EHumanEsophagusESCC5.99e-171.72e-010.1177
23530NNTP4T-EHumanEsophagusESCC8.17e-111.94e-010.1323
23530NNTP5T-EHumanEsophagusESCC2.36e-055.12e-020.1327
23530NNTP8T-EHumanEsophagusESCC3.45e-305.33e-010.0889
23530NNTP9T-EHumanEsophagusESCC4.94e-051.10e-010.1131
23530NNTP10T-EHumanEsophagusESCC2.32e-305.56e-010.116
23530NNTP11T-EHumanEsophagusESCC8.34e-042.44e-010.1426
23530NNTP12T-EHumanEsophagusESCC6.59e-172.70e-010.1122
23530NNTP15T-EHumanEsophagusESCC2.18e-071.98e-010.1149
23530NNTP16T-EHumanEsophagusESCC7.42e-152.55e-010.1153
23530NNTP17T-EHumanEsophagusESCC6.37e-032.52e-010.1278
23530NNTP19T-EHumanEsophagusESCC6.13e-032.53e-010.1662
23530NNTP20T-EHumanEsophagusESCC1.93e-162.55e-010.1124
23530NNTP21T-EHumanEsophagusESCC1.69e-142.92e-010.1617
Page: 1 2 3 4 5 

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
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:00426923BreastIDCmuscle cell differentiation44/1434384/187234.77e-033.66e-0244
GO:00030125BreastIDCmuscle system process50/1434452/187235.52e-034.05e-0250
GO:00511463BreastIDCstriated muscle cell differentiation34/1434283/187236.00e-034.31e-0234
GO:000301212BreastDCISmuscle system process50/1390452/187233.02e-032.57e-0250
GO:004269211BreastDCISmuscle cell differentiation43/1390384/187234.56e-033.49e-0243
GO:00310328BreastDCISactomyosin structure organization25/1390196/187235.59e-034.06e-0225
GO:005114611BreastDCISstriated muscle cell differentiation33/1390283/187236.63e-034.62e-0233
GO:00310329CervixCCactomyosin structure organization43/2311196/187231.11e-041.40e-0343
GO:00426924CervixCCmuscle cell differentiation69/2311384/187238.12e-047.09e-0369
GO:00511464CervixCCstriated muscle cell differentiation50/2311283/187235.53e-033.19e-0250
GO:00902578CervixCCregulation of muscle system process45/2311252/187236.73e-033.70e-0245
GO:00435024CervixCCregulation of muscle adaptation21/231198/187237.71e-034.09e-0221
GO:005114612CervixHSIL_HPVstriated muscle cell differentiation22/737283/187231.94e-032.04e-0222
GO:0006091110EsophagusESCCgeneration of precursor metabolites and energy331/8552490/187233.86e-238.45e-21331
GO:0009896111EsophagusESCCpositive regulation of catabolic process332/8552492/187234.36e-239.22e-21332
GO:0031331111EsophagusESCCpositive regulation of cellular catabolic process292/8552427/187238.67e-221.53e-19292
GO:0045333110EsophagusESCCcellular respiration173/8552230/187234.53e-205.99e-18173
GO:0009060110EsophagusESCCaerobic respiration145/8552189/187232.16e-182.21e-16145
GO:0015980110EsophagusESCCenergy derivation by oxidation of organic compounds220/8552318/187231.20e-171.09e-15220
GO:0010563111EsophagusESCCnegative regulation of phosphorus metabolic process274/8552442/187232.32e-129.41e-11274
Page: 1 2 3 4 5 6 7 8 9 10 11 

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
NNTMYOFIBStomachCAG with IMCENPK,NMNAT3,ACTG2, etc.1.90e-01The 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.
NNTMYOFIBStomachSIMCENPK,NMNAT3,ACTG2, etc.1.50e-01The 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.
∗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
NNTSNVMissense_Mutationc.3171N>Gp.Phe1057Leup.F1057LQ13423protein_codingdeleterious(0.02)probably_damaging(1)TCGA-A2-A04X-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
NNTSNVMissense_Mutationnovelc.1197N>Gp.Ile399Metp.I399MQ13423protein_codingtolerated(1)benign(0.005)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
NNTSNVMissense_Mutationc.3111N>Cp.Gln1037Hisp.Q1037HQ13423protein_codingtolerated(0.11)benign(0.074)TCGA-B6-A0IM-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NNTSNVMissense_Mutationc.2028G>Tp.Met676Ilep.M676IQ13423protein_codingtolerated(0.28)possibly_damaging(0.761)TCGA-BH-A0C0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinSD
NNTSNVMissense_Mutationc.1243N>Cp.Asp415Hisp.D415HQ13423protein_codingdeleterious(0.01)possibly_damaging(0.56)TCGA-BH-A18J-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
NNTinsertionNonsense_Mutationnovelc.1552_1553insACAACCCTATGCAACTTCTCTAATTTTTAACTGGAAp.Gly518delinsAspAsnProMetGlnLeuLeuTerPheLeuThrGlyArgp.G518delinsDNPMQLL*FLTGRQ13423protein_codingTCGA-A2-A0CP-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
NNTinsertionNonsense_Mutationnovelc.3216_3217insGATTGTTCCAGCCCCTAATTTGCTTATACp.Cys1073AspfsTer6p.C1073Dfs*6Q13423protein_codingTCGA-A2-A0CP-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
NNTdeletionFrame_Shift_Delc.639delNp.Phe215LeufsTer17p.F215Lfs*17Q13423protein_codingTCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NNTdeletionFrame_Shift_Delnovelc.431delNp.Leu145Terp.L145*Q13423protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
NNTdeletionFrame_Shift_Delnovelc.1304delNp.Phe436SerfsTer15p.F436Sfs*15Q13423protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
Page: 1 2 3 4 5 6 7 8 9 10 11 

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
Page: 1