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: UNG

Gene summary for UNG

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

UNG

Gene ID

7374

Gene nameuracil DNA glycosylase
Gene AliasDGU
Cytomap12q24.11
Gene Typeprotein-coding
GO ID

GO:0001775

UniProtAcc

E5KTA6


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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
7374UNGHTA11_7696_3000711011HumanColorectumAD5.27e-052.36e-010.0674
7374UNGHTA11_99999970781_79442HumanColorectumMSS3.35e-093.39e-010.294
7374UNGHTA11_99999971662_82457HumanColorectumMSS2.69e-032.27e-010.3859
7374UNGLZE2THumanEsophagusESCC5.25e-044.16e-010.082
7374UNGLZE4THumanEsophagusESCC2.28e-072.99e-010.0811
7374UNGLZE7THumanEsophagusESCC7.83e-077.24e-010.0667
7374UNGLZE20THumanEsophagusESCC4.92e-034.34e-020.0662
7374UNGLZE24THumanEsophagusESCC3.36e-093.22e-010.0596
7374UNGLZE6THumanEsophagusESCC3.73e-023.53e-010.0845
7374UNGP1T-EHumanEsophagusESCC1.67e-033.96e-010.0875
7374UNGP2T-EHumanEsophagusESCC2.20e-521.37e+000.1177
7374UNGP4T-EHumanEsophagusESCC6.96e-257.55e-010.1323
7374UNGP5T-EHumanEsophagusESCC2.87e-144.66e-010.1327
7374UNGP8T-EHumanEsophagusESCC1.18e-216.02e-010.0889
7374UNGP9T-EHumanEsophagusESCC5.41e-071.29e-010.1131
7374UNGP10T-EHumanEsophagusESCC4.10e-164.85e-010.116
7374UNGP11T-EHumanEsophagusESCC1.24e-137.09e-010.1426
7374UNGP12T-EHumanEsophagusESCC2.63e-163.42e-010.1122
7374UNGP15T-EHumanEsophagusESCC1.60e-155.14e-010.1149
7374UNGP16T-EHumanEsophagusESCC9.14e-276.76e-010.1153
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
∗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:004427021LiverHCCcellular nitrogen compound catabolic process303/7958451/187239.76e-273.64e-24303
GO:004670021LiverHCCheterocycle catabolic process299/7958445/187232.07e-267.29e-24299
GO:190136121LiverHCCorganic cyclic compound catabolic process325/7958495/187236.52e-262.18e-23325
GO:001943921LiverHCCaromatic compound catabolic process309/7958467/187231.56e-254.94e-23309
GO:003465521LiverHCCnucleobase-containing compound catabolic process273/7958407/187234.84e-241.23e-21273
GO:000911722LiverHCCnucleotide metabolic process300/7958489/187231.61e-171.71e-15300
GO:000675322LiverHCCnucleoside phosphate metabolic process304/7958497/187231.78e-171.85e-15304
GO:00062201LiverHCCpyrimidine nucleotide metabolic process36/795850/187232.28e-052.41e-0436
GO:1901136LiverHCCcarbohydrate derivative catabolic process98/7958172/187238.71e-057.62e-0498
GO:00464342LiverHCCorganophosphate catabolic process89/7958155/187231.24e-041.03e-0389
GO:00092621LiverHCCdeoxyribonucleotide metabolic process31/795844/187231.63e-041.30e-0331
GO:00092191LiverHCCpyrimidine deoxyribonucleotide metabolic process19/795824/187232.80e-042.02e-0319
GO:00093941LiverHCC2'-deoxyribonucleotide metabolic process28/795840/187234.01e-042.71e-0328
GO:00196921LiverHCCdeoxyribose phosphate metabolic process29/795842/187234.57e-043.04e-0329
GO:00725271LiverHCCpyrimidine-containing compound metabolic process49/795882/187231.20e-036.68e-0349
GO:19012921LiverHCCnucleoside phosphate catabolic process49/795883/187231.73e-039.02e-0349
GO:00092641LiverHCCdeoxyribonucleotide catabolic process21/795830/187232.15e-031.08e-0221
GO:00091661LiverHCCnucleotide catabolic process43/795873/187233.43e-031.55e-0243
GO:00463861LiverHCCdeoxyribose phosphate catabolic process21/795831/187234.01e-031.76e-0221
GO:0006284LiverHCCbase-excision repair27/795843/187235.79e-032.40e-0227
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa034104EsophagusESCCBase excision repair38/420544/84653.59e-072.62e-061.34e-0638
hsa0341011EsophagusESCCBase excision repair38/420544/84653.59e-072.62e-061.34e-0638
hsa03410Oral cavityOSCCBase excision repair32/370444/84659.11e-053.25e-041.65e-0432
hsa034101Oral cavityOSCCBase excision repair32/370444/84659.11e-053.25e-041.65e-0432
hsa034102Oral cavityLPBase excision repair23/241844/84657.66e-043.75e-032.42e-0323
hsa034103Oral cavityLPBase excision repair23/241844/84657.66e-043.75e-032.42e-0323
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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
UNGinsertionFrame_Shift_Insnovelc.531_532insCTTGATCTCAGGAATTTGAGACCAGCCTCAGCAACATAp.Ser178LeufsTer13p.S178Lfs*13P13051protein_codingTCGA-AQ-A04J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
UNGSNVMissense_Mutationc.487N>Tp.His163Tyrp.H163YP13051protein_codingdeleterious(0)probably_damaging(0.999)TCGA-C5-A1BK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
UNGSNVMissense_Mutationc.296N>Tp.Lys99Metp.K99MP13051protein_codingtolerated(0.23)benign(0.044)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
UNGSNVMissense_Mutationc.640N>Ap.Ala214Thrp.A214TP13051protein_codingtolerated(0.51)benign(0.228)TCGA-CM-6171-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
UNGSNVMissense_Mutationrs143034537c.805N>Tp.Arg269Trpp.R269WP13051protein_codingdeleterious(0)probably_damaging(0.978)TCGA-DM-A280-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
UNGinsertionFrame_Shift_Insnovelc.309_310insGp.Glu105GlyfsTer38p.E105Gfs*38P13051protein_codingTCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
UNGinsertionNonsense_Mutationnovelc.685_686insTAAATCCATp.Arg229delinsLeuAsnProTerp.R229delinsLNP*P13051protein_codingTCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
UNGSNVMissense_Mutationrs143034537c.805N>Tp.Arg269Trpp.R269WP13051protein_codingdeleterious(0)probably_damaging(0.978)TCGA-A5-A0GH-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
UNGSNVMissense_Mutationnovelc.38C>Ap.Pro13Hisp.P13HP13051protein_codingdeleterious(0)possibly_damaging(0.557)TCGA-AJ-A2QO-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
UNGSNVMissense_Mutationnovelc.346N>Ap.Gly116Argp.G116RP13051protein_codingtolerated(0.24)benign(0.001)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
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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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