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: NUDT15

Gene summary for NUDT15

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NUDT15

Gene ID

55270

Gene namenudix hydrolase 15
Gene AliasMTH2
Cytomap13q14.2
Gene Typeprotein-coding
GO ID

GO:0000278

UniProtAcc

Q9NV35


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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
55270NUDT15HTA11_1938_2000001011HumanColorectumAD2.09e-021.92e-01-0.0811
55270NUDT15HTA11_78_2000001011HumanColorectumAD1.03e-062.49e-01-0.1088
55270NUDT15HTA11_347_2000001011HumanColorectumAD9.65e-123.20e-01-0.1954
55270NUDT15HTA11_83_2000001011HumanColorectumSER7.73e-083.31e-01-0.1526
55270NUDT15HTA11_696_2000001011HumanColorectumAD2.75e-052.34e-01-0.1464
55270NUDT15HTA11_1391_2000001011HumanColorectumAD6.65e-052.52e-01-0.059
55270NUDT15HTA11_7862_2000001011HumanColorectumAD3.11e-022.42e-01-0.0179
55270NUDT15HTA11_99999970781_79442HumanColorectumMSS3.25e-092.99e-010.294
55270NUDT15HTA11_99999965104_69814HumanColorectumMSS3.60e-197.37e-010.281
55270NUDT15HTA11_99999971662_82457HumanColorectumMSS3.39e-164.07e-010.3859
55270NUDT15LZE4THumanEsophagusESCC2.97e-034.65e-020.0811
55270NUDT15LZE5THumanEsophagusESCC2.02e-022.16e-010.0514
55270NUDT15LZE7THumanEsophagusESCC1.11e-021.55e-010.0667
55270NUDT15LZE8THumanEsophagusESCC1.75e-021.60e-010.067
55270NUDT15LZE20THumanEsophagusESCC2.60e-071.46e-010.0662
55270NUDT15LZE22D1HumanEsophagusHGIN3.43e-023.56e-020.0595
55270NUDT15LZE24THumanEsophagusESCC9.30e-032.02e-010.0596
55270NUDT15P2T-EHumanEsophagusESCC9.16e-204.81e-010.1177
55270NUDT15P4T-EHumanEsophagusESCC1.60e-072.17e-010.1323
55270NUDT15P5T-EHumanEsophagusESCC1.88e-081.74e-010.1327
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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:0042176ColorectumADregulation of protein catabolic process160/3918391/187231.06e-197.34e-17160
GO:1903362ColorectumADregulation of cellular protein catabolic process109/3918255/187232.14e-156.08e-13109
GO:0006163ColorectumADpurine nucleotide metabolic process149/3918396/187231.08e-142.80e-12149
GO:0010498ColorectumADproteasomal protein catabolic process174/3918490/187233.18e-147.66e-12174
GO:0072521ColorectumADpurine-containing compound metabolic process153/3918416/187234.34e-141.01e-11153
GO:1903050ColorectumADregulation of proteolysis involved in cellular protein catabolic process92/3918221/187232.04e-123.19e-1092
GO:0009117ColorectumADnucleotide metabolic process168/3918489/187232.20e-123.36e-10168
GO:0006753ColorectumADnucleoside phosphate metabolic process169/3918497/187234.99e-126.98e-10169
GO:0061136ColorectumADregulation of proteasomal protein catabolic process75/3918187/187231.65e-091.20e-0775
GO:0044270ColorectumADcellular nitrogen compound catabolic process147/3918451/187233.35e-092.23e-07147
GO:0046700ColorectumADheterocycle catabolic process145/3918445/187234.37e-092.84e-07145
GO:0009144ColorectumADpurine nucleoside triphosphate metabolic process43/391888/187235.05e-093.19e-0743
GO:0006979ColorectumADresponse to oxidative stress145/3918446/187235.16e-093.23e-07145
GO:0034655ColorectumADnucleobase-containing compound catabolic process133/3918407/187231.56e-089.12e-07133
GO:0019439ColorectumADaromatic compound catabolic process146/3918467/187237.48e-083.84e-06146
GO:1901361ColorectumADorganic cyclic compound catabolic process153/3918495/187238.23e-084.18e-06153
GO:0009141ColorectumADnucleoside triphosphate metabolic process48/3918112/187231.27e-076.02e-0648
GO:0000302ColorectumADresponse to reactive oxygen species78/3918222/187236.17e-072.21e-0578
GO:0071496ColorectumADcellular response to external stimulus94/3918320/187231.98e-042.64e-0394
GO:0009410ColorectumADresponse to xenobiotic stimulus128/3918462/187232.69e-043.31e-03128
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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
NUDT15SNVMissense_Mutationnovelc.99N>Tp.Lys33Asnp.K33NQ9NV35protein_codingdeleterious(0.01)probably_damaging(0.964)TCGA-EW-A3E8-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyanastrozoleSD
NUDT15SNVMissense_Mutationrs773719265c.248C>Ap.Ser83Tyrp.S83YQ9NV35protein_codingdeleterious(0.01)possibly_damaging(0.744)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
NUDT15SNVMissense_Mutationc.274N>Gp.Tyr92Aspp.Y92DQ9NV35protein_codingdeleterious(0)probably_damaging(0.982)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
NUDT15SNVMissense_Mutationrs773719265c.248C>Ap.Ser83Tyrp.S83YQ9NV35protein_codingdeleterious(0.01)possibly_damaging(0.744)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
NUDT15SNVMissense_Mutationrs773719265c.248N>Ap.Ser83Tyrp.S83YQ9NV35protein_codingdeleterious(0.01)possibly_damaging(0.744)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
NUDT15SNVMissense_Mutationrs773719265c.248C>Ap.Ser83Tyrp.S83YQ9NV35protein_codingdeleterious(0.01)possibly_damaging(0.744)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
NUDT15SNVMissense_Mutationc.443C>Ap.Pro148Glnp.P148QQ9NV35protein_codingdeleterious(0)probably_damaging(0.994)TCGA-AX-A0J0-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
NUDT15SNVMissense_Mutationc.330N>Tp.Lys110Asnp.K110NQ9NV35protein_codingtolerated(0.1)benign(0.295)TCGA-B5-A0JY-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapydoxorubicinSD
NUDT15SNVMissense_Mutationrs773719265c.248N>Ap.Ser83Tyrp.S83YQ9NV35protein_codingdeleterious(0.01)possibly_damaging(0.744)TCGA-EY-A1G8-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
NUDT15SNVMissense_Mutationc.291G>Ap.Met97Ilep.M97IQ9NV35protein_codingdeleterious(0.03)possibly_damaging(0.505)TCGA-FI-A2EW-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinumPD
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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
55270NUDT15ENZYME, CLINICALLY ACTIONABLEMercaptopurineMERCAPTOPURINE
55270NUDT15ENZYME, CLINICALLY ACTIONABLEAZATHIOPRINEAZATHIOPRINE26878724
55270NUDT15ENZYME, CLINICALLY ACTIONABLEThioguanineTHIOGUANINE
55270NUDT15ENZYME, CLINICALLY ACTIONABLEmercaptopurineMERCAPTOPURINE27530327,26503813,28146264,27558924,29967377,30035323,29923122,28659275,27381176,26590936,27193222,26878724,30048756,28445187,26033531,27416873,26076924,27604507,26735160,27577869,30101994,27095468
55270NUDT15ENZYME, CLINICALLY ACTIONABLEMERCAPTOPURINEMERCAPTOPURINE26878724
55270NUDT15ENZYME, CLINICALLY ACTIONABLEazathioprineAZATHIOPRINE27530327,26503813,28146264,27558924,30035323,25108385,29923122,27381176,26590936,27193222,30048756,26033531,27416873,26076924,27604507,26735160,27577869,30101994,27095468
55270NUDT15ENZYME, CLINICALLY ACTIONABLEthioguanineTHIOGUANINE27530327
55270NUDT15ENZYME, CLINICALLY ACTIONABLETHIOGUANINETHIOGUANINE26878724
55270NUDT15ENZYME, CLINICALLY ACTIONABLEAzathioprineAZATHIOPRINE
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