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: NUDT2

Gene summary for NUDT2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NUDT2

Gene ID

318

Gene namenudix hydrolase 2
Gene AliasAPAH1
Cytomap9p13.3
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

P50583


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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
318NUDT2LZE3DHumanEsophagusHGIN4.85e-034.08e-010.0668
318NUDT2LZE4THumanEsophagusESCC1.23e-066.46e-020.0811
318NUDT2LZE5THumanEsophagusESCC3.17e-021.03e-010.0514
318NUDT2LZE7THumanEsophagusESCC1.15e-063.58e-010.0667
318NUDT2LZE8THumanEsophagusESCC1.67e-03-2.15e-020.067
318NUDT2LZE22THumanEsophagusESCC2.29e-042.12e-010.068
318NUDT2LZE24THumanEsophagusESCC3.74e-133.46e-010.0596
318NUDT2LZE6THumanEsophagusESCC6.23e-041.04e-010.0845
318NUDT2P1T-EHumanEsophagusESCC5.05e-041.71e-010.0875
318NUDT2P2T-EHumanEsophagusESCC6.12e-233.88e-010.1177
318NUDT2P4T-EHumanEsophagusESCC5.78e-102.55e-010.1323
318NUDT2P5T-EHumanEsophagusESCC2.16e-153.05e-010.1327
318NUDT2P8T-EHumanEsophagusESCC3.84e-151.32e-010.0889
318NUDT2P9T-EHumanEsophagusESCC1.41e-193.75e-010.1131
318NUDT2P10T-EHumanEsophagusESCC8.45e-193.24e-010.116
318NUDT2P11T-EHumanEsophagusESCC2.96e-063.85e-010.1426
318NUDT2P12T-EHumanEsophagusESCC4.41e-234.01e-010.1122
318NUDT2P15T-EHumanEsophagusESCC4.22e-129.11e-020.1149
318NUDT2P16T-EHumanEsophagusESCC1.50e-173.05e-010.1153
318NUDT2P17T-EHumanEsophagusESCC7.37e-112.92e-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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:002261327EsophagusHGINribonucleoprotein complex biogenesis158/2587463/187232.61e-295.23e-26158
GO:007182627EsophagusHGINribonucleoprotein complex subunit organization84/2587227/187231.34e-185.37e-1684
GO:002261827EsophagusHGINribonucleoprotein complex assembly82/2587220/187232.07e-187.36e-1682
GO:190331120EsophagusHGINregulation of mRNA metabolic process91/2587288/187235.06e-159.78e-1391
GO:005068419EsophagusHGINregulation of mRNA processing55/2587137/187232.17e-143.94e-1255
GO:190331310EsophagusHGINpositive regulation of mRNA metabolic process38/2587118/187232.46e-071.16e-0538
GO:00506855EsophagusHGINpositive regulation of mRNA processing15/258732/187236.76e-062.08e-0415
GO:20007365EsophagusHGINregulation of stem cell differentiation20/258758/187235.65e-051.33e-0320
GO:00311243EsophagusHGINmRNA 3'-end processing18/258762/187231.37e-031.61e-0218
GO:00314404EsophagusHGINregulation of mRNA 3'-end processing10/258728/187233.04e-032.88e-0210
GO:0022613111EsophagusESCCribonucleoprotein complex biogenesis365/8552463/187231.74e-491.11e-45365
GO:0006979111EsophagusESCCresponse to oxidative stress303/8552446/187237.15e-221.30e-19303
GO:1903311110EsophagusESCCregulation of mRNA metabolic process210/8552288/187233.25e-215.56e-19210
GO:0062197111EsophagusESCCcellular response to chemical stress234/8552337/187235.37e-195.97e-17234
GO:0071826111EsophagusESCCribonucleoprotein complex subunit organization166/8552227/187232.94e-172.42e-15166
GO:0050684110EsophagusESCCregulation of mRNA processing109/8552137/187233.51e-162.59e-14109
GO:0022618111EsophagusESCCribonucleoprotein complex assembly159/8552220/187238.19e-165.71e-14159
GO:0034599111EsophagusESCCcellular response to oxidative stress197/8552288/187233.76e-152.15e-13197
GO:0046034111EsophagusESCCATP metabolic process189/8552277/187231.99e-141.04e-12189
GO:00905013EsophagusESCCRNA phosphodiester bond hydrolysis110/8552152/187231.95e-116.81e-10110
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa002405EsophagusESCCPyrimidine metabolism41/420558/84659.14e-042.92e-031.49e-0341
hsa0024012EsophagusESCCPyrimidine metabolism41/420558/84659.14e-042.92e-031.49e-0341
hsa00240LiverCirrhoticPyrimidine metabolism27/253058/84655.31e-031.88e-021.16e-0227
hsa002401LiverCirrhoticPyrimidine metabolism27/253058/84655.31e-031.88e-021.16e-0227
hsa002402LiverHCCPyrimidine metabolism44/402058/84659.34e-067.11e-053.95e-0544
hsa002403LiverHCCPyrimidine metabolism44/402058/84659.34e-067.11e-053.95e-0544
hsa002404Oral cavityOSCCPyrimidine metabolism37/370458/84651.62e-034.45e-032.26e-0337
hsa0024011Oral cavityOSCCPyrimidine metabolism37/370458/84651.62e-034.45e-032.26e-0337
hsa0024021Oral cavityLPPyrimidine metabolism28/241858/84651.12e-035.02e-033.24e-0328
hsa0024031Oral cavityLPPyrimidine metabolism28/241858/84651.12e-035.02e-033.24e-0328
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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
NUDT2SNVMissense_Mutationnovelc.90N>Tp.Gln30Hisp.Q30HP50583protein_codingdeleterious(0)probably_damaging(0.973)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
NUDT2SNVMissense_Mutationc.334N>Gp.Gln112Glup.Q112EP50583protein_codingdeleterious(0.03)possibly_damaging(0.468)TCGA-C8-A275-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NUDT2SNVMissense_Mutationnovelc.439N>Ap.Ala147Thrp.A147TP50583protein_codingdeleterious_low_confidence(0.02)benign(0)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
NUDT2deletionFrame_Shift_Delnovelc.268delAp.Thr90GlnfsTer9p.T90Qfs*9P50583protein_codingTCGA-AA-3950-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NUDT2SNVMissense_Mutationnovelc.439N>Ap.Ala147Thrp.A147TP50583protein_codingdeleterious_low_confidence(0.02)benign(0)TCGA-A5-A2K3-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinSD
NUDT2SNVMissense_Mutationnovelc.151N>Tp.Asp51Tyrp.D51YP50583protein_codingdeleterious(0.04)possibly_damaging(0.482)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
NUDT2SNVMissense_Mutationc.30C>Gp.Ile10Metp.I10MP50583protein_codingdeleterious(0)probably_damaging(0.941)TCGA-05-4389-01Lunglung adenocarcinomaMale>=65I/IIUnknownUnknownSD
NUDT2SNVMissense_Mutationc.344G>Ap.Arg115Hisp.R115HP50583protein_codingdeleterious(0.01)possibly_damaging(0.825)TCGA-49-4501-01Lunglung adenocarcinomaFemale>=65I/IIChemotherapygemzarPD
NUDT2SNVMissense_Mutationnovelc.431N>Gp.Ser144Cysp.S144CP50583protein_codingdeleterious(0)possibly_damaging(0.645)TCGA-90-A4EE-01Lunglung squamous cell carcinomaMale<65I/IIChemotherapycisplatinCR
NUDT2SNVMissense_Mutationc.30C>Gp.Ile10Metp.I10MP50583protein_codingdeleterious(0)probably_damaging(0.941)TCGA-CX-7086-01Oral cavityhead & neck squamous cell carcinomaMale<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
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