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:000911719Oral cavityOSCCnucleotide metabolic process243/7305489/187237.80e-071.09e-05243
GO:00091233Oral cavityOSCCnucleoside monophosphate metabolic process50/730576/187232.04e-062.62e-0550
GO:001969319Oral cavityOSCCribose phosphate metabolic process199/7305396/187232.97e-063.64e-05199
GO:00506854Oral cavityOSCCpositive regulation of mRNA processing25/730532/187237.52e-068.14e-0525
GO:000925919Oral cavityOSCCribonucleotide metabolic process189/7305385/187233.18e-052.87e-04189
GO:00091614Oral cavityOSCCribonucleoside monophosphate metabolic process38/730558/187233.91e-053.43e-0438
GO:00063792Oral cavityOSCCmRNA cleavage18/730522/187235.05e-054.23e-0418
GO:00091242Oral cavityOSCCnucleoside monophosphate biosynthetic process29/730542/187237.73e-056.00e-0429
GO:00091268Oral cavityOSCCpurine nucleoside monophosphate metabolic process30/730544/187238.41e-056.44e-0430
GO:0051259Oral cavityOSCCprotein complex oligomerization121/7305238/187231.29e-049.21e-04121
GO:007252120Oral cavityOSCCpurine-containing compound metabolic process199/7305416/187231.34e-049.53e-04199
GO:000915020Oral cavityOSCCpurine ribonucleotide metabolic process178/7305368/187231.45e-041.02e-03178
GO:000616320Oral cavityOSCCpurine nucleotide metabolic process188/7305396/187233.31e-042.04e-03188
GO:00091562Oral cavityOSCCribonucleoside monophosphate biosynthetic process23/730533/187233.47e-042.12e-0323
GO:00091677Oral cavityOSCCpurine ribonucleoside monophosphate metabolic process27/730541/187234.54e-042.74e-0327
GO:00987871Oral cavityOSCCmRNA cleavage involved in mRNA processing12/730514/187234.62e-042.76e-0312
GO:19012938Oral cavityOSCCnucleoside phosphate biosynthetic process125/7305256/187238.32e-044.41e-03125
GO:00091658Oral cavityOSCCnucleotide biosynthetic process124/7305254/187238.79e-044.63e-03124
GO:00987892Oral cavityOSCCpre-mRNA cleavage required for polyadenylation11/730513/187231.02e-035.29e-0311
GO:004639017Oral cavityOSCCribose phosphate biosynthetic process95/7305190/187231.30e-036.46e-0395
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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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