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: NUDT18

Gene summary for NUDT18

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NUDT18

Gene ID

79873

Gene namenudix hydrolase 18
Gene AliasMTH3
Cytomap8p21.3
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q6ZVK8


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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
79873NUDT18C04HumanOral cavityOSCC8.00e-041.87e-010.2633
79873NUDT18C21HumanOral cavityOSCC5.49e-153.95e-010.2678
79873NUDT18C30HumanOral cavityOSCC1.69e-268.79e-010.3055
79873NUDT18C38HumanOral cavityOSCC2.39e-042.95e-010.172
79873NUDT18C46HumanOral cavityOSCC3.19e-041.14e-010.1673
79873NUDT18C51HumanOral cavityOSCC2.02e-073.36e-010.2674
79873NUDT18C57HumanOral cavityOSCC5.31e-072.29e-010.1679
79873NUDT18C06HumanOral cavityOSCC1.12e-027.33e-010.2699
79873NUDT18C08HumanOral cavityOSCC1.61e-031.50e-010.1919
79873NUDT18LN22HumanOral cavityOSCC1.87e-044.85e-010.1733
79873NUDT18SYSMH1HumanOral cavityOSCC1.85e-091.77e-010.1127
79873NUDT18SYSMH3HumanOral cavityOSCC1.15e-028.77e-020.2442
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:003465517Oral cavityOSCCnucleobase-containing compound catabolic process244/7305407/187235.38e-185.49e-16244
GO:004670015Oral cavityOSCCheterocycle catabolic process254/7305445/187235.07e-153.31e-13254
GO:004427016Oral cavityOSCCcellular nitrogen compound catabolic process256/7305451/187239.67e-155.88e-13256
GO:001943915Oral cavityOSCCaromatic compound catabolic process263/7305467/187231.49e-148.84e-13263
GO:190136115Oral cavityOSCCorganic cyclic compound catabolic process272/7305495/187232.73e-131.36e-11272
GO:000675318Oral cavityOSCCnucleoside phosphate metabolic process247/7305497/187236.28e-078.96e-06247
GO:000911719Oral cavityOSCCnucleotide metabolic process243/7305489/187237.80e-071.09e-05243
GO:001969319Oral cavityOSCCribose phosphate metabolic process199/7305396/187232.97e-063.64e-05199
GO:00196923Oral cavityOSCCdeoxyribose phosphate metabolic process30/730542/187232.06e-051.96e-0430
GO:00092623Oral cavityOSCCdeoxyribonucleotide metabolic process31/730544/187232.33e-052.21e-0431
GO:000925919Oral cavityOSCCribonucleotide metabolic process189/7305385/187233.18e-052.87e-04189
GO:000913217Oral cavityOSCCnucleoside diphosphate metabolic process70/7305124/187236.03e-054.95e-0470
GO:00093943Oral cavityOSCC2'-deoxyribonucleotide metabolic process28/730540/187237.00e-055.60e-0428
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:000918518Oral cavityOSCCribonucleoside diphosphate metabolic process60/7305106/187231.78e-041.21e-0360
GO:000913519Oral cavityOSCCpurine nucleoside diphosphate metabolic process58/7305103/187232.73e-041.73e-0358
GO:000917919Oral cavityOSCCpurine ribonucleoside diphosphate metabolic process58/7305103/187232.73e-041.73e-0358
GO:000616320Oral cavityOSCCpurine nucleotide metabolic process188/7305396/187233.31e-042.04e-03188
GO:19011361Oral cavityOSCCcarbohydrate derivative catabolic process89/7305172/187234.52e-042.73e-0389
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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
NUDT18deletionFrame_Shift_Delrs746932624c.601_604delACAGp.Thr201CysfsTer4p.T201Cfs*4Q6ZVK8protein_codingTCGA-E2-A15P-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
NUDT18SNVMissense_Mutationnovelc.800N>Ap.Gly267Aspp.G267DQ6ZVK8protein_codingdeleterious(0)probably_damaging(1)TCGA-AD-5900-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
NUDT18SNVMissense_Mutationnovelc.170N>Cp.Val57Alap.V57AQ6ZVK8protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
NUDT18SNVMissense_Mutationrs375524530c.659N>Ap.Gly220Aspp.G220DQ6ZVK8protein_codingtolerated(0.06)benign(0.099)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
NUDT18SNVMissense_Mutationnovelc.609N>Tp.Trp203Cysp.W203CQ6ZVK8protein_codingdeleterious(0)probably_damaging(0.998)TCGA-CK-5916-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
NUDT18SNVMissense_Mutationnovelc.928N>Tp.Leu310Phep.L310FQ6ZVK8protein_codingtolerated(0.08)benign(0.162)TCGA-DM-A0XD-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
NUDT18deletionFrame_Shift_Delnovelc.207delGp.Ser70ArgfsTer23p.S70Rfs*23Q6ZVK8protein_codingTCGA-NH-A5IV-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NUDT18SNVMissense_Mutationrs368870753c.508N>Tp.Arg170Cysp.R170CQ6ZVK8protein_codingtolerated(0.18)benign(0.094)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
NUDT18SNVMissense_Mutationnovelc.686N>Ap.Gly229Aspp.G229DQ6ZVK8protein_codingtolerated(0.05)possibly_damaging(0.454)TCGA-D1-A103-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
NUDT18SNVMissense_Mutationrs375524530c.659N>Ap.Gly220Aspp.G220DQ6ZVK8protein_codingtolerated(0.06)benign(0.099)TCGA-E6-A1LX-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
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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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