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: NUDT19

Gene summary for NUDT19

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NUDT19

Gene ID

390916

Gene namenudix hydrolase 19
Gene AliasRP2
Cytomap19q13.11
Gene Typeprotein-coding
GO ID

GO:0006082

UniProtAcc

A8MXV4


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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
390916NUDT19C04HumanOral cavityOSCC9.35e-115.20e-010.2633
390916NUDT19C21HumanOral cavityOSCC1.40e-032.39e-010.2678
390916NUDT19C30HumanOral cavityOSCC3.23e-238.07e-010.3055
390916NUDT19C38HumanOral cavityOSCC1.41e-056.31e-010.172
390916NUDT19C43HumanOral cavityOSCC2.34e-123.05e-010.1704
390916NUDT19C46HumanOral cavityOSCC9.71e-132.90e-010.1673
390916NUDT19C57HumanOral cavityOSCC1.27e-031.89e-010.1679
390916NUDT19C08HumanOral cavityOSCC1.84e-072.32e-010.1919
390916NUDT19C09HumanOral cavityOSCC1.75e-021.05e-010.1431
390916NUDT19LN38HumanOral cavityOSCC1.43e-035.82e-010.168
390916NUDT19LP15HumanOral cavityLP2.62e-025.27e-010.2174
390916NUDT19SYSMH1HumanOral cavityOSCC3.35e-051.58e-010.1127
390916NUDT19SYSMH2HumanOral cavityOSCC2.36e-102.40e-010.2326
390916NUDT19SYSMH3HumanOral cavityOSCC1.15e-112.81e-010.2442
390916NUDT19SYSMH6HumanOral cavityOSCC2.97e-026.59e-020.1275
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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:000925919Oral cavityOSCCribonucleotide metabolic process189/7305385/187233.18e-052.87e-04189
GO:00090627Oral cavityOSCCfatty acid catabolic process59/7305100/187233.99e-053.48e-0459
GO:00067905Oral cavityOSCCsulfur compound metabolic process168/7305339/187234.50e-053.84e-04168
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:00066317Oral cavityOSCCfatty acid metabolic process186/7305390/187232.65e-041.69e-03186
GO:000616320Oral cavityOSCCpurine nucleotide metabolic process188/7305396/187233.31e-042.04e-03188
GO:19011361Oral cavityOSCCcarbohydrate derivative catabolic process89/7305172/187234.52e-042.73e-0389
GO:00723296Oral cavityOSCCmonocarboxylic acid catabolic process66/7305122/187235.02e-042.95e-0366
GO:00442826Oral cavityOSCCsmall molecule catabolic process174/7305376/187232.25e-031.00e-02174
GO:00338654Oral cavityOSCCnucleoside bisphosphate metabolic process66/7305128/187232.58e-031.13e-0266
GO:00338754Oral cavityOSCCribonucleoside bisphosphate metabolic process66/7305128/187232.58e-031.13e-0266
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa041466Oral cavityOSCCPeroxisome47/370482/84659.01e-032.01e-021.03e-0247
hsa0414611Oral cavityOSCCPeroxisome47/370482/84659.01e-032.01e-021.03e-0247
hsa0414621Oral cavityLPPeroxisome33/241882/84651.48e-024.69e-023.03e-0233
hsa0414631Oral cavityLPPeroxisome33/241882/84651.48e-024.69e-023.03e-0233
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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
NUDT19insertionFrame_Shift_Insnovelc.894_895insACCTGGAAAAGCAGCAGGCACTCAAAGCTAGCTCATGAAAGCAp.Ala299ThrfsTer16p.A299Tfs*16A8MXV4protein_codingTCGA-A2-A0D1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxotereSD
NUDT19SNVMissense_Mutationc.969N>Tp.Met323Ilep.M323IA8MXV4protein_codingtolerated(0.13)benign(0.024)TCGA-C5-A7CG-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
NUDT19SNVMissense_Mutationrs760397233c.925G>Ap.Asp309Asnp.D309NA8MXV4protein_codingdeleterious(0)probably_damaging(0.999)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
NUDT19SNVMissense_Mutationc.988G>Ap.Glu330Lysp.E330KA8MXV4protein_codingdeleterious(0.03)probably_damaging(0.996)TCGA-UC-A7PG-06Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinPD
NUDT19SNVMissense_Mutationc.1085N>Gp.His362Argp.H362RA8MXV4protein_codingdeleterious(0.01)probably_damaging(0.997)TCGA-A6-3809-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NUDT19SNVMissense_Mutationrs371407959c.1040G>Ap.Arg347Hisp.R347HA8MXV4protein_codingtolerated(0.45)benign(0.015)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
NUDT19SNVMissense_Mutationrs371407959c.1040N>Ap.Arg347Hisp.R347HA8MXV4protein_codingtolerated(0.45)benign(0.015)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
NUDT19SNVMissense_Mutationnovelc.874N>Ap.Leu292Metp.L292MA8MXV4protein_codingtolerated(0.51)benign(0.085)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
NUDT19SNVMissense_Mutationnovelc.964C>Ap.Leu322Ilep.L322IA8MXV4protein_codingtolerated(0.4)benign(0.003)TCGA-AJ-A3BH-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
NUDT19SNVMissense_Mutationrs201248318c.782N>Cp.Phe261Serp.F261SA8MXV4protein_codingdeleterious(0)probably_damaging(0.999)TCGA-EY-A1G8-01Endometriumuterine 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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