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: NUDT7

Gene summary for NUDT7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NUDT7

Gene ID

283927

Gene namenudix hydrolase 7
Gene AliasNUDT7
Cytomap16q23.1
Gene Typeprotein-coding
GO ID

GO:0006082

UniProtAcc

P0C024


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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
283927NUDT7LZE4THumanEsophagusESCC1.80e-031.11e-010.0811
283927NUDT7LZE24THumanEsophagusESCC3.40e-059.41e-020.0596
283927NUDT7P2T-EHumanEsophagusESCC1.19e-221.67e-010.1177
283927NUDT7P4T-EHumanEsophagusESCC4.74e-061.35e-010.1323
283927NUDT7P5T-EHumanEsophagusESCC2.81e-071.15e-010.1327
283927NUDT7P8T-EHumanEsophagusESCC1.58e-107.84e-020.0889
283927NUDT7P9T-EHumanEsophagusESCC1.51e-061.67e-010.1131
283927NUDT7P10T-EHumanEsophagusESCC4.08e-081.53e-010.116
283927NUDT7P11T-EHumanEsophagusESCC6.66e-051.36e-010.1426
283927NUDT7P12T-EHumanEsophagusESCC8.14e-133.50e-010.1122
283927NUDT7P15T-EHumanEsophagusESCC2.33e-051.73e-010.1149
283927NUDT7P16T-EHumanEsophagusESCC1.73e-109.79e-020.1153
283927NUDT7P20T-EHumanEsophagusESCC8.79e-121.73e-010.1124
283927NUDT7P21T-EHumanEsophagusESCC1.29e-132.06e-010.1617
283927NUDT7P22T-EHumanEsophagusESCC3.55e-192.72e-010.1236
283927NUDT7P23T-EHumanEsophagusESCC1.46e-225.90e-010.108
283927NUDT7P24T-EHumanEsophagusESCC1.00e-071.25e-010.1287
283927NUDT7P26T-EHumanEsophagusESCC3.04e-183.35e-010.1276
283927NUDT7P27T-EHumanEsophagusESCC3.02e-025.17e-020.1055
283927NUDT7P28T-EHumanEsophagusESCC2.61e-141.45e-010.1149
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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
∗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:0034655110EsophagusESCCnucleobase-containing compound catabolic process272/8552407/187232.92e-182.90e-16272
GO:004670018EsophagusESCCheterocycle catabolic process286/8552445/187231.12e-157.47e-14286
GO:004427019EsophagusESCCcellular nitrogen compound catabolic process288/8552451/187233.03e-151.79e-13288
GO:001943918EsophagusESCCaromatic compound catabolic process295/8552467/187231.09e-145.98e-13295
GO:190136118EsophagusESCCorganic cyclic compound catabolic process307/8552495/187239.99e-144.80e-12307
GO:0006753110EsophagusESCCnucleoside phosphate metabolic process288/8552497/187231.80e-083.50e-07288
GO:0019693111EsophagusESCCribose phosphate metabolic process234/8552396/187234.24e-087.76e-07234
GO:0009117111EsophagusESCCnucleotide metabolic process282/8552489/187234.70e-088.50e-07282
GO:00067906EsophagusESCCsulfur compound metabolic process201/8552339/187232.64e-073.94e-06201
GO:0009259111EsophagusESCCribonucleotide metabolic process224/8552385/187234.41e-076.00e-06224
GO:0072521111EsophagusESCCpurine-containing compound metabolic process238/8552416/187231.20e-061.49e-05238
GO:0009150111EsophagusESCCpurine ribonucleotide metabolic process213/8552368/187231.40e-061.69e-05213
GO:0006163111EsophagusESCCpurine nucleotide metabolic process226/8552396/187232.81e-063.21e-05226
GO:00090628EsophagusESCCfatty acid catabolic process66/8552100/187233.21e-052.66e-0466
GO:00454449EsophagusESCCfat cell differentiation135/8552229/187233.38e-052.78e-04135
GO:00066318EsophagusESCCfatty acid metabolic process217/8552390/187234.21e-053.39e-04217
GO:000913219EsophagusESCCnucleoside diphosphate metabolic process77/8552124/187231.65e-041.09e-0377
GO:00723297EsophagusESCCmonocarboxylic acid catabolic process74/8552122/187236.03e-043.27e-0374
GO:00338655EsophagusESCCnucleoside bisphosphate metabolic process77/8552128/187236.71e-043.55e-0377
GO:00338755EsophagusESCCribonucleoside bisphosphate metabolic process77/8552128/187236.71e-043.55e-0377
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa041467EsophagusESCCPeroxisome55/420582/84651.04e-033.27e-031.68e-0355
hsa0414612EsophagusESCCPeroxisome55/420582/84651.04e-033.27e-031.68e-0355
hsa041464LiverHCCPeroxisome58/402082/84651.57e-051.05e-045.85e-0558
hsa041465LiverHCCPeroxisome58/402082/84651.57e-051.05e-045.85e-0558
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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
NUDT7SNVMissense_Mutationrs755091970c.646C>Ap.Leu216Ilep.L216IP0C024protein_codingdeleterious(0.04)probably_damaging(0.93)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NUDT7SNVMissense_Mutationc.185N>Gp.Glu62Glyp.E62GP0C024protein_codingtolerated(0.19)benign(0.079)TCGA-BH-A0DL-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
NUDT7SNVMissense_Mutationrs765625065c.232N>Tp.Arg78Cysp.R78CP0C024protein_codingtolerated(0.34)benign(0.017)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
NUDT7SNVMissense_Mutationrs755091970c.646N>Ap.Leu216Ilep.L216IP0C024protein_codingdeleterious(0.04)probably_damaging(0.93)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
NUDT7SNVMissense_Mutationc.235N>Ap.Asp79Asnp.D79NP0C024protein_codingdeleterious(0)possibly_damaging(0.805)TCGA-AD-6965-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinPD
NUDT7SNVMissense_Mutationc.122C>Ap.Ser41Tyrp.S41YP0C024protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
NUDT7SNVMissense_Mutationnovelc.36A>Cp.Arg12Serp.R12SP0C024protein_codingdeleterious(0.03)possibly_damaging(0.63)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
NUDT7SNVMissense_Mutationnovelc.340C>Tp.Leu114Phep.L114FP0C024protein_codingtolerated(0.09)benign(0.022)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
NUDT7SNVMissense_Mutationrs76004401c.575N>Tp.Thr192Metp.T192MP0C024protein_codingdeleterious(0)probably_damaging(0.995)TCGA-D5-6927-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
NUDT7SNVMissense_Mutationc.53N>Gp.Asp18Glyp.D18GP0C024protein_codingtolerated(0.12)benign(0.164)TCGA-EI-6882-01Colorectumrectum adenocarcinomaMale<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
283927NUDT7ENZYMEinhibitor384403663
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