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: NUDT14

Gene summary for NUDT14

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NUDT14

Gene ID

256281

Gene namenudix hydrolase 14
Gene AliasUGPP
Cytomap14q32.33
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

B3KXY7


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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
256281NUDT14LZE2THumanEsophagusESCC1.35e-025.26e-010.082
256281NUDT14LZE4THumanEsophagusESCC1.87e-196.85e-010.0811
256281NUDT14LZE5THumanEsophagusESCC4.07e-069.08e-010.0514
256281NUDT14LZE20THumanEsophagusESCC9.63e-113.91e-010.0662
256281NUDT14LZE22D1HumanEsophagusHGIN5.27e-033.16e-010.0595
256281NUDT14LZE22THumanEsophagusESCC5.95e-106.31e-010.068
256281NUDT14LZE24THumanEsophagusESCC2.05e-215.97e-010.0596
256281NUDT14P1T-EHumanEsophagusESCC5.52e-074.29e-010.0875
256281NUDT14P2T-EHumanEsophagusESCC1.39e-202.57e-010.1177
256281NUDT14P4T-EHumanEsophagusESCC1.25e-214.84e-010.1323
256281NUDT14P5T-EHumanEsophagusESCC9.80e-245.43e-010.1327
256281NUDT14P8T-EHumanEsophagusESCC1.85e-326.03e-010.0889
256281NUDT14P9T-EHumanEsophagusESCC2.50e-298.13e-010.1131
256281NUDT14P10T-EHumanEsophagusESCC8.07e-1222.65e+000.116
256281NUDT14P11T-EHumanEsophagusESCC2.44e-074.82e-010.1426
256281NUDT14P12T-EHumanEsophagusESCC6.10e-489.37e-010.1122
256281NUDT14P15T-EHumanEsophagusESCC1.05e-591.34e+000.1149
256281NUDT14P16T-EHumanEsophagusESCC3.39e-253.26e-010.1153
256281NUDT14P17T-EHumanEsophagusESCC8.46e-126.33e-010.1278
256281NUDT14P20T-EHumanEsophagusESCC9.63e-276.51e-010.1124
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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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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:000675320EsophagusHGINnucleoside phosphate metabolic process93/2587497/187231.25e-031.49e-0293
GO:001969320EsophagusHGINribose phosphate metabolic process75/2587396/187232.53e-032.51e-0275
GO:00064876EsophagusHGINprotein N-linked glycosylation17/258765/187236.04e-034.87e-0217
GO:0006753110EsophagusESCCnucleoside phosphate metabolic process288/8552497/187231.80e-083.50e-07288
GO:0019693111EsophagusESCCribose phosphate metabolic process234/8552396/187234.24e-087.76e-07234
GO:000648714EsophagusESCCprotein N-linked glycosylation51/855265/187236.41e-081.13e-0651
GO:00091002EsophagusESCCglycoprotein metabolic process226/8552387/187232.64e-073.94e-06226
GO:00181969EsophagusESCCpeptidyl-asparagine modification22/855224/187232.82e-063.21e-0522
GO:00700854EsophagusESCCglycosylation144/8552240/187235.12e-065.38e-05144
GO:00182799EsophagusESCCprotein N-linked glycosylation via asparagine21/855223/187235.69e-065.90e-0521
GO:00064865EsophagusESCCprotein glycosylation135/8552226/187231.36e-051.24e-04135
GO:00434135EsophagusESCCmacromolecule glycosylation135/8552226/187231.36e-051.24e-04135
GO:00091012EsophagusESCCglycoprotein biosynthetic process181/8552317/187232.54e-052.15e-04181
GO:000675312LiverCirrhoticnucleoside phosphate metabolic process190/4634497/187231.10e-116.96e-10190
GO:001969312LiverCirrhoticribose phosphate metabolic process156/4634396/187235.83e-113.23e-09156
GO:00182795LiverCirrhoticprotein N-linked glycosylation via asparagine16/463423/187237.54e-061.15e-0416
GO:00181965LiverCirrhoticpeptidyl-asparagine modification16/463424/187231.74e-052.37e-0416
GO:00064873LiverCirrhoticprotein N-linked glycosylation30/463465/187231.40e-041.36e-0330
GO:000675322LiverHCCnucleoside phosphate metabolic process304/7958497/187231.78e-171.85e-15304
GO:001969322LiverHCCribose phosphate metabolic process248/7958396/187233.15e-162.70e-14248
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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
NUDT14SNVMissense_Mutationrs776403747c.214N>Tp.Arg72Cysp.R72CO95848protein_codingdeleterious(0)benign(0.012)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
NUDT14SNVMissense_Mutationrs141847132c.283N>Ap.Gly95Serp.G95SO95848protein_codingdeleterious(0.02)benign(0.392)TCGA-DS-A0VN-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
NUDT14SNVMissense_Mutationrs754096722c.418N>Ap.Ala140Thrp.A140TO95848protein_codingtolerated(1)benign(0.003)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
NUDT14SNVMissense_Mutationrs368844988c.610N>Ap.Val204Ilep.V204IO95848protein_codingtolerated(0.05)probably_damaging(0.995)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
NUDT14SNVMissense_Mutationc.578N>Tp.Ala193Valp.A193VO95848protein_codingtolerated(0.3)benign(0.019)TCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NUDT14SNVMissense_Mutationc.199N>Ap.Ala67Thrp.A67TO95848protein_codingtolerated(0.38)possibly_damaging(0.657)TCGA-D5-6928-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
NUDT14SNVMissense_Mutationrs776403747c.214N>Tp.Arg72Cysp.R72CO95848protein_codingdeleterious(0)benign(0.012)TCGA-AP-A05O-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinPD
NUDT14SNVMissense_Mutationrs767168556c.607N>Ap.Gly203Serp.G203SO95848protein_codingtolerated(0.12)possibly_damaging(0.45)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
NUDT14SNVMissense_Mutationrs776403747c.214N>Tp.Arg72Cysp.R72CO95848protein_codingdeleterious(0)benign(0.012)TCGA-AX-A06H-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelSD
NUDT14SNVMissense_Mutationrs141847132c.283N>Ap.Gly95Serp.G95SO95848protein_codingdeleterious(0.02)benign(0.392)TCGA-FI-A2D0-01Endometriumuterine 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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