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: NUDT21

Gene summary for NUDT21

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NUDT21

Gene ID

11051

Gene namenudix hydrolase 21
Gene AliasCFIM25
Cytomap16q13
Gene Typeprotein-coding
GO ID

GO:0002244

UniProtAcc

A0A024R6W2


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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
11051NUDT21LZE2THumanEsophagusESCC2.51e-029.56e-010.082
11051NUDT21LZE3DHumanEsophagusHGIN3.06e-046.11e-010.0668
11051NUDT21LZE4THumanEsophagusESCC4.51e-319.90e-010.0811
11051NUDT21LZE7THumanEsophagusESCC4.15e-097.53e-010.0667
11051NUDT21LZE8THumanEsophagusESCC1.88e-055.88e-010.067
11051NUDT21LZE22D1HumanEsophagusHGIN3.52e-048.93e-020.0595
11051NUDT21LZE24THumanEsophagusESCC3.43e-207.94e-010.0596
11051NUDT21LZE21THumanEsophagusESCC3.40e-064.38e-010.0655
11051NUDT21LZE6THumanEsophagusESCC7.73e-073.78e-010.0845
11051NUDT21P1T-EHumanEsophagusESCC1.15e-056.49e-010.0875
11051NUDT21P2T-EHumanEsophagusESCC3.00e-305.66e-010.1177
11051NUDT21P4T-EHumanEsophagusESCC4.28e-511.68e+000.1323
11051NUDT21P5T-EHumanEsophagusESCC3.13e-701.37e+000.1327
11051NUDT21P8T-EHumanEsophagusESCC7.13e-398.11e-010.0889
11051NUDT21P9T-EHumanEsophagusESCC1.73e-124.65e-010.1131
11051NUDT21P10T-EHumanEsophagusESCC1.74e-345.33e-010.116
11051NUDT21P11T-EHumanEsophagusESCC3.31e-138.22e-010.1426
11051NUDT21P12T-EHumanEsophagusESCC2.60e-387.22e-010.1122
11051NUDT21P15T-EHumanEsophagusESCC1.54e-531.25e+000.1149
11051NUDT21P16T-EHumanEsophagusESCC5.00e-407.17e-010.1153
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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:002261327EsophagusHGINribonucleoprotein complex biogenesis158/2587463/187232.61e-295.23e-26158
GO:007182627EsophagusHGINribonucleoprotein complex subunit organization84/2587227/187231.34e-185.37e-1684
GO:002261827EsophagusHGINribonucleoprotein complex assembly82/2587220/187232.07e-187.36e-1682
GO:190331120EsophagusHGINregulation of mRNA metabolic process91/2587288/187235.06e-159.78e-1391
GO:005068419EsophagusHGINregulation of mRNA processing55/2587137/187232.17e-143.94e-1255
GO:190331310EsophagusHGINpositive regulation of mRNA metabolic process38/2587118/187232.46e-071.16e-0538
GO:00506855EsophagusHGINpositive regulation of mRNA processing15/258732/187236.76e-062.08e-0415
GO:20007365EsophagusHGINregulation of stem cell differentiation20/258758/187235.65e-051.33e-0320
GO:00311243EsophagusHGINmRNA 3'-end processing18/258762/187231.37e-031.61e-0218
GO:00314404EsophagusHGINregulation of mRNA 3'-end processing10/258728/187233.04e-032.88e-0210
GO:0022613111EsophagusESCCribonucleoprotein complex biogenesis365/8552463/187231.74e-491.11e-45365
GO:1903311110EsophagusESCCregulation of mRNA metabolic process210/8552288/187233.25e-215.56e-19210
GO:0071826111EsophagusESCCribonucleoprotein complex subunit organization166/8552227/187232.94e-172.42e-15166
GO:0050684110EsophagusESCCregulation of mRNA processing109/8552137/187233.51e-162.59e-14109
GO:0022618111EsophagusESCCribonucleoprotein complex assembly159/8552220/187238.19e-165.71e-14159
GO:00905013EsophagusESCCRNA phosphodiester bond hydrolysis110/8552152/187231.95e-116.81e-10110
GO:190331316EsophagusESCCpositive regulation of mRNA metabolic process87/8552118/187235.10e-101.32e-0887
GO:00903053EsophagusESCCnucleic acid phosphodiester bond hydrolysis163/8552261/187233.07e-085.73e-07163
GO:003112412EsophagusESCCmRNA 3'-end processing47/855262/187231.29e-061.58e-0547
GO:003144013EsophagusESCCregulation of mRNA 3'-end processing25/855228/187231.77e-062.10e-0525
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa030159EsophagusHGINmRNA surveillance pathway30/138397/84652.48e-042.69e-032.14e-0330
hsa0301514EsophagusHGINmRNA surveillance pathway30/138397/84652.48e-042.69e-032.14e-0330
hsa0301524EsophagusESCCmRNA surveillance pathway72/420597/84656.12e-074.10e-062.10e-0672
hsa0301534EsophagusESCCmRNA surveillance pathway72/420597/84656.12e-074.10e-062.10e-0672
hsa030154LiverCirrhoticmRNA surveillance pathway46/253097/84651.92e-041.30e-038.03e-0446
hsa0301511LiverCirrhoticmRNA surveillance pathway46/253097/84651.92e-041.30e-038.03e-0446
hsa0301521LiverHCCmRNA surveillance pathway66/402097/84653.16e-051.88e-041.04e-0466
hsa0301531LiverHCCmRNA surveillance pathway66/402097/84653.16e-051.88e-041.04e-0466
hsa030158Oral cavityOSCCmRNA surveillance pathway75/370497/84651.30e-112.01e-101.02e-1075
hsa0301513Oral cavityOSCCmRNA surveillance pathway75/370497/84651.30e-112.01e-101.02e-1075
hsa0301523Oral cavityLPmRNA surveillance pathway50/241897/84651.39e-061.50e-059.66e-0650
hsa0301533Oral cavityLPmRNA surveillance pathway50/241897/84651.39e-061.50e-059.66e-0650
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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
NUDT21SNVMissense_Mutationc.311N>Gp.Phe104Cysp.F104CO43809protein_codingtolerated(0.07)probably_damaging(0.997)TCGA-A2-A0T0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
NUDT21SNVMissense_Mutationc.197N>Ap.Arg66Hisp.R66HO43809protein_codingtolerated(0.07)benign(0.08)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
NUDT21SNVMissense_Mutationnovelc.361N>Ap.Leu121Ilep.L121IO43809protein_codingdeleterious(0.04)possibly_damaging(0.807)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
NUDT21SNVMissense_Mutationnovelc.338N>Tp.Pro113Leup.P113LO43809protein_codingdeleterious(0.03)benign(0.009)TCGA-B5-A1MX-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIHormone TherapymegaceSD
NUDT21SNVMissense_Mutationnovelc.368N>Ap.Arg123Hisp.R123HO43809protein_codingtolerated(0.05)benign(0.123)TCGA-B5-A3FC-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
NUDT21SNVMissense_Mutationnovelc.210A>Tp.Glu70Aspp.E70DO43809protein_codingtolerated(0.22)benign(0.098)TCGA-BS-A0UF-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
NUDT21SNVMissense_Mutationnovelc.203N>Cp.Arg68Thrp.R68TO43809protein_codingdeleterious(0)possibly_damaging(0.456)TCGA-CN-4739-01Oral cavityhead & neck squamous cell carcinomaMale>=65I/IIChemotherapycarboplatinPD
NUDT21SNVMissense_Mutationnovelc.214N>Cp.Asp72Hisp.D72HO43809protein_codingdeleterious(0.01)benign(0.073)TCGA-CN-A642-01Oral cavityhead & neck squamous cell carcinomaMale<65I/IIUnknownUnknownPD
NUDT21SNVMissense_Mutationnovelc.195N>Tp.Gln65Hisp.Q65HO43809protein_codingdeleterious(0.01)possibly_damaging(0.75)TCGA-D7-6822-01Stomachstomach 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
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