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: NT5DC2

Gene summary for NT5DC2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NT5DC2

Gene ID

64943

Gene name5'-nucleotidase domain containing 2
Gene AliasNT5DC2
Cytomap3p21.1
Gene Typeprotein-coding
GO ID

GO:0006793

UniProtAcc

Q9H857


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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
64943NT5DC2C04HumanOral cavityOSCC2.70e-076.28e-010.2633
64943NT5DC2C21HumanOral cavityOSCC9.72e-087.56e-010.2678
64943NT5DC2C30HumanOral cavityOSCC1.52e-151.02e+000.3055
64943NT5DC2C51HumanOral cavityOSCC1.08e-077.82e-010.2674
64943NT5DC2C08HumanOral cavityOSCC3.70e-084.26e-010.1919
64943NT5DC2SYSMH3HumanOral cavityOSCC1.06e-207.21e-010.2442
64943NT5DC2SYSMH5HumanOral cavityOSCC2.97e-053.63e-010.0647
64943NT5DC2P4_S8_cSCCHumanSkincSCC3.93e-021.40e-01-0.3095
64943NT5DC2P5_S10_cSCCHumanSkincSCC1.95e-091.95e-01-0.299
64943NT5DC2P1_cSCCHumanSkincSCC1.08e-185.51e-010.0292
64943NT5DC2P2_cSCCHumanSkincSCC3.08e-072.06e-01-0.024
64943NT5DC2P4_cSCCHumanSkincSCC9.74e-103.15e-01-0.00290000000000005
64943NT5DC2P10_cSCCHumanSkincSCC5.88e-214.75e-010.1017
64943NT5DC2male-WTAHumanThyroidPTC1.58e-232.98e-010.1037
64943NT5DC2PTC01HumanThyroidPTC8.86e-071.40e-010.1899
64943NT5DC2PTC05HumanThyroidPTC3.06e-093.77e-010.2065
64943NT5DC2PTC06HumanThyroidPTC9.20e-154.09e-010.2057
64943NT5DC2PTC07HumanThyroidPTC1.59e-264.47e-010.2044
64943NT5DC2ATC09HumanThyroidATC2.18e-021.64e-010.2871
64943NT5DC2ATC12HumanThyroidATC4.17e-226.23e-010.34
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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:001631110EsophagusESCCdephosphorylation251/8552417/187231.26e-092.99e-08251
GO:001631121LiverHCCdephosphorylation230/7958417/187231.00e-071.96e-06230
GO:00163119Oral cavityOSCCdephosphorylation220/7305417/187236.33e-091.34e-07220
GO:001631115SkincSCCdephosphorylation134/4864417/187232.65e-031.50e-02134
GO:001631116ThyroidPTCdephosphorylation174/5968417/187231.20e-051.31e-04174
GO:001631117ThyroidATCdephosphorylation179/6293417/187233.88e-053.15e-04179
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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
NT5DC2insertionFrame_Shift_Insnovelc.1580_1581insCTGGCTAACACAGCGGGCATGCAGGTGGCAGTGCTGGp.Pro528TrpfsTer37p.P528Wfs*37Q9H857protein_codingTCGA-EW-A1P4-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
NT5DC2SNVMissense_Mutationrs764872514c.973C>Tp.Arg325Cysp.R325CQ9H857protein_codingdeleterious(0)probably_damaging(0.954)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NT5DC2SNVMissense_Mutationc.307N>Ap.Asp103Asnp.D103NQ9H857protein_codingtolerated(0.08)benign(0.098)TCGA-EK-A3GJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
NT5DC2SNVMissense_Mutationrs748148023c.571N>Ap.Glu191Lysp.E191KQ9H857protein_codingtolerated(0.05)benign(0.124)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
NT5DC2SNVMissense_Mutationnovelc.1531N>Gp.Ser511Glyp.S511GQ9H857protein_codingtolerated(0.07)benign(0.062)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
NT5DC2SNVMissense_Mutationnovelc.857N>Gp.Glu286Glyp.E286GQ9H857protein_codingtolerated(0.05)benign(0.021)TCGA-DM-A1HB-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
NT5DC2SNVMissense_Mutationrs185630005c.1580N>Tp.Thr527Metp.T527MQ9H857protein_codingdeleterious(0.02)possibly_damaging(0.701)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
NT5DC2SNVMissense_Mutationnovelc.1151N>Tp.Glu384Valp.E384VQ9H857protein_codingdeleterious(0)benign(0.425)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
NT5DC2SNVMissense_Mutationc.356C>Tp.Ala119Valp.A119VQ9H857protein_codingdeleterious(0.01)benign(0.216)TCGA-A5-A0VP-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
NT5DC2SNVMissense_Mutationnovelc.969N>Ap.Asp323Glup.D323EQ9H857protein_codingtolerated(0.11)benign(0.168)TCGA-AJ-A23O-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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