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: DGUOK

Gene summary for DGUOK

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DGUOK

Gene ID

1716

Gene namedeoxyguanosine kinase
Gene AliasMTDPS3
Cytomap2p13.1
Gene Typeprotein-coding
GO ID

GO:0006091

UniProtAcc

Q16854


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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
1716DGUOKAEH-subject1HumanEndometriumAEH2.33e-13-3.34e-01-0.3059
1716DGUOKAEH-subject2HumanEndometriumAEH1.99e-10-2.91e-01-0.2525
1716DGUOKAEH-subject3HumanEndometriumAEH1.90e-12-3.24e-01-0.2576
1716DGUOKAEH-subject4HumanEndometriumAEH1.72e-13-4.23e-01-0.2657
1716DGUOKAEH-subject5HumanEndometriumAEH2.46e-02-2.26e-01-0.2953
1716DGUOKEEC-subject1HumanEndometriumEEC4.37e-13-3.24e-01-0.2682
1716DGUOKEEC-subject2HumanEndometriumEEC3.38e-21-3.91e-01-0.2607
1716DGUOKEEC-subject3HumanEndometriumEEC1.66e-38-4.44e-01-0.2525
1716DGUOKEEC-subject4HumanEndometriumEEC7.56e-08-2.28e-01-0.2571
1716DGUOKEEC-subject5HumanEndometriumEEC7.12e-08-2.69e-01-0.249
1716DGUOKGSM5276934HumanEndometriumEEC1.90e-03-1.29e-01-0.0913
1716DGUOKGSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC4.95e-29-2.20e-01-0.1869
1716DGUOKGSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC8.42e-35-2.42e-01-0.1875
1716DGUOKGSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC2.37e-37-1.25e-01-0.1883
1716DGUOKGSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC1.47e-27-1.86e-01-0.1934
1716DGUOKGSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC1.82e-51-2.79e-01-0.1917
1716DGUOKGSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC1.33e-45-3.46e-01-0.1916
1716DGUOKGSM6177623_NYU_UCEC3_VisHumanEndometriumEEC1.17e-09-1.60e-01-0.1269
1716DGUOKLZE2THumanEsophagusESCC1.20e-041.33e+000.082
1716DGUOKLZE4THumanEsophagusESCC1.51e-251.08e+000.0811
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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:004603416EndometriumAEHATP metabolic process106/2100277/187234.13e-321.24e-28106
GO:000611915EndometriumAEHoxidative phosphorylation70/2100141/187236.41e-301.28e-2670
GO:000906010EndometriumAEHaerobic respiration75/2100189/187233.22e-244.82e-2175
GO:004277310EndometriumAEHATP synthesis coupled electron transport48/210095/187232.33e-212.33e-1848
GO:004277510EndometriumAEHmitochondrial ATP synthesis coupled electron transport48/210095/187232.33e-212.33e-1848
GO:004533310EndometriumAEHcellular respiration79/2100230/187238.38e-217.18e-1879
GO:002290410EndometriumAEHrespiratory electron transport chain51/2100114/187231.28e-198.54e-1751
GO:001598010EndometriumAEHenergy derivation by oxidation of organic compounds93/2100318/187238.51e-195.10e-1693
GO:000609110EndometriumAEHgeneration of precursor metabolites and energy121/2100490/187231.65e-178.23e-15121
GO:002290010EndometriumAEHelectron transport chain60/2100175/187234.37e-161.75e-1360
GO:00091459EndometriumAEHpurine nucleoside triphosphate biosynthetic process30/210069/187239.97e-121.53e-0930
GO:00092069EndometriumAEHpurine ribonucleoside triphosphate biosynthetic process29/210068/187233.93e-115.23e-0929
GO:000914410EndometriumAEHpurine nucleoside triphosphate metabolic process33/210088/187231.16e-101.34e-0833
GO:00092059EndometriumAEHpurine ribonucleoside triphosphate metabolic process31/210082/187233.34e-103.58e-0831
GO:00092019EndometriumAEHribonucleoside triphosphate biosynthetic process29/210074/187234.54e-104.39e-0829
GO:00067549EndometriumAEHATP biosynthetic process24/210057/187232.58e-091.98e-0724
GO:00091999EndometriumAEHribonucleoside triphosphate metabolic process31/210089/187233.47e-092.51e-0731
GO:00091429EndometriumAEHnucleoside triphosphate biosynthetic process30/210085/187234.34e-093.10e-0730
GO:000914110EndometriumAEHnucleoside triphosphate metabolic process35/2100112/187239.17e-096.25e-0735
GO:000915016EndometriumAEHpurine ribonucleotide metabolic process68/2100368/187232.26e-054.35e-0468
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa012325EsophagusESCCNucleotide metabolism59/420585/84651.67e-046.58e-043.37e-0459
hsa0123212EsophagusESCCNucleotide metabolism59/420585/84651.67e-046.58e-043.37e-0459
hsa01232LiverCirrhoticNucleotide metabolism39/253085/84651.27e-036.73e-034.15e-0339
hsa012321LiverCirrhoticNucleotide metabolism39/253085/84651.27e-036.73e-034.15e-0339
hsa012322LiverHCCNucleotide metabolism59/402085/84653.30e-051.88e-041.04e-0459
hsa012323LiverHCCNucleotide metabolism59/402085/84653.30e-051.88e-041.04e-0459
hsa012324Oral cavityOSCCNucleotide metabolism54/370485/84651.78e-045.95e-043.03e-0454
hsa0123211Oral cavityOSCCNucleotide metabolism54/370485/84651.78e-045.95e-043.03e-0454
hsa0123221Oral cavityLPNucleotide metabolism42/241885/84653.62e-052.36e-041.52e-0442
hsa0123231Oral cavityLPNucleotide metabolism42/241885/84653.62e-052.36e-041.52e-0442
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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
DGUOKSNVMissense_Mutationc.469N>Cp.Glu157Glnp.E157QQ16854protein_codingdeleterious(0)probably_damaging(0.981)TCGA-AR-A24H-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
DGUOKSNVMissense_Mutationc.603N>Cp.Lys201Asnp.K201NQ16854protein_codingtolerated(0.47)benign(0.4)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DGUOKSNVMissense_Mutationc.521N>Gp.Ser174Cysp.S174CQ16854protein_codingdeleterious(0)possibly_damaging(0.843)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
DGUOKSNVMissense_Mutationc.481N>Gp.Leu161Valp.L161VQ16854protein_codingdeleterious(0.02)benign(0.324)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
DGUOKSNVMissense_Mutationrs779549324c.548N>Ap.Arg183Glnp.R183QQ16854protein_codingtolerated(0.29)benign(0.012)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
DGUOKSNVMissense_Mutationc.353G>Ap.Arg118Hisp.R118HQ16854protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
DGUOKSNVMissense_Mutationc.356T>Ap.Leu119Glnp.L119QQ16854protein_codingdeleterious(0)probably_damaging(0.991)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
DGUOKSNVMissense_Mutationrs769603983c.825N>Tp.Lys275Asnp.K275NQ16854protein_codingtolerated(0.29)benign(0.053)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
DGUOKSNVMissense_Mutationnovelc.640N>Cp.Ile214Leup.I214LQ16854protein_codingtolerated(0.09)benign(0.017)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
DGUOKSNVMissense_Mutationnovelc.310N>Tp.Ala104Serp.A104SQ16854protein_codingtolerated(0.41)benign(0.003)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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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