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: ZNF639

Gene summary for ZNF639

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZNF639

Gene ID

51193

Gene namezinc finger protein 639
Gene AliasANC-2H01
Cytomap3q26.33
Gene Typeprotein-coding
GO ID

GO:0001558

UniProtAcc

Q9UID6


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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
51193ZNF639LZE4THumanEsophagusESCC4.12e-051.91e-010.0811
51193ZNF639LZE24THumanEsophagusESCC1.75e-093.21e-010.0596
51193ZNF639P1T-EHumanEsophagusESCC2.25e-063.61e-010.0875
51193ZNF639P2T-EHumanEsophagusESCC9.35e-491.01e+000.1177
51193ZNF639P4T-EHumanEsophagusESCC1.42e-348.92e-010.1323
51193ZNF639P5T-EHumanEsophagusESCC5.67e-357.75e-010.1327
51193ZNF639P8T-EHumanEsophagusESCC4.67e-263.74e-010.0889
51193ZNF639P9T-EHumanEsophagusESCC5.87e-113.32e-010.1131
51193ZNF639P10T-EHumanEsophagusESCC6.30e-304.66e-010.116
51193ZNF639P11T-EHumanEsophagusESCC6.82e-084.32e-010.1426
51193ZNF639P12T-EHumanEsophagusESCC1.93e-234.97e-010.1122
51193ZNF639P15T-EHumanEsophagusESCC1.03e-194.91e-010.1149
51193ZNF639P16T-EHumanEsophagusESCC2.66e-253.36e-010.1153
51193ZNF639P20T-EHumanEsophagusESCC1.81e-102.21e-010.1124
51193ZNF639P21T-EHumanEsophagusESCC2.99e-152.71e-010.1617
51193ZNF639P22T-EHumanEsophagusESCC1.45e-173.88e-010.1236
51193ZNF639P23T-EHumanEsophagusESCC5.20e-185.97e-010.108
51193ZNF639P24T-EHumanEsophagusESCC1.87e-161.87e-010.1287
51193ZNF639P26T-EHumanEsophagusESCC1.63e-781.39e+000.1276
51193ZNF639P27T-EHumanEsophagusESCC5.78e-276.30e-010.1055
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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
∗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:0016032111EsophagusESCCviral process301/8552415/187233.34e-291.32e-26301
GO:0019058111EsophagusESCCviral life cycle226/8552317/187231.17e-201.76e-18226
GO:001908017EsophagusESCCviral gene expression80/855294/187232.04e-151.28e-1380
GO:0016049110EsophagusESCCcell growth289/8552482/187231.29e-103.77e-09289
GO:0044403111EsophagusESCCbiological process involved in symbiotic interaction186/8552290/187231.43e-104.16e-09186
GO:0051701111EsophagusESCCbiological process involved in interaction with host135/8552203/187231.49e-093.49e-08135
GO:000155819EsophagusESCCregulation of cell growth248/8552414/187232.97e-096.45e-08248
GO:0052126111EsophagusESCCmovement in host environment117/8552175/187231.14e-082.26e-07117
GO:001908312EsophagusESCCviral transcription41/855250/187231.35e-072.17e-0641
GO:0044409111EsophagusESCCentry into host96/8552151/187236.73e-066.84e-0596
GO:005185115EsophagusESCCmodulation by host of symbiont process43/855260/187234.00e-053.22e-0443
GO:004671827EsophagusESCCviral entry into host cell89/8552144/187236.84e-055.18e-0489
GO:003030710EsophagusESCCpositive regulation of cell growth100/8552166/187231.07e-047.55e-04100
GO:005181714EsophagusESCCmodulation of process of other organism involved in symbiotic interaction54/855281/187231.09e-047.64e-0454
GO:00439233EsophagusESCCpositive regulation by host of viral transcription14/855216/187236.78e-043.56e-0314
GO:003582114EsophagusESCCmodulation of process of other organism64/8552106/187231.61e-037.50e-0364
GO:005170214EsophagusESCCbiological process involved in interaction with symbiont57/855294/187232.46e-031.07e-0257
GO:00439224EsophagusESCCnegative regulation by host of viral transcription12/855214/187232.51e-031.08e-0212
GO:004592717EsophagusESCCpositive regulation of growth137/8552259/187231.13e-023.80e-02137
GO:001603222LiverHCCviral process286/7958415/187234.41e-281.86e-25286
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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
ZNF639BASBreastDCISCCK,FAM84B,ZNF668, etc.1.17e-01The 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.
ZNF639PERILungAAHCOPS4,PTPRD,HIST1H2BJ, etc.2.38e-01The 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.
∗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
ZNF639SNVMissense_Mutationc.879N>Tp.Gln293Hisp.Q293HQ9UID6protein_codingdeleterious(0.01)probably_damaging(0.992)TCGA-A8-A08T-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
ZNF639SNVMissense_Mutationnovelc.894N>Gp.Phe298Leup.F298LQ9UID6protein_codingdeleterious(0.03)probably_damaging(0.973)TCGA-OL-A5RW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
ZNF639SNVMissense_Mutationc.445G>Ap.Glu149Lysp.E149KQ9UID6protein_codingtolerated(0.05)probably_damaging(0.971)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
ZNF639SNVMissense_Mutationc.407A>Gp.Glu136Glyp.E136GQ9UID6protein_codingdeleterious(0)probably_damaging(0.979)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
ZNF639SNVMissense_Mutationnovelc.475N>Ap.Ser159Thrp.S159TQ9UID6protein_codingtolerated(0.35)probably_damaging(0.931)TCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
ZNF639SNVMissense_Mutationrs767153760c.1144N>Tp.Arg382Trpp.R382WQ9UID6protein_codingdeleterious(0.03)possibly_damaging(0.825)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
ZNF639SNVMissense_Mutationc.47N>Tp.Ser16Phep.S16FQ9UID6protein_codingdeleterious_low_confidence(0)benign(0.003)TCGA-CM-4747-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyfluorouracilSD
ZNF639SNVMissense_Mutationc.1243A>Gp.Met415Valp.M415VQ9UID6protein_codingtolerated(0.12)possibly_damaging(0.678)TCGA-DM-A285-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
ZNF639SNVMissense_Mutationc.1246N>Ap.Leu416Ilep.L416IQ9UID6protein_codingtolerated(0.41)probably_damaging(0.952)TCGA-G4-6304-01Colorectumcolon adenocarcinomaFemale>=65I/IIChemotherapyfluorouracilPD
ZNF639insertionIn_Frame_Insnovelc.158_159insCAAGTACAGp.Phe53_Asp54insLysTyrSerp.F53_D54insKYSQ9UID6protein_codingTCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<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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