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:004440320Oral cavityOSCCbiological process involved in symbiotic interaction173/7305290/187236.80e-133.19e-11173
GO:001908010Oral cavityOSCCviral gene expression69/730594/187231.26e-114.44e-1069
GO:000155816Oral cavityOSCCregulation of cell growth228/7305414/187231.74e-116.09e-10228
GO:005170120Oral cavityOSCCbiological process involved in interaction with host125/7305203/187235.60e-111.74e-09125
GO:005212620Oral cavityOSCCmovement in host environment106/7305175/187235.84e-091.26e-07106
GO:00518176Oral cavityOSCCmodulation of process of other organism involved in symbiotic interaction54/730581/187234.22e-076.25e-0654
GO:00190833Oral cavityOSCCviral transcription36/730550/187232.26e-062.87e-0536
GO:004440920Oral cavityOSCCentry into host86/7305151/187235.74e-066.37e-0586
GO:00358218Oral cavityOSCCmodulation of process of other organism64/7305106/187236.70e-067.36e-0564
GO:00303079Oral cavityOSCCpositive regulation of cell growth92/7305166/187231.27e-051.29e-0492
GO:00518517Oral cavityOSCCmodulation by host of symbiont process40/730560/187231.32e-051.33e-0440
GO:004671820Oral cavityOSCCviral entry into host cell81/7305144/187231.98e-051.89e-0481
GO:00517029Oral cavityOSCCbiological process involved in interaction with symbiont54/730594/187232.20e-041.44e-0354
GO:00439223Oral cavityOSCCnegative regulation by host of viral transcription12/730514/187234.62e-042.76e-0312
GO:004592710Oral cavityOSCCpositive regulation of growth125/7305259/187231.44e-036.97e-03125
GO:00439232Oral cavityOSCCpositive regulation by host of viral transcription12/730516/187233.83e-031.57e-0212
GO:0016032110Oral cavityLPviral process211/4623415/187234.06e-313.18e-28211
GO:0019058110Oral cavityLPviral life cycle161/4623317/187235.99e-242.21e-21161
GO:0051701110Oral cavityLPbiological process involved in interaction with host100/4623203/187232.72e-143.10e-12100
GO:0044403110Oral cavityLPbiological process involved in symbiotic interaction130/4623290/187234.23e-144.64e-12130
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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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