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: ZBED6

Gene summary for ZBED6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZBED6

Gene ID

100381270

Gene namezinc finger BED-type containing 6
Gene AliasMGR
Cytomap1q32.1
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

P86452


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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
100381270ZBED6C04HumanOral cavityOSCC7.26e-095.46e-010.2633
100381270ZBED6C21HumanOral cavityOSCC7.21e-216.05e-010.2678
100381270ZBED6C30HumanOral cavityOSCC7.06e-064.02e-010.3055
100381270ZBED6C43HumanOral cavityOSCC1.43e-021.65e-010.1704
100381270ZBED6C46HumanOral cavityOSCC1.08e-092.81e-010.1673
100381270ZBED6C08HumanOral cavityOSCC1.43e-042.50e-010.1919
100381270ZBED6LN46HumanOral cavityOSCC7.99e-041.86e-010.1666
100381270ZBED6SYSMH1HumanOral cavityOSCC3.71e-204.90e-010.1127
100381270ZBED6SYSMH2HumanOral cavityOSCC5.29e-165.09e-010.2326
100381270ZBED6SYSMH3HumanOral cavityOSCC1.18e-144.25e-010.2442
100381270ZBED6SYSMH4HumanOral cavityOSCC2.24e-021.76e-010.1226
100381270ZBED6SYSMH5HumanOral cavityOSCC2.86e-093.03e-010.0647
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:000170116Oral cavityOSCCin utero embryonic development207/7305367/187237.92e-122.95e-10207
GO:00457879Oral cavityOSCCpositive regulation of cell cycle173/7305313/187233.28e-097.44e-08173
GO:00018243Oral cavityOSCCblastocyst development66/7305106/187231.04e-061.40e-0566
GO:000974320Oral cavityOSCCresponse to carbohydrate128/7305253/187231.11e-048.16e-04128
GO:003428420Oral cavityOSCCresponse to monosaccharide114/7305225/187232.37e-041.54e-03114
GO:007133316Oral cavityOSCCcellular response to glucose stimulus79/7305151/187235.97e-043.39e-0379
GO:000974619Oral cavityOSCCresponse to hexose109/7305219/187237.41e-044.05e-03109
GO:000167816Oral cavityOSCCcellular glucose homeostasis88/7305172/187237.74e-044.22e-0388
GO:007133116Oral cavityOSCCcellular response to hexose stimulus79/7305153/187239.92e-045.17e-0379
GO:000930610Oral cavityOSCCprotein secretion169/7305359/187231.04e-035.34e-03169
GO:000974917Oral cavityOSCCresponse to glucose105/7305212/187231.13e-035.78e-03105
GO:004259316Oral cavityOSCCglucose homeostasis125/7305258/187231.21e-036.08e-03125
GO:003559210Oral cavityOSCCestablishment of protein localization to extracellular region169/7305360/187231.21e-036.08e-03169
GO:007132616Oral cavityOSCCcellular response to monosaccharide stimulus79/7305154/187231.27e-036.33e-0379
GO:00716929Oral cavityOSCCprotein localization to extracellular region172/7305368/187231.40e-036.79e-03172
GO:003350016Oral cavityOSCCcarbohydrate homeostasis125/7305259/187231.44e-036.97e-03125
GO:00611788Oral cavityOSCCregulation of insulin secretion involved in cellular response to glucose stimulus37/730564/187231.76e-038.31e-0337
GO:007132217Oral cavityOSCCcellular response to carbohydrate stimulus82/7305163/187232.14e-039.81e-0382
GO:00507089Oral cavityOSCCregulation of protein secretion126/7305268/187234.41e-031.79e-02126
GO:00357736Oral cavityOSCCinsulin secretion involved in cellular response to glucose stimulus40/730573/187234.45e-031.79e-0240
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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
ZBED6SNVMissense_Mutationnovelc.138N>Cp.Lys46Asnp.K46NP86452protein_codingdeleterious_low_confidence(0.01)probably_damaging(0.952)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
ZBED6SNVMissense_Mutationnovelc.1157C>Tp.Ala386Valp.A386VP86452protein_codingtolerated(0.4)benign(0)TCGA-E2-A570-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyanastrozoleSD
ZBED6SNVMissense_Mutationnovelc.47G>Ap.Gly16Aspp.G16DP86452protein_codingtolerated_low_confidence(0.22)benign(0)TCGA-PL-A8LV-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
ZBED6SNVMissense_Mutationc.2654N>Cp.Leu885Serp.L885SP86452protein_codingdeleterious(0)probably_damaging(0.962)TCGA-C5-A3HL-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
ZBED6SNVMissense_Mutationc.1136N>Gp.Ser379Cysp.S379CP86452protein_codingtolerated(0.06)benign(0)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ZBED6SNVMissense_Mutationnovelc.1419N>Cp.Glu473Aspp.E473DP86452protein_codingdeleterious(0.04)possibly_damaging(0.903)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ZBED6SNVMissense_Mutationnovelc.368N>Cp.Ile123Thrp.I123TP86452protein_codingdeleterious(0.01)possibly_damaging(0.846)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
ZBED6SNVMissense_Mutationnovelc.710N>Ap.Ser237Tyrp.S237YP86452protein_codingdeleterious_low_confidence(0)probably_damaging(0.963)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
ZBED6SNVMissense_Mutationnovelc.472N>Ap.Val158Ilep.V158IP86452protein_codingdeleterious(0)probably_damaging(0.938)TCGA-AX-A1C5-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnspecificCarboplatinSD
ZBED6SNVMissense_Mutationrs749876751c.2534G>Ap.Ser845Asnp.S845NP86452protein_codingtolerated(0.18)benign(0.014)TCGA-AX-A3FX-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinPD
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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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