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: ZBED2

Gene summary for ZBED2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZBED2

Gene ID

79413

Gene namezinc finger BED-type containing 2
Gene AliasZBED2
Cytomap3q13.13
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

Q9BTP6


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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
79413ZBED2P5T-EHumanEsophagusESCC3.16e-114.34e-010.1327
79413ZBED2P10T-EHumanEsophagusESCC8.19e-041.31e-010.116
79413ZBED2P21T-EHumanEsophagusESCC1.20e-156.77e-010.1617
79413ZBED2P22T-EHumanEsophagusESCC1.21e-164.33e-010.1236
79413ZBED2P31T-EHumanEsophagusESCC1.49e-021.97e-010.1251
79413ZBED2P49T-EHumanEsophagusESCC2.05e-041.19e+000.1768
79413ZBED2P52T-EHumanEsophagusESCC8.98e-042.90e-010.1555
79413ZBED2P74T-EHumanEsophagusESCC7.50e-112.81e-010.1479
79413ZBED2P83T-EHumanEsophagusESCC3.25e-065.15e-010.1738
79413ZBED2P91T-EHumanEsophagusESCC1.78e-101.61e+000.1828
79413ZBED2P107T-EHumanEsophagusESCC1.80e-211.06e+000.171
79413ZBED2P126T-EHumanEsophagusESCC1.20e-022.17e-010.1125
79413ZBED2C04HumanOral cavityOSCC6.48e-179.77e-010.2633
79413ZBED2C21HumanOral cavityOSCC3.92e-157.76e-010.2678
79413ZBED2C30HumanOral cavityOSCC8.33e-199.82e-010.3055
79413ZBED2C06HumanOral cavityOSCC2.27e-021.05e+000.2699
79413ZBED2SYSMH2HumanOral cavityOSCC1.18e-022.09e-010.2326
79413ZBED2SYSMH3HumanOral cavityOSCC8.13e-072.49e-010.2442
79413ZBED2SYSMH5HumanOral cavityOSCC4.80e-041.88e-010.0647
79413ZBED2P1_cSCCHumanSkincSCC7.55e-042.09e-010.0292
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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
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:00435888EsophagusESCCskin development163/8552263/187236.48e-081.14e-06163
GO:000854410EsophagusESCCepidermis development193/8552324/187232.87e-074.19e-06193
GO:000991310EsophagusESCCepidermal cell differentiation122/8552202/187231.69e-051.51e-04122
GO:00456826EsophagusESCCregulation of epidermis development46/855265/187233.65e-052.97e-0446
GO:00302167EsophagusESCCkeratinocyte differentiation86/8552139/187238.53e-056.19e-0486
GO:00456046EsophagusESCCregulation of epidermal cell differentiation41/855258/187231.00e-047.10e-0441
GO:00456167EsophagusESCCregulation of keratinocyte differentiation26/855237/187232.16e-039.62e-0326
GO:00456841EsophagusESCCpositive regulation of epidermis development23/855232/187232.43e-031.06e-0223
GO:00456061EsophagusESCCpositive regulation of epidermal cell differentiation20/855227/187232.61e-031.11e-0220
GO:00456181EsophagusESCCpositive regulation of keratinocyte differentiation14/855219/187231.27e-024.21e-0214
GO:00435887Oral cavityOSCCskin development143/7305263/187232.77e-074.27e-06143
GO:00085449Oral cavityOSCCepidermis development171/7305324/187232.89e-074.43e-06171
GO:00302166Oral cavityOSCCkeratinocyte differentiation81/7305139/187233.16e-063.81e-0581
GO:00099139Oral cavityOSCCepidermal cell differentiation109/7305202/187231.08e-051.14e-04109
GO:00456825Oral cavityOSCCregulation of epidermis development41/730565/187237.29e-055.73e-0441
GO:00456045Oral cavityOSCCregulation of epidermal cell differentiation36/730558/187233.15e-041.96e-0336
GO:00456166Oral cavityOSCCregulation of keratinocyte differentiation23/730537/187233.66e-031.51e-0223
GO:0045684Oral cavityOSCCpositive regulation of epidermis development20/730532/187236.05e-032.28e-0220
GO:0045618Oral cavityOSCCpositive regulation of keratinocyte differentiation13/730519/187239.07e-033.26e-0213
GO:0045606Oral cavityOSCCpositive regulation of epidermal cell differentiation17/730527/187231.01e-023.49e-0217
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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
ZBED2SNVMissense_Mutationc.277G>Tp.Val93Leup.V93LQ9BTP6protein_codingtolerated(0.07)possibly_damaging(0.497)TCGA-E2-A1LA-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
ZBED2SNVMissense_Mutationrs139937578c.361N>Tp.Arg121Cysp.R121CQ9BTP6protein_codingdeleterious(0.03)benign(0)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ZBED2SNVMissense_Mutationc.315N>Ap.Met105Ilep.M105IQ9BTP6protein_codingtolerated(0.21)possibly_damaging(0.61)TCGA-AA-3877-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ZBED2SNVMissense_Mutationnovelc.572T>Cp.Met191Thrp.M191TQ9BTP6protein_codingtolerated(0.18)benign(0.007)TCGA-AA-3950-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ZBED2SNVMissense_Mutationc.16N>Tp.Asp6Tyrp.D6YQ9BTP6protein_codingdeleterious_low_confidence(0)benign(0.424)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ZBED2SNVMissense_Mutationrs138334089c.536G>Ap.Arg179Glnp.R179QQ9BTP6protein_codingtolerated(0.27)benign(0.001)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
ZBED2deletionFrame_Shift_Delc.529delAp.Arg177GlyfsTer15p.R177Gfs*15Q9BTP6protein_codingTCGA-AA-A01I-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ZBED2SNVMissense_Mutationnovelc.34N>Cp.Thr12Prop.T12PQ9BTP6protein_codingdeleterious_low_confidence(0.03)benign(0.029)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
ZBED2SNVMissense_Mutationrs186768110c.382G>Ap.Gly128Argp.G128RQ9BTP6protein_codingtolerated(0.56)benign(0)TCGA-AJ-A3BG-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinPD
ZBED2SNVMissense_Mutationrs376107359c.508N>Tp.Arg170Trpp.R170WQ9BTP6protein_codingtolerated(0.06)benign(0.009)TCGA-AJ-A5DW-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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