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: ZBED1

Gene summary for ZBED1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZBED1

Gene ID

9189

Gene namezinc finger BED-type containing 1
Gene AliasALTE
CytomapX
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

A0A024RBU4


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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
9189ZBED1HTA11_3410_2000001011HumanColorectumAD8.26e-152.83e-010.0155
9189ZBED1HTA11_2487_2000001011HumanColorectumSER1.03e-092.50e-01-0.1808
9189ZBED1HTA11_2951_2000001011HumanColorectumAD3.40e-032.80e-010.0216
9189ZBED1HTA11_1938_2000001011HumanColorectumAD1.39e-174.61e-01-0.0811
9189ZBED1HTA11_78_2000001011HumanColorectumAD7.85e-133.45e-01-0.1088
9189ZBED1HTA11_347_2000001011HumanColorectumAD2.04e-254.86e-01-0.1954
9189ZBED1HTA11_411_2000001011HumanColorectumSER2.78e-054.38e-01-0.2602
9189ZBED1HTA11_2112_2000001011HumanColorectumSER1.90e-022.12e-01-0.2196
9189ZBED1HTA11_3361_2000001011HumanColorectumAD3.26e-092.67e-01-0.1207
9189ZBED1HTA11_83_2000001011HumanColorectumSER1.46e-113.47e-01-0.1526
9189ZBED1HTA11_696_2000001011HumanColorectumAD1.23e-234.61e-01-0.1464
9189ZBED1HTA11_866_2000001011HumanColorectumAD2.46e-163.12e-01-0.1001
9189ZBED1HTA11_1391_2000001011HumanColorectumAD2.01e-205.14e-01-0.059
9189ZBED1HTA11_2992_2000001011HumanColorectumSER1.94e-064.01e-01-0.1706
9189ZBED1HTA11_5212_2000001011HumanColorectumAD1.91e-115.50e-01-0.2061
9189ZBED1HTA11_5216_2000001011HumanColorectumSER3.34e-043.08e-01-0.1462
9189ZBED1HTA11_546_2000001011HumanColorectumAD6.66e-124.28e-01-0.0842
9189ZBED1HTA11_7862_2000001011HumanColorectumAD7.36e-062.88e-01-0.0179
9189ZBED1HTA11_866_3004761011HumanColorectumAD3.09e-244.54e-010.096
9189ZBED1HTA11_4255_2000001011HumanColorectumSER3.03e-063.36e-010.0446
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal 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
∗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:0016032ColorectumADviral process168/3918415/187234.67e-203.66e-17168
GO:0019058ColorectumADviral life cycle119/3918317/187236.18e-128.23e-10119
GO:0044403ColorectumADbiological process involved in symbiotic interaction99/3918290/187231.02e-074.93e-0699
GO:0019079ColorectumADviral genome replication51/3918131/187231.83e-065.51e-0551
GO:0035821ColorectumADmodulation of process of other organism34/3918106/187234.73e-033.22e-0234
GO:00160321ColorectumSERviral process118/2897415/187238.36e-121.65e-09118
GO:00190581ColorectumSERviral life cycle87/2897317/187232.82e-081.94e-0687
GO:00444031ColorectumSERbiological process involved in symbiotic interaction72/2897290/187232.08e-056.02e-0472
GO:00190791ColorectumSERviral genome replication37/2897131/187231.36e-042.72e-0337
GO:00160322ColorectumMSSviral process157/3467415/187237.94e-216.19e-18157
GO:00190582ColorectumMSSviral life cycle111/3467317/187231.65e-122.95e-10111
GO:00444032ColorectumMSSbiological process involved in symbiotic interaction93/3467290/187231.72e-089.85e-0793
GO:00190792ColorectumMSSviral genome replication49/3467131/187232.73e-071.11e-0549
GO:00358211ColorectumMSSmodulation of process of other organism33/3467106/187231.18e-031.14e-0233
GO:00160323ColorectumMSI-Hviral process74/1319415/187238.87e-142.05e-1174
GO:00190583ColorectumMSI-Hviral life cycle53/1319317/187233.27e-094.32e-0753
GO:00190793ColorectumMSI-Hviral genome replication29/1319131/187232.57e-082.80e-0629
GO:00444033ColorectumMSI-Hbiological process involved in symbiotic interaction41/1319290/187231.53e-056.62e-0441
GO:0016032111EsophagusESCCviral process301/8552415/187233.34e-291.32e-26301
GO:0019058111EsophagusESCCviral life cycle226/8552317/187231.17e-201.76e-18226
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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
ZBED1INMONBreastADJAL365361.1,PTK2,MLH1, etc.5.85e-02The 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.
ZBED1HSCLiverCirrhoticRARRES2,PLAU,PCDH18, etc.4.18e-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.
ZBED1HSCLiverHCCRARRES2,PLAU,PCDH18, etc.1.76e-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.
ZBED1CD4TNStomachADJKRT86,ARL4D,IFI6, etc.1.10e-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.
ZBED1MONStomachADJKRT86,ARL4D,IFI6, etc.8.67e-03The 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.
ZBED1MONStomachGCKRT86,ARL4D,IFI6, etc.2.12e-02The 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.
ZBED1MONStomachSIMKRT86,ARL4D,IFI6, etc.2.36e-02The 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
ZBED1SNVMissense_Mutationnovelc.1780C>Ap.Arg594Serp.R594SO96006protein_codingdeleterious(0.03)benign(0.225)TCGA-A7-A0DB-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
ZBED1SNVMissense_Mutationnovelc.170N>Tp.Ser57Phep.S57FO96006protein_codingdeleterious(0)probably_damaging(0.998)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ZBED1SNVMissense_Mutationnovelc.4N>Ap.Glu2Lysp.E2KO96006protein_codingdeleterious_low_confidence(0.01)benign(0.097)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ZBED1SNVMissense_Mutationc.425N>Tp.Ser142Phep.S142FO96006protein_codingdeleterious(0.01)probably_damaging(0.979)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ZBED1SNVMissense_Mutationc.1044N>Gp.Ser348Argp.S348RO96006protein_codingdeleterious(0)possibly_damaging(0.636)TCGA-A6-A566-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyoxaliplatinPD
ZBED1SNVMissense_Mutationc.685N>Tp.Gly229Cysp.G229CO96006protein_codingtolerated(0.06)benign(0.122)TCGA-AA-3819-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
ZBED1SNVMissense_Mutationrs781624072c.2041G>Ap.Val681Ilep.V681IO96006protein_codingtolerated_low_confidence(0.62)benign(0)TCGA-AA-3845-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
ZBED1SNVMissense_Mutationc.1166N>Ap.Ser389Asnp.S389NO96006protein_codingtolerated(0.07)benign(0.003)TCGA-AA-A01R-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapy5-fluorouracilPD
ZBED1SNVMissense_Mutationrs764808495c.643N>Ap.Ala215Thrp.A215TO96006protein_codingtolerated(0.08)benign(0.019)TCGA-AA-A02R-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
ZBED1SNVMissense_Mutationc.154N>Ap.Ala52Thrp.A52TO96006protein_codingtolerated(0.26)possibly_damaging(0.584)TCGA-AZ-6598-01Colorectumcolon 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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