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: ZEB1

Gene summary for ZEB1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZEB1

Gene ID

6935

Gene namezinc finger E-box binding homeobox 1
Gene AliasAREB6
Cytomap10p11.22
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

B2RBI8


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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
6935ZEB1NAFLD1HumanLiverNAFLD9.87e-088.87e-01-0.04
6935ZEB1HCC1_MengHumanLiverHCC3.36e-31-1.25e-010.0246
6935ZEB1HCC2_MengHumanLiverHCC8.04e-04-1.90e-010.0107
6935ZEB1cirrhotic2HumanLiverCirrhotic9.53e-05-1.85e-010.0201
6935ZEB1HCC1HumanLiverHCC5.23e-034.56e+000.5336
6935ZEB1HCC2HumanLiverHCC6.96e-042.40e+000.5341
6935ZEB1Pt13.bHumanLiverHCC8.90e-03-2.83e-020.0251
6935ZEB1S014HumanLiverHCC4.40e-114.60e-010.2254
6935ZEB1S015HumanLiverHCC1.52e-095.51e-010.2375
6935ZEB1S016HumanLiverHCC4.25e-063.11e-010.2243
6935ZEB1S028HumanLiverHCC1.09e-042.78e-010.2503
6935ZEB1S029HumanLiverHCC7.89e-043.84e-010.2581
6935ZEB1C43HumanOral cavityOSCC6.29e-04-3.27e-010.1704
6935ZEB1C46HumanOral cavityOSCC9.80e-05-3.45e-010.1673
6935ZEB1C08HumanOral cavityOSCC3.02e-04-3.23e-010.1919
6935ZEB1EOLP-1HumanOral cavityEOLP1.69e-195.60e-01-0.0202
6935ZEB1NEOLP-1HumanOral cavityNEOLP3.65e-196.20e-01-0.0194
6935ZEB1NEOLP-2HumanOral cavityNEOLP2.00e-195.61e-01-0.0196
6935ZEB1NEOLP-3HumanOral cavityNEOLP5.40e-256.53e-01-0.0191
6935ZEB1SYSMH1HumanOral cavityOSCC1.05e-04-3.30e-010.1127
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:00031586LiverCirrhoticendothelium development49/4634136/187232.14e-031.32e-0249
GO:00454465LiverCirrhoticendothelial cell differentiation43/4634118/187233.03e-031.72e-0243
GO:000315816Oral cavityOSCCendothelium development71/7305136/187231.18e-035.99e-0371
GO:00454469Oral cavityOSCCendothelial cell differentiation61/7305118/187233.40e-031.44e-0261
GO:000315817Oral cavityEOLPendothelium development28/2218136/187232.37e-031.45e-0228
GO:004544615Oral cavityEOLPendothelial cell differentiation25/2218118/187232.63e-031.59e-0225
GO:000315823Oral cavityNEOLPendothelium development33/2005136/187234.94e-061.04e-0433
GO:00308566Oral cavityNEOLPregulation of epithelial cell differentiation33/2005154/187237.47e-059.67e-0433
GO:004544622Oral cavityNEOLPendothelial cell differentiation27/2005118/187231.03e-041.24e-0327
GO:0003158111ThyroidPTCendothelium development62/5968136/187235.45e-043.48e-0362
GO:004544619ThyroidPTCendothelial cell differentiation55/5968118/187235.64e-043.59e-0355
GO:000315825ThyroidATCendothelium development66/6293136/187232.16e-041.42e-0366
GO:004544623ThyroidATCendothelial cell differentiation56/6293118/187231.23e-036.44e-0356
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0521524Oral cavityEOLPProstate cancer31/121897/84657.90e-064.73e-052.79e-0531
hsa0521534Oral cavityEOLPProstate cancer31/121897/84657.90e-064.73e-052.79e-0531
hsa0521542Oral cavityNEOLPProstate cancer28/111297/84653.15e-052.57e-041.62e-0428
hsa0521552Oral cavityNEOLPProstate cancer28/111297/84653.15e-052.57e-041.62e-0428
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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
ZEB1CD8TCMEsophagusADJASTE1,CRYZ,ATP8B3, etc.1.78e-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.
ZEB1TFHEsophagusADJASTE1,CRYZ,ATP8B3, etc.2.56e-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.
ZEB1CD8TEXPEsophagusESCCASTE1,CRYZ,ATP8B3, etc.7.63e-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.
ZEB1CD8TCMEsophagusESCCASTE1,CRYZ,ATP8B3, etc.1.65e-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.
ZEB1TFHLiverHCCCLIC3,DPM1,TMEM63B, etc.1.36e-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.
ZEB1CD4TNLiverHealthyCLIC3,DPM1,TMEM63B, etc.2.10e-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.
ZEB1CD8TEXINTLungADJCAMK4,LINC02694,CASK, etc.1.34e-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.
ZEB1TREGLungADJCAMK4,LINC02694,CASK, etc.8.61e-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.
ZEB1CD8TEXPLungADJCAMK4,LINC02694,CASK, etc.1.46e-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.
ZEB1CD4TNLungADJCAMK4,LINC02694,CASK, etc.1.72e-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
ZEB1SNVMissense_Mutationc.3185N>Ap.Gly1062Glup.G1062EP37275protein_codingtolerated_low_confidence(0.88)benign(0)TCGA-A8-A06Q-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
ZEB1SNVMissense_Mutationc.3005N>Tp.Ala1002Valp.A1002VP37275protein_codingtolerated(0.22)benign(0.001)TCGA-AN-A0FD-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZEB1SNVMissense_Mutationnovelc.2078N>Ap.Gly693Glup.G693EP37275protein_codingtolerated(0.45)possibly_damaging(0.722)TCGA-AN-A0FT-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ZEB1SNVMissense_Mutationc.2858N>Ap.Arg953Glnp.R953QP37275protein_codingdeleterious(0)possibly_damaging(0.673)TCGA-AR-A0TZ-01Breastbreast invasive carcinomaFemale<65III/IVUnspecificDoxorubicinPD
ZEB1SNVMissense_Mutationc.2024C>Ap.Thr675Lysp.T675KP37275protein_codingtolerated(0.3)benign(0)TCGA-B6-A0I6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
ZEB1SNVMissense_Mutationc.3173A>Gp.Glu1058Glyp.E1058GP37275protein_codingtolerated_low_confidence(0.68)benign(0)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZEB1SNVMissense_Mutationc.533N>Cp.Arg178Thrp.R178TP37275protein_codingdeleterious(0)probably_damaging(0.994)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
ZEB1SNVMissense_Mutationrs771873166c.1337A>Gp.Asn446Serp.N446SP37275protein_codingtolerated(0.78)benign(0)TCGA-D8-A1XZ-01Breastbreast invasive carcinomaFemale>=65III/IVHormone Therapytamoxiphen+anastrozolumSD
ZEB1SNVMissense_Mutationnovelc.2530T>Cp.Tyr844Hisp.Y844HP37275protein_codingdeleterious(0.01)probably_damaging(0.994)TCGA-UU-A93S-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
ZEB1insertionIn_Frame_Insnovelc.956_957insCCTAACCTCCATAGATAAATTAGTGATp.Ala319_Ser320insLeuThrSerIleAspLysLeuValIlep.A319_S320insLTSIDKLVIP37275protein_codingTCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
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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
6935ZEB1TRANSCRIPTION FACTOR, DRUG RESISTANCEDOXORUBICINDOXORUBICIN24013721
6935ZEB1TRANSCRIPTION FACTOR, DRUG RESISTANCEOXALIPLATINOXALIPLATIN29151941
6935ZEB1TRANSCRIPTION FACTOR, DRUG RESISTANCESALINOMYCINSALINOMYCIN24013721
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