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: ZEB2

Gene summary for ZEB2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZEB2

Gene ID

9839

Gene namezinc finger E-box binding homeobox 2
Gene AliasHSPC082
Cytomap2q22.3
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

O60315


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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
9839ZEB2CA_HPV_1HumanCervixCC5.83e-034.03e-010.0264
9839ZEB2CA_HPV_3HumanCervixCC1.79e-02-2.73e-010.0414
9839ZEB2CCII_1HumanCervixCC3.70e-08-5.55e-010.3249
9839ZEB2TumorHumanCervixCC4.80e-29-5.86e-010.1241
9839ZEB2sample1HumanCervixCC1.94e-04-5.13e-010.0959
9839ZEB2sample3HumanCervixCC1.30e-30-5.80e-010.1387
9839ZEB2H2HumanCervixHSIL_HPV1.04e-26-5.74e-010.0632
9839ZEB2L1HumanCervixCC4.25e-07-4.50e-010.0802
9839ZEB2T1HumanCervixCC4.44e-06-4.24e-010.0918
9839ZEB2T2HumanCervixCC7.15e-03-5.43e-010.0709
9839ZEB2T3HumanCervixCC1.35e-26-5.87e-010.1389
9839ZEB2P9T-EHumanEsophagusESCC3.82e-032.68e-010.1131
9839ZEB2P11T-EHumanEsophagusESCC6.43e-128.34e-010.1426
9839ZEB2P12T-EHumanEsophagusESCC5.09e-061.60e-010.1122
9839ZEB2P19T-EHumanEsophagusESCC1.72e-091.14e+000.1662
9839ZEB2P24T-EHumanEsophagusESCC2.35e-033.29e-010.1287
9839ZEB2P32T-EHumanEsophagusESCC6.42e-164.96e-010.1666
9839ZEB2P37T-EHumanEsophagusESCC2.57e-042.11e-010.1371
9839ZEB2P44T-EHumanEsophagusESCC1.36e-043.25e-010.1096
9839ZEB2P49T-EHumanEsophagusESCC3.17e-024.22e-010.1768
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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:009013210CervixCCepithelium migration90/2311360/187232.45e-116.11e-0990
GO:00016679CervixCCameboidal-type cell migration110/2311475/187232.66e-116.36e-09110
GO:001063110CervixCCepithelial cell migration89/2311357/187233.72e-118.54e-0989
GO:009013010CervixCCtissue migration90/2311365/187235.42e-111.05e-0890
GO:00160557CervixCCWnt signaling pathway98/2311444/187234.82e-094.65e-0798
GO:01987387CervixCCcell-cell signaling by wnt98/2311446/187236.16e-095.58e-0798
GO:00301117CervixCCregulation of Wnt signaling pathway76/2311328/187233.05e-082.08e-0676
GO:00608287CervixCCregulation of canonical Wnt signaling pathway58/2311253/187231.83e-065.89e-0558
GO:00600707CervixCCcanonical Wnt signaling pathway66/2311303/187232.47e-067.35e-0566
GO:00071786CervixCCtransmembrane receptor protein serine/threonine kinase signaling pathway67/2311355/187232.39e-042.67e-0367
GO:00715595CervixCCresponse to transforming growth factor beta50/2311256/187236.31e-045.91e-0350
GO:00715605CervixCCcellular response to transforming growth factor beta stimulus49/2311250/187236.55e-046.05e-0349
GO:00301776CervixCCpositive regulation of Wnt signaling pathway31/2311140/187238.01e-047.02e-0331
GO:00160506CervixCCvesicle organization54/2311300/187232.71e-031.85e-0254
GO:00071795CervixCCtransforming growth factor beta receptor signaling pathway38/2311198/187233.62e-032.31e-0238
GO:00902636CervixCCpositive regulation of canonical Wnt signaling pathway22/2311106/187239.52e-034.72e-0222
GO:001063113CervixHSIL_HPVepithelial cell migration33/737357/187235.28e-062.04e-0433
GO:000166715CervixHSIL_HPVameboidal-type cell migration40/737475/187235.48e-062.07e-0440
GO:009013213CervixHSIL_HPVepithelium migration33/737360/187236.31e-062.29e-0433
GO:009013013CervixHSIL_HPVtissue migration33/737365/187238.43e-062.97e-0433
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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
ZEB2SNVMissense_Mutationnovelc.2669N>Ap.Ser890Asnp.S890NO60315protein_codingdeleterious(0.05)benign(0.035)TCGA-3C-AAAU-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyzoladexSD
ZEB2SNVMissense_Mutationnovelc.3206C>Tp.Ser1069Leup.S1069LO60315protein_codingdeleterious(0)probably_damaging(0.968)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
ZEB2SNVMissense_Mutationnovelc.1827G>Cp.Glu609Aspp.E609DO60315protein_codingtolerated(0.23)probably_damaging(0.989)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
ZEB2SNVMissense_Mutationnovelc.34N>Gp.Cys12Glyp.C12GO60315protein_codingdeleterious(0.01)benign(0.007)TCGA-A2-A04P-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxolPD
ZEB2SNVMissense_Mutationc.3289N>Ap.Glu1097Lysp.E1097KO60315protein_codingtolerated(0.17)probably_damaging(0.972)TCGA-A8-A092-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapypaclitaxelCR
ZEB2SNVMissense_Mutationc.3280N>Ap.Glu1094Lysp.E1094KO60315protein_codingdeleterious(0.02)benign(0.444)TCGA-A8-A09G-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
ZEB2SNVMissense_Mutationc.270G>Tp.Glu90Aspp.E90DO60315protein_codingtolerated(0.91)benign(0)TCGA-AR-A250-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
ZEB2SNVMissense_Mutationc.1204N>Cp.Val402Leup.V402LO60315protein_codingtolerated(0.39)benign(0)TCGA-BH-A0AV-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
ZEB2SNVMissense_Mutationc.3547N>Ap.Glu1183Lysp.E1183KO60315protein_codingtolerated_low_confidence(0.1)benign(0.039)TCGA-BH-A0B3-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
ZEB2SNVMissense_Mutationrs730881174c.905N>Ap.Arg302Glnp.R302QO60315protein_codingdeleterious(0)probably_damaging(0.979)TCGA-BH-A0HI-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
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