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: ZBTB11

Gene summary for ZBTB11

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZBTB11

Gene ID

27107

Gene namezinc finger and BTB domain containing 11
Gene AliasMRT69
Cytomap3q12.3
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

O95625


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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
27107ZBTB11LZE2THumanEsophagusESCC3.24e-033.03e-010.082
27107ZBTB11LZE4THumanEsophagusESCC3.12e-123.11e-010.0811
27107ZBTB11LZE7THumanEsophagusESCC2.01e-026.83e-020.0667
27107ZBTB11LZE8THumanEsophagusESCC1.89e-063.75e-020.067
27107ZBTB11LZE20THumanEsophagusESCC5.58e-067.70e-020.0662
27107ZBTB11LZE22THumanEsophagusESCC4.94e-032.00e-010.068
27107ZBTB11LZE24THumanEsophagusESCC3.21e-112.22e-010.0596
27107ZBTB11P1T-EHumanEsophagusESCC1.67e-032.36e-010.0875
27107ZBTB11P2T-EHumanEsophagusESCC6.57e-193.97e-010.1177
27107ZBTB11P4T-EHumanEsophagusESCC4.58e-142.58e-010.1323
27107ZBTB11P5T-EHumanEsophagusESCC5.99e-184.11e-010.1327
27107ZBTB11P8T-EHumanEsophagusESCC1.95e-183.15e-010.0889
27107ZBTB11P9T-EHumanEsophagusESCC2.82e-152.22e-010.1131
27107ZBTB11P10T-EHumanEsophagusESCC5.49e-213.27e-010.116
27107ZBTB11P11T-EHumanEsophagusESCC2.71e-022.26e-010.1426
27107ZBTB11P12T-EHumanEsophagusESCC7.67e-151.16e-010.1122
27107ZBTB11P15T-EHumanEsophagusESCC1.23e-122.99e-010.1149
27107ZBTB11P16T-EHumanEsophagusESCC1.84e-173.13e-010.1153
27107ZBTB11P17T-EHumanEsophagusESCC8.41e-092.24e-010.1278
27107ZBTB11P19T-EHumanEsophagusESCC1.91e-061.82e-010.1662
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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
∗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
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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
ZBTB11PLALungADJCADM1,ZBTB16,C2CD2, etc.1.25e-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.
ZBTB11M1MACLungADJCADM1,ZBTB16,C2CD2, etc.1.60e-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.
ZBTB11TFHLungADJCADM1,ZBTB16,C2CD2, etc.-8.88e-16The 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.
ZBTB11MALTBLungADJCADM1,ZBTB16,C2CD2, etc.0.00e+00The 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.
ZBTB11BMEMLungADJCADM1,ZBTB16,C2CD2, etc.0.00e+00The 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.
ZBTB11GCLungADJCADM1,ZBTB16,C2CD2, etc.2.19e-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.
ZBTB11MDSCLungADJCADM1,ZBTB16,C2CD2, etc.0.00e+00The 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.
ZBTB11MSC.MVAOral cavityLPNMD3,OPA3,SOX17, etc.3.52e-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.
ZBTB11FIBOral cavityOSCCNMD3,OPA3,SOX17, etc.0.00e+00The 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
ZBTB11SNVMissense_Mutationnovelc.2780N>Ap.Arg927Glnp.R927QO95625protein_codingdeleterious(0.05)possibly_damaging(0.632)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZBTB11SNVMissense_Mutationrs76876070c.1747N>Ap.Ala583Thrp.A583TO95625protein_codingtolerated(0.28)benign(0.049)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
ZBTB11SNVMissense_Mutationc.2067C>Gp.Ile689Metp.I689MO95625protein_codingdeleterious(0.03)possibly_damaging(0.832)TCGA-B6-A1KN-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
ZBTB11insertionFrame_Shift_Insnovelc.2320_2321insAp.Ser774LysfsTer4p.S774Kfs*4O95625protein_codingTCGA-BH-A209-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZBTB11deletionFrame_Shift_Delnovelc.2758delNp.Ser920AlafsTer5p.S920Afs*5O95625protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
ZBTB11SNVMissense_Mutationnovelc.2833A>Cp.Ile945Leup.I945LO95625protein_codingdeleterious(0)probably_damaging(0.952)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ZBTB11SNVMissense_Mutationc.1286N>Cp.Arg429Thrp.R429TO95625protein_codingtolerated_low_confidence(0.56)benign(0)TCGA-C5-A1BQ-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
ZBTB11SNVMissense_Mutationc.2178G>Cp.Met726Ilep.M726IO95625protein_codingtolerated(0.14)benign(0.001)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
ZBTB11SNVMissense_Mutationnovelc.2078N>Ap.Gly693Aspp.G693DO95625protein_codingtolerated(0.19)probably_damaging(0.947)TCGA-A6-2672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
ZBTB11SNVMissense_Mutationc.191N>Cp.Val64Alap.V64AO95625protein_codingdeleterious_low_confidence(0)probably_damaging(0.978)TCGA-A6-2686-01Colorectumcolon 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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