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: ZBTB1

Gene summary for ZBTB1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZBTB1

Gene ID

22890

Gene namezinc finger and BTB domain containing 1
Gene AliasZNF909
Cytomap14q23.3
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

Q9Y2K1


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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
22890ZBTB1LZE4THumanEsophagusESCC1.53e-071.46e-010.0811
22890ZBTB1LZE5THumanEsophagusESCC2.57e-021.46e-010.0514
22890ZBTB1LZE8THumanEsophagusESCC4.90e-04-1.02e-030.067
22890ZBTB1LZE20THumanEsophagusESCC2.43e-069.56e-020.0662
22890ZBTB1LZE24THumanEsophagusESCC3.99e-123.45e-010.0596
22890ZBTB1LZE21THumanEsophagusESCC7.89e-031.66e-010.0655
22890ZBTB1P2T-EHumanEsophagusESCC4.49e-212.58e-010.1177
22890ZBTB1P4T-EHumanEsophagusESCC1.14e-173.53e-010.1323
22890ZBTB1P5T-EHumanEsophagusESCC2.27e-043.16e-020.1327
22890ZBTB1P8T-EHumanEsophagusESCC1.30e-153.02e-010.0889
22890ZBTB1P9T-EHumanEsophagusESCC2.77e-119.38e-020.1131
22890ZBTB1P10T-EHumanEsophagusESCC2.55e-234.93e-010.116
22890ZBTB1P11T-EHumanEsophagusESCC3.94e-073.19e-010.1426
22890ZBTB1P12T-EHumanEsophagusESCC2.65e-195.13e-010.1122
22890ZBTB1P15T-EHumanEsophagusESCC3.46e-194.83e-010.1149
22890ZBTB1P16T-EHumanEsophagusESCC8.02e-153.09e-010.1153
22890ZBTB1P17T-EHumanEsophagusESCC1.39e-032.67e-010.1278
22890ZBTB1P20T-EHumanEsophagusESCC2.70e-152.19e-010.1124
22890ZBTB1P21T-EHumanEsophagusESCC7.75e-171.08e-010.1617
22890ZBTB1P22T-EHumanEsophagusESCC1.37e-202.24e-010.1236
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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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
∗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:0030099ColorectumADmyeloid cell differentiation119/3918381/187231.24e-064.01e-05119
GO:0034504ColorectumADprotein localization to nucleus94/3918290/187232.83e-068.09e-0594
GO:0045785ColorectumADpositive regulation of cell adhesion122/3918437/187232.65e-043.28e-03122
GO:1903706ColorectumADregulation of hemopoiesis99/3918367/187233.08e-032.28e-0299
GO:0045637ColorectumADregulation of myeloid cell differentiation61/3918210/187233.17e-032.35e-0261
GO:0048736ColorectumADappendage development51/3918172/187234.20e-032.89e-0251
GO:0060173ColorectumADlimb development51/3918172/187234.20e-032.89e-0251
GO:0001503ColorectumADossification106/3918408/187237.68e-034.64e-02106
GO:0001865ColorectumADNK T cell differentiation6/391810/187238.03e-034.73e-026
GO:00345041ColorectumSERprotein localization to nucleus74/2897290/187235.74e-062.05e-0474
GO:00457851ColorectumSERpositive regulation of cell adhesion93/2897437/187236.78e-049.04e-0393
GO:00487361ColorectumSERappendage development42/2897172/187231.43e-031.55e-0242
GO:00601731ColorectumSERlimb development42/2897172/187231.43e-031.55e-0242
GO:00300991ColorectumSERmyeloid cell differentiation80/2897381/187232.28e-032.18e-0280
GO:0045444ColorectumSERfat cell differentiation51/2897229/187233.96e-033.26e-0251
GO:0045600ColorectumSERpositive regulation of fat cell differentiation19/289766/187234.29e-033.45e-0219
GO:0035107ColorectumSERappendage morphogenesis33/2897138/187236.10e-034.42e-0233
GO:0035108ColorectumSERlimb morphogenesis33/2897138/187236.10e-034.42e-0233
GO:00015031ColorectumSERossification82/2897408/187236.76e-034.78e-0282
GO:00345042ColorectumMSSprotein localization to nucleus92/3467290/187233.66e-081.98e-0692
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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
ZBTB1MSCBreastADJHK2,REL,RBBP6, etc.6.65e-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.
ZBTB1CAFBreastDCISHK2,REL,RBBP6, 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.
ZBTB1MSCBreastHealthyHK2,REL,RBBP6, etc.7.45e-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.
ZBTB1MSCBreastPrecancerHK2,REL,RBBP6, etc.2.37e-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.
ZBTB1TREGCervixADJCCL4L2,AKAP5,ZC3H18, etc.1.49e-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.
ZBTB1ICAFColorectumSERCOL4A5,CTSK,C16orf87, etc.3.86e-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.
ZBTB1INCAFEndometriumADJFAM156B,ZNF101,GDF7, etc.6.05e-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.
ZBTB1FIBEndometriumADJFAM156B,ZNF101,GDF7, etc.1.39e-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.
ZBTB1INCAFEndometriumAEHFAM156B,ZNF101,GDF7, etc.6.02e-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.
ZBTB1ICAFEndometriumAEHFAM156B,ZNF101,GDF7, etc.7.24e-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.
∗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
ZBTB1SNVMissense_Mutationc.1458G>Cp.Glu486Aspp.E486DQ9Y2K1protein_codingtolerated(0.6)benign(0.16)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
ZBTB1SNVMissense_Mutationc.204N>Ap.Met68Ilep.M68IQ9Y2K1protein_codingtolerated(0.08)benign(0.031)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ZBTB1SNVMissense_Mutationrs148266968c.961N>Ap.Glu321Lysp.E321KQ9Y2K1protein_codingtolerated(0.5)benign(0.092)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ZBTB1SNVMissense_Mutationnovelc.1898G>Ap.Arg633Lysp.R633KQ9Y2K1protein_codingtolerated(0.11)probably_damaging(0.935)TCGA-BH-A0C0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinSD
ZBTB1insertionNonsense_Mutationnovelc.1901_1902insATGAGAp.Tyr634delinsTerp.Y634delins*Q9Y2K1protein_codingTCGA-A8-A096-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZBTB1deletionFrame_Shift_Delrs747075448c.1140delNp.Ser383ValfsTer6p.S383Vfs*6Q9Y2K1protein_codingTCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZBTB1insertionFrame_Shift_Insnovelc.687_688insCTGGAGGGAGCp.Leu231GlufsTer5p.L231Efs*5Q9Y2K1protein_codingTCGA-AR-A0TU-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificDoxorubicinSD
ZBTB1deletionFrame_Shift_Delnovelc.1885delNp.Gly630AlafsTer24p.G630Afs*24Q9Y2K1protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
ZBTB1SNVMissense_Mutationrs143630259c.1406N>Ap.Arg469Glnp.R469QQ9Y2K1protein_codingdeleterious(0.03)benign(0.232)TCGA-EK-A2RC-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ZBTB1SNVMissense_Mutationc.1476G>Cp.Glu492Aspp.E492DQ9Y2K1protein_codingtolerated(0.42)benign(0.428)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
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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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