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: ZBTB2

Gene summary for ZBTB2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZBTB2

Gene ID

57621

Gene namezinc finger and BTB domain containing 2
Gene AliasZNF437
Cytomap6q25.1
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

Q8N680


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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
57621ZBTB2LZE4THumanEsophagusESCC2.05e-03-1.19e-020.0811
57621ZBTB2LZE24THumanEsophagusESCC6.19e-081.22e-010.0596
57621ZBTB2P2T-EHumanEsophagusESCC6.30e-078.50e-020.1177
57621ZBTB2P4T-EHumanEsophagusESCC1.18e-061.79e-010.1323
57621ZBTB2P5T-EHumanEsophagusESCC2.68e-102.87e-020.1327
57621ZBTB2P8T-EHumanEsophagusESCC6.28e-078.27e-020.0889
57621ZBTB2P9T-EHumanEsophagusESCC5.84e-045.82e-030.1131
57621ZBTB2P10T-EHumanEsophagusESCC8.27e-06-5.79e-020.116
57621ZBTB2P11T-EHumanEsophagusESCC6.25e-033.35e-010.1426
57621ZBTB2P15T-EHumanEsophagusESCC6.17e-072.33e-010.1149
57621ZBTB2P16T-EHumanEsophagusESCC2.73e-051.31e-010.1153
57621ZBTB2P17T-EHumanEsophagusESCC1.15e-023.08e-020.1278
57621ZBTB2P19T-EHumanEsophagusESCC3.19e-021.39e-010.1662
57621ZBTB2P20T-EHumanEsophagusESCC3.10e-069.51e-030.1124
57621ZBTB2P21T-EHumanEsophagusESCC3.71e-156.86e-020.1617
57621ZBTB2P22T-EHumanEsophagusESCC4.90e-07-1.54e-020.1236
57621ZBTB2P23T-EHumanEsophagusESCC7.13e-073.71e-010.108
57621ZBTB2P24T-EHumanEsophagusESCC3.62e-027.71e-020.1287
57621ZBTB2P26T-EHumanEsophagusESCC6.77e-052.36e-010.1276
57621ZBTB2P27T-EHumanEsophagusESCC1.64e-052.12e-010.1055
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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
GO:00460349BreastPrecancerATP metabolic process82/1080277/187231.94e-365.19e-3382
GO:00060918BreastPrecancergeneration of precursor metabolites and energy94/1080490/187231.54e-251.64e-2294
GO:00196938BreastPrecancerribose phosphate metabolic process49/1080396/187233.81e-071.78e-0549
GO:00091509BreastPrecancerpurine ribonucleotide metabolic process46/1080368/187236.47e-072.71e-0546
GO:00091179BreastPrecancernucleotide metabolic process56/1080489/187237.40e-073.00e-0556
GO:00092598BreastPrecancerribonucleotide metabolic process47/1080385/187239.69e-073.84e-0547
GO:00469398BreastPrecancernucleotide phosphorylation20/1080101/187231.07e-064.18e-0520
GO:00067539BreastPrecancernucleoside phosphate metabolic process56/1080497/187231.24e-064.70e-0556
GO:00061639BreastPrecancerpurine nucleotide metabolic process47/1080396/187232.14e-067.50e-0547
GO:00091858BreastPrecancerribonucleoside diphosphate metabolic process20/1080106/187232.37e-068.17e-0520
GO:00060968BreastPrecancerglycolytic process17/108081/187232.94e-069.73e-0517
GO:00061658BreastPrecancernucleoside diphosphate phosphorylation19/108099/187233.23e-061.05e-0419
GO:00067578BreastPrecancerATP generation from ADP17/108082/187233.52e-061.13e-0417
GO:00434677BreastPrecancerregulation of generation of precursor metabolites and energy22/1080130/187234.95e-061.51e-0422
GO:00091328BreastPrecancernucleoside diphosphate metabolic process21/1080124/187237.98e-062.17e-0421
GO:00725219BreastPrecancerpurine-containing compound metabolic process47/1080416/187238.19e-062.20e-0447
GO:00460318BreastPrecancerADP metabolic process17/108090/187231.31e-053.30e-0417
GO:00091359BreastPrecancerpurine nucleoside diphosphate metabolic process18/1080103/187232.24e-055.20e-0418
GO:00091799BreastPrecancerpurine ribonucleoside diphosphate metabolic process18/1080103/187232.24e-055.20e-0418
GO:00060908BreastPrecancerpyruvate metabolic process18/1080106/187233.35e-057.29e-0418
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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
ZBTB2MYOFIBColorectumCRCEMCN,SPTLC2,NUAK1, etc.2.89e-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
ZBTB2SNVMissense_Mutationc.764N>Tp.Ala255Valp.A255VQ8N680protein_codingtolerated(0.98)benign(0.07)TCGA-A8-A06X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZBTB2SNVMissense_Mutationc.233N>Gp.His78Argp.H78RQ8N680protein_codingdeleterious(0)possibly_damaging(0.503)TCGA-AR-A1AW-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelSD
ZBTB2SNVMissense_Mutationc.406C>Gp.Gln136Glup.Q136EQ8N680protein_codingdeleterious(0)possibly_damaging(0.622)TCGA-BH-A0C0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinSD
ZBTB2SNVMissense_Mutationc.239N>Ap.Met80Lysp.M80KQ8N680protein_codingdeleterious(0)probably_damaging(0.977)TCGA-D8-A1XZ-01Breastbreast invasive carcinomaFemale>=65III/IVHormone Therapytamoxiphen+anastrozolumSD
ZBTB2SNVMissense_Mutationc.629N>Gp.Pro210Argp.P210RQ8N680protein_codingtolerated(0.58)benign(0.044)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZBTB2SNVMissense_Mutationc.28N>Gp.Leu10Valp.L10VQ8N680protein_codingdeleterious(0)probably_damaging(0.981)TCGA-EW-A1J5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
ZBTB2insertionFrame_Shift_Insnovelc.823_824insCGAAGGGCGATCCATTCTCCTGGGCp.Ile275ThrfsTer18p.I275Tfs*18Q8N680protein_codingTCGA-BH-A0AW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinSD
ZBTB2SNVMissense_Mutationc.602N>Tp.Ser201Leup.S201LQ8N680protein_codingtolerated(0.22)benign(0.144)TCGA-EA-A439-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
ZBTB2SNVMissense_Mutationrs762417728c.635C>Tp.Pro212Leup.P212LQ8N680protein_codingtolerated(0.33)benign(0.025)TCGA-DM-A1HB-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
ZBTB2SNVMissense_Mutationrs191541534c.340N>Ap.Ala114Thrp.A114TQ8N680protein_codingtolerated(0.11)benign(0.02)TCGA-DM-A28H-01Colorectumcolon adenocarcinomaMale<65III/IVUnknownUnknownPD
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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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