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: ZBTB7A

Gene summary for ZBTB7A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZBTB7A

Gene ID

51341

Gene namezinc finger and BTB domain containing 7A
Gene AliasFBI-1
Cytomap19p13.3
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

O95365


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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
51341ZBTB7AHTA11_3410_2000001011HumanColorectumAD2.82e-06-4.15e-010.0155
51341ZBTB7AHTA11_347_2000001011HumanColorectumAD2.03e-186.56e-01-0.1954
51341ZBTB7AHTA11_411_2000001011HumanColorectumSER7.02e-037.51e-01-0.2602
51341ZBTB7AHTA11_83_2000001011HumanColorectumSER6.42e-066.01e-01-0.1526
51341ZBTB7AHTA11_696_2000001011HumanColorectumAD1.91e-064.91e-01-0.1464
51341ZBTB7AHTA11_1391_2000001011HumanColorectumAD1.58e-045.56e-01-0.059
51341ZBTB7AHTA11_99999970781_79442HumanColorectumMSS4.44e-05-3.69e-010.294
51341ZBTB7AA002-C-010HumanColorectumFAP8.87e-06-3.40e-010.242
51341ZBTB7AA015-C-203HumanColorectumFAP1.20e-24-2.58e-01-0.1294
51341ZBTB7AA002-C-201HumanColorectumFAP1.52e-07-8.98e-020.0324
51341ZBTB7AA002-C-203HumanColorectumFAP8.04e-06-1.54e-010.2786
51341ZBTB7AA001-C-108HumanColorectumFAP1.79e-12-1.26e-01-0.0272
51341ZBTB7AA002-C-205HumanColorectumFAP2.46e-15-2.90e-01-0.1236
51341ZBTB7AA001-C-104HumanColorectumFAP6.73e-03-2.29e-010.0184
51341ZBTB7AA015-C-005HumanColorectumFAP4.48e-02-1.76e-01-0.0336
51341ZBTB7AA015-C-006HumanColorectumFAP1.27e-10-2.72e-02-0.0994
51341ZBTB7AA015-C-106HumanColorectumFAP4.99e-08-2.24e-01-0.0511
51341ZBTB7AA002-C-114HumanColorectumFAP3.92e-12-2.61e-02-0.1561
51341ZBTB7AA015-C-104HumanColorectumFAP1.06e-25-2.57e-01-0.1899
51341ZBTB7AA001-C-014HumanColorectumFAP1.95e-12-2.05e-010.0135
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
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
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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:00097552ColorectumMSShormone-mediated signaling pathway63/3467190/187239.26e-073.23e-0563
GO:00434672ColorectumMSSregulation of generation of precursor metabolites and energy47/3467130/187231.47e-064.85e-0547
GO:00488722ColorectumMSShomeostasis of number of cells82/3467272/187232.02e-066.28e-0582
GO:00302182ColorectumMSSerythrocyte differentiation44/3467120/187232.03e-066.28e-0544
GO:00091352ColorectumMSSpurine nucleoside diphosphate metabolic process39/3467103/187233.07e-069.08e-0539
GO:00091792ColorectumMSSpurine ribonucleoside diphosphate metabolic process39/3467103/187233.07e-069.08e-0539
GO:19035782ColorectumMSSregulation of ATP metabolic process34/346787/187235.76e-061.53e-0434
GO:00091852ColorectumMSSribonucleoside diphosphate metabolic process39/3467106/187236.89e-061.79e-0439
GO:00003812ColorectumMSSregulation of alternative mRNA splicing, via spliceosome26/346760/187238.01e-062.03e-0426
GO:00460312ColorectumMSSADP metabolic process33/346790/187233.70e-057.09e-0433
GO:00060902ColorectumMSSpyruvate metabolic process37/3467106/187234.48e-058.28e-0437
GO:00060962ColorectumMSSglycolytic process30/346781/187236.61e-051.15e-0330
GO:00063252ColorectumMSSchromatin organization107/3467409/187237.22e-051.21e-03107
GO:00091322ColorectumMSSnucleoside diphosphate metabolic process41/3467124/187237.44e-051.24e-0341
GO:00067572ColorectumMSSATP generation from ADP30/346782/187238.59e-051.39e-0330
GO:00305212ColorectumMSSandrogen receptor signaling pathway19/346744/187231.38e-042.06e-0319
GO:00469392ColorectumMSSnucleotide phosphorylation33/3467101/187234.57e-045.43e-0333
GO:0033143ColorectumMSSregulation of intracellular steroid hormone receptor signaling pathway26/346774/187235.15e-045.97e-0326
GO:00511012ColorectumMSSregulation of DNA binding37/3467118/187235.29e-045.99e-0337
GO:00061101ColorectumMSSregulation of glycolytic process18/346745/187236.38e-046.99e-0318
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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
ZBTB7AMLUMBreastDCISMALAT1,DDX5,PPDPF, etc.6.46e-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.
ZBTB7ABNLiverHCCRNF166,PPP3R1,XPC, etc.4.84e-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
ZBTB7ASNVMissense_Mutationnovelc.1125N>Tp.Lys375Asnp.K375NO95365protein_codingdeleterious(0)probably_damaging(0.973)TCGA-GM-A2DD-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilCR
ZBTB7ASNVMissense_Mutationrs753845110c.1684N>Ap.Gly562Serp.G562SO95365protein_codingtolerated_low_confidence(0.71)benign(0.001)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ZBTB7ASNVMissense_Mutationnovelc.1435N>Ap.Asp479Asnp.D479NO95365protein_codingdeleterious(0)possibly_damaging(0.872)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ZBTB7ASNVMissense_Mutationnovelc.700N>Ap.Gly234Argp.G234RO95365protein_codingtolerated(0.18)possibly_damaging(0.502)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ZBTB7AinsertionFrame_Shift_Insrs749935719c.522dupCp.Ala175ArgfsTer19p.A175Rfs*19O95365protein_codingTCGA-EA-A6QX-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
ZBTB7ASNVMissense_Mutationc.1217N>Tp.Gly406Valp.G406VO95365protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3866-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ZBTB7ASNVMissense_Mutationnovelc.1211A>Gp.His404Argp.H404RO95365protein_codingdeleterious(0.01)probably_damaging(0.975)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
ZBTB7ASNVMissense_Mutationnovelc.1220A>Tp.Glu407Valp.E407VO95365protein_codingdeleterious(0)probably_damaging(0.976)TCGA-AA-A022-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ZBTB7ASNVMissense_Mutationc.469N>Ap.Ala157Thrp.A157TO95365protein_codingdeleterious(0.03)possibly_damaging(0.713)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
ZBTB7ASNVMissense_Mutationc.28N>Ap.Gly10Argp.G10RO95365protein_codingdeleterious(0)probably_damaging(0.989)TCGA-CM-4744-01Colorectumcolon adenocarcinomaMale>=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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