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:006201222LiverHCCregulation of small molecule metabolic process190/7958334/187236.77e-081.40e-06190
GO:000918522LiverHCCribonucleoside diphosphate metabolic process72/7958106/187231.05e-072.03e-0672
GO:004603122LiverHCCADP metabolic process63/795890/187231.17e-072.25e-0663
GO:000913522LiverHCCpurine nucleoside diphosphate metabolic process70/7958103/187231.52e-072.82e-0670
GO:000917922LiverHCCpurine ribonucleoside diphosphate metabolic process70/7958103/187231.52e-072.82e-0670
GO:000913222LiverHCCnucleoside diphosphate metabolic process81/7958124/187232.34e-074.17e-0681
GO:000610921LiverHCCregulation of carbohydrate metabolic process109/7958178/187233.36e-075.78e-06109
GO:004693922LiverHCCnucleotide phosphorylation68/7958101/187233.95e-076.70e-0668
GO:000616522LiverHCCnucleoside diphosphate phosphorylation66/795899/187231.01e-061.52e-0566
GO:000609622LiverHCCglycolytic process56/795881/187231.11e-061.65e-0556
GO:000675722LiverHCCATP generation from ADP56/795882/187232.06e-062.83e-0556
GO:004340121LiverHCCsteroid hormone mediated signaling pathway84/7958136/187234.42e-065.62e-0584
GO:003051821LiverHCCintracellular steroid hormone receptor signaling pathway73/7958116/187237.04e-068.41e-0573
GO:000038021LiverHCCalternative mRNA splicing, via spliceosome52/795877/187237.87e-069.27e-0552
GO:003410122LiverHCCerythrocyte homeostasis79/7958129/187231.32e-051.47e-0479
GO:000226222LiverHCCmyeloid cell homeostasis93/7958157/187231.67e-051.81e-0493
GO:007155921LiverHCCresponse to transforming growth factor beta141/7958256/187233.08e-053.16e-04141
GO:003314321LiverHCCregulation of intracellular steroid hormone receptor signaling pathway49/795874/187233.21e-053.26e-0449
GO:004347021LiverHCCregulation of carbohydrate catabolic process39/795856/187233.63e-053.61e-0439
GO:003021812LiverHCCerythrocyte differentiation73/7958120/187233.82e-053.80e-0473
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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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