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: ZBTB7C

Gene summary for ZBTB7C

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZBTB7C

Gene ID

201501

Gene namezinc finger and BTB domain containing 7C
Gene AliasAPM-1
Cytomap18q21.1
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

A1YPR0


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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
201501ZBTB7CCA_HPV_3HumanCervixCC5.34e-061.53e-010.0414
201501ZBTB7CCCI_1HumanCervixCC9.64e-131.26e+000.528
201501ZBTB7CCCI_2HumanCervixCC7.91e-059.14e-010.5249
201501ZBTB7CCCI_3HumanCervixCC4.32e-252.04e+000.516
201501ZBTB7Csample3HumanCervixCC6.09e-031.29e-010.1387
201501ZBTB7CT3HumanCervixCC3.62e-021.50e-010.1389
201501ZBTB7CHTA11_3410_2000001011HumanColorectumAD3.49e-04-3.27e-010.0155
201501ZBTB7CHTA11_2487_2000001011HumanColorectumSER9.68e-055.57e-01-0.1808
201501ZBTB7CHTA11_78_2000001011HumanColorectumAD1.91e-025.12e-01-0.1088
201501ZBTB7CHTA11_347_2000001011HumanColorectumAD4.13e-269.76e-01-0.1954
201501ZBTB7CHTA11_411_2000001011HumanColorectumSER5.35e-038.21e-01-0.2602
201501ZBTB7CHTA11_83_2000001011HumanColorectumSER3.39e-139.60e-01-0.1526
201501ZBTB7CHTA11_696_2000001011HumanColorectumAD6.70e-159.12e-01-0.1464
201501ZBTB7CHTA11_866_2000001011HumanColorectumAD3.10e-035.29e-01-0.1001
201501ZBTB7CHTA11_5212_2000001011HumanColorectumAD6.88e-036.23e-01-0.2061
201501ZBTB7CHTA11_546_2000001011HumanColorectumAD2.37e-047.14e-01-0.0842
201501ZBTB7CHTA11_866_3004761011HumanColorectumAD1.23e-04-3.49e-010.096
201501ZBTB7CHTA11_7663_2000001011HumanColorectumSER1.40e-025.92e-010.0131
201501ZBTB7CHTA11_99999970781_79442HumanColorectumMSS6.84e-16-4.66e-010.294
201501ZBTB7CHTA11_99999971662_82457HumanColorectumMSS6.29e-30-6.78e-010.3859
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:005109810CervixCCregulation of binding80/2311363/187231.32e-076.42e-0680
GO:00454445CervixCCfat cell differentiation53/2311229/187233.72e-069.75e-0553
GO:005110110CervixCCregulation of DNA binding31/2311118/187232.91e-054.81e-0431
GO:0045598CervixCCregulation of fat cell differentiation31/2311139/187237.06e-046.41e-0331
GO:00456004CervixCCpositive regulation of fat cell differentiation18/231166/187238.09e-047.07e-0318
GO:0051098ColorectumADregulation of binding126/3918363/187236.01e-104.88e-08126
GO:0051101ColorectumADregulation of DNA binding42/3918118/187231.62e-042.23e-0342
GO:00510981ColorectumSERregulation of binding97/2897363/187231.98e-081.43e-0697
GO:00511011ColorectumSERregulation of DNA binding33/2897118/187233.70e-045.71e-0333
GO:0045444ColorectumSERfat cell differentiation51/2897229/187233.96e-033.26e-0251
GO:0045600ColorectumSERpositive regulation of fat cell differentiation19/289766/187234.29e-033.45e-0219
GO:00510982ColorectumMSSregulation of binding113/3467363/187233.55e-092.41e-07113
GO:00511012ColorectumMSSregulation of DNA binding37/3467118/187235.29e-045.99e-0337
GO:00510984ColorectumFAPregulation of binding81/2622363/187231.04e-052.97e-0481
GO:00510985ColorectumCRCregulation of binding72/2078363/187236.43e-074.50e-0572
GO:005109825EsophagusHGINregulation of binding78/2587363/187233.73e-059.30e-0478
GO:005110125EsophagusHGINregulation of DNA binding28/2587118/187232.54e-032.51e-0228
GO:0051098111EsophagusESCCregulation of binding251/8552363/187236.73e-208.46e-18251
GO:0051101111EsophagusESCCregulation of DNA binding84/8552118/187231.64e-083.21e-0784
GO:00454449EsophagusESCCfat cell differentiation135/8552229/187233.38e-052.78e-04135
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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
ZBTB7CPTCThyroidATCCTSH,CXCL17,SERPINA1, etc.4.20e-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.
ZBTB7CiATCThyroidATCCTSH,CXCL17,SERPINA1, etc.1.81e-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.
∗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
ZBTB7CSNVMissense_Mutationnovelc.548N>Cp.Ile183Thrp.I183TA1YPR0protein_codingtolerated(0.74)benign(0.007)TCGA-BH-A1FN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
ZBTB7CSNVMissense_Mutationc.1091A>Cp.Gln364Prop.Q364PA1YPR0protein_codingdeleterious(0)probably_damaging(0.991)TCGA-E9-A1N5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
ZBTB7CSNVMissense_Mutationc.83N>Ap.Arg28Glnp.R28QA1YPR0protein_codingdeleterious(0)probably_damaging(0.998)TCGA-GM-A3XN-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapypaclitaxelCR
ZBTB7CinsertionFrame_Shift_Insnovelc.61_62insCATACCGGGGAGAAGCCATACAp.Leu21ProfsTer13p.L21Pfs*13A1YPR0protein_codingTCGA-A2-A0CM-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinPD
ZBTB7CinsertionNonsense_Mutationnovelc.578_579insTTTATGAGTTACATGGAGGCTAGTTAAGAGTGTGGTATAGAACp.His194LeufsTer2p.H194Lfs*2A1YPR0protein_codingTCGA-A8-A097-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
ZBTB7CinsertionIn_Frame_Insnovelc.301_302insAAGGAAGTGAGGCGCCTCAAGCACCTTGGTTGCTTGGCTTCCTCTTCTp.Ala101delinsGluGlySerGluAlaProGlnAlaProTrpLeuLeuGlyPheLeuPheSerp.A101delinsEGSEAPQAPWLLGFLFSA1YPR0protein_codingTCGA-B6-A0I6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
ZBTB7CSNVMissense_Mutationnovelc.1709N>Tp.Ala570Valp.A570VA1YPR0protein_codingtolerated_low_confidence(0.08)benign(0.236)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ZBTB7CSNVMissense_Mutationc.463N>Ap.Glu155Lysp.E155KA1YPR0protein_codingtolerated(0.14)benign(0.075)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ZBTB7CSNVMissense_Mutationnovelc.1165G>Ap.Glu389Lysp.E389KA1YPR0protein_codingdeleterious(0)probably_damaging(0.998)TCGA-ZJ-AAXB-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ZBTB7CSNVMissense_Mutationrs774830243c.1199N>Ap.Arg400Hisp.R400HA1YPR0protein_codingdeleterious(0.01)benign(0.052)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<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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