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: ZFHX3

Gene summary for ZFHX3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZFHX3

Gene ID

463

Gene namezinc finger homeobox 3
Gene AliasATBF1
Cytomap16q22.2-q22.3
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

Q15911


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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
463ZFHX3HTA11_3410_2000001011HumanColorectumAD6.82e-12-4.96e-010.0155
463ZFHX3HTA11_7663_2000001011HumanColorectumSER1.00e-036.80e-010.0131
463ZFHX3HTA11_99999970781_79442HumanColorectumMSS8.78e-04-2.58e-010.294
463ZFHX3HTA11_99999973899_84307HumanColorectumMSS3.68e-02-5.50e-010.2585
463ZFHX3F007HumanColorectumFAP2.34e-02-2.61e-010.1176
463ZFHX3A002-C-010HumanColorectumFAP4.06e-03-8.91e-020.242
463ZFHX3A001-C-207HumanColorectumFAP1.70e-02-1.56e-010.1278
463ZFHX3A015-C-203HumanColorectumFAP6.36e-38-5.45e-01-0.1294
463ZFHX3A015-C-204HumanColorectumFAP4.69e-05-2.53e-01-0.0228
463ZFHX3A014-C-040HumanColorectumFAP6.64e-05-2.29e-01-0.1184
463ZFHX3A002-C-201HumanColorectumFAP5.95e-14-2.28e-010.0324
463ZFHX3A002-C-203HumanColorectumFAP1.91e-02-4.49e-020.2786
463ZFHX3A001-C-119HumanColorectumFAP6.54e-07-2.24e-01-0.1557
463ZFHX3A001-C-108HumanColorectumFAP3.61e-25-3.67e-01-0.0272
463ZFHX3A002-C-205HumanColorectumFAP1.71e-23-3.04e-01-0.1236
463ZFHX3A001-C-104HumanColorectumFAP1.19e-03-2.24e-010.0184
463ZFHX3A015-C-005HumanColorectumFAP1.81e-05-2.38e-01-0.0336
463ZFHX3A015-C-006HumanColorectumFAP1.04e-19-5.30e-01-0.0994
463ZFHX3A015-C-106HumanColorectumFAP2.04e-16-2.51e-01-0.0511
463ZFHX3A002-C-114HumanColorectumFAP4.72e-21-2.94e-01-0.1561
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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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
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
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
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:0007623ColorectumADcircadian rhythm72/3918210/187234.50e-061.21e-0472
GO:0048511ColorectumADrhythmic process94/3918298/187231.00e-052.34e-0494
GO:0045785ColorectumADpositive regulation of cell adhesion122/3918437/187232.65e-043.28e-03122
GO:0042752ColorectumADregulation of circadian rhythm40/3918121/187231.24e-031.09e-0240
GO:0071559ColorectumADresponse to transforming growth factor beta74/3918256/187231.45e-031.23e-0274
GO:00076231ColorectumSERcircadian rhythm54/2897210/187237.98e-051.77e-0354
GO:00457851ColorectumSERpositive regulation of cell adhesion93/2897437/187236.78e-049.04e-0393
GO:00485111ColorectumSERrhythmic process65/2897298/187232.18e-032.11e-0265
GO:00427521ColorectumSERregulation of circadian rhythm30/2897121/187235.03e-033.88e-0230
GO:00076232ColorectumMSScircadian rhythm69/3467210/187234.22e-071.67e-0569
GO:00485112ColorectumMSSrhythmic process89/3467298/187231.17e-063.96e-0589
GO:00457852ColorectumMSSpositive regulation of cell adhesion110/3467437/187232.94e-043.87e-03110
GO:00427522ColorectumMSSregulation of circadian rhythm38/3467121/187234.33e-045.23e-0338
GO:00076233ColorectumFAPcircadian rhythm56/2622210/187239.12e-074.14e-0556
GO:00485113ColorectumFAPrhythmic process72/2622298/187231.67e-066.99e-0572
GO:00715591ColorectumFAPresponse to transforming growth factor beta63/2622256/187233.82e-061.32e-0463
GO:00457854ColorectumFAPpositive regulation of cell adhesion92/2622437/187233.09e-057.04e-0492
GO:00427523ColorectumFAPregulation of circadian rhythm33/2622121/187239.26e-051.59e-0333
GO:0032922ColorectumFAPcircadian regulation of gene expression18/262268/187234.83e-033.25e-0218
GO:00485114ColorectumCRCrhythmic process64/2078298/187231.43e-071.62e-0564
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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
ZFHX3SMCBreastADJCEBPD,PDGFRB,MYH11, etc.1.22e-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.
ZFHX3PERIBreastDCISCEBPD,PDGFRB,MYH11, etc.8.80e-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.
ZFHX3MYOFIBBreastHealthyCEBPD,PDGFRB,MYH11, etc.1.41e-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.
ZFHX3SMCBreastHealthyCEBPD,PDGFRB,MYH11, etc.1.07e-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.
ZFHX3PERIBreastIDCCEBPD,PDGFRB,MYH11, etc.2.28e-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.
ZFHX3SMCBreastPrecancerCEBPD,PDGFRB,MYH11, etc.1.27e-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.
ZFHX3PERIBreastPrecancerCEBPD,PDGFRB,MYH11, etc.2.01e-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.
ZFHX3PERICervixADJNTRK3,MCAM,RBPMS2, etc.2.64e-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.
ZFHX3PERIColorectumFAPETV1,RGS6,UNC5D, etc.5.29e-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.
ZFHX3ECMColorectumHealthyETV1,RGS6,UNC5D, etc.1.19e-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
ZFHX3SNVMissense_Mutationnovelc.10760N>Tp.Ser3587Leup.S3587LQ15911protein_codingdeleterious_low_confidence(0)probably_damaging(0.953)TCGA-A2-A3Y0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
ZFHX3SNVMissense_Mutationc.3239G>Cp.Gly1080Alap.G1080AQ15911protein_codingtolerated(1)benign(0.056)TCGA-A8-A09G-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
ZFHX3SNVMissense_Mutationc.6956G>Ap.Arg2319Lysp.R2319KQ15911protein_codingdeleterious(0)probably_damaging(0.956)TCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ZFHX3SNVMissense_Mutationc.4532N>Tp.Gly1511Valp.G1511VQ15911protein_codingdeleterious(0.05)possibly_damaging(0.689)TCGA-B6-A0RG-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ZFHX3SNVMissense_Mutationrs768186851c.3413N>Ap.Ile1138Asnp.I1138NQ15911protein_codingdeleterious(0)probably_damaging(0.988)TCGA-BH-A0BQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
ZFHX3SNVMissense_Mutationc.11024N>Ap.Pro3675Glnp.P3675QQ15911protein_codingtolerated_low_confidence(0.09)benign(0.007)TCGA-BH-A2L8-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
ZFHX3SNVMissense_Mutationc.4529C>Tp.Ser1510Phep.S1510FQ15911protein_codingdeleterious(0)possibly_damaging(0.495)TCGA-C8-A12T-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ZFHX3SNVMissense_Mutationnovelc.4277N>Cp.Arg1426Thrp.R1426TQ15911protein_codingdeleterious(0)probably_damaging(0.965)TCGA-C8-A8HP-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapy5-fluorouracilCR
ZFHX3SNVMissense_Mutationc.5815N>Cp.Asp1939Hisp.D1939HQ15911protein_codingtolerated(0.05)probably_damaging(0.956)TCGA-D8-A1XW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycin+cyclophosphamideSD
ZFHX3SNVMissense_Mutationrs759633185c.6395N>Gp.Tyr2132Cysp.Y2132CQ15911protein_codingtolerated(0.33)probably_damaging(0.995)TCGA-E2-A15G-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
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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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