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:003292215EsophagusESCCcircadian regulation of gene expression48/855268/187232.76e-052.30e-0448
GO:004851118EsophagusESCCrhythmic process164/8552298/187236.80e-043.57e-03164
GO:000762319EsophagusESCCcircadian rhythm119/8552210/187238.47e-044.36e-03119
GO:00427529EsophagusESCCregulation of circadian rhythm68/8552121/187231.27e-024.21e-0268
GO:00715593LiverNAFLDresponse to transforming growth factor beta51/1882256/187231.43e-066.58e-0551
GO:00485115LiverNAFLDrhythmic process56/1882298/187233.03e-061.23e-0456
GO:00076236LiverNAFLDcircadian rhythm42/1882210/187231.06e-053.34e-0442
GO:00329223LiverNAFLDcircadian regulation of gene expression17/188268/187233.10e-044.85e-0317
GO:000762312LiverCirrhoticcircadian rhythm84/4634210/187237.04e-071.50e-0584
GO:007155911LiverCirrhoticresponse to transforming growth factor beta96/4634256/187233.55e-066.09e-0596
GO:00329221LiverCirrhoticcircadian regulation of gene expression34/463468/187236.04e-069.74e-0534
GO:004851111LiverCirrhoticrhythmic process103/4634298/187238.47e-059.19e-04103
GO:00457857LiverCirrhoticpositive regulation of cell adhesion141/4634437/187232.05e-041.89e-03141
GO:00427525LiverCirrhoticregulation of circadian rhythm45/4634121/187231.55e-031.01e-0245
GO:007155921LiverHCCresponse to transforming growth factor beta141/7958256/187233.08e-053.16e-04141
GO:000762321LiverHCCcircadian rhythm117/7958210/187237.29e-056.54e-04117
GO:004851121LiverHCCrhythmic process156/7958298/187233.54e-042.46e-03156
GO:00329222LiverHCCcircadian regulation of gene expression43/795868/187234.48e-043.00e-0343
GO:004578512LiverHCCpositive regulation of cell adhesion215/7958437/187232.53e-031.22e-02215
GO:004275211LiverHCCregulation of circadian rhythm65/7958121/187238.25e-033.24e-0265
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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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