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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: EHF

Gene summary for EHF

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EHF

Gene ID

26298

Gene nameETS homologous factor
Gene AliasESE3
Cytomap11p13
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q9NZC4


Top

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
26298EHFGSM4909281HumanBreastIDC4.09e-15-4.53e-010.21
26298EHFGSM4909282HumanBreastIDC1.50e-16-4.84e-01-0.0288
26298EHFGSM4909285HumanBreastIDC1.42e-03-1.95e-010.21
26298EHFGSM4909286HumanBreastIDC4.65e-07-3.41e-010.1081
26298EHFGSM4909287HumanBreastIDC8.86e-11-3.81e-010.2057
26298EHFGSM4909290HumanBreastIDC5.53e-04-3.25e-010.2096
26298EHFGSM4909291HumanBreastIDC2.62e-22-5.85e-010.1753
26298EHFGSM4909293HumanBreastIDC6.60e-03-2.20e-010.1581
26298EHFGSM4909294HumanBreastIDC8.16e-11-4.18e-010.2022
26298EHFGSM4909296HumanBreastIDC4.98e-07-1.47e-010.1524
26298EHFGSM4909297HumanBreastIDC4.36e-30-5.28e-010.1517
26298EHFGSM4909298HumanBreastIDC3.77e-16-4.40e-010.1551
26298EHFGSM4909301HumanBreastIDC6.98e-04-2.22e-010.1577
26298EHFGSM4909302HumanBreastIDC5.86e-14-4.00e-010.1545
26298EHFGSM4909304HumanBreastIDC8.76e-35-5.69e-010.1636
26298EHFGSM4909306HumanBreastIDC4.16e-18-4.37e-010.1564
26298EHFGSM4909309HumanBreastIDC4.67e-03-2.50e-010.0483
26298EHFGSM4909311HumanBreastIDC5.89e-26-4.24e-010.1534
26298EHFGSM4909312HumanBreastIDC2.24e-09-6.36e-020.1552
26298EHFGSM4909313HumanBreastIDC1.81e-02-2.34e-010.0391
Page: 1 2 3 4 5 6 7 8 9 10 11 12 

check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
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
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
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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:00506736BreastPrecancerepithelial cell proliferation46/1080437/187236.02e-051.23e-0346
GO:005067313BreastIDCepithelial cell proliferation60/1434437/187237.13e-062.15e-0460
GO:005067322BreastDCISepithelial cell proliferation57/1390437/187232.22e-055.23e-0457
GO:00506737CervixCCepithelial cell proliferation98/2311437/187232.01e-092.15e-0798
GO:005067314CervixHSIL_HPVepithelial cell proliferation34/737437/187231.31e-042.61e-0334
GO:0050673ColorectumADepithelial cell proliferation119/3918437/187238.75e-048.51e-03119
GO:00506731ColorectumMSSepithelial cell proliferation108/3467437/187236.76e-047.30e-03108
GO:00506732ColorectumFAPepithelial cell proliferation84/2622437/187231.39e-031.25e-0284
GO:00506733ColorectumCRCepithelial cell proliferation69/2078437/187231.61e-031.69e-0269
GO:00506738EndometriumAEHepithelial cell proliferation84/2100437/187234.88e-071.94e-0584
GO:005067315EndometriumEECepithelial cell proliferation83/2168437/187233.38e-069.14e-0583
GO:005067318EsophagusESCCepithelial cell proliferation238/8552437/187231.19e-048.20e-04238
GO:00506735LungIACepithelial cell proliferation68/2061437/187232.05e-032.05e-0268
GO:005067312LungAISepithelial cell proliferation62/1849437/187232.26e-032.39e-0262
GO:005067310Oral cavityOSCCepithelial cell proliferation212/7305437/187232.82e-052.61e-04212
GO:005067317Oral cavityEOLPepithelial cell proliferation75/2218437/187235.90e-044.97e-0375
GO:005067323Oral cavityNEOLPepithelial cell proliferation73/2005437/187237.74e-059.93e-0473
GO:00506739ProstateBPHepithelial cell proliferation116/3107437/187237.12e-081.85e-06116
GO:005067316ProstateTumorepithelial cell proliferation125/3246437/187232.56e-091.08e-07125
GO:005067319SkinAKepithelial cell proliferation86/1910437/187231.52e-091.43e-0786
Page: 1 2 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
Page: 1 

Top

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
Page: 1 

Top

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
EHFMAITCervixCCDANT2,MFHAS1,MUC4, etc.8.21e-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.
EHFSTMEndometriumAEHSTK38L,ELF3,CYBA, etc.5.25e-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.
EHFSTMEndometriumHealthyKRT18,PAX2,SCNN1A, etc.2.12e-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.
EHFMDSCSkinADJDSC3,DSP,KRT10, etc.2.00e-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.
EHFCD8TRMSkinADJDSC3,DSP,KRT10, etc.2.36e-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.
EHFMDSCSkinAKDSC3,DSP,KRT10, etc.7.10e-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.
EHFMDSCSkincSCCDSC3,DSP,KRT10, etc.7.93e-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.
EHFCD8TRMSkincSCCDSC3,DSP,KRT10, etc.2.16e-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.
EHFMDSCSkinHealthyDSC3,DSP,KRT10, etc.6.05e-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.
EHFCD8TRMSkinSCCISDSC3,DSP,KRT10, etc.2.68e-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.
Page: 1 2 

Top

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
EHFSNVMissense_Mutationc.103C>Gp.Pro35Alap.P35AQ9NZC4protein_codingtolerated(0.34)benign(0.001)TCGA-A2-A0CU-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
EHFdeletionFrame_Shift_Delnovelc.669delGp.Lys223AsnfsTer18p.K223Nfs*18Q9NZC4protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
EHFSNVMissense_Mutationc.898N>Tp.Arg300Cysp.R300CQ9NZC4protein_codingdeleterious(0)probably_damaging(0.999)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
EHFSNVMissense_Mutationnovelc.674N>Gp.Asn225Serp.N225SQ9NZC4protein_codingtolerated(0.47)benign(0.006)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
EHFSNVMissense_Mutationc.898N>Tp.Arg300Cysp.R300CQ9NZC4protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A6-2682-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapy5PD
EHFSNVMissense_Mutationc.365C>Tp.Ala122Valp.A122VQ9NZC4protein_codingtolerated(0.43)benign(0.395)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
EHFSNVMissense_Mutationc.122N>Gp.His41Argp.H41RQ9NZC4protein_codingtolerated(0.59)benign(0.036)TCGA-NH-A8F7-06ColorectumNANANANANANANA
EHFdeletionFrame_Shift_Delnovelc.664delNp.Lys223SerfsTer18p.K223Sfs*18Q9NZC4protein_codingTCGA-AA-3950-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
EHFSNVMissense_Mutationc.910C>Gp.Arg304Glyp.R304GQ9NZC4protein_codingdeleterious(0)probably_damaging(0.994)TCGA-A5-A0GN-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
EHFSNVMissense_Mutationc.365N>Tp.Ala122Valp.A122VQ9NZC4protein_codingtolerated(0.43)benign(0.395)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
Page: 1 2 3 4 

Top

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
Page: 1