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: EFNB1

Gene summary for EFNB1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EFNB1

Gene ID

1947

Gene nameephrin B1
Gene AliasCFND
CytomapXq13.1
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

P98172


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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
1947EFNB1HTA11_3410_2000001011HumanColorectumAD1.16e-071.59e-010.0155
1947EFNB1HTA11_2487_2000001011HumanColorectumSER1.27e-166.37e-01-0.1808
1947EFNB1HTA11_1938_2000001011HumanColorectumAD3.79e-115.05e-01-0.0811
1947EFNB1HTA11_78_2000001011HumanColorectumAD1.28e-043.07e-01-0.1088
1947EFNB1HTA11_347_2000001011HumanColorectumAD9.33e-256.30e-01-0.1954
1947EFNB1HTA11_411_2000001011HumanColorectumSER1.68e-091.11e+00-0.2602
1947EFNB1HTA11_3361_2000001011HumanColorectumAD4.50e-032.89e-01-0.1207
1947EFNB1HTA11_83_2000001011HumanColorectumSER2.44e-074.85e-01-0.1526
1947EFNB1HTA11_696_2000001011HumanColorectumAD4.95e-185.11e-01-0.1464
1947EFNB1HTA11_866_2000001011HumanColorectumAD6.92e-082.77e-01-0.1001
1947EFNB1HTA11_1391_2000001011HumanColorectumAD7.80e-156.14e-01-0.059
1947EFNB1HTA11_5212_2000001011HumanColorectumAD6.90e-065.58e-01-0.2061
1947EFNB1HTA11_9341_2000001011HumanColorectumSER2.58e-045.50e-01-0.00410000000000005
1947EFNB1HTA11_7862_2000001011HumanColorectumAD4.51e-074.17e-01-0.0179
1947EFNB1HTA11_866_3004761011HumanColorectumAD1.59e-093.62e-010.096
1947EFNB1HTA11_7663_2000001011HumanColorectumSER1.84e-024.10e-010.0131
1947EFNB1HTA11_6801_2000001011HumanColorectumSER4.71e-054.62e-010.0171
1947EFNB1HTA11_10711_2000001011HumanColorectumAD1.60e-023.02e-010.0338
1947EFNB1HTA11_7696_3000711011HumanColorectumAD1.27e-053.28e-010.0674
1947EFNB1HTA11_6818_2000001011HumanColorectumAD4.38e-023.31e-010.0112
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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
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
∗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:0001667ColorectumADameboidal-type cell migration137/3918475/187232.17e-054.33e-04137
GO:0007409ColorectumADaxonogenesis122/3918418/187233.36e-056.15e-04122
GO:0061564ColorectumADaxon development132/3918467/187238.40e-051.31e-03132
GO:0045785ColorectumADpositive regulation of cell adhesion122/3918437/187232.65e-043.28e-03122
GO:0007411ColorectumADaxon guidance64/3918227/187235.41e-033.55e-0264
GO:0097485ColorectumADneuron projection guidance64/3918228/187236.02e-033.78e-0264
GO:00016671ColorectumSERameboidal-type cell migration105/2897475/187236.97e-051.59e-03105
GO:00457851ColorectumSERpositive regulation of cell adhesion93/2897437/187236.78e-049.04e-0393
GO:00074111ColorectumSERaxon guidance51/2897227/187233.29e-032.82e-0251
GO:00974851ColorectumSERneuron projection guidance51/2897228/187233.61e-033.03e-0251
GO:00615641ColorectumSERaxon development94/2897467/187233.78e-033.13e-0294
GO:00074091ColorectumSERaxonogenesis84/2897418/187236.20e-034.49e-0284
GO:00016672ColorectumMSSameboidal-type cell migration120/3467475/187231.37e-042.05e-03120
GO:00457852ColorectumMSSpositive regulation of cell adhesion110/3467437/187232.94e-043.87e-03110
GO:00074092ColorectumMSSaxonogenesis105/3467418/187234.32e-045.23e-03105
GO:00615642ColorectumMSSaxon development115/3467467/187235.33e-046.00e-03115
GO:0048762ColorectumMSSmesenchymal cell differentiation59/3467236/187237.79e-034.84e-0259
GO:0048013ColorectumMSSephrin receptor signaling pathway17/346751/187238.28e-034.99e-0217
GO:004578527EsophagusESCCpositive regulation of cell adhesion255/8552437/187235.07e-089.11e-07255
GO:00488638EsophagusESCCstem cell differentiation122/8552206/187235.95e-054.59e-04122
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04360ColorectumADAxon guidance61/2092182/84654.36e-032.17e-021.38e-0261
hsa043601ColorectumADAxon guidance61/2092182/84654.36e-032.17e-021.38e-0261
hsa043602ColorectumMSSAxon guidance54/1875182/84651.03e-023.69e-022.26e-0254
hsa043603ColorectumMSSAxon guidance54/1875182/84651.03e-023.69e-022.26e-0254
hsa0436016EsophagusESCCAxon guidance108/4205182/84655.13e-031.30e-026.67e-03108
hsa0436017EsophagusESCCAxon guidance108/4205182/84655.13e-031.30e-026.67e-03108
hsa0436014Oral cavityOSCCAxon guidance97/3704182/84655.59e-031.33e-026.76e-0397
hsa0436015Oral cavityOSCCAxon guidance97/3704182/84655.59e-031.33e-026.76e-0397
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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
EFNB1EPHB1EFNB1_EPHB1EPHBBreastHealthy
EFNB1EPHA4EFNB1_EPHA4EPHBCervixCC
EFNB1EPHB2EFNB1_EPHB2EPHBCervixCC
EFNB1EPHA4EFNB1_EPHA4EPHBCRCAD
EFNB1EPHB2EFNB1_EPHB2EPHBCRCAD
EFNB1EPHB4EFNB1_EPHB4EPHBCRCAD
EFNB1EPHA4EFNB1_EPHA4EPHBCRCADJ
EFNB1EPHB2EFNB1_EPHB2EPHBCRCADJ
EFNB1EPHA4EFNB1_EPHA4EPHBCRCMSI-H
EFNB1EPHB2EFNB1_EPHB2EPHBCRCMSI-H
EFNB1EPHB3EFNB1_EPHB3EPHBCRCMSI-H
EFNB1EPHB4EFNB1_EPHB4EPHBCRCMSI-H
EFNB1EPHB2EFNB1_EPHB2EPHBCRCMSS
EFNB1EPHB3EFNB1_EPHB3EPHBCRCMSS
EFNB1EPHB4EFNB1_EPHB4EPHBCRCMSS
EFNB1EPHA4EFNB1_EPHA4EPHBCRCSER
EFNB1EPHB2EFNB1_EPHB2EPHBCRCSER
EFNB1EPHB3EFNB1_EPHB3EPHBCRCSER
EFNB1EPHB4EFNB1_EPHB4EPHBCRCSER
EFNB1EPHA4EFNB1_EPHA4EPHBEndometriumEEC
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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
∗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
EFNB1SNVMissense_Mutationrs754504608c.796C>Tp.Arg266Cysp.R266CP98172protein_codingdeleterious(0)probably_damaging(0.994)TCGA-A2-A04R-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxolSD
EFNB1SNVMissense_Mutationnovelc.497N>Gp.Gln166Argp.Q166RP98172protein_codingdeleterious(0.01)possibly_damaging(0.726)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
EFNB1SNVMissense_Mutationrs367996552c.211N>Tp.Arg71Trpp.R71WP98172protein_codingdeleterious(0.01)possibly_damaging(0.828)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
EFNB1SNVMissense_Mutationrs767055938c.212N>Ap.Arg71Glnp.R71QP98172protein_codingtolerated(0.46)benign(0.024)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
EFNB1SNVMissense_Mutationc.575N>Tp.Ala192Valp.A192VP98172protein_codingtolerated(0.42)benign(0)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
EFNB1SNVMissense_Mutationnovelc.758N>Ap.Leu253Hisp.L253HP98172protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
EFNB1SNVMissense_Mutationc.920N>Ap.Arg307Glnp.R307QP98172protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AY-5543-01Colorectumcolon adenocarcinomaFemale>=65I/IIChemotherapyoxaliplatinSD
EFNB1insertionIn_Frame_Insnovelc.756_757insGTTp.Leu252_Leu253insValp.L252_L253insVP98172protein_codingTCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
EFNB1deletionFrame_Shift_Delc.872delGp.Gly291AlafsTer30p.G291Afs*30P98172protein_codingTCGA-G4-6586-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
EFNB1deletionFrame_Shift_Delc.707_714delNNNNNNNNp.Ser236CysfsTer80p.S236Cfs*80P98172protein_codingTCGA-G4-6628-01Colorectumcolon 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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