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: EFNB2

Gene summary for EFNB2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EFNB2

Gene ID

1948

Gene nameephrin B2
Gene AliasEPLG5
Cytomap13q33.3
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

P52799


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
1948EFNB2HTA11_3410_2000001011HumanColorectumAD3.66e-09-4.58e-010.0155
1948EFNB2HTA11_347_2000001011HumanColorectumAD1.79e-023.08e-01-0.1954
1948EFNB2HTA11_866_3004761011HumanColorectumAD4.47e-04-4.09e-010.096
1948EFNB2HTA11_99999970781_79442HumanColorectumMSS4.15e-04-3.86e-010.294
1948EFNB2HTA11_99999973899_84307HumanColorectumMSS9.24e-03-5.06e-010.2585
1948EFNB2HTA11_99999974143_84620HumanColorectumMSS1.42e-18-5.65e-010.3005
1948EFNB2A002-C-010HumanColorectumFAP4.77e-03-2.37e-010.242
1948EFNB2A001-C-207HumanColorectumFAP7.15e-03-2.58e-010.1278
1948EFNB2A015-C-203HumanColorectumFAP2.20e-22-4.29e-01-0.1294
1948EFNB2A015-C-204HumanColorectumFAP5.68e-03-1.78e-01-0.0228
1948EFNB2A014-C-040HumanColorectumFAP5.03e-04-5.42e-01-0.1184
1948EFNB2A002-C-201HumanColorectumFAP7.56e-10-3.59e-010.0324
1948EFNB2A002-C-203HumanColorectumFAP5.86e-08-3.21e-010.2786
1948EFNB2A001-C-119HumanColorectumFAP1.14e-07-4.34e-01-0.1557
1948EFNB2A001-C-108HumanColorectumFAP2.88e-15-3.93e-01-0.0272
1948EFNB2A002-C-205HumanColorectumFAP1.07e-19-5.08e-01-0.1236
1948EFNB2A001-C-104HumanColorectumFAP2.38e-06-3.67e-010.0184
1948EFNB2A015-C-005HumanColorectumFAP4.01e-05-3.64e-01-0.0336
1948EFNB2A015-C-006HumanColorectumFAP3.75e-12-4.91e-01-0.0994
1948EFNB2A015-C-106HumanColorectumFAP7.64e-07-2.35e-01-0.0511
Page: 1 2 3 4 5 6 

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
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:00521264ColorectumFAPmovement in host environment42/2622175/187232.64e-043.60e-0342
GO:00313453ColorectumFAPnegative regulation of cell projection organization44/2622186/187232.69e-043.64e-0344
GO:00517014ColorectumFAPbiological process involved in interaction with host47/2622203/187232.89e-043.77e-0347
GO:19012144ColorectumFAPregulation of neuron death67/2622319/187233.73e-044.63e-0367
GO:00109772ColorectumFAPnegative regulation of neuron projection development33/2622137/187231.07e-031.04e-0233
GO:00467184ColorectumFAPviral entry into host cell34/2622144/187231.31e-031.20e-0234
GO:00444093ColorectumFAPentry into host34/2622151/187233.02e-032.28e-0234
GO:19012162ColorectumFAPpositive regulation of neuron death24/262297/187233.33e-032.44e-0224
GO:00435423ColorectumFAPendothelial cell migration55/2622279/187235.00e-033.33e-0255
GO:00160325ColorectumCRCviral process95/2078415/187233.31e-123.30e-0995
GO:00190585ColorectumCRCviral life cycle69/2078317/187232.70e-083.84e-0669
GO:00343294ColorectumCRCcell junction assembly83/2078420/187231.08e-071.29e-0583
GO:00074094ColorectumCRCaxonogenesis81/2078418/187233.60e-072.99e-0581
GO:00615644ColorectumCRCaxon development86/2078467/187231.48e-068.12e-0586
GO:00109754ColorectumCRCregulation of neuron projection development82/2078445/187232.51e-061.19e-0482
GO:00313454ColorectumCRCnegative regulation of cell projection organization40/2078186/187232.87e-057.61e-0440
GO:00016674ColorectumCRCameboidal-type cell migration82/2078475/187233.09e-058.01e-0482
GO:00444035ColorectumCRCbiological process involved in symbiotic interaction55/2078290/187234.82e-051.12e-0355
GO:00709975ColorectumCRCneuron death65/2078361/187235.55e-051.26e-0365
GO:19012145ColorectumCRCregulation of neuron death57/2078319/187231.90e-043.30e-0357
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 

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
hsa043604ColorectumFAPAxon guidance47/1404182/84659.09e-045.20e-033.16e-0347
hsa043605ColorectumFAPAxon guidance47/1404182/84659.09e-045.20e-033.16e-0347
hsa043606ColorectumCRCAxon guidance43/1091182/84654.38e-058.70e-045.90e-0443
hsa043607ColorectumCRCAxon guidance43/1091182/84654.38e-058.70e-045.90e-0443
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
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
EFNB2EPHB1EFNB2_EPHB1EPHBBreastDCIS
EFNB2EPHB1EFNB2_EPHB1EPHBBreastHealthy
EFNB2EPHA4EFNB2_EPHA4EPHBCervixCC
EFNB2EPHB2EFNB2_EPHB2EPHBCervixCC
EFNB2EPHA4EFNB2_EPHA4EPHBCRCAD
EFNB2EPHB2EFNB2_EPHB2EPHBCRCAD
EFNB2EPHA4EFNB2_EPHA4EPHBCRCADJ
EFNB2EPHB2EFNB2_EPHB2EPHBCRCADJ
EFNB2EPHB2EFNB2_EPHB2EPHBCRCCRC
EFNB2EPHA4EFNB2_EPHA4EPHBCRCFAP
EFNB2EPHB2EFNB2_EPHB2EPHBCRCFAP
EFNB2EPHA4EFNB2_EPHA4EPHBCRCHealthy
EFNB2EPHB2EFNB2_EPHB2EPHBCRCHealthy
EFNB2EPHA4EFNB2_EPHA4EPHBCRCMSI-H
EFNB2EPHB2EFNB2_EPHB2EPHBCRCMSI-H
EFNB2EPHB3EFNB2_EPHB3EPHBCRCMSI-H
EFNB2EPHB4EFNB2_EPHB4EPHBCRCMSI-H
EFNB2EPHB2EFNB2_EPHB2EPHBCRCMSS
EFNB2EPHB3EFNB2_EPHB3EPHBCRCMSS
EFNB2EPHB4EFNB2_EPHB4EPHBCRCMSS
Page: 1 2 3 4 

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
∗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 

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
EFNB2SNVMissense_Mutationc.932A>Gp.Tyr311Cysp.Y311CP52799protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
EFNB2SNVMissense_Mutationc.782N>Tp.Pro261Leup.P261LP52799protein_codingtolerated(0.09)benign(0.312)TCGA-AR-A24O-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanPD
EFNB2SNVMissense_Mutationc.467G>Ap.Arg156Lysp.R156KP52799protein_codingtolerated(0.86)benign(0.001)TCGA-C5-A7CL-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinPD
EFNB2SNVMissense_Mutationc.670N>Ap.Glu224Lysp.E224KP52799protein_codingtolerated(1)benign(0.007)TCGA-VS-A9U5-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
EFNB2SNVMissense_Mutationrs770833245c.895N>Ap.Val299Ilep.V299IP52799protein_codingtolerated(0.46)benign(0.079)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
EFNB2SNVMissense_Mutationnovelc.586A>Gp.Thr196Alap.T196AP52799protein_codingtolerated(0.98)benign(0.048)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
EFNB2SNVMissense_Mutationnovelc.581N>Tp.Ser194Leup.S194LP52799protein_codingtolerated(0.07)benign(0.027)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
EFNB2SNVMissense_Mutationnovelc.91N>Ap.Glu31Lysp.E31KP52799protein_codingdeleterious(0.01)possibly_damaging(0.671)TCGA-A5-A0GG-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
EFNB2SNVMissense_Mutationnovelc.509C>Ap.Ser170Tyrp.S170YP52799protein_codingtolerated(0.12)benign(0.142)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
EFNB2SNVMissense_Mutationc.835N>Ap.Gly279Serp.G279SP52799protein_codingtolerated(0.5)benign(0.153)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
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