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: EPHB2

Gene summary for EPHB2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EPHB2

Gene ID

2048

Gene nameEPH receptor B2
Gene AliasBDPLT22
Cytomap1p36.12
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

B4DSE0


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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
2048EPHB2P42T-EHumanEsophagusESCC2.79e-041.50e-010.1175
2048EPHB2P52T-EHumanEsophagusESCC8.73e-285.05e-010.1555
2048EPHB2P56T-EHumanEsophagusESCC1.10e-034.91e-010.1613
2048EPHB2P62T-EHumanEsophagusESCC8.76e-112.36e-010.1302
2048EPHB2P74T-EHumanEsophagusESCC4.76e-194.98e-010.1479
2048EPHB2P75T-EHumanEsophagusESCC1.97e-101.98e-010.1125
2048EPHB2P76T-EHumanEsophagusESCC1.66e-021.37e-010.1207
2048EPHB2P79T-EHumanEsophagusESCC6.56e-153.01e-010.1154
2048EPHB2P80T-EHumanEsophagusESCC7.90e-041.40e-010.155
2048EPHB2P82T-EHumanEsophagusESCC1.98e-126.76e-010.1072
2048EPHB2P91T-EHumanEsophagusESCC4.77e-118.06e-010.1828
2048EPHB2HCC1HumanLiverHCC4.16e-093.19e+000.5336
2048EPHB2S014HumanLiverHCC6.34e-239.13e-010.2254
2048EPHB2S015HumanLiverHCC2.90e-188.51e-010.2375
2048EPHB2S016HumanLiverHCC3.71e-301.03e+000.2243
2048EPHB2C04HumanOral cavityOSCC1.43e-196.19e-010.2633
2048EPHB2C21HumanOral cavityOSCC5.87e-174.65e-010.2678
2048EPHB2C30HumanOral cavityOSCC3.14e-401.23e+000.3055
2048EPHB2C43HumanOral cavityOSCC1.26e-132.54e-010.1704
2048EPHB2C51HumanOral cavityOSCC1.90e-104.22e-010.2674
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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
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:0072659ColorectumADprotein localization to plasma membrane122/3918284/187232.86e-171.49e-14122
GO:1990778ColorectumADprotein localization to cell periphery129/3918333/187235.51e-141.15e-11129
GO:1903829ColorectumADpositive regulation of cellular protein localization110/3918276/187234.58e-138.44e-11110
GO:1905475ColorectumADregulation of protein localization to membrane73/3918175/187233.37e-102.93e-0873
GO:1903076ColorectumADregulation of protein localization to plasma membrane48/3918104/187237.17e-094.36e-0748
GO:1904375ColorectumADregulation of protein localization to cell periphery54/3918125/187231.52e-089.00e-0754
GO:0034329ColorectumADcell junction assembly136/3918420/187232.02e-081.15e-06136
GO:1905477ColorectumADpositive regulation of protein localization to membrane46/3918106/187231.47e-076.64e-0646
GO:0042060ColorectumADwound healing128/3918422/187232.73e-067.89e-05128
GO:0007265ColorectumADRas protein signal transduction104/3918337/187231.01e-052.35e-04104
GO:0010563ColorectumADnegative regulation of phosphorus metabolic process130/3918442/187231.26e-052.76e-04130
GO:1903078ColorectumADpositive regulation of protein localization to plasma membrane28/391862/187231.57e-053.34e-0428
GO:0045936ColorectumADnegative regulation of phosphate metabolic process129/3918441/187231.81e-053.76e-04129
GO:0051056ColorectumADregulation of small GTPase mediated signal transduction94/3918302/187231.81e-053.76e-0494
GO:1904377ColorectumADpositive regulation of protein localization to cell periphery30/391869/187231.98e-054.05e-0430
GO:0051348ColorectumADnegative regulation of transferase activity85/3918268/187232.07e-054.19e-0485
GO:0010975ColorectumADregulation of neuron projection development129/3918445/187232.88e-055.37e-04129
GO:0007409ColorectumADaxonogenesis122/3918418/187233.36e-056.15e-04122
GO:0106027ColorectumADneuron projection organization36/391893/187236.58e-051.07e-0336
GO:0042326ColorectumADnegative regulation of phosphorylation112/3918385/187238.02e-051.27e-03112
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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
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
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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
EFNA5EPHB2EFNA5_EPHB2EPHACervixCC
EFNB1EPHB2EFNB1_EPHB2EPHBCervixCC
EFNB2EPHB2EFNB2_EPHB2EPHBCervixCC
EFNB1EPHB2EFNB1_EPHB2EPHBCRCAD
EFNB2EPHB2EFNB2_EPHB2EPHBCRCAD
EFNA5EPHB2EFNA5_EPHB2EPHACRCAD
EFNA5EPHB2EFNA5_EPHB2EPHACRCADJ
EFNB1EPHB2EFNB1_EPHB2EPHBCRCADJ
EFNB2EPHB2EFNB2_EPHB2EPHBCRCADJ
EFNA5EPHB2EFNA5_EPHB2EPHACRCCRC
EFNB2EPHB2EFNB2_EPHB2EPHBCRCCRC
EFNA5EPHB2EFNA5_EPHB2EPHACRCFAP
EFNB2EPHB2EFNB2_EPHB2EPHBCRCFAP
EFNA5EPHB2EFNA5_EPHB2EPHACRCHealthy
EFNB2EPHB2EFNB2_EPHB2EPHBCRCHealthy
EFNA5EPHB2EFNA5_EPHB2EPHACRCMSI-H
EFNB1EPHB2EFNB1_EPHB2EPHBCRCMSI-H
EFNB2EPHB2EFNB2_EPHB2EPHBCRCMSI-H
EFNB1EPHB2EFNB1_EPHB2EPHBCRCMSS
EFNB2EPHB2EFNB2_EPHB2EPHBCRCMSS
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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
EPHB2SNVMissense_Mutationc.2517N>Gp.Ile839Metp.I839MP29323protein_codingdeleterious(0.01)probably_damaging(0.943)TCGA-A7-A13D-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
EPHB2SNVMissense_Mutationc.2105N>Ap.Met702Lysp.M702KP29323protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A8-A06P-01Breastbreast invasive carcinomaFemale<65III/IVUnspecificSD
EPHB2SNVMissense_Mutationnovelc.1955N>Cp.Ile652Thrp.I652TP29323protein_codingdeleterious(0)probably_damaging(1)TCGA-A8-A09D-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
EPHB2SNVMissense_Mutationc.2665A>Gp.Ser889Glyp.S889GP29323protein_codingdeleterious(0.01)benign(0.371)TCGA-AR-A24Q-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
EPHB2SNVMissense_Mutationc.1627C>Tp.Leu543Phep.L543FP29323protein_codingdeleterious(0.03)benign(0.02)TCGA-B6-A0RH-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
EPHB2SNVMissense_Mutationc.1549N>Ap.Gly517Argp.G517RP29323protein_codingdeleterious(0)probably_damaging(0.981)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
EPHB2SNVMissense_Mutationnovelc.293G>Tp.Ser98Ilep.S98IP29323protein_codingdeleterious(0)possibly_damaging(0.821)TCGA-GM-A2DD-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilCR
EPHB2SNVMissense_Mutationnovelc.1913N>Ap.Gly638Aspp.G638DP29323protein_codingdeleterious(0)probably_damaging(0.999)TCGA-V7-A7HQ-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyletrozoleCR
EPHB2SNVMissense_Mutationnovelc.200C>Tp.Ser67Leup.S67LP29323protein_codingdeleterious(0.03)benign(0.013)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
EPHB2SNVMissense_Mutationnovelc.1136T>Cp.Val379Alap.V379AP29323protein_codingdeleterious(0.03)probably_damaging(0.967)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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
2048EPHB2KINASE, CLINICALLY ACTIONABLE, TYROSINE KINASE, CELL SURFACE, DRUGGABLE GENOME, ENZYMEMK-8353MK-8353
2048EPHB2KINASE, CLINICALLY ACTIONABLE, TYROSINE KINASE, CELL SURFACE, DRUGGABLE GENOME, ENZYMEKO-947
2048EPHB2KINASE, CLINICALLY ACTIONABLE, TYROSINE KINASE, CELL SURFACE, DRUGGABLE GENOME, ENZYMEinhibitor249565821
2048EPHB2KINASE, CLINICALLY ACTIONABLE, TYROSINE KINASE, CELL SURFACE, DRUGGABLE GENOME, ENZYMEinhibitorCHEMBL24828VANDETANIB
2048EPHB2KINASE, CLINICALLY ACTIONABLE, TYROSINE KINASE, CELL SURFACE, DRUGGABLE GENOME, ENZYMEBVD-523ULIXERTINIB
2048EPHB2KINASE, CLINICALLY ACTIONABLE, TYROSINE KINASE, CELL SURFACE, DRUGGABLE GENOME, ENZYMEinhibitor384403668
2048EPHB2KINASE, CLINICALLY ACTIONABLE, TYROSINE KINASE, CELL SURFACE, DRUGGABLE GENOME, ENZYMEinhibitor381118815
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