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: 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


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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
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
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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
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.

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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:0016032ColorectumADviral process168/3918415/187234.67e-203.66e-17168
GO:0019058ColorectumADviral life cycle119/3918317/187236.18e-128.23e-10119
GO:0034329ColorectumADcell junction assembly136/3918420/187232.02e-081.15e-06136
GO:0044403ColorectumADbiological process involved in symbiotic interaction99/3918290/187231.02e-074.93e-0699
GO:0051701ColorectumADbiological process involved in interaction with host73/3918203/187235.08e-071.88e-0573
GO:0070997ColorectumADneuron death114/3918361/187231.13e-063.72e-05114
GO:0052126ColorectumADmovement in host environment63/3918175/187232.85e-068.11e-0563
GO:1901214ColorectumADregulation of neuron death99/3918319/187231.26e-052.76e-0499
GO:0001667ColorectumADameboidal-type cell migration137/3918475/187232.17e-054.33e-04137
GO:0010975ColorectumADregulation of neuron projection development129/3918445/187232.88e-055.37e-04129
GO:0007409ColorectumADaxonogenesis122/3918418/187233.36e-056.15e-04122
GO:0046718ColorectumADviral entry into host cell51/3918144/187233.99e-057.16e-0451
GO:0061564ColorectumADaxon development132/3918467/187238.40e-051.31e-03132
GO:0090132ColorectumADepithelium migration105/3918360/187231.18e-041.73e-03105
GO:0010631ColorectumADepithelial cell migration104/3918357/187231.33e-041.90e-03104
GO:0044409ColorectumADentry into host51/3918151/187231.60e-042.21e-0351
GO:0090130ColorectumADtissue migration105/3918365/187232.10e-042.77e-03105
GO:0031345ColorectumADnegative regulation of cell projection organization58/3918186/187236.37e-046.58e-0358
GO:0010977ColorectumADnegative regulation of neuron projection development43/3918137/187232.60e-031.97e-0243
GO:0043542ColorectumADendothelial cell migration78/3918279/187232.97e-032.22e-0278
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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
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
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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
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
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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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