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: EPHB6

Gene summary for EPHB6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EPHB6

Gene ID

2051

Gene nameEPH receptor B6
Gene AliasHEP
Cytomap7q34
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

J3KQU5


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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
2051EPHB6LZE4THumanEsophagusESCC7.17e-041.22e-010.0811
2051EPHB6LZE8THumanEsophagusESCC2.30e-036.37e-020.067
2051EPHB6LZE21D1HumanEsophagusHGIN2.03e-033.14e-010.0632
2051EPHB6LZE22D1HumanEsophagusHGIN8.23e-038.20e-020.0595
2051EPHB6LZE24THumanEsophagusESCC3.29e-101.45e-010.0596
2051EPHB6LZE6THumanEsophagusESCC5.08e-035.85e-020.0845
2051EPHB6P1T-EHumanEsophagusESCC8.17e-051.04e-010.0875
2051EPHB6P2T-EHumanEsophagusESCC4.94e-316.57e-010.1177
2051EPHB6P4T-EHumanEsophagusESCC2.47e-102.89e-010.1323
2051EPHB6P8T-EHumanEsophagusESCC4.14e-071.64e-010.0889
2051EPHB6P9T-EHumanEsophagusESCC5.48e-066.34e-030.1131
2051EPHB6P10T-EHumanEsophagusESCC2.02e-235.18e-010.116
2051EPHB6P15T-EHumanEsophagusESCC3.24e-288.06e-010.1149
2051EPHB6P16T-EHumanEsophagusESCC4.31e-091.22e-010.1153
2051EPHB6P20T-EHumanEsophagusESCC2.18e-081.09e-010.1124
2051EPHB6P21T-EHumanEsophagusESCC1.07e-072.10e-010.1617
2051EPHB6P22T-EHumanEsophagusESCC2.40e-141.09e-010.1236
2051EPHB6P24T-EHumanEsophagusESCC6.97e-06-9.25e-030.1287
2051EPHB6P26T-EHumanEsophagusESCC4.28e-143.60e-010.1276
2051EPHB6P27T-EHumanEsophagusESCC1.19e-254.44e-010.1055
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:003367420EsophagusESCCpositive regulation of kinase activity260/8552467/187237.26e-067.22e-05260
GO:006156415EsophagusESCCaxon development251/8552467/187232.41e-041.49e-03251
GO:00182124EsophagusESCCpeptidyl-tyrosine modification202/8552378/187231.34e-036.39e-03202
GO:00181084EsophagusESCCpeptidyl-tyrosine phosphorylation200/8552375/187231.60e-037.45e-03200
GO:000740915EsophagusESCCaxonogenesis219/8552418/187233.14e-031.31e-02219
GO:00480133EsophagusESCCephrin receptor signaling pathway33/855251/187234.77e-031.85e-0233
GO:006156416SkinAKaxon development91/1910467/187238.60e-108.63e-0891
GO:000740916SkinAKaxonogenesis80/1910418/187232.07e-081.19e-0680
GO:00074112SkinAKaxon guidance42/1910227/187231.01e-041.33e-0342
GO:00974852SkinAKneuron projection guidance42/1910228/187231.11e-041.43e-0342
GO:003367424SkinAKpositive regulation of kinase activity73/1910467/187231.42e-041.71e-0373
GO:00480134SkinAKephrin receptor signaling pathway14/191051/187234.29e-044.05e-0314
GO:00219555SkinAKcentral nervous system neuron axonogenesis10/191035/187232.00e-031.35e-0210
GO:00219543SkinAKcentral nervous system neuron development16/191081/187237.13e-033.64e-0216
GO:004801321SkincSCCephrin receptor signaling pathway23/486451/187232.41e-031.38e-0223
GO:003367425SkincSCCpositive regulation of kinase activity148/4864467/187233.00e-031.66e-02148
GO:006156422SkincSCCaxon development146/4864467/187235.50e-032.73e-02146
GO:0033674111ThyroidPTCpositive regulation of kinase activity201/5968467/187231.95e-073.54e-06201
GO:006156419ThyroidPTCaxon development199/5968467/187235.27e-078.53e-06199
GO:000740918ThyroidPTCaxonogenesis178/5968418/187232.17e-062.91e-05178
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0436016EsophagusESCCAxon guidance108/4205182/84655.13e-031.30e-026.67e-03108
hsa0436017EsophagusESCCAxon guidance108/4205182/84655.13e-031.30e-026.67e-03108
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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
EFNB3EPHB6EFNB3_EPHB6EPHBEsophagusESCC
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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
EPHB6SNVMissense_Mutationnovelc.1591G>Cp.Glu531Glnp.E531Qprotein_codingtolerated(1)benign(0.026)TCGA-A2-A0YK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
EPHB6SNVMissense_Mutationnovelc.607N>Tp.Gly203Trpp.G203Wprotein_codingdeleterious(0)probably_damaging(1)TCGA-A8-A07L-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyCR
EPHB6SNVMissense_Mutationnovelc.2263N>Tp.Gly755Cysp.G755Cprotein_codingdeleterious(0.04)probably_damaging(1)TCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
EPHB6SNVMissense_Mutationrs370835347c.430G>Ap.Val144Ilep.V144Iprotein_codingtolerated(0.29)benign(0)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
EPHB6SNVMissense_Mutationrs867659854c.1942G>Ap.Asp648Asnp.D648Nprotein_codingdeleterious(0)probably_damaging(0.927)TCGA-BH-A0BJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
EPHB6SNVMissense_Mutationnovelc.2464N>Gp.Pro822Alap.P822Aprotein_codingtolerated(0.18)benign(0.054)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
EPHB6SNVMissense_Mutationrs150099415c.2626G>Cp.Glu876Glnp.E876Qprotein_codingdeleterious(0.03)benign(0.011)TCGA-LQ-A4E4-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozolePD
EPHB6SNVMissense_Mutationrs752538203c.1232G>Ap.Cys411Tyrp.C411Yprotein_codingdeleterious(0)probably_damaging(0.999)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
EPHB6SNVMissense_Mutationnovelc.1126N>Cp.Glu376Glnp.E376Qprotein_codingtolerated(0.08)possibly_damaging(0.898)TCGA-C5-A1BM-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
EPHB6SNVMissense_Mutationnovelc.1201G>Ap.Asp401Asnp.D401Nprotein_codingdeleterious(0)probably_damaging(0.999)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
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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
2051EPHB6DRUGGABLE GENOME, KINASE, TYROSINE KINASEinhibitorCHEMBL24828VANDETANIB
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