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: EFNA3

Gene summary for EFNA3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EFNA3

Gene ID

1944

Gene nameephrin A3
Gene AliasEFL2
Cytomap1q21.3
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

P52797


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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
1944EFNA3LZE4THumanEsophagusESCC2.37e-029.70e-020.0811
1944EFNA3LZE24THumanEsophagusESCC6.29e-041.19e-010.0596
1944EFNA3LZE21THumanEsophagusESCC9.73e-052.53e-010.0655
1944EFNA3P1T-EHumanEsophagusESCC4.62e-031.80e-010.0875
1944EFNA3P2T-EHumanEsophagusESCC4.61e-284.73e-010.1177
1944EFNA3P4T-EHumanEsophagusESCC2.81e-132.86e-010.1323
1944EFNA3P5T-EHumanEsophagusESCC6.05e-121.92e-010.1327
1944EFNA3P9T-EHumanEsophagusESCC5.23e-051.39e-010.1131
1944EFNA3P10T-EHumanEsophagusESCC1.38e-408.16e-010.116
1944EFNA3P11T-EHumanEsophagusESCC4.74e-031.54e-010.1426
1944EFNA3P12T-EHumanEsophagusESCC1.04e-153.11e-010.1122
1944EFNA3P15T-EHumanEsophagusESCC1.19e-132.55e-010.1149
1944EFNA3P16T-EHumanEsophagusESCC7.21e-284.79e-010.1153
1944EFNA3P20T-EHumanEsophagusESCC1.65e-173.77e-010.1124
1944EFNA3P21T-EHumanEsophagusESCC6.95e-082.16e-010.1617
1944EFNA3P22T-EHumanEsophagusESCC4.78e-162.75e-010.1236
1944EFNA3P23T-EHumanEsophagusESCC4.42e-051.25e-010.108
1944EFNA3P24T-EHumanEsophagusESCC1.79e-132.67e-010.1287
1944EFNA3P26T-EHumanEsophagusESCC1.76e-305.66e-010.1276
1944EFNA3P27T-EHumanEsophagusESCC7.02e-152.14e-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
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:0045862111EsophagusESCCpositive regulation of proteolysis256/8552372/187237.88e-209.43e-18256
GO:0010952111EsophagusESCCpositive regulation of peptidase activity133/8552197/187234.31e-101.14e-08133
GO:0052547111EsophagusESCCregulation of peptidase activity275/8552461/187237.54e-101.88e-08275
GO:0052548111EsophagusESCCregulation of endopeptidase activity253/8552432/187233.68e-086.78e-07253
GO:0010950111EsophagusESCCpositive regulation of endopeptidase activity116/8552179/187231.77e-072.79e-06116
GO:006156415EsophagusESCCaxon development251/8552467/187232.41e-041.49e-03251
GO:000740915EsophagusESCCaxonogenesis219/8552418/187233.14e-031.31e-02219
GO:00480133EsophagusESCCephrin receptor signaling pathway33/855251/187234.77e-031.85e-0233
GO:19029597EsophagusESCCregulation of aspartic-type endopeptidase activity involved in amyloid precursor protein catabolic process9/855210/187235.09e-031.92e-029
GO:19052457EsophagusESCCregulation of aspartic-type peptidase activity10/855212/187238.94e-033.12e-0210
GO:004586220Oral cavityOSCCpositive regulation of proteolysis236/7305372/187236.53e-221.38e-19236
GO:005254720Oral cavityOSCCregulation of peptidase activity255/7305461/187235.78e-132.75e-11255
GO:001095220Oral cavityOSCCpositive regulation of peptidase activity123/7305197/187232.12e-117.21e-10123
GO:005254820Oral cavityOSCCregulation of endopeptidase activity235/7305432/187234.35e-111.40e-09235
GO:001095019Oral cavityOSCCpositive regulation of endopeptidase activity107/7305179/187231.38e-082.78e-07107
GO:00429873Oral cavityOSCCamyloid precursor protein catabolic process40/730568/187237.28e-043.98e-0340
GO:00429823Oral cavityOSCCamyloid precursor protein metabolic process52/730595/187231.33e-036.62e-0352
GO:00480132Oral cavityOSCCephrin receptor signaling pathway29/730551/187237.33e-032.71e-0229
GO:006156410Oral cavityOSCCaxon development207/7305467/187231.01e-023.51e-02207
GO:0045862110Oral cavityLPpositive regulation of proteolysis165/4623372/187235.40e-178.46e-15165
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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
hsa041517EsophagusESCCPI3K-Akt signaling pathway197/4205354/84651.24e-022.83e-021.45e-02197
hsa0436017EsophagusESCCAxon guidance108/4205182/84655.13e-031.30e-026.67e-03108
hsa0415114EsophagusESCCPI3K-Akt signaling pathway197/4205354/84651.24e-022.83e-021.45e-02197
hsa0401014Oral cavityOSCCMAPK signaling pathway165/3704302/84657.11e-052.74e-041.40e-04165
hsa041516Oral cavityOSCCPI3K-Akt signaling pathway185/3704354/84656.26e-041.86e-039.49e-04185
hsa0436014Oral cavityOSCCAxon guidance97/3704182/84655.59e-031.33e-026.76e-0397
hsa0401518Oral cavityOSCCRap1 signaling pathway107/3704210/84652.01e-024.34e-022.21e-02107
hsa0401015Oral cavityOSCCMAPK signaling pathway165/3704302/84657.11e-052.74e-041.40e-04165
hsa0415113Oral cavityOSCCPI3K-Akt signaling pathway185/3704354/84656.26e-041.86e-039.49e-04185
hsa0436015Oral cavityOSCCAxon guidance97/3704182/84655.59e-031.33e-026.76e-0397
hsa0401519Oral cavityOSCCRap1 signaling pathway107/3704210/84652.01e-024.34e-022.21e-02107
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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
EFNA3EPHA2EFNA3_EPHA2EPHACRCMSI-H
EFNA3EPHA4EFNA3_EPHA4EPHACRCMSI-H
EFNA3EPHA5EFNA3_EPHA5EPHACRCMSI-H
EFNA3EPHA2EFNA3_EPHA2EPHAEsophagusESCC
EFNA3EPHA3EFNA3_EPHA3EPHAEsophagusESCC
EFNA3EPHA4EFNA3_EPHA4EPHAEsophagusESCC
EFNA3EPHA1EFNA3_EPHA1EPHAHNSCCOSCC
EFNA3EPHA2EFNA3_EPHA2EPHAHNSCCOSCC
EFNA3EPHA4EFNA3_EPHA4EPHAHNSCCOSCC
EFNA3EPHA1EFNA3_EPHA1EPHAHNSCCPrecancer
EFNA3EPHA2EFNA3_EPHA2EPHAHNSCCPrecancer
EFNA3EPHA4EFNA3_EPHA4EPHAHNSCCPrecancer
EFNA3EPHA2EFNA3_EPHA2EPHASkinADJ
EFNA3EPHA4EFNA3_EPHA4EPHASkinADJ
EFNA3EPHA2EFNA3_EPHA2EPHASkinAK
EFNA3EPHA4EFNA3_EPHA4EPHASkinAK
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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
EFNA3SNVMissense_Mutationc.601G>Cp.Glu201Glnp.E201QP52797protein_codingtolerated(0.18)benign(0.017)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
EFNA3SNVMissense_Mutationnovelc.647G>Tp.Ser216Ilep.S216IP52797protein_codingdeleterious(0)probably_damaging(0.979)TCGA-AC-A3W5-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelCR
EFNA3SNVMissense_Mutationc.673N>Tp.Ala225Serp.A225SP52797protein_codingtolerated(0.28)benign(0.018)TCGA-C8-A12Q-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownPD
EFNA3SNVMissense_Mutationnovelc.536N>Ap.Pro179Hisp.P179HP52797protein_codingdeleterious(0.04)possibly_damaging(0.839)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
EFNA3SNVMissense_Mutationnovelc.252N>Tp.Glu84Aspp.E84DP52797protein_codingdeleterious(0)benign(0.009)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
EFNA3SNVMissense_Mutationrs200827058c.667C>Tp.Pro223Serp.P223SP52797protein_codingtolerated(0.17)benign(0.122)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
EFNA3SNVMissense_Mutationnovelc.366N>Ap.Phe122Leup.F122LP52797protein_codingdeleterious(0)probably_damaging(0.995)TCGA-AX-A05Z-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapyadriamycinSD
EFNA3SNVMissense_Mutationnovelc.301G>Ap.Ala101Thrp.A101TP52797protein_codingtolerated(0.59)benign(0.003)TCGA-B5-A3FC-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
EFNA3SNVMissense_Mutationnovelc.545N>Tp.Pro182Leup.P182LP52797protein_codingdeleterious(0.04)possibly_damaging(0.829)TCGA-BK-A13B-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownPD
EFNA3SNVMissense_Mutationnovelc.583N>Ap.Leu195Metp.L195MP52797protein_codingtolerated(0.06)possibly_damaging(0.831)TCGA-EY-A215-01Endometriumuterine 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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