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: EIF4E

Gene summary for EIF4E

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EIF4E

Gene ID

1977

Gene nameeukaryotic translation initiation factor 4E
Gene AliasAUTS19
Cytomap4q23
Gene Typeprotein-coding
GO ID

GO:0000082

UniProtAcc

P06730


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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
1977EIF4ELZE2THumanEsophagusESCC1.23e-034.59e-010.082
1977EIF4ELZE4THumanEsophagusESCC4.05e-145.47e-010.0811
1977EIF4ELZE5THumanEsophagusESCC3.39e-082.26e-010.0514
1977EIF4ELZE7THumanEsophagusESCC3.67e-044.52e-010.0667
1977EIF4ELZE8THumanEsophagusESCC2.20e-095.09e-010.067
1977EIF4ELZE20THumanEsophagusESCC1.73e-051.76e-010.0662
1977EIF4ELZE22THumanEsophagusESCC5.18e-043.37e-010.068
1977EIF4ELZE24THumanEsophagusESCC5.04e-143.21e-010.0596
1977EIF4ELZE6THumanEsophagusESCC7.24e-064.77e-010.0845
1977EIF4EP1T-EHumanEsophagusESCC4.08e-063.92e-010.0875
1977EIF4EP2T-EHumanEsophagusESCC1.05e-296.89e-010.1177
1977EIF4EP4T-EHumanEsophagusESCC1.42e-401.19e+000.1323
1977EIF4EP5T-EHumanEsophagusESCC2.50e-145.14e-010.1327
1977EIF4EP8T-EHumanEsophagusESCC1.76e-173.62e-010.0889
1977EIF4EP9T-EHumanEsophagusESCC8.47e-194.50e-010.1131
1977EIF4EP10T-EHumanEsophagusESCC1.84e-223.89e-010.116
1977EIF4EP11T-EHumanEsophagusESCC2.46e-211.08e+000.1426
1977EIF4EP12T-EHumanEsophagusESCC1.62e-306.71e-010.1122
1977EIF4EP15T-EHumanEsophagusESCC1.53e-348.67e-010.1149
1977EIF4EP16T-EHumanEsophagusESCC5.33e-397.34e-010.1153
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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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
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:00064138BreastPrecancertranslational initiation30/1080118/187233.23e-125.58e-1030
GO:00362939BreastPrecancerresponse to decreased oxygen levels53/1080322/187234.09e-126.84e-1053
GO:00064179BreastPrecancerregulation of translation67/1080468/187234.71e-127.64e-1067
GO:00016669BreastPrecancerresponse to hypoxia51/1080307/187237.33e-121.11e-0951
GO:00704829BreastPrecancerresponse to oxygen levels55/1080347/187237.47e-121.11e-0955
GO:00362948BreastPrecancercellular response to decreased oxygen levels31/1080161/187232.61e-092.11e-0731
GO:00714538BreastPrecancercellular response to oxygen levels32/1080177/187237.32e-095.52e-0732
GO:00714565BreastPrecancercellular response to hypoxia29/1080151/187238.98e-096.50e-0729
GO:00064466BreastPrecancerregulation of translational initiation19/108079/187237.99e-084.60e-0619
GO:00432549BreastPrecancerregulation of protein-containing complex assembly50/1080428/187231.63e-065.97e-0550
GO:0002931BreastPrecancerresponse to ischemia12/108058/187239.65e-051.80e-0312
GO:00316679BreastPrecancerresponse to nutrient levels47/1080474/187232.09e-043.27e-0347
GO:00313338BreastPrecancernegative regulation of protein-containing complex assembly18/1080141/187231.27e-031.35e-0218
GO:00425947BreastPrecancerresponse to starvation22/1080197/187232.30e-032.15e-0222
GO:00973058BreastPrecancerresponse to alcohol25/1080253/187236.16e-034.35e-0225
GO:007048214BreastIDCresponse to oxygen levels64/1434347/187233.45e-115.57e-0964
GO:003629314BreastIDCresponse to decreased oxygen levels60/1434322/187239.26e-111.25e-0860
GO:000166614BreastIDCresponse to hypoxia58/1434307/187231.09e-101.38e-0858
GO:000641313BreastIDCtranslational initiation31/1434118/187237.29e-107.52e-0831
GO:000641714BreastIDCregulation of translation74/1434468/187231.67e-091.53e-0774
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0406629EsophagusESCCHIF-1 signaling pathway75/4205109/84653.66e-051.68e-048.60e-0575
hsa049109EsophagusESCCInsulin signaling pathway89/4205137/84651.97e-047.32e-043.75e-0489
hsa0152110EsophagusESCCEGFR tyrosine kinase inhibitor resistance55/420579/84652.44e-048.78e-044.50e-0455
hsa041505EsophagusESCCmTOR signaling pathway98/4205156/84655.81e-041.95e-039.97e-0498
hsa0421114EsophagusESCCLongevity regulating pathway58/420589/84652.19e-036.16e-033.16e-0358
hsa041517EsophagusESCCPI3K-Akt signaling pathway197/4205354/84651.24e-022.83e-021.45e-02197
hsa04066113EsophagusESCCHIF-1 signaling pathway75/4205109/84653.66e-051.68e-048.60e-0575
hsa0491014EsophagusESCCInsulin signaling pathway89/4205137/84651.97e-047.32e-043.75e-0489
hsa0152115EsophagusESCCEGFR tyrosine kinase inhibitor resistance55/420579/84652.44e-048.78e-044.50e-0455
hsa0415013EsophagusESCCmTOR signaling pathway98/4205156/84655.81e-041.95e-039.97e-0498
hsa0421115EsophagusESCCLongevity regulating pathway58/420589/84652.19e-036.16e-033.16e-0358
hsa0415114EsophagusESCCPI3K-Akt signaling pathway197/4205354/84651.24e-022.83e-021.45e-02197
hsa0491021LiverCirrhoticInsulin signaling pathway56/2530137/84653.74e-031.50e-029.26e-0356
hsa0406612LiverCirrhoticHIF-1 signaling pathway46/2530109/84654.00e-031.59e-029.78e-0346
hsa015216LiverCirrhoticEGFR tyrosine kinase inhibitor resistance35/253079/84654.50e-031.70e-021.05e-0235
hsa042118LiverCirrhoticLongevity regulating pathway37/253089/84651.22e-023.89e-022.40e-0237
hsa0491031LiverCirrhoticInsulin signaling pathway56/2530137/84653.74e-031.50e-029.26e-0356
hsa0406613LiverCirrhoticHIF-1 signaling pathway46/2530109/84654.00e-031.59e-029.78e-0346
hsa0152111LiverCirrhoticEGFR tyrosine kinase inhibitor resistance35/253079/84654.50e-031.70e-021.05e-0235
hsa0421111LiverCirrhoticLongevity regulating pathway37/253089/84651.22e-023.89e-022.40e-0237
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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
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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
EIF4ESNVMissense_Mutationrs776434815c.383G>Ap.Arg128Hisp.R128HP06730protein_codingtolerated(0.15)benign(0.02)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
EIF4ESNVMissense_Mutationnovelc.182N>Ap.Arg61Glnp.R61QP06730protein_codingtolerated(0.25)benign(0.058)TCGA-EA-A3HS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
EIF4ESNVMissense_Mutationnovelc.21N>Cp.Glu7Aspp.E7DP06730protein_codingtolerated_low_confidence(0.24)probably_damaging(0.979)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
EIF4ESNVMissense_Mutationrs772918368c.65C>Tp.Thr22Metp.T22MP06730protein_codingtolerated(0.07)possibly_damaging(0.847)TCGA-CK-6746-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
EIF4ESNVMissense_Mutationrs17850950c.379G>Ap.Asp127Asnp.D127NP06730protein_codingdeleterious(0.03)possibly_damaging(0.636)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
EIF4ESNVMissense_Mutationrs776434815c.383N>Ap.Arg128Hisp.R128HP06730protein_codingtolerated(0.15)benign(0.02)TCGA-AX-A0J1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
EIF4ESNVMissense_Mutationnovelc.547G>Ap.Ala183Thrp.A183TP06730protein_codingdeleterious(0)probably_damaging(0.991)TCGA-E6-A1LX-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
EIF4ESNVMissense_Mutationnovelc.539N>Cp.Val180Alap.V180AP06730protein_codingdeleterious(0.01)probably_damaging(0.947)TCGA-FI-A2D0-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
EIF4ESNVMissense_Mutationrs200243582c.694N>Ap.Ala232Thrp.A232TP06730protein_codingtolerated(0.18)benign(0.031)TCGA-BC-A69I-01Liverliver hepatocellular carcinomaMale>=65I/IIUnknownUnknownSD
EIF4ESNVMissense_Mutationc.661C>Tp.Pro221Serp.P221SP06730protein_codingtolerated(0.98)benign(0.061)TCGA-49-4510-01Lunglung adenocarcinomaFemale<65I/IIUnknownUnknownPD
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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
1977EIF4EDRUGGABLE GENOMEETOPOSIDEETOPOSIDE11956083
1977EIF4EDRUGGABLE GENOMEH2O212151318
1977EIF4EDRUGGABLE GENOMELY2275796
1977EIF4EDRUGGABLE GENOMEMTOR INHIBITOR15190216
1977EIF4EDRUGGABLE GENOMEinhibitorISIS-EIF4ERX
1977EIF4EDRUGGABLE GENOMERAPAMYCINSIROLIMUS10516161,8816458,10477262,15292274,14581487,9867830
1977EIF4EDRUGGABLE GENOMEHYDROXYUREAHYDROXYUREA10585489
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