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: EIF4EBP1

Gene summary for EIF4EBP1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EIF4EBP1

Gene ID

1978

Gene nameeukaryotic translation initiation factor 4E binding protein 1
Gene Alias4E-BP1
Cytomap8p11.23
Gene Typeprotein-coding
GO ID

GO:0000082

UniProtAcc

Q13541


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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
1978EIF4EBP1GSM4909282HumanBreastIDC4.46e-093.78e-01-0.0288
1978EIF4EBP1GSM4909285HumanBreastIDC1.05e-04-3.14e-010.21
1978EIF4EBP1GSM4909286HumanBreastIDC3.55e-04-2.78e-010.1081
1978EIF4EBP1GSM4909291HumanBreastIDC6.05e-145.86e-010.1753
1978EIF4EBP1GSM4909293HumanBreastIDC9.60e-12-4.68e-010.1581
1978EIF4EBP1GSM4909294HumanBreastIDC3.42e-06-3.02e-010.2022
1978EIF4EBP1GSM4909296HumanBreastIDC1.31e-02-1.15e-010.1524
1978EIF4EBP1GSM4909297HumanBreastIDC2.45e-11-6.27e-020.1517
1978EIF4EBP1GSM4909298HumanBreastIDC6.44e-10-4.28e-010.1551
1978EIF4EBP1GSM4909299HumanBreastIDC4.14e-04-3.95e-010.035
1978EIF4EBP1GSM4909301HumanBreastIDC5.75e-03-3.41e-010.1577
1978EIF4EBP1GSM4909303HumanBreastIDC1.39e-05-5.72e-010.0438
1978EIF4EBP1GSM4909311HumanBreastIDC4.07e-24-4.74e-010.1534
1978EIF4EBP1GSM4909312HumanBreastIDC3.75e-09-3.83e-010.1552
1978EIF4EBP1GSM4909313HumanBreastIDC1.04e-06-4.26e-010.0391
1978EIF4EBP1GSM4909317HumanBreastIDC2.32e-043.70e-010.1355
1978EIF4EBP1GSM4909318HumanBreastIDC1.05e-054.85e-010.2031
1978EIF4EBP1GSM4909319HumanBreastIDC8.23e-35-4.52e-010.1563
1978EIF4EBP1GSM4909321HumanBreastIDC4.03e-10-2.88e-010.1559
1978EIF4EBP1brca1HumanBreastPrecancer2.00e-104.18e-01-0.0338
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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:00171485Oral cavityOSCCnegative regulation of translation113/7305245/187231.34e-024.45e-02113
GO:000641319Oral cavityLPtranslational initiation75/4623118/187233.96e-197.52e-1775
GO:000644616Oral cavityLPregulation of translational initiation48/462379/187231.04e-117.66e-1048
GO:0043254110Oral cavityLPregulation of protein-containing complex assembly163/4623428/187233.72e-101.92e-08163
GO:0006417110Oral cavityLPregulation of translation175/4623468/187234.49e-102.22e-08175
GO:000734614Oral cavityLPregulation of mitotic cell cycle163/4623457/187237.64e-082.56e-06163
GO:0031667110Oral cavityLPresponse to nutrient levels165/4623474/187233.87e-071.12e-05165
GO:004477215Oral cavityLPmitotic cell cycle phase transition150/4623424/187234.38e-071.23e-05150
GO:0070482110Oral cavityLPresponse to oxygen levels122/4623347/187237.10e-061.37e-04122
GO:000008213Oral cavityLPG1/S transition of mitotic cell cycle80/4623214/187232.30e-053.74e-0480
GO:004484313Oral cavityLPcell cycle G1/S phase transition88/4623241/187232.62e-054.21e-0488
GO:0001666110Oral cavityLPresponse to hypoxia106/4623307/187236.38e-058.61e-04106
GO:0036293110Oral cavityLPresponse to decreased oxygen levels109/4623322/187231.25e-041.46e-03109
GO:004259417Oral cavityLPresponse to starvation71/4623197/187232.36e-042.52e-0371
GO:004593115Oral cavityLPpositive regulation of mitotic cell cycle46/4623121/187237.65e-046.80e-0346
GO:003133319Oral cavityLPnegative regulation of protein-containing complex assembly52/4623141/187238.28e-047.24e-0352
GO:004594713Oral cavityLPnegative regulation of translational initiation11/462319/187232.04e-031.50e-0211
GO:0097305110Oral cavityLPresponse to alcohol80/4623253/187237.24e-034.05e-0280
GO:004578715Oral cavityLPpositive regulation of cell cycle96/4623313/187239.08e-034.85e-0296
GO:000641729SkincSCCregulation of translation226/4864468/187238.78e-262.62e-23226
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0406616BreastPrecancerHIF-1 signaling pathway23/684109/84651.51e-051.59e-041.22e-0423
hsa042189BreastPrecancerCellular senescence29/684156/84651.66e-051.69e-041.30e-0429
hsa0516316BreastPrecancerHuman cytomegalovirus infection32/684225/84651.13e-037.57e-035.80e-0332
hsa0406617BreastPrecancerHIF-1 signaling pathway23/684109/84651.51e-051.59e-041.22e-0423
hsa0421814BreastPrecancerCellular senescence29/684156/84651.66e-051.69e-041.30e-0429
hsa0516317BreastPrecancerHuman cytomegalovirus infection32/684225/84651.13e-037.57e-035.80e-0332
hsa0421824BreastIDCCellular senescence35/867156/84655.49e-067.43e-055.56e-0535
hsa0516324BreastIDCHuman cytomegalovirus infection39/867225/84656.66e-045.41e-034.05e-0339
hsa0406623BreastIDCHIF-1 signaling pathway22/867109/84651.36e-031.00e-027.50e-0322
hsa0421834BreastIDCCellular senescence35/867156/84655.49e-067.43e-055.56e-0535
hsa0516334BreastIDCHuman cytomegalovirus infection39/867225/84656.66e-045.41e-034.05e-0339
hsa0406633BreastIDCHIF-1 signaling pathway22/867109/84651.36e-031.00e-027.50e-0322
hsa0421844BreastDCISCellular senescence34/846156/84658.53e-061.06e-047.80e-0534
hsa0516344BreastDCISHuman cytomegalovirus infection38/846225/84658.11e-045.95e-034.38e-0338
hsa0406642BreastDCISHIF-1 signaling pathway22/846109/84659.83e-047.05e-035.20e-0322
hsa0421854BreastDCISCellular senescence34/846156/84658.53e-061.06e-047.80e-0534
hsa0516354BreastDCISHuman cytomegalovirus infection38/846225/84658.11e-045.95e-034.38e-0338
hsa0406652BreastDCISHIF-1 signaling pathway22/846109/84659.83e-047.05e-035.20e-0322
hsa0516318CervixCCHuman cytomegalovirus infection65/1267225/84654.59e-086.47e-073.83e-0765
hsa0421810CervixCCCellular senescence49/1267156/84651.30e-071.63e-069.61e-0749
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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
EIF4EBP1SNVMissense_Mutationnovelc.223C>Ap.Leu75Metp.L75MQ13541protein_codingtolerated(0.07)probably_damaging(0.999)TCGA-EO-A3B0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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
1978EIF4EBP1KINASEPACLITAXELPACLITAXEL15897904
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