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: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
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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