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: EIF4EBP2

Gene summary for EIF4EBP2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EIF4EBP2

Gene ID

1979

Gene nameeukaryotic translation initiation factor 4E binding protein 2
Gene Alias4EBP2
Cytomap10q22.1
Gene Typeprotein-coding
GO ID

GO:0003008

UniProtAcc

A0A024QZM3


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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
1979EIF4EBP2HTA11_3410_2000001011HumanColorectumAD2.71e-032.09e-010.0155
1979EIF4EBP2HTA11_2487_2000001011HumanColorectumSER2.73e-127.38e-01-0.1808
1979EIF4EBP2HTA11_1938_2000001011HumanColorectumAD8.69e-085.66e-01-0.0811
1979EIF4EBP2HTA11_78_2000001011HumanColorectumAD5.88e-249.05e-01-0.1088
1979EIF4EBP2HTA11_347_2000001011HumanColorectumAD3.91e-399.61e-01-0.1954
1979EIF4EBP2HTA11_411_2000001011HumanColorectumSER5.14e-101.30e+00-0.2602
1979EIF4EBP2HTA11_3361_2000001011HumanColorectumAD9.63e-065.14e-01-0.1207
1979EIF4EBP2HTA11_83_2000001011HumanColorectumSER1.33e-065.45e-01-0.1526
1979EIF4EBP2HTA11_696_2000001011HumanColorectumAD1.70e-094.49e-01-0.1464
1979EIF4EBP2HTA11_866_2000001011HumanColorectumAD1.51e-043.06e-01-0.1001
1979EIF4EBP2HTA11_1391_2000001011HumanColorectumAD1.62e-125.82e-01-0.059
1979EIF4EBP2HTA11_2992_2000001011HumanColorectumSER7.30e-097.96e-01-0.1706
1979EIF4EBP2HTA11_5212_2000001011HumanColorectumAD4.90e-171.20e+00-0.2061
1979EIF4EBP2HTA11_5216_2000001011HumanColorectumSER3.79e-027.04e-01-0.1462
1979EIF4EBP2HTA11_7862_2000001011HumanColorectumAD2.24e-024.24e-01-0.0179
1979EIF4EBP2HTA11_866_3004761011HumanColorectumAD5.54e-094.67e-010.096
1979EIF4EBP2HTA11_4255_2000001011HumanColorectumSER4.04e-023.73e-010.0446
1979EIF4EBP2HTA11_7663_2000001011HumanColorectumSER8.22e-067.30e-010.0131
1979EIF4EBP2HTA11_10623_2000001011HumanColorectumAD1.16e-044.89e-01-0.0177
1979EIF4EBP2HTA11_6801_2000001011HumanColorectumSER3.34e-046.75e-010.0171
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
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:0032868ColorectumADresponse to insulin91/3918264/187232.02e-078.48e-0691
GO:1901653ColorectumADcellular response to peptide114/3918359/187238.32e-072.88e-05114
GO:0032869ColorectumADcellular response to insulin stimulus72/3918203/187231.10e-063.68e-0572
GO:0006417ColorectumADregulation of translation141/3918468/187231.32e-064.22e-05141
GO:0071375ColorectumADcellular response to peptide hormone stimulus95/3918290/187231.50e-064.66e-0595
GO:0043434ColorectumADresponse to peptide hormone126/3918414/187232.70e-067.86e-05126
GO:0006413ColorectumADtranslational initiation45/3918118/187231.35e-052.92e-0445
GO:0006446ColorectumADregulation of translational initiation28/391879/187232.02e-031.63e-0228
GO:00064131ColorectumSERtranslational initiation36/2897118/187232.84e-057.63e-0436
GO:00328681ColorectumSERresponse to insulin65/2897264/187236.70e-051.53e-0365
GO:19016531ColorectumSERcellular response to peptide83/2897359/187238.03e-051.77e-0383
GO:00434341ColorectumSERresponse to peptide hormone93/2897414/187239.61e-052.04e-0393
GO:00713751ColorectumSERcellular response to peptide hormone stimulus68/2897290/187232.20e-043.89e-0368
GO:00328691ColorectumSERcellular response to insulin stimulus51/2897203/187232.30e-043.96e-0351
GO:00064171ColorectumSERregulation of translation100/2897468/187233.76e-045.74e-03100
GO:00064172ColorectumMSSregulation of translation134/3467468/187234.43e-082.38e-06134
GO:00064132ColorectumMSStranslational initiation43/3467118/187233.19e-069.38e-0543
GO:00434342ColorectumMSSresponse to peptide hormone104/3467414/187234.58e-045.43e-03104
GO:19016532ColorectumMSScellular response to peptide91/3467359/187237.38e-047.88e-0391
GO:00328692ColorectumMSScellular response to insulin stimulus56/3467203/187239.41e-049.50e-0356
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04213ColorectumADLongevity regulating pathway - multiple species27/209262/84658.72e-045.96e-033.80e-0327
hsa042131ColorectumADLongevity regulating pathway - multiple species27/209262/84658.72e-045.96e-033.80e-0327
hsa042132ColorectumSERLongevity regulating pathway - multiple species20/158062/84657.15e-033.77e-022.74e-0220
hsa042133ColorectumSERLongevity regulating pathway - multiple species20/158062/84657.15e-033.77e-022.74e-0220
hsa042134ColorectumMSSLongevity regulating pathway - multiple species27/187562/84651.33e-041.17e-037.18e-0427
hsa042135ColorectumMSSLongevity regulating pathway - multiple species27/187562/84651.33e-041.17e-037.18e-0427
hsa042138LiverHCCLongevity regulating pathway - multiple species41/402062/84652.30e-037.86e-034.37e-0341
hsa0421311LiverHCCLongevity regulating pathway - multiple species41/402062/84652.30e-037.86e-034.37e-0341
hsa0421310Oral cavityOSCCLongevity regulating pathway - multiple species38/370462/84653.97e-039.86e-035.02e-0338
hsa0421313Oral cavityOSCCLongevity regulating pathway - multiple species38/370462/84653.97e-039.86e-035.02e-0338
hsa042139ProstateBPHLongevity regulating pathway - multiple species20/171862/84651.78e-024.98e-023.08e-0220
hsa0421312ProstateBPHLongevity regulating pathway - multiple species20/171862/84651.78e-024.98e-023.08e-0220
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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
EIF4EBP2SNVMissense_Mutationc.163N>Tp.Asp55Tyrp.D55YQ13542protein_codingdeleterious(0)possibly_damaging(0.761)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
EIF4EBP2SNVMissense_Mutationrs201115758c.152N>Ap.Arg51Glnp.R51QQ13542protein_codingdeleterious(0.02)benign(0.038)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
EIF4EBP2insertionFrame_Shift_Insnovelc.351_352insCp.Met118HisfsTer17p.M118Hfs*17Q13542protein_codingTCGA-A2-A0EV-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
EIF4EBP2insertionNonsense_Mutationnovelc.352_353insAATAGACCTTGTTTCTTTTGTTTTGTTTp.Met118LysfsTer2p.M118Kfs*2Q13542protein_codingTCGA-A2-A0EV-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
EIF4EBP2SNVMissense_Mutationnovelc.194N>Ap.Ser65Tyrp.S65YQ13542protein_codingdeleterious(0)probably_damaging(0.998)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
EIF4EBP2SNVMissense_Mutationc.185N>Cp.Arg62Prop.R62PQ13542protein_codingdeleterious(0.03)possibly_damaging(0.856)TCGA-D5-6537-01Colorectumcolon adenocarcinomaMale<65III/IVUnknownUnknownPD
EIF4EBP2SNVMissense_Mutationc.277N>Tp.Val93Leup.V93LQ13542protein_codingtolerated(0.34)benign(0.171)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
EIF4EBP2insertionFrame_Shift_Insrs751644163c.114_115insGp.Thr41AspfsTer15p.T41Dfs*15Q13542protein_codingTCGA-F4-6856-01Colorectumcolon adenocarcinomaMale<65I/IIAncillaryleucovorinCR
EIF4EBP2SNVMissense_Mutationrs750591080c.188N>Ap.Arg63Hisp.R63HQ13542protein_codingdeleterious(0)possibly_damaging(0.895)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
EIF4EBP2SNVMissense_Mutationrs750591080c.188N>Ap.Arg63Hisp.R63HQ13542protein_codingdeleterious(0)possibly_damaging(0.895)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
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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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