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: EIF4G1

Gene summary for EIF4G1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EIF4G1

Gene ID

1981

Gene nameeukaryotic translation initiation factor 4 gamma 1
Gene AliasEIF-4G1
Cytomap3q27.1
Gene Typeprotein-coding
GO ID

GO:0000082

UniProtAcc

B2RU06


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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
1981EIF4G1HTA11_3410_2000001011HumanColorectumAD3.72e-032.46e-010.0155
1981EIF4G1HTA11_2487_2000001011HumanColorectumSER3.80e-167.48e-01-0.1808
1981EIF4G1HTA11_1938_2000001011HumanColorectumAD2.43e-167.45e-01-0.0811
1981EIF4G1HTA11_78_2000001011HumanColorectumAD3.84e-084.62e-01-0.1088
1981EIF4G1HTA11_347_2000001011HumanColorectumAD2.03e-287.71e-01-0.1954
1981EIF4G1HTA11_411_2000001011HumanColorectumSER9.45e-069.53e-01-0.2602
1981EIF4G1HTA11_2112_2000001011HumanColorectumSER7.65e-037.39e-01-0.2196
1981EIF4G1HTA11_3361_2000001011HumanColorectumAD1.50e-034.61e-01-0.1207
1981EIF4G1HTA11_83_2000001011HumanColorectumSER9.81e-138.19e-01-0.1526
1981EIF4G1HTA11_696_2000001011HumanColorectumAD8.65e-319.44e-01-0.1464
1981EIF4G1HTA11_866_2000001011HumanColorectumAD2.23e-126.39e-01-0.1001
1981EIF4G1HTA11_1391_2000001011HumanColorectumAD9.40e-331.19e+00-0.059
1981EIF4G1HTA11_2992_2000001011HumanColorectumSER2.64e-046.38e-01-0.1706
1981EIF4G1HTA11_546_2000001011HumanColorectumAD3.34e-055.68e-01-0.0842
1981EIF4G1HTA11_7862_2000001011HumanColorectumAD4.61e-024.25e-01-0.0179
1981EIF4G1HTA11_866_3004761011HumanColorectumAD5.11e-309.23e-010.096
1981EIF4G1HTA11_4255_2000001011HumanColorectumSER2.97e-036.13e-010.0446
1981EIF4G1HTA11_8622_2000001021HumanColorectumSER1.44e-046.30e-010.0528
1981EIF4G1HTA11_7663_2000001011HumanColorectumSER2.23e-148.92e-010.0131
1981EIF4G1HTA11_10623_2000001011HumanColorectumAD1.03e-024.90e-01-0.0177
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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:0002181ColorectumADcytoplasmic translation109/3918148/187233.40e-432.13e-39109
GO:0009895ColorectumADnegative regulation of catabolic process124/3918320/187231.66e-133.35e-11124
GO:0031330ColorectumADnegative regulation of cellular catabolic process104/3918262/187232.66e-123.96e-10104
GO:0043254ColorectumADregulation of protein-containing complex assembly148/3918428/187232.64e-113.18e-09148
GO:0031334ColorectumADpositive regulation of protein-containing complex assembly91/3918237/187234.78e-103.99e-0891
GO:0051098ColorectumADregulation of binding126/3918363/187236.01e-104.88e-08126
GO:0010506ColorectumADregulation of autophagy111/3918317/187233.57e-092.35e-07111
GO:0034329ColorectumADcell junction assembly136/3918420/187232.02e-081.15e-06136
GO:0034976ColorectumADresponse to endoplasmic reticulum stress90/3918256/187238.48e-084.28e-0690
GO:0051099ColorectumADpositive regulation of binding66/3918173/187231.47e-076.64e-0666
GO:0002183ColorectumADcytoplasmic translational initiation21/391834/187232.73e-071.09e-0521
GO:0070997ColorectumADneuron death114/3918361/187231.13e-063.72e-05114
GO:0006417ColorectumADregulation of translation141/3918468/187231.32e-064.22e-05141
GO:0016049ColorectumADcell growth143/3918482/187232.83e-068.09e-05143
GO:0001558ColorectumADregulation of cell growth124/3918414/187237.67e-061.86e-04124
GO:0031667ColorectumADresponse to nutrient levels138/3918474/187231.22e-052.68e-04138
GO:0010563ColorectumADnegative regulation of phosphorus metabolic process130/3918442/187231.26e-052.76e-04130
GO:1901214ColorectumADregulation of neuron death99/3918319/187231.26e-052.76e-0499
GO:0006413ColorectumADtranslational initiation45/3918118/187231.35e-052.92e-0445
GO:0045936ColorectumADnegative regulation of phosphate metabolic process129/3918441/187231.81e-053.76e-04129
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05416ColorectumMSI-HViral myocarditis14/79760/84651.09e-031.20e-021.01e-0214
hsa054161ColorectumMSI-HViral myocarditis14/79760/84651.09e-031.20e-021.01e-0214
hsa0541630EsophagusESCCViral myocarditis41/420560/84652.59e-037.05e-033.61e-0341
hsa05416114EsophagusESCCViral myocarditis41/420560/84652.59e-037.05e-033.61e-0341
hsa0541614LiverCirrhoticViral myocarditis28/253060/84654.38e-031.68e-021.03e-0228
hsa0541615LiverCirrhoticViral myocarditis28/253060/84654.38e-031.68e-021.03e-0228
hsa0541629Oral cavityOSCCViral myocarditis39/370460/84657.13e-042.09e-031.07e-0339
hsa05416113Oral cavityOSCCViral myocarditis39/370460/84657.13e-042.09e-031.07e-0339
hsa05416210Oral cavityLPViral myocarditis32/241860/84654.55e-052.91e-041.88e-0432
hsa0541637Oral cavityLPViral myocarditis32/241860/84654.55e-052.91e-041.88e-0432
hsa0541662Oral cavityNEOLPViral myocarditis17/111260/84651.38e-036.45e-034.06e-0317
hsa0541672Oral cavityNEOLPViral myocarditis17/111260/84651.38e-036.45e-034.06e-0317
hsa0541627ProstateBPHViral myocarditis23/171860/84659.59e-044.47e-032.76e-0323
hsa05416112ProstateBPHViral myocarditis23/171860/84659.59e-044.47e-032.76e-0323
hsa0541628ProstateTumorViral myocarditis24/179160/84656.83e-043.33e-032.06e-0324
hsa0541636ProstateTumorViral myocarditis24/179160/84656.83e-043.33e-032.06e-0324
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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
EIF4G1SNVMissense_Mutationnovelc.4172N>Ap.Cys1391Tyrp.C1391YQ04637protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A7-A0CG-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
EIF4G1SNVMissense_Mutationc.184C>Tp.Arg62Trpp.R62WQ04637protein_codingdeleterious(0)possibly_damaging(0.609)TCGA-A7-A13E-01Breastbreast invasive carcinomaFemale<65I/IITargeted Molecular therapybevacizumabPD
EIF4G1SNVMissense_Mutationc.2188N>Ap.Glu730Lysp.E730KQ04637protein_codingdeleterious(0.01)possibly_damaging(0.905)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
EIF4G1SNVMissense_Mutationc.2701N>Tp.Arg901Cysp.R901CQ04637protein_codingdeleterious(0.01)benign(0.344)TCGA-BH-A0B3-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
EIF4G1SNVMissense_Mutationnovelc.364N>Tp.Val122Phep.V122FQ04637protein_codingdeleterious(0.04)possibly_damaging(0.862)TCGA-BH-A0HL-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
EIF4G1SNVMissense_Mutationrs571849011c.197C>Tp.Pro66Leup.P66LQ04637protein_codingdeleterious(0)benign(0.098)TCGA-BH-A18U-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
EIF4G1SNVMissense_Mutationc.1457N>Tp.Gly486Valp.G486VQ04637protein_codingtolerated(0.31)probably_damaging(0.942)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
EIF4G1SNVMissense_Mutationrs73053766c.3791A>Gp.Asn1264Serp.N1264SQ04637protein_codingdeleterious(0.05)benign(0.076)TCGA-LD-A74U-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapytaxotereSD
EIF4G1insertionFrame_Shift_Insnovelc.3123_3124insGTTAAp.Pro1042ValfsTer59p.P1042Vfs*59Q04637protein_codingTCGA-A8-A093-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
EIF4G1insertionNonsense_Mutationnovelc.3124_3125insAGAGGCAATAATGCATGAp.Pro1042delinsGlnArgGlnTerCysMetThrp.P1042delinsQRQ*CMTQ04637protein_codingTCGA-A8-A093-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
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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
1981EIF4G1NAINSULININSULIN8521827
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