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:0050807ColorectumADregulation of synapse organization60/3918211/187235.67e-033.64e-0260
GO:0060147ColorectumADregulation of posttranscriptional gene silencing19/391852/187236.92e-034.26e-0219
GO:0045931ColorectumADpositive regulation of mitotic cell cycle37/3918121/187237.88e-034.73e-0237
GO:0060964ColorectumADregulation of gene silencing by miRNA18/391849/187237.93e-034.73e-0218
GO:00021811ColorectumSERcytoplasmic translation102/2897148/187231.38e-488.49e-45102
GO:00432541ColorectumSERregulation of protein-containing complex assembly119/2897428/187233.34e-115.86e-09119
GO:00313341ColorectumSERpositive regulation of protein-containing complex assembly73/2897237/187231.89e-091.84e-0773
GO:00510981ColorectumSERregulation of binding97/2897363/187231.98e-081.43e-0697
GO:00349761ColorectumSERresponse to endoplasmic reticulum stress74/2897256/187233.01e-082.05e-0674
GO:00098951ColorectumSERnegative regulation of catabolic process84/2897320/187233.93e-072.06e-0584
GO:00021831ColorectumSERcytoplasmic translational initiation18/289734/187234.42e-072.24e-0518
GO:00313301ColorectumSERnegative regulation of cellular catabolic process70/2897262/187231.79e-067.70e-0570
GO:00343291ColorectumSERcell junction assembly100/2897420/187234.23e-061.61e-04100
GO:00105631ColorectumSERnegative regulation of phosphorus metabolic process101/2897442/187232.39e-056.70e-04101
GO:00064131ColorectumSERtranslational initiation36/2897118/187232.84e-057.63e-0436
GO:00459361ColorectumSERnegative regulation of phosphate metabolic process100/2897441/187233.62e-059.39e-04100
GO:00316671ColorectumSERresponse to nutrient levels106/2897474/187233.94e-051.00e-03106
GO:00709971ColorectumSERneuron death84/2897361/187235.76e-051.35e-0384
GO:00510991ColorectumSERpositive regulation of binding46/2897173/187231.12e-042.34e-0346
GO:00019331ColorectumSERnegative regulation of protein phosphorylation79/2897342/187231.21e-042.49e-0379
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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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