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: EIF4G3

Gene summary for EIF4G3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EIF4G3

Gene ID

8672

Gene nameeukaryotic translation initiation factor 4 gamma 3
Gene AliaseIF-4G 3
Cytomap1p36.12
Gene Typeprotein-coding
GO ID

GO:0006412

UniProtAcc

A0A0A0MSA7


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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
8672EIF4G3CA_HPV_1HumanCervixCC4.01e-024.60e-020.0264
8672EIF4G3CCI_1HumanCervixCC3.24e-141.74e+000.528
8672EIF4G3CCI_2HumanCervixCC4.94e-069.24e-010.5249
8672EIF4G3CCI_3HumanCervixCC8.56e-211.55e+000.516
8672EIF4G3HTA11_3410_2000001011HumanColorectumAD2.75e-43-8.06e-010.0155
8672EIF4G3HTA11_2951_2000001011HumanColorectumAD1.05e-18-9.29e-010.0216
8672EIF4G3HTA11_347_2000001011HumanColorectumAD8.44e-341.21e+00-0.1954
8672EIF4G3HTA11_411_2000001011HumanColorectumSER5.86e-075.63e-01-0.2602
8672EIF4G3HTA11_1391_2000001011HumanColorectumAD2.23e-034.21e-01-0.059
8672EIF4G3HTA11_7862_2000001011HumanColorectumAD1.80e-03-3.80e-01-0.0179
8672EIF4G3HTA11_866_3004761011HumanColorectumAD8.63e-15-6.50e-010.096
8672EIF4G3HTA11_9408_2000001011HumanColorectumAD2.70e-06-8.40e-010.0451
8672EIF4G3HTA11_8622_2000001021HumanColorectumSER7.71e-06-5.47e-010.0528
8672EIF4G3HTA11_7696_3000711011HumanColorectumAD1.97e-10-4.95e-010.0674
8672EIF4G3HTA11_7469_2000001011HumanColorectumAD3.70e-02-5.07e-01-0.0124
8672EIF4G3HTA11_11156_2000001011HumanColorectumAD1.06e-03-7.74e-010.0397
8672EIF4G3HTA11_6818_2000001021HumanColorectumAD4.64e-16-8.34e-010.0588
8672EIF4G3HTA11_99999970781_79442HumanColorectumMSS3.09e-19-5.29e-010.294
8672EIF4G3HTA11_99999973899_84307HumanColorectumMSS3.53e-05-6.18e-010.2585
8672EIF4G3HTA11_99999974143_84620HumanColorectumMSS8.76e-20-6.15e-010.3005
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:000641710CervixCCregulation of translation89/2311468/187231.86e-053.46e-0489
GO:00064139CervixCCtranslational initiation25/2311118/187234.54e-032.75e-0225
GO:0006417ColorectumADregulation of translation141/3918468/187231.32e-064.22e-05141
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: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:00064461ColorectumMSSregulation of translational initiation26/346779/187231.56e-031.42e-0226
GO:00064174ColorectumFAPregulation of translation111/2622468/187238.47e-091.13e-06111
GO:00064463ColorectumFAPregulation of translational initiation26/262279/187231.54e-054.01e-0426
GO:00064134ColorectumFAPtranslational initiation34/2622118/187232.13e-055.12e-0434
GO:00064175ColorectumCRCregulation of translation82/2078468/187231.79e-055.40e-0482
GO:000641310EndometriumAEHtranslational initiation42/2100118/187232.68e-124.67e-1042
GO:000641716EndometriumAEHregulation of translation94/2100468/187231.14e-087.62e-0794
GO:00064467EndometriumAEHregulation of translational initiation25/210079/187238.99e-073.19e-0525
GO:000641315EndometriumEECtranslational initiation42/2168118/187237.65e-121.24e-0942
GO:000641717EndometriumEECregulation of translation94/2168468/187235.37e-082.88e-0694
GO:000644614EndometriumEECregulation of translational initiation25/216879/187231.62e-065.03e-0525
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0541620CervixCCViral myocarditis27/126760/84652.43e-083.57e-072.11e-0727
hsa05416110CervixCCViral myocarditis27/126760/84652.43e-083.57e-072.11e-0727
hsa0541625EndometriumAEHViral myocarditis27/119760/84656.98e-091.13e-078.30e-0827
hsa05416111EndometriumAEHViral myocarditis27/119760/84656.98e-091.13e-078.30e-0827
hsa0541626EndometriumEECViral myocarditis28/123760/84652.81e-095.77e-084.30e-0828
hsa0541635EndometriumEECViral myocarditis28/123760/84652.81e-095.77e-084.30e-0828
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
hsa0541616LungIACViral myocarditis21/105360/84655.30e-061.57e-041.04e-0421
hsa0541617LungIACViral myocarditis21/105360/84655.30e-061.57e-041.04e-0421
hsa0541622LungAISViral myocarditis19/96160/84652.01e-054.08e-042.61e-0419
hsa0541632LungAISViral myocarditis19/96160/84652.01e-054.08e-042.61e-0419
hsa0541661LungMIACViral myocarditis15/50760/84651.61e-069.39e-056.79e-0515
hsa0541671LungMIACViral myocarditis15/50760/84651.61e-069.39e-056.79e-0515
hsa0541629Oral cavityOSCCViral myocarditis39/370460/84657.13e-042.09e-031.07e-0339
hsa05416113Oral cavityOSCCViral myocarditis39/370460/84657.13e-042.09e-031.07e-0339
hsa0541644Oral cavityEOLPViral myocarditis24/121860/84659.78e-079.29e-065.48e-0624
hsa0541654Oral cavityEOLPViral myocarditis24/121860/84659.78e-079.29e-065.48e-0624
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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
EIF4G3SNVMissense_Mutationnovelc.3234N>Cp.Lys1078Asnp.K1078Nprotein_codingdeleterious(0)probably_damaging(0.971)TCGA-5L-AAT0-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
EIF4G3SNVMissense_Mutationrs748539423c.1429G>Tp.Asp477Tyrp.D477Yprotein_codingdeleterious_low_confidence(0)benign(0.054)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
EIF4G3SNVMissense_Mutationnovelc.2935N>Cp.Glu979Glnp.E979Qprotein_codingdeleterious(0)probably_damaging(1)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
EIF4G3SNVMissense_Mutationc.350N>Tp.Pro117Leup.P117Lprotein_codingdeleterious(0.01)probably_damaging(1)TCGA-D8-A1Y1-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenPD
EIF4G3SNVMissense_Mutationrs759286296c.4378G>Ap.Glu1460Lysp.E1460Kprotein_codingdeleterious(0.01)benign(0.433)TCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
EIF4G3SNVMissense_Mutationc.3802N>Ap.Glu1268Lysp.E1268Kprotein_codingdeleterious(0)probably_damaging(0.979)TCGA-E2-A152-01Breastbreast invasive carcinomaFemale<65I/IITargeted Molecular therapytrastuzumabPD
EIF4G3SNVMissense_Mutationc.3407N>Ap.Arg1136Lysp.R1136Kprotein_codingdeleterious(0.01)probably_damaging(0.998)TCGA-EW-A1IZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
EIF4G3insertionFrame_Shift_Insnovelc.2726_2727insTTCATp.Arg909SerfsTer35p.R909Sfs*35protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
EIF4G3insertionFrame_Shift_Insnovelc.2725_2726insAAACCTCATCTAGGATTCGp.Arg909LysfsTer10p.R909Kfs*10protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
EIF4G3insertionFrame_Shift_Insnovelc.2262_2263insGAGCTCCGCCTCCTGTCAGATCAGTGGCAGCCCCAGATTCp.Ser755GlufsTer40p.S755Efs*40protein_codingTCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
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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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