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: EIF4G2

Gene summary for EIF4G2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EIF4G2

Gene ID

1982

Gene nameeukaryotic translation initiation factor 4 gamma 2
Gene AliasAAG1
Cytomap11p15.4
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

P78344


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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
1982EIF4G2GSM4909282HumanBreastIDC4.87e-08-3.43e-01-0.0288
1982EIF4G2GSM4909285HumanBreastIDC5.26e-16-4.01e-010.21
1982EIF4G2GSM4909286HumanBreastIDC4.27e-13-3.49e-010.1081
1982EIF4G2GSM4909294HumanBreastIDC4.97e-05-2.26e-010.2022
1982EIF4G2GSM4909296HumanBreastIDC1.31e-16-4.15e-010.1524
1982EIF4G2GSM4909297HumanBreastIDC4.41e-17-2.94e-010.1517
1982EIF4G2GSM4909301HumanBreastIDC8.12e-06-2.58e-010.1577
1982EIF4G2GSM4909302HumanBreastIDC3.13e-02-3.09e-010.1545
1982EIF4G2GSM4909311HumanBreastIDC3.16e-42-5.67e-010.1534
1982EIF4G2GSM4909312HumanBreastIDC3.21e-15-1.29e-010.1552
1982EIF4G2GSM4909315HumanBreastIDC3.60e-05-2.83e-010.21
1982EIF4G2GSM4909317HumanBreastIDC5.71e-032.63e-010.1355
1982EIF4G2GSM4909319HumanBreastIDC2.37e-51-6.62e-010.1563
1982EIF4G2GSM4909320HumanBreastIDC4.13e-07-5.72e-010.1575
1982EIF4G2GSM4909321HumanBreastIDC4.27e-29-5.39e-010.1559
1982EIF4G2brca2HumanBreastPrecancer3.78e-043.01e-01-0.024
1982EIF4G2brca3HumanBreastPrecancer2.17e-053.19e-01-0.0263
1982EIF4G2M2HumanBreastIDC1.48e-063.00e-010.21
1982EIF4G2NCCBC14HumanBreastDCIS4.39e-121.01e-010.2021
1982EIF4G2NCCBC2HumanBreastDCIS6.72e-048.17e-020.1554
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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
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:00064138BreastPrecancertranslational initiation30/1080118/187233.23e-125.58e-1030
GO:00064179BreastPrecancerregulation of translation67/1080468/187234.71e-127.64e-1067
GO:00457279BreastPrecancerpositive regulation of translation32/1080136/187235.89e-129.27e-1032
GO:00342509BreastPrecancerpositive regulation of cellular amide metabolic process33/1080162/187231.72e-101.77e-0833
GO:00064466BreastPrecancerregulation of translational initiation19/108079/187237.99e-084.60e-0619
GO:00313309BreastPrecancernegative regulation of cellular catabolic process34/1080262/187238.16e-062.20e-0434
GO:00098959BreastPrecancernegative regulation of catabolic process36/1080320/187239.92e-051.83e-0336
GO:00160497BreastPrecancercell growth46/1080482/187235.63e-047.16e-0346
GO:00015587BreastPrecancerregulation of cell growth39/1080414/187231.81e-031.78e-0239
GO:000641313BreastIDCtranslational initiation31/1434118/187237.29e-107.52e-0831
GO:000641714BreastIDCregulation of translation74/1434468/187231.67e-091.53e-0774
GO:004572714BreastIDCpositive regulation of translation33/1434136/187231.92e-091.73e-0733
GO:003425014BreastIDCpositive regulation of cellular amide metabolic process35/1434162/187231.63e-081.16e-0635
GO:000644613BreastIDCregulation of translational initiation20/143479/187231.40e-066.00e-0520
GO:003133014BreastIDCnegative regulation of cellular catabolic process37/1434262/187232.20e-043.52e-0337
GO:001604913BreastIDCcell growth56/1434482/187231.16e-031.26e-0256
GO:000989514BreastIDCnegative regulation of catabolic process40/1434320/187231.49e-031.50e-0240
GO:000155813BreastIDCregulation of cell growth49/1434414/187231.55e-031.55e-0249
GO:00325358BreastIDCregulation of cellular component size45/1434383/187232.72e-032.41e-0245
GO:000641323BreastDCIStranslational initiation30/1390118/187231.53e-091.43e-0730
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0541618BreastPrecancerViral myocarditis14/68460/84652.32e-041.98e-031.52e-0314
hsa0541619BreastPrecancerViral myocarditis14/68460/84652.32e-041.98e-031.52e-0314
hsa0541623BreastIDCViral myocarditis18/86760/84651.85e-052.01e-041.50e-0418
hsa0541633BreastIDCViral myocarditis18/86760/84651.85e-052.01e-041.50e-0418
hsa0541642BreastDCISViral myocarditis19/84660/84653.12e-064.20e-053.09e-0519
hsa0541652BreastDCISViral myocarditis19/84660/84653.12e-064.20e-053.09e-0519
hsa0541620CervixCCViral myocarditis27/126760/84652.43e-083.57e-072.11e-0727
hsa05416110CervixCCViral myocarditis27/126760/84652.43e-083.57e-072.11e-0727
hsa05416ColorectumMSI-HViral myocarditis14/79760/84651.09e-031.20e-021.01e-0214
hsa054161ColorectumMSI-HViral myocarditis14/79760/84651.09e-031.20e-021.01e-0214
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
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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
EIF4G2SNVMissense_Mutationc.287N>Cp.Leu96Prop.L96Pprotein_codingdeleterious(0)probably_damaging(0.999)TCGA-AR-A0TP-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
EIF4G2SNVMissense_Mutationc.823G>Tp.Asp275Tyrp.D275Yprotein_codingdeleterious(0)probably_damaging(0.998)TCGA-AR-A250-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
EIF4G2SNVMissense_Mutationc.154N>Tp.Pro52Serp.P52Sprotein_codingdeleterious(0)probably_damaging(0.996)TCGA-B6-A0RE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
EIF4G2SNVMissense_Mutationrs377433815c.583N>Ap.Glu195Lysp.E195Kprotein_codingtolerated(0.07)probably_damaging(0.976)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
EIF4G2insertionNonsense_Mutationnovelc.916_917insCTTAATGCAGATGAGGTACATTTGCCTATGTTACTTATATACCATp.Glu306delinsAlaTerCysArgTerGlyThrPheAlaTyrValThrTyrIleProTerp.E306delinsA*CR*GTFAYVTYIP*protein_codingTCGA-AR-A0TY-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPaclitaxelPD
EIF4G2deletionFrame_Shift_Delnovelc.1477delCp.Gln493ArgfsTer2p.Q493Rfs*2protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
EIF4G2SNVMissense_Mutationnovelc.1987N>Ap.Gln663Lysp.Q663Kprotein_codingtolerated(0.76)benign(0.022)TCGA-C5-A8XH-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
EIF4G2SNVMissense_Mutationc.533G>Ap.Arg178Glnp.R178Qprotein_codingdeleterious(0)possibly_damaging(0.809)TCGA-EA-A3HS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
EIF4G2SNVMissense_Mutationnovelc.1938N>Gp.Phe646Leup.F646Lprotein_codingtolerated(0.51)possibly_damaging(0.782)TCGA-IR-A3LI-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
EIF4G2SNVMissense_Mutationnovelc.753N>Cp.Leu251Phep.L251Fprotein_codingdeleterious(0.01)probably_damaging(0.99)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<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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