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: EIF3A

Gene summary for EIF3A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EIF3A

Gene ID

8661

Gene nameeukaryotic translation initiation factor 3 subunit A
Gene AliasEIF3
Cytomap10q26.11
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

Q14152


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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
8661EIF3AHTA11_3410_2000001011HumanColorectumAD6.74e-07-4.30e-010.0155
8661EIF3AHTA11_347_2000001011HumanColorectumAD1.43e-157.28e-01-0.1954
8661EIF3AHTA11_1391_2000001011HumanColorectumAD3.24e-046.57e-01-0.059
8661EIF3AHTA11_7696_3000711011HumanColorectumAD2.13e-085.29e-010.0674
8661EIF3AHTA11_99999965062_69753HumanColorectumMSI-H5.13e-141.48e+000.3487
8661EIF3AHTA11_99999965104_69814HumanColorectumMSS7.29e-159.98e-010.281
8661EIF3AA002-C-010HumanColorectumFAP4.17e-02-1.48e-010.242
8661EIF3AA015-C-203HumanColorectumFAP8.86e-23-2.25e-01-0.1294
8661EIF3AA015-C-204HumanColorectumFAP6.32e-04-1.73e-01-0.0228
8661EIF3AA014-C-040HumanColorectumFAP3.17e-03-3.37e-01-0.1184
8661EIF3AA002-C-201HumanColorectumFAP2.15e-10-2.57e-010.0324
8661EIF3AA001-C-119HumanColorectumFAP2.87e-124.78e-01-0.1557
8661EIF3AA001-C-108HumanColorectumFAP5.01e-137.96e-02-0.0272
8661EIF3AA002-C-205HumanColorectumFAP5.94e-201.64e-01-0.1236
8661EIF3AA001-C-104HumanColorectumFAP7.99e-051.86e-010.0184
8661EIF3AA015-C-006HumanColorectumFAP8.41e-193.28e-01-0.0994
8661EIF3AA015-C-106HumanColorectumFAP5.10e-06-4.34e-02-0.0511
8661EIF3AA002-C-114HumanColorectumFAP3.57e-165.50e-02-0.1561
8661EIF3AA015-C-104HumanColorectumFAP2.54e-327.17e-02-0.1899
8661EIF3AA001-C-014HumanColorectumFAP7.96e-08-8.77e-020.0135
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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
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:00021817LiverNAFLDcytoplasmic translation93/1882148/187231.44e-558.41e-5293
GO:00160327LiverNAFLDviral process80/1882415/187237.71e-091.07e-0680
GO:00226137LiverNAFLDribonucleoprotein complex biogenesis76/1882463/187231.19e-053.67e-0476
GO:00226187LiverNAFLDribonucleoprotein complex assembly42/1882220/187233.40e-058.80e-0442
GO:00718267LiverNAFLDribonucleoprotein complex subunit organization42/1882227/187237.21e-051.51e-0342
GO:00190806LiverNAFLDviral gene expression21/188294/187233.49e-045.32e-0321
GO:00064137LiverNAFLDtranslational initiation22/1882118/187233.18e-032.84e-0222
GO:00021837LiverNAFLDcytoplasmic translational initiation9/188234/187235.27e-034.08e-029
GO:000218112LiverCirrhoticcytoplasmic translation120/4634148/187232.95e-471.85e-43120
GO:002261312LiverCirrhoticribonucleoprotein complex biogenesis231/4634463/187233.28e-326.86e-29231
GO:001603212LiverCirrhoticviral process203/4634415/187235.40e-273.76e-24203
GO:000641312LiverCirrhotictranslational initiation76/4634118/187238.36e-202.18e-1776
GO:007182612LiverCirrhoticribonucleoprotein complex subunit organization115/4634227/187232.67e-173.63e-15115
GO:002261812LiverCirrhoticribonucleoprotein complex assembly112/4634220/187234.35e-175.81e-15112
GO:001908011LiverCirrhoticviral gene expression52/463494/187232.19e-101.08e-0852
GO:000218312LiverCirrhoticcytoplasmic translational initiation26/463434/187233.38e-101.63e-0826
GO:00017327LiverCirrhoticformation of cytoplasmic translation initiation complex13/463416/187233.31e-065.74e-0513
GO:00190816LiverCirrhoticviral translation13/463416/187233.31e-065.74e-0513
GO:00755226LiverCirrhoticIRES-dependent viral translational initiation10/463411/187237.30e-061.13e-0410
GO:002261322LiverHCCribonucleoprotein complex biogenesis355/7958463/187237.76e-524.92e-48355
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
EIF3ASNVMissense_Mutationnovelc.2263N>Ap.Glu755Lysp.E755KQ14152protein_codingtolerated(0.27)benign(0.19)TCGA-A2-A0CR-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
EIF3ASNVMissense_Mutationrs771425860c.3593N>Tp.Ser1198Leup.S1198LQ14152protein_codingtolerated_low_confidence(0.07)benign(0.011)TCGA-BH-A0AW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinSD
EIF3ASNVMissense_Mutationc.4145G>Ap.Arg1382Hisp.R1382HQ14152protein_codingdeleterious_low_confidence(0)probably_damaging(0.991)TCGA-BH-A18L-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
EIF3ASNVMissense_Mutationnovelc.3472N>Gp.Pro1158Alap.P1158AQ14152protein_codingtolerated_low_confidence(0.2)benign(0.138)TCGA-C8-A3M7-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
EIF3ASNVMissense_Mutationnovelc.1749G>Cp.Glu583Aspp.E583DQ14152protein_codingdeleterious(0.01)probably_damaging(0.97)TCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
EIF3ASNVMissense_Mutationnovelc.2906N>Cp.Arg969Thrp.R969TQ14152protein_codingdeleterious(0.02)possibly_damaging(0.628)TCGA-OL-A5RW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
EIF3AinsertionIn_Frame_Insnovelc.1994_1995insAAATAATGCCGCTCCAGTTCCp.Asp665delinsGluAsnAsnAlaAlaProValProp.D665delinsENNAAPVPQ14152protein_codingTCGA-A2-A0EO-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
EIF3AinsertionFrame_Shift_Insnovelc.1617_1618insAAGAp.Ala540LysfsTer21p.A540Kfs*21Q14152protein_codingTCGA-A8-A07R-01Breastbreast invasive carcinomaFemale>=65III/IVAncillaryzoledronicSD
EIF3AinsertionFrame_Shift_Insnovelc.1615_1616insTGGGTGCp.Pro539LeufsTer23p.P539Lfs*23Q14152protein_codingTCGA-A8-A07R-01Breastbreast invasive carcinomaFemale>=65III/IVAncillaryzoledronicSD
EIF3AdeletionFrame_Shift_Delnovelc.2944delGp.Ala982GlnfsTer191p.A982Qfs*191Q14152protein_codingTCGA-D8-A27V-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
8661EIF3ANAPlatinum compounds
8661EIF3ANAcarboplatinCARBOPLATIN23127338
8661EIF3ANAcisplatinCISPLATIN23127338
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