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: EIF3E

Gene summary for EIF3E

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EIF3E

Gene ID

3646

Gene nameeukaryotic translation initiation factor 3 subunit E
Gene AliasEIF3-P48
Cytomap8q23.1
Gene Typeprotein-coding
GO ID

GO:0000184

UniProtAcc

P60228


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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
3646EIF3EGSM4909281HumanBreastIDC5.01e-133.68e-010.21
3646EIF3EGSM4909286HumanBreastIDC5.85e-043.24e-010.1081
3646EIF3EGSM4909287HumanBreastIDC1.10e-051.57e-010.2057
3646EIF3EGSM4909290HumanBreastIDC6.45e-25-7.58e-010.2096
3646EIF3EGSM4909291HumanBreastIDC1.50e-11-6.62e-010.1753
3646EIF3EGSM4909294HumanBreastIDC1.71e-088.22e-020.2022
3646EIF3EGSM4909295HumanBreastIDC2.15e-063.10e-010.0898
3646EIF3EGSM4909296HumanBreastIDC6.88e-16-5.02e-010.1524
3646EIF3EGSM4909297HumanBreastIDC1.83e-236.30e-020.1517
3646EIF3EGSM4909298HumanBreastIDC4.27e-10-3.75e-010.1551
3646EIF3EGSM4909301HumanBreastIDC8.37e-45-8.99e-010.1577
3646EIF3EGSM4909302HumanBreastIDC1.10e-08-5.20e-010.1545
3646EIF3EGSM4909305HumanBreastIDC1.37e-184.18e-010.0436
3646EIF3EGSM4909307HumanBreastIDC1.56e-04-2.95e-010.1569
3646EIF3EGSM4909308HumanBreastIDC9.53e-092.41e-010.158
3646EIF3EGSM4909311HumanBreastIDC6.42e-46-4.37e-010.1534
3646EIF3EGSM4909312HumanBreastIDC3.48e-354.46e-010.1552
3646EIF3EGSM4909317HumanBreastIDC2.15e-03-1.51e-010.1355
3646EIF3EGSM4909319HumanBreastIDC1.94e-66-7.56e-010.1563
3646EIF3EGSM4909320HumanBreastIDC3.09e-15-9.49e-010.1575
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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
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
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:00021819BreastPrecancercytoplasmic translation80/1080148/187231.59e-598.54e-5680
GO:00226139BreastPrecancerribonucleoprotein complex biogenesis79/1080463/187232.11e-181.03e-1579
GO:00718269BreastPrecancerribonucleoprotein complex subunit organization48/1080227/187232.68e-158.45e-1348
GO:00226189BreastPrecancerribonucleoprotein complex assembly47/1080220/187233.47e-151.03e-1247
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:00021838BreastPrecancercytoplasmic translational initiation11/108034/187231.87e-066.63e-0511
GO:00510989BreastPrecancerregulation of binding44/1080363/187232.59e-068.65e-0544
GO:00064028BreastPrecancermRNA catabolic process31/1080232/187231.12e-052.93e-0431
GO:00017328BreastPrecancerformation of cytoplasmic translation initiation complex7/108016/187231.50e-053.71e-047
GO:00064018BreastPrecancerRNA catabolic process34/1080278/187232.88e-056.39e-0434
GO:00510999BreastPrecancerpositive regulation of binding23/1080173/187231.58e-042.68e-0323
GO:00346558BreastPrecancernucleobase-containing compound catabolic process42/1080407/187231.91e-043.06e-0342
GO:00467007BreastPrecancerheterocycle catabolic process44/1080445/187233.49e-044.88e-0344
GO:00442708BreastPrecancercellular nitrogen compound catabolic process44/1080451/187234.64e-046.12e-0344
GO:00009566BreastPrecancernuclear-transcribed mRNA catabolic process16/1080112/187236.87e-048.36e-0316
GO:00194397BreastPrecanceraromatic compound catabolic process44/1080467/187239.55e-041.07e-0244
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05160ColorectumADHepatitis C54/2092157/84653.87e-031.96e-021.25e-0254
hsa051601ColorectumADHepatitis C54/2092157/84653.87e-031.96e-021.25e-0254
hsa051602ColorectumMSSHepatitis C52/1875157/84659.29e-045.58e-033.42e-0352
hsa051603ColorectumMSSHepatitis C52/1875157/84659.29e-045.58e-033.42e-0352
hsa051609EsophagusESCCHepatitis C107/4205157/84651.75e-061.08e-055.55e-06107
hsa0516016EsophagusESCCHepatitis C107/4205157/84651.75e-061.08e-055.55e-06107
hsa051605LiverCirrhoticHepatitis C63/2530157/84653.67e-031.49e-029.20e-0363
hsa0516012LiverCirrhoticHepatitis C63/2530157/84653.67e-031.49e-029.20e-0363
hsa0516021LiverHCCHepatitis C94/4020157/84651.11e-034.10e-032.28e-0394
hsa0516031LiverHCCHepatitis C94/4020157/84651.11e-034.10e-032.28e-0394
hsa051608Oral cavityOSCCHepatitis C103/3704157/84652.17e-081.96e-079.99e-08103
hsa0516015Oral cavityOSCCHepatitis C103/3704157/84652.17e-081.96e-079.99e-08103
hsa0516024Oral cavityLPHepatitis C73/2418157/84651.14e-061.36e-058.74e-0673
hsa0516034Oral cavityLPHepatitis C73/2418157/84651.14e-061.36e-058.74e-0673
hsa0516041Oral cavityEOLPHepatitis C52/1218157/84651.79e-094.81e-082.84e-0852
hsa0516051Oral cavityEOLPHepatitis C52/1218157/84651.79e-094.81e-082.84e-0852
hsa0516061Oral cavityNEOLPHepatitis C43/1112157/84651.26e-061.34e-058.43e-0643
hsa0516071Oral cavityNEOLPHepatitis C43/1112157/84651.26e-061.34e-058.43e-0643
hsa051607ProstateBPHHepatitis C48/1718157/84651.36e-035.85e-033.62e-0348
hsa0516014ProstateBPHHepatitis C48/1718157/84651.36e-035.85e-033.62e-0348
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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
EIF3ESNVMissense_Mutationc.1096N>Ap.Glu366Lysp.E366KP60228protein_codingdeleterious(0.02)benign(0.349)TCGA-AN-A0XW-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
EIF3ESNVMissense_Mutationc.1265T>Cp.Ile422Thrp.I422TP60228protein_codingdeleterious(0.04)benign(0.265)TCGA-AO-A03O-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinSD
EIF3ESNVMissense_Mutationc.222N>Tp.Arg74Serp.R74SP60228protein_codingdeleterious(0)probably_damaging(0.992)TCGA-BI-A0VR-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
EIF3ESNVMissense_Mutationc.30N>Gp.Ile10Metp.I10MP60228protein_codingtolerated(0.62)benign(0.216)TCGA-C5-A1M8-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
EIF3ESNVMissense_Mutationrs201452382c.52N>Gp.Leu18Valp.L18VP60228protein_codingdeleterious(0)probably_damaging(0.984)TCGA-GH-A9DA-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
EIF3ESNVMissense_Mutationnovelc.62N>Tp.Pro21Leup.P21LP60228protein_codingdeleterious(0)probably_damaging(0.96)TCGA-Q1-A5R2-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPR
EIF3ESNVMissense_Mutationc.1229G>Ap.Ser410Asnp.S410NP60228protein_codingtolerated(0.71)benign(0.003)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
EIF3ESNVMissense_Mutationnovelc.803N>Ap.Arg268Glnp.R268QP60228protein_codingtolerated(0.07)benign(0.011)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
EIF3ESNVMissense_Mutationnovelc.1261N>Cp.Asn421Hisp.N421HP60228protein_codingtolerated(0.13)benign(0.021)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
EIF3ESNVMissense_Mutationc.669N>Ap.Phe223Leup.F223LP60228protein_codingdeleterious(0)probably_damaging(0.912)TCGA-F4-6459-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownSD
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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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