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: EIF3F

Gene summary for EIF3F

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EIF3F

Gene ID

8665

Gene nameeukaryotic translation initiation factor 3 subunit F
Gene AliasEIF3S5
Cytomap11p15.4
Gene Typeprotein-coding
GO ID

GO:0001732

UniProtAcc

O00303


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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
8665EIF3FGSM4909280HumanBreastPrecancer4.06e-02-5.85e-010.0305
8665EIF3FGSM4909287HumanBreastIDC1.49e-06-3.85e-010.2057
8665EIF3FGSM4909294HumanBreastIDC5.17e-10-2.40e-010.2022
8665EIF3FGSM4909296HumanBreastIDC4.31e-281.38e-010.1524
8665EIF3FGSM4909297HumanBreastIDC1.74e-36-2.46e-010.1517
8665EIF3FGSM4909301HumanBreastIDC3.14e-06-3.45e-010.1577
8665EIF3FGSM4909302HumanBreastIDC1.43e-02-2.86e-010.1545
8665EIF3FGSM4909305HumanBreastIDC4.30e-022.60e-010.0436
8665EIF3FGSM4909307HumanBreastIDC9.14e-031.07e-010.1569
8665EIF3FGSM4909308HumanBreastIDC2.86e-103.67e-010.158
8665EIF3FGSM4909309HumanBreastIDC7.21e-03-1.15e-010.0483
8665EIF3FGSM4909311HumanBreastIDC6.55e-54-4.33e-010.1534
8665EIF3FGSM4909312HumanBreastIDC3.28e-382.96e-010.1552
8665EIF3FGSM4909313HumanBreastIDC5.11e-05-9.98e-020.0391
8665EIF3FGSM4909315HumanBreastIDC6.89e-06-3.91e-010.21
8665EIF3FGSM4909316HumanBreastIDC9.38e-04-4.64e-010.21
8665EIF3FGSM4909319HumanBreastIDC1.48e-69-5.16e-010.1563
8665EIF3FGSM4909320HumanBreastIDC5.97e-06-3.73e-010.1575
8665EIF3FGSM4909321HumanBreastIDC8.04e-26-3.69e-020.1559
8665EIF3FM2HumanBreastIDC1.97e-02-2.87e-010.21
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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
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:007182629SkincSCCribonucleoprotein complex subunit organization140/4864227/187235.54e-303.16e-27140
GO:002261829SkincSCCribonucleoprotein complex assembly136/4864220/187232.60e-291.25e-26136
GO:001603229SkincSCCviral process211/4864415/187237.04e-282.76e-25211
GO:0006413111SkincSCCtranslational initiation84/4864118/187239.12e-252.29e-2284
GO:0002183111SkincSCCcytoplasmic translational initiation30/486434/187233.77e-142.49e-1230
GO:001908019SkincSCCviral gene expression50/486494/187231.68e-085.04e-0750
GO:001908118SkincSCCviral translation15/486416/187231.97e-085.79e-0715
GO:007552215SkincSCCIRES-dependent viral translational initiation11/486411/187233.61e-077.18e-0611
GO:0001732111SkincSCCformation of cytoplasmic translation initiation complex14/486416/187234.34e-078.37e-0614
GO:00706464SkincSCCprotein modification by small protein removal55/4864157/187237.29e-033.46e-0255
GO:00021816StomachGCcytoplasmic translation62/1159148/187235.06e-362.75e-3262
GO:00160326StomachGCviral process58/1159415/187234.75e-095.72e-0758
GO:00064136StomachGCtranslational initiation20/1159118/187233.54e-059.39e-0420
GO:00718266StomachGCribonucleoprotein complex subunit organization30/1159227/187237.06e-051.57e-0330
GO:00226186StomachGCribonucleoprotein complex assembly29/1159220/187239.69e-051.97e-0329
GO:00226136StomachGCribonucleoprotein complex biogenesis49/1159463/187231.72e-043.02e-0349
GO:00017326StomachGCformation of cytoplasmic translation initiation complex5/115916/187232.21e-032.18e-025
GO:00021836StomachGCcytoplasmic translational initiation7/115934/187234.21e-033.49e-027
GO:000218111StomachCAG with IMcytoplasmic translation61/1050148/187231.99e-371.06e-3361
GO:001603211StomachCAG with IMviral process55/1050415/187232.54e-092.88e-0755
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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
EIF3FinsertionNonsense_Mutationnovelc.742_743insAGTAAAGTATAGATCCAGGTATATAATTGACATAp.Gly248GlufsTer2p.G248Efs*2O00303protein_codingTCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
EIF3FSNVMissense_Mutationnovelc.317N>Gp.Tyr106Cysp.Y106CO00303protein_codingdeleterious(0.05)probably_damaging(0.998)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
EIF3FSNVMissense_Mutationnovelc.941N>Gp.Gln314Argp.Q314RO00303protein_codingtolerated(0.09)benign(0.268)TCGA-AA-3845-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
EIF3FSNVMissense_Mutationc.626G>Ap.Gly209Aspp.G209DO00303protein_codingtolerated(0.1)benign(0.01)TCGA-AA-A02R-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
EIF3FSNVMissense_Mutationrs371389618c.629N>Ap.Arg210Hisp.R210HO00303protein_codingtolerated(0.24)benign(0.051)TCGA-AD-5900-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
EIF3FSNVMissense_Mutationc.833N>Ap.Arg278Hisp.R278HO00303protein_codingtolerated(0.16)benign(0.01)TCGA-D5-6924-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
EIF3FSNVMissense_Mutationc.236N>Ap.Gly79Aspp.G79DO00303protein_codingtolerated(0.17)benign(0.027)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
EIF3FSNVMissense_Mutationc.773N>Tp.Ser258Ilep.S258IO00303protein_codingdeleterious(0.02)benign(0.248)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
EIF3FSNVMissense_Mutationnovelc.440N>Tp.Ala147Valp.A147VO00303protein_codingtolerated(0.07)benign(0.141)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
EIF3FSNVMissense_Mutationrs200315934c.29N>Tp.Ala10Valp.A10VO00303protein_codingtolerated_low_confidence(0.3)benign(0)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid 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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