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: EIF4B

Gene summary for EIF4B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EIF4B

Gene ID

1975

Gene nameeukaryotic translation initiation factor 4B
Gene AliasEIF-4B
Cytomap12q13.13
Gene Typeprotein-coding
GO ID

GO:0001731

UniProtAcc

B4DRM3


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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
1975EIF4BGSM4909277HumanBreastPrecancer2.34e-02-7.42e-010.0177
1975EIF4BGSM4909281HumanBreastIDC6.83e-11-3.47e-010.21
1975EIF4BGSM4909282HumanBreastIDC5.50e-25-5.84e-01-0.0288
1975EIF4BGSM4909286HumanBreastIDC6.05e-05-3.31e-030.1081
1975EIF4BGSM4909287HumanBreastIDC1.10e-13-5.19e-010.2057
1975EIF4BGSM4909290HumanBreastIDC2.75e-04-3.45e-010.2096
1975EIF4BGSM4909294HumanBreastIDC7.66e-03-1.36e-010.2022
1975EIF4BGSM4909296HumanBreastIDC2.33e-14-3.49e-010.1524
1975EIF4BGSM4909297HumanBreastIDC1.22e-21-2.97e-010.1517
1975EIF4BGSM4909301HumanBreastIDC4.88e-15-4.18e-010.1577
1975EIF4BGSM4909307HumanBreastIDC6.81e-12-4.19e-010.1569
1975EIF4BGSM4909308HumanBreastIDC5.34e-05-2.67e-010.158
1975EIF4BGSM4909309HumanBreastIDC3.94e-08-4.15e-010.0483
1975EIF4BGSM4909311HumanBreastIDC3.32e-43-3.80e-010.1534
1975EIF4BGSM4909312HumanBreastIDC2.24e-12-9.34e-030.1552
1975EIF4BGSM4909315HumanBreastIDC4.22e-02-2.10e-010.21
1975EIF4BGSM4909316HumanBreastIDC2.95e-04-4.63e-010.21
1975EIF4BGSM4909319HumanBreastIDC1.66e-55-6.29e-010.1563
1975EIF4BGSM4909320HumanBreastIDC8.34e-18-7.36e-010.1575
1975EIF4BGSM4909321HumanBreastIDC2.64e-34-5.88e-010.1559
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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
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:000641315EndometriumEECtranslational initiation42/2168118/187237.65e-121.24e-0942
GO:000218315EndometriumEECcytoplasmic translational initiation18/216834/187234.60e-093.14e-0718
GO:000641717EndometriumEECregulation of translation94/2168468/187235.37e-082.88e-0694
GO:000644614EndometriumEECregulation of translational initiation25/216879/187231.62e-065.03e-0525
GO:000173112EndometriumEECformation of translation preinitiation complex5/216811/187235.24e-033.26e-025
GO:000218127EsophagusHGINcytoplasmic translation108/2587148/187231.70e-601.02e-56108
GO:002261327EsophagusHGINribonucleoprotein complex biogenesis158/2587463/187232.61e-295.23e-26158
GO:000641727EsophagusHGINregulation of translation139/2587468/187231.46e-197.98e-17139
GO:007182627EsophagusHGINribonucleoprotein complex subunit organization84/2587227/187231.34e-185.37e-1684
GO:002261827EsophagusHGINribonucleoprotein complex assembly82/2587220/187232.07e-187.36e-1682
GO:000641320EsophagusHGINtranslational initiation55/2587118/187237.33e-182.31e-1555
GO:000644610EsophagusHGINregulation of translational initiation34/258779/187232.09e-101.97e-0834
GO:000218320EsophagusHGINcytoplasmic translational initiation19/258734/187231.01e-086.44e-0719
GO:0022613111EsophagusESCCribonucleoprotein complex biogenesis365/8552463/187231.74e-491.11e-45365
GO:0002181111EsophagusESCCcytoplasmic translation135/8552148/187234.17e-322.65e-29135
GO:0006413110EsophagusESCCtranslational initiation100/8552118/187231.16e-181.25e-16100
GO:0006417111EsophagusESCCregulation of translation304/8552468/187231.53e-171.33e-15304
GO:0071826111EsophagusESCCribonucleoprotein complex subunit organization166/8552227/187232.94e-172.42e-15166
GO:0022618111EsophagusESCCribonucleoprotein complex assembly159/8552220/187238.19e-165.71e-14159
GO:000644617EsophagusESCCregulation of translational initiation65/855279/187232.04e-117.07e-1065
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0520514BreastPrecancerProteoglycans in cancer30/684205/84651.00e-037.18e-035.50e-0330
hsa0520515BreastPrecancerProteoglycans in cancer30/684205/84651.00e-037.18e-035.50e-0330
hsa0520523BreastIDCProteoglycans in cancer42/867205/84657.69e-069.99e-057.48e-0542
hsa0520533BreastIDCProteoglycans in cancer42/867205/84657.69e-069.99e-057.48e-0542
hsa0520516CervixCCProteoglycans in cancer60/1267205/84659.13e-081.18e-067.00e-0760
hsa0520517CervixCCProteoglycans in cancer60/1267205/84659.13e-081.18e-067.00e-0760
hsa05205ColorectumADProteoglycans in cancer70/2092205/84651.37e-038.46e-035.39e-0370
hsa052051ColorectumADProteoglycans in cancer70/2092205/84651.37e-038.46e-035.39e-0370
hsa052054ColorectumMSSProteoglycans in cancer65/1875205/84658.66e-045.38e-033.29e-0365
hsa04150ColorectumMSSmTOR signaling pathway47/1875156/84651.19e-023.99e-022.44e-0247
hsa052055ColorectumMSSProteoglycans in cancer65/1875205/84658.66e-045.38e-033.29e-0365
hsa041501ColorectumMSSmTOR signaling pathway47/1875156/84651.19e-023.99e-022.44e-0247
hsa052056ColorectumFAPProteoglycans in cancer57/1404205/84653.05e-053.29e-042.00e-0457
hsa04151ColorectumFAPPI3K-Akt signaling pathway75/1404354/84651.23e-024.19e-022.55e-0275
hsa052057ColorectumFAPProteoglycans in cancer57/1404205/84653.05e-053.29e-042.00e-0457
hsa041511ColorectumFAPPI3K-Akt signaling pathway75/1404354/84651.23e-024.19e-022.55e-0275
hsa052058ColorectumCRCProteoglycans in cancer47/1091205/84654.43e-058.70e-045.90e-0447
hsa041512ColorectumCRCPI3K-Akt signaling pathway64/1091354/84652.70e-031.77e-021.20e-0264
hsa052059ColorectumCRCProteoglycans in cancer47/1091205/84654.43e-058.70e-045.90e-0447
hsa041513ColorectumCRCPI3K-Akt signaling pathway64/1091354/84652.70e-031.77e-021.20e-0264
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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
EIF4BSNVMissense_Mutationc.400N>Ap.Glu134Lysp.E134Kprotein_codingtolerated(0.12)benign(0.042)TCGA-A2-A0YK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
EIF4BSNVMissense_Mutationc.400N>Cp.Glu134Glnp.E134Qprotein_codingdeleterious(0.04)benign(0.007)TCGA-A8-A06Q-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
EIF4BSNVMissense_Mutationnovelc.811N>Ap.Asp271Asnp.D271Nprotein_codingtolerated(0.11)possibly_damaging(0.746)TCGA-GM-A2D9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
EIF4BSNVMissense_Mutationnovelc.259N>Tp.Arg87Trpp.R87Wprotein_codingtolerated(0.06)possibly_damaging(0.853)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
EIF4BSNVMissense_Mutationc.865G>Ap.Asp289Asnp.D289Nprotein_codingtolerated(0.06)possibly_damaging(0.554)TCGA-C5-A1M9-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
EIF4BSNVMissense_Mutationc.1400N>Gp.Ser467Cysp.S467Cprotein_codingdeleterious(0.02)benign(0.03)TCGA-Q1-A5R2-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPR
EIF4BSNVMissense_Mutationrs753615463c.1223N>Ap.Arg408Glnp.R408Qprotein_codingtolerated(0.06)benign(0.072)TCGA-UC-A7PG-06Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinPD
EIF4BSNVMissense_Mutationnovelc.1036N>Ap.Asp346Asnp.D346Nprotein_codingtolerated(0.24)probably_damaging(0.989)TCGA-VS-A8QF-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
EIF4BSNVMissense_Mutationnovelc.1516N>Cp.Glu506Glnp.E506Qprotein_codingtolerated_low_confidence(0.13)benign(0.123)TCGA-5M-AAT4-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownPD
EIF4BSNVMissense_Mutationrs753615463c.1223N>Ap.Arg408Glnp.R408Qprotein_codingtolerated(0.06)benign(0.072)TCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=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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