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: EIF2S3

Gene summary for EIF2S3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EIF2S3

Gene ID

1968

Gene nameeukaryotic translation initiation factor 2 subunit gamma
Gene AliasEIF2
CytomapXp22.11
Gene Typeprotein-coding
GO ID

GO:0001731

UniProtAcc

P41091


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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
1968EIF2S3HTA11_1938_2000001011HumanColorectumAD6.44e-106.61e-01-0.0811
1968EIF2S3HTA11_78_2000001011HumanColorectumAD4.87e-024.19e-01-0.1088
1968EIF2S3HTA11_347_2000001011HumanColorectumAD7.47e-155.65e-01-0.1954
1968EIF2S3HTA11_1391_2000001011HumanColorectumAD9.28e-064.67e-01-0.059
1968EIF2S3HTA11_866_3004761011HumanColorectumAD5.30e-043.76e-010.096
1968EIF2S3HTA11_7663_2000001011HumanColorectumSER4.74e-025.18e-010.0131
1968EIF2S3HTA11_99999970781_79442HumanColorectumMSS1.92e-207.72e-010.294
1968EIF2S3HTA11_99999965062_69753HumanColorectumMSI-H2.44e-038.94e-010.3487
1968EIF2S3HTA11_99999965104_69814HumanColorectumMSS2.35e-201.23e+000.281
1968EIF2S3HTA11_99999971662_82457HumanColorectumMSS8.57e-188.45e-010.3859
1968EIF2S3HTA11_99999973899_84307HumanColorectumMSS3.79e-024.67e-010.2585
1968EIF2S3HTA11_99999974143_84620HumanColorectumMSS1.31e-043.39e-010.3005
1968EIF2S3A015-C-203HumanColorectumFAP8.02e-04-1.06e-01-0.1294
1968EIF2S3A002-C-114HumanColorectumFAP2.42e-02-1.59e-01-0.1561
1968EIF2S3A015-C-104HumanColorectumFAP1.87e-04-1.04e-01-0.1899
1968EIF2S3A002-C-116HumanColorectumFAP2.37e-06-1.39e-01-0.0452
1968EIF2S3AEH-subject1HumanEndometriumAEH2.63e-07-3.28e-01-0.3059
1968EIF2S3AEH-subject2HumanEndometriumAEH1.53e-10-2.62e-01-0.2525
1968EIF2S3AEH-subject3HumanEndometriumAEH7.34e-06-2.47e-01-0.2576
1968EIF2S3AEH-subject4HumanEndometriumAEH2.31e-04-9.44e-02-0.2657
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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
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
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:00021812ColorectumMSScytoplasmic translation108/3467148/187231.78e-471.11e-43108
GO:00718262ColorectumMSSribonucleoprotein complex subunit organization90/3467227/187236.88e-141.78e-1190
GO:00226182ColorectumMSSribonucleoprotein complex assembly88/3467220/187237.12e-141.78e-1188
GO:00226132ColorectumMSSribonucleoprotein complex biogenesis144/3467463/187232.76e-113.67e-09144
GO:00021832ColorectumMSScytoplasmic translational initiation21/346734/187232.99e-081.67e-0621
GO:00064172ColorectumMSSregulation of translation134/3467468/187234.43e-082.38e-06134
GO:00064132ColorectumMSStranslational initiation43/3467118/187233.19e-069.38e-0543
GO:00342502ColorectumMSSpositive regulation of cellular amide metabolic process51/3467162/187234.70e-058.60e-0451
GO:00457272ColorectumMSSpositive regulation of translation43/3467136/187231.60e-042.29e-0343
GO:00017312ColorectumMSSformation of translation preinitiation complex7/346711/187231.21e-031.17e-027
GO:00021813ColorectumMSI-Hcytoplasmic translation100/1319148/187231.50e-798.31e-76100
GO:00226183ColorectumMSI-Hribonucleoprotein complex assembly62/1319220/187237.13e-228.32e-1962
GO:00718263ColorectumMSI-Hribonucleoprotein complex subunit organization63/1319227/187238.08e-228.32e-1963
GO:00226133ColorectumMSI-Hribonucleoprotein complex biogenesis95/1319463/187231.04e-218.32e-1995
GO:00064133ColorectumMSI-Htranslational initiation37/1319118/187233.18e-158.83e-1337
GO:00021833ColorectumMSI-Hcytoplasmic translational initiation19/131934/187237.60e-141.84e-1119
GO:00064173ColorectumMSI-Hregulation of translation73/1319468/187239.89e-111.66e-0873
GO:00457273ColorectumMSI-Hpositive regulation of translation33/1319136/187232.28e-103.60e-0833
GO:00342503ColorectumMSI-Hpositive regulation of cellular amide metabolic process34/1319162/187237.07e-098.93e-0734
GO:00017313ColorectumMSI-Hformation of translation preinitiation complex6/131911/187234.10e-051.51e-036
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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
EIF2S3SNVMissense_Mutationc.760C>Ap.Pro254Thrp.P254TP41091protein_codingdeleterious(0)possibly_damaging(0.606)TCGA-AR-A0TY-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPaclitaxelPD
EIF2S3SNVMissense_Mutationc.757G>Ap.Glu253Lysp.E253KP41091protein_codingtolerated(0.21)benign(0)TCGA-E9-A1R4-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilSD
EIF2S3SNVMissense_Mutationc.1108N>Ap.Glu370Lysp.E370KP41091protein_codingtolerated(0.09)benign(0.019)TCGA-DS-A1OC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapygemcitabineSD
EIF2S3SNVMissense_Mutationnovelc.521N>Cp.Leu174Prop.L174PP41091protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
EIF2S3SNVMissense_Mutationc.1189N>Gp.Lys397Glup.K397EP41091protein_codingdeleterious(0.03)possibly_damaging(0.772)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
EIF2S3SNVMissense_Mutationc.728T>Cp.Ile243Thrp.I243TP41091protein_codingdeleterious(0)benign(0.182)TCGA-AG-3885-01Colorectumrectum adenocarcinomaFemale>=65III/IVAncillaryzoledronicSD
EIF2S3SNVMissense_Mutationnovelc.1190A>Gp.Lys397Argp.K397RP41091protein_codingdeleterious(0.05)benign(0.151)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
EIF2S3SNVMissense_Mutationc.1003N>Ap.Gly335Serp.G335SP41091protein_codingdeleterious(0.05)possibly_damaging(0.641)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
EIF2S3insertionFrame_Shift_Insnovelc.1321dupAp.Ile441AsnfsTer4p.I441Nfs*4P41091protein_codingTCGA-AA-3966-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
EIF2S3SNVMissense_Mutationnovelc.311C>Tp.Ser104Phep.S104FP41091protein_codingdeleterious(0.04)possibly_damaging(0.786)TCGA-A5-A1OF-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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