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: EIF2B3

Gene summary for EIF2B3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EIF2B3

Gene ID

8891

Gene nameeukaryotic translation initiation factor 2B subunit gamma
Gene AliasEIF-2B
Cytomap1p34.1
Gene Typeprotein-coding
GO ID

GO:0002181

UniProtAcc

Q9NR50


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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
8891EIF2B3LZE4THumanEsophagusESCC9.37e-042.09e-010.0811
8891EIF2B3LZE7THumanEsophagusESCC7.67e-072.91e-010.0667
8891EIF2B3LZE8THumanEsophagusESCC7.64e-041.13e-010.067
8891EIF2B3LZE24THumanEsophagusESCC9.52e-041.49e-010.0596
8891EIF2B3P1T-EHumanEsophagusESCC1.55e-042.52e-010.0875
8891EIF2B3P2T-EHumanEsophagusESCC5.20e-274.98e-010.1177
8891EIF2B3P4T-EHumanEsophagusESCC3.60e-102.91e-010.1323
8891EIF2B3P5T-EHumanEsophagusESCC3.69e-183.39e-010.1327
8891EIF2B3P8T-EHumanEsophagusESCC5.25e-091.43e-010.0889
8891EIF2B3P9T-EHumanEsophagusESCC1.89e-081.72e-010.1131
8891EIF2B3P10T-EHumanEsophagusESCC4.58e-203.16e-010.116
8891EIF2B3P11T-EHumanEsophagusESCC1.82e-084.47e-010.1426
8891EIF2B3P12T-EHumanEsophagusESCC1.59e-112.10e-010.1122
8891EIF2B3P15T-EHumanEsophagusESCC1.43e-092.62e-010.1149
8891EIF2B3P16T-EHumanEsophagusESCC8.99e-122.25e-010.1153
8891EIF2B3P17T-EHumanEsophagusESCC5.02e-064.26e-010.1278
8891EIF2B3P19T-EHumanEsophagusESCC5.15e-035.29e-010.1662
8891EIF2B3P20T-EHumanEsophagusESCC2.42e-092.76e-010.1124
8891EIF2B3P21T-EHumanEsophagusESCC3.56e-305.54e-010.1617
8891EIF2B3P22T-EHumanEsophagusESCC3.77e-142.85e-010.1236
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:0002181111EsophagusESCCcytoplasmic translation135/8552148/187234.17e-322.65e-29135
GO:0006413110EsophagusESCCtranslational initiation100/8552118/187231.16e-181.25e-16100
GO:0002183110EsophagusESCCcytoplasmic translational initiation32/855234/187232.18e-094.94e-0832
GO:0009408110EsophagusESCCresponse to heat77/8552110/187232.01e-073.11e-0677
GO:0043434111EsophagusESCCresponse to peptide hormone234/8552414/187234.93e-065.21e-05234
GO:00420636EsophagusESCCgliogenesis172/8552301/187233.75e-053.04e-04172
GO:000926619EsophagusESCCresponse to temperature stimulus106/8552178/187231.30e-048.84e-04106
GO:00100016EsophagusESCCglial cell differentiation129/8552225/187232.73e-041.65e-03129
GO:00508528EsophagusESCCT cell receptor signaling pathway73/8552123/187231.54e-037.24e-0373
GO:00215436EsophagusESCCpallium development94/8552169/187235.79e-032.14e-0294
GO:0009743111EsophagusESCCresponse to carbohydrate135/8552253/187238.16e-032.89e-02135
GO:00487092EsophagusESCColigodendrocyte differentiation55/855295/187231.10e-023.72e-0255
GO:000218122LiverHCCcytoplasmic translation132/7958148/187239.09e-335.76e-30132
GO:000641322LiverHCCtranslational initiation94/7958118/187231.39e-161.24e-1494
GO:004343422LiverHCCresponse to peptide hormone247/7958414/187239.55e-134.77e-11247
GO:000940811LiverHCCresponse to heat76/7958110/187231.48e-083.58e-0776
GO:000974322LiverHCCresponse to carbohydrate149/7958253/187239.55e-081.89e-06149
GO:000218322LiverHCCcytoplasmic translational initiation29/795834/187233.26e-075.62e-0629
GO:003428422LiverHCCresponse to monosaccharide131/7958225/187231.32e-061.91e-05131
GO:000974622LiverHCCresponse to hexose126/7958219/187234.81e-066.06e-05126
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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
EIF2B3SNVMissense_Mutationrs749213552c.590C>Tp.Thr197Metp.T197MQ9NR50protein_codingtolerated(0.06)benign(0.379)TCGA-A2-A0EU-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
EIF2B3SNVMissense_Mutationnovelc.120G>Tp.Leu40Phep.L40FQ9NR50protein_codingdeleterious(0)probably_damaging(0.936)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
EIF2B3SNVMissense_Mutationrs199638815c.1025C>Tp.Ser342Leup.S342LQ9NR50protein_codingtolerated(0.31)benign(0.011)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
EIF2B3SNVMissense_Mutationnovelc.204N>Cp.Lys68Asnp.K68NQ9NR50protein_codingtolerated(0.89)benign(0.149)TCGA-HM-A4S6-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
EIF2B3SNVMissense_Mutationc.1344N>Tp.Gln448Hisp.Q448HQ9NR50protein_codingdeleterious(0.03)benign(0.005)TCGA-AA-3848-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
EIF2B3SNVMissense_Mutationnovelc.437A>Cp.Lys146Thrp.K146TQ9NR50protein_codingdeleterious(0)possibly_damaging(0.459)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
EIF2B3SNVMissense_Mutationnovelc.494N>Gp.Lys165Argp.K165RQ9NR50protein_codingtolerated(0.16)benign(0.003)TCGA-CM-4744-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
EIF2B3SNVMissense_Mutationc.31N>Tp.Gly11Cysp.G11CQ9NR50protein_codingdeleterious(0)probably_damaging(1)TCGA-QG-A5Z2-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
EIF2B3SNVMissense_Mutationnovelc.1238N>Ap.Ala413Aspp.A413DQ9NR50protein_codingdeleterious(0)possibly_damaging(0.841)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
EIF2B3SNVMissense_Mutationnovelc.1075N>Ap.Gly359Argp.G359RQ9NR50protein_codingdeleterious(0)probably_damaging(0.931)TCGA-AJ-A2QO-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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