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: EIF2A

Gene summary for EIF2A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EIF2A

Gene ID

83939

Gene nameeukaryotic translation initiation factor 2A
Gene AliasCDA02
Cytomap3q25.1
Gene Typeprotein-coding
GO ID

GO:0006412

UniProtAcc

Q9BY44


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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
83939EIF2ALZE4THumanEsophagusESCC3.98e-198.69e-010.0811
83939EIF2ALZE7THumanEsophagusESCC2.35e-043.86e-010.0667
83939EIF2ALZE8THumanEsophagusESCC5.23e-054.97e-010.067
83939EIF2ALZE20THumanEsophagusESCC4.27e-087.31e-030.0662
83939EIF2ALZE22D1HumanEsophagusHGIN2.96e-027.82e-020.0595
83939EIF2ALZE24THumanEsophagusESCC1.16e-168.21e-010.0596
83939EIF2ALZE21THumanEsophagusESCC8.15e-058.19e-010.0655
83939EIF2ALZE6THumanEsophagusESCC4.87e-033.55e-010.0845
83939EIF2AP1T-EHumanEsophagusESCC4.07e-076.14e-010.0875
83939EIF2AP2T-EHumanEsophagusESCC2.35e-771.75e+000.1177
83939EIF2AP4T-EHumanEsophagusESCC6.53e-471.46e+000.1323
83939EIF2AP5T-EHumanEsophagusESCC2.99e-411.24e+000.1327
83939EIF2AP8T-EHumanEsophagusESCC3.55e-409.56e-010.0889
83939EIF2AP9T-EHumanEsophagusESCC3.04e-319.66e-010.1131
83939EIF2AP10T-EHumanEsophagusESCC1.25e-561.17e+000.116
83939EIF2AP11T-EHumanEsophagusESCC6.45e-158.95e-010.1426
83939EIF2AP12T-EHumanEsophagusESCC2.05e-348.54e-010.1122
83939EIF2AP15T-EHumanEsophagusESCC3.37e-611.72e+000.1149
83939EIF2AP16T-EHumanEsophagusESCC4.30e-611.29e+000.1153
83939EIF2AP17T-EHumanEsophagusESCC3.34e-147.86e-010.1278
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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:0030099ColorectumADmyeloid cell differentiation119/3918381/187231.24e-064.01e-05119
GO:0006417ColorectumADregulation of translation141/3918468/187231.32e-064.22e-05141
GO:0055076ColorectumADtransition metal ion homeostasis53/3918138/187231.89e-065.65e-0553
GO:0031667ColorectumADresponse to nutrient levels138/3918474/187231.22e-052.68e-04138
GO:0006413ColorectumADtranslational initiation45/3918118/187231.35e-052.92e-0445
GO:0046777ColorectumADprotein autophosphorylation74/3918227/187232.48e-054.76e-0474
GO:0042594ColorectumADresponse to starvation63/3918197/187231.77e-042.38e-0363
GO:0055072ColorectumADiron ion homeostasis32/391885/187232.97e-043.60e-0332
GO:0006446ColorectumADregulation of translational initiation28/391879/187232.02e-031.63e-0228
GO:0002573ColorectumADmyeloid leukocyte differentiation60/3918208/187234.03e-032.81e-0260
GO:00064172ColorectumMSSregulation of translation134/3467468/187234.43e-082.38e-06134
GO:00300992ColorectumMSSmyeloid cell differentiation110/3467381/187234.48e-071.75e-05110
GO:00064132ColorectumMSStranslational initiation43/3467118/187233.19e-069.38e-0543
GO:00316672ColorectumMSSresponse to nutrient levels125/3467474/187231.24e-052.88e-04125
GO:00550762ColorectumMSStransition metal ion homeostasis45/3467138/187234.99e-059.02e-0445
GO:00467772ColorectumMSSprotein autophosphorylation63/3467227/187233.96e-044.91e-0363
GO:00425942ColorectumMSSresponse to starvation56/3467197/187234.25e-045.21e-0356
GO:00550722ColorectumMSSiron ion homeostasis29/346785/187234.44e-045.32e-0329
GO:00025731ColorectumMSSmyeloid leukocyte differentiation57/3467208/187231.01e-031.01e-0257
GO:00064461ColorectumMSSregulation of translational initiation26/346779/187231.56e-031.42e-0226
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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
EIF2ASNVMissense_Mutationnovelc.1330A>Cp.Thr444Prop.T444PQ9BY44protein_codingtolerated(0.08)benign(0.011)TCGA-AO-A0JB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
EIF2ASNVMissense_Mutationc.1669G>Ap.Gly557Argp.G557RQ9BY44protein_codingdeleterious(0)probably_damaging(1)TCGA-BH-A0DE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
EIF2ASNVMissense_Mutationnovelc.311N>Tp.Ala104Valp.A104VQ9BY44protein_codingtolerated(0.2)benign(0.017)TCGA-EW-A6SC-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyaromataseSD
EIF2ASNVMissense_Mutationnovelc.923C>Ap.Pro308Hisp.P308HQ9BY44protein_codingdeleterious(0)probably_damaging(0.987)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
EIF2ASNVMissense_Mutationnovelc.360N>Cp.Leu120Phep.L120FQ9BY44protein_codingdeleterious(0.01)benign(0.344)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
EIF2ASNVMissense_Mutationc.580N>Ap.Ala194Thrp.A194TQ9BY44protein_codingtolerated(0.06)benign(0.131)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
EIF2ASNVMissense_Mutationnovelc.701N>Tp.Ala234Valp.A234VQ9BY44protein_codingdeleterious(0.02)probably_damaging(0.937)TCGA-AA-3812-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
EIF2ASNVMissense_Mutationc.869C>Tp.Ala290Valp.A290VQ9BY44protein_codingtolerated(1)benign(0)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
EIF2ASNVMissense_Mutationrs769029119c.431N>Ap.Arg144Hisp.R144HQ9BY44protein_codingdeleterious(0.04)benign(0.335)TCGA-AU-6004-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
EIF2ASNVMissense_Mutationnovelc.506N>Cp.Lys169Thrp.K169TQ9BY44protein_codingdeleterious(0)benign(0.358)TCGA-AZ-4315-01Colorectumcolon 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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