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: EIF5A2

Gene summary for EIF5A2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EIF5A2

Gene ID

56648

Gene nameeukaryotic translation initiation factor 5A2
Gene AliasEIF-5A2
Cytomap3q26.2
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q9GZV4


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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
56648EIF5A2LZE4THumanEsophagusESCC4.59e-062.58e-010.0811
56648EIF5A2LZE7THumanEsophagusESCC8.66e-052.86e-010.0667
56648EIF5A2LZE24THumanEsophagusESCC1.19e-072.14e-010.0596
56648EIF5A2LZE6THumanEsophagusESCC6.51e-063.23e-010.0845
56648EIF5A2P1T-EHumanEsophagusESCC9.03e-041.90e-010.0875
56648EIF5A2P2T-EHumanEsophagusESCC2.91e-274.94e-010.1177
56648EIF5A2P4T-EHumanEsophagusESCC9.19e-112.22e-010.1323
56648EIF5A2P5T-EHumanEsophagusESCC2.74e-102.68e-010.1327
56648EIF5A2P8T-EHumanEsophagusESCC7.19e-062.21e-010.0889
56648EIF5A2P9T-EHumanEsophagusESCC6.00e-082.21e-010.1131
56648EIF5A2P10T-EHumanEsophagusESCC1.02e-173.29e-010.116
56648EIF5A2P11T-EHumanEsophagusESCC7.86e-115.53e-010.1426
56648EIF5A2P12T-EHumanEsophagusESCC1.04e-316.74e-010.1122
56648EIF5A2P15T-EHumanEsophagusESCC7.80e-113.24e-010.1149
56648EIF5A2P16T-EHumanEsophagusESCC6.71e-111.32e-010.1153
56648EIF5A2P17T-EHumanEsophagusESCC1.36e-082.53e-010.1278
56648EIF5A2P21T-EHumanEsophagusESCC2.02e-153.64e-010.1617
56648EIF5A2P22T-EHumanEsophagusESCC7.73e-183.79e-010.1236
56648EIF5A2P23T-EHumanEsophagusESCC4.15e-102.52e-010.108
56648EIF5A2P24T-EHumanEsophagusESCC1.85e-051.04e-010.1287
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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
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
∗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:0006403110EsophagusESCCRNA localization166/8552201/187231.95e-276.18e-25166
GO:0022411111EsophagusESCCcellular component disassembly305/8552443/187231.94e-234.57e-21305
GO:005123617EsophagusESCCestablishment of RNA localization134/8552166/187231.23e-201.81e-18134
GO:005102815EsophagusESCCmRNA transport110/8552130/187232.76e-203.80e-18110
GO:005065717EsophagusESCCnucleic acid transport131/8552163/187236.94e-208.46e-18131
GO:005065817EsophagusESCCRNA transport131/8552163/187236.94e-208.46e-18131
GO:0006417111EsophagusESCCregulation of translation304/8552468/187231.53e-171.33e-15304
GO:001593117EsophagusESCCnucleobase-containing compound transport162/8552222/187239.87e-177.93e-15162
GO:0045727111EsophagusESCCpositive regulation of translation107/8552136/187232.79e-151.68e-13107
GO:0034250111EsophagusESCCpositive regulation of cellular amide metabolic process123/8552162/187233.32e-151.93e-13123
GO:003298416EsophagusESCCprotein-containing complex disassembly151/8552224/187233.45e-111.15e-09151
GO:000641419EsophagusESCCtranslational elongation41/855255/187231.26e-051.16e-0441
GO:00432446EsophagusESCCregulation of protein-containing complex disassembly75/8552121/187232.17e-041.36e-0375
GO:00436245EsophagusESCCcellular protein complex disassembly78/8552136/187234.00e-031.62e-0278
GO:002241119Oral cavityOSCCcellular component disassembly283/7305443/187239.57e-273.37e-24283
GO:000640318Oral cavityOSCCRNA localization150/7305201/187236.90e-251.98e-22150
GO:00510287Oral cavityOSCCmRNA transport101/7305130/187232.19e-193.15e-17101
GO:005065714Oral cavityOSCCnucleic acid transport120/7305163/187232.31e-193.18e-17120
GO:005065814Oral cavityOSCCRNA transport120/7305163/187232.31e-193.18e-17120
GO:005123614Oral cavityOSCCestablishment of RNA localization121/7305166/187236.38e-198.24e-17121
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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
EIF5A2TRANSCervixHSIL_HPVCEBPE,LINC02693,IL33, etc.6.07e-02The 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.
EIF5A2TRANSCervixN_HPVCEBPE,LINC02693,IL33, etc.1.61e-01The 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.
EIF5A2GOBStomachHealthyGGH,SNHG5,BCAR1, etc.4.05e-01The 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.
∗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
EIF5A2SNVMissense_Mutationc.257N>Tp.Arg86Ilep.R86IQ9GZV4protein_codingdeleterious(0)probably_damaging(0.974)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
EIF5A2SNVMissense_Mutationrs761918940c.325N>Tp.Arg109Cysp.R109CQ9GZV4protein_codingdeleterious(0.02)benign(0.222)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
EIF5A2SNVMissense_Mutationc.257N>Tp.Arg86Ilep.R86IQ9GZV4protein_codingdeleterious(0)probably_damaging(0.974)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
EIF5A2SNVMissense_Mutationrs747942434c.10N>Ap.Glu4Lysp.E4KQ9GZV4protein_codingdeleterious(0.01)benign(0.178)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
EIF5A2SNVMissense_Mutationnovelc.278N>Ap.Cys93Tyrp.C93YQ9GZV4protein_codingtolerated(0.08)benign(0.001)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
EIF5A2SNVMissense_Mutationrs761918940c.325N>Tp.Arg109Cysp.R109CQ9GZV4protein_codingdeleterious(0.02)benign(0.222)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
EIF5A2SNVMissense_Mutationrs747942434c.10G>Ap.Glu4Lysp.E4KQ9GZV4protein_codingdeleterious(0.01)benign(0.178)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
EIF5A2SNVMissense_Mutationnovelc.76C>Tp.Arg26Cysp.R26CQ9GZV4protein_codingtolerated(0.06)benign(0.009)TCGA-AP-A1E0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelSD
EIF5A2SNVMissense_Mutationnovelc.283C>Ap.Gln95Lysp.Q95KQ9GZV4protein_codingtolerated(0.25)benign(0.003)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
EIF5A2SNVMissense_Mutationnovelc.67N>Gp.Ser23Alap.S23AQ9GZV4protein_codingdeleterious(0.01)possibly_damaging(0.744)TCGA-EY-A2OM-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapytaxolSD
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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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