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: EEF1G

Gene summary for EEF1G

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EEF1G

Gene ID

1937

Gene nameeukaryotic translation elongation factor 1 gamma
Gene AliasEF1G
Cytomap11q12.3
Gene Typeprotein-coding
GO ID

GO:0006412

UniProtAcc

P26641


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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
1937EEF1Gsample1HumanCervixCC3.40e-218.87e-010.0959
1937EEF1Gsample3HumanCervixCC5.03e-911.17e+000.1387
1937EEF1GH2HumanCervixHSIL_HPV9.91e-611.06e+000.0632
1937EEF1GL1HumanCervixCC7.52e-361.18e+000.0802
1937EEF1GT1HumanCervixCC2.96e-236.68e-010.0918
1937EEF1GT2HumanCervixCC1.68e-391.42e+000.0709
1937EEF1GT3HumanCervixCC2.25e-941.17e+000.1389
1937EEF1GAEH-subject1HumanEndometriumAEH1.73e-388.64e-01-0.3059
1937EEF1GAEH-subject2HumanEndometriumAEH3.95e-431.01e+00-0.2525
1937EEF1GAEH-subject3HumanEndometriumAEH1.50e-621.18e+00-0.2576
1937EEF1GAEH-subject4HumanEndometriumAEH1.09e-409.92e-01-0.2657
1937EEF1GAEH-subject5HumanEndometriumAEH1.38e-398.62e-01-0.2953
1937EEF1GEEC-subject1HumanEndometriumEEC5.68e-621.22e+00-0.2682
1937EEF1GEEC-subject2HumanEndometriumEEC1.64e-551.04e+00-0.2607
1937EEF1GEEC-subject3HumanEndometriumEEC2.97e-421.18e+00-0.2525
1937EEF1GEEC-subject4HumanEndometriumEEC2.32e-631.15e+00-0.2571
1937EEF1GEEC-subject5HumanEndometriumEEC6.01e-651.26e+00-0.249
1937EEF1GLZE11DHumanEsophagusHGIN8.80e-087.37e-01-0.005
1937EEF1GLZE2DHumanEsophagusHGIN2.17e-182.51e+000.0642
1937EEF1GLZE2THumanEsophagusESCC2.21e-253.06e+000.082
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
∗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:00096158CervixCCresponse to virus73/2311367/187232.22e-053.95e-0473
GO:00065755CervixHSIL_HPVcellular modified amino acid metabolic process16/737188/187233.18e-032.89e-0216
GO:00067495CervixHSIL_HPVglutathione metabolic process8/73764/187233.51e-033.15e-028
GO:00064148CervixHSIL_HPVtranslational elongation7/73755/187235.59e-034.47e-027
GO:00096159EndometriumAEHresponse to virus63/2100367/187233.81e-044.10e-0363
GO:00064149EndometriumAEHtranslational elongation13/210055/187236.76e-033.94e-0213
GO:000961513EndometriumEECresponse to virus66/2168367/187231.78e-042.20e-0366
GO:000641414EndometriumEECtranslational elongation13/216855/187238.79e-034.74e-0213
GO:000641418EsophagusHGINtranslational elongation22/258755/187231.46e-065.56e-0522
GO:00067497EsophagusHGINglutathione metabolic process20/258764/187232.63e-044.58e-0320
GO:000961517EsophagusHGINresponse to virus69/2587367/187234.39e-033.86e-0269
GO:000961518EsophagusESCCresponse to virus238/8552367/187236.65e-143.32e-12238
GO:00067906EsophagusESCCsulfur compound metabolic process201/8552339/187232.64e-073.94e-06201
GO:000641419EsophagusESCCtranslational elongation41/855255/187231.26e-051.16e-0441
GO:00065757EsophagusESCCcellular modified amino acid metabolic process112/8552188/187238.31e-056.06e-04112
GO:000674912EsophagusESCCglutathione metabolic process42/855264/187231.01e-035.12e-0342
GO:000679011LiverCirrhoticsulfur compound metabolic process129/4634339/187233.06e-081.04e-06129
GO:00096155LiverCirrhoticresponse to virus126/4634367/187232.10e-052.77e-04126
GO:000657511LiverCirrhoticcellular modified amino acid metabolic process70/4634188/187239.04e-059.69e-0470
GO:00067494LiverCirrhoticglutathione metabolic process27/463464/187231.63e-031.05e-0227
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0513416CervixCCLegionellosis20/126757/84651.29e-048.19e-044.85e-0420
hsa0513417CervixCCLegionellosis20/126757/84651.29e-048.19e-044.85e-0420
hsa0513423CervixHSIL_HPVLegionellosis12/45957/84654.24e-056.21e-045.02e-0412
hsa0513433CervixHSIL_HPVLegionellosis12/45957/84654.24e-056.21e-045.02e-0412
hsa0513418EndometriumEECLegionellosis17/123757/84652.42e-031.47e-021.10e-0217
hsa0513419EndometriumEECLegionellosis17/123757/84652.42e-031.47e-021.10e-0217
hsa0513427EsophagusHGINLegionellosis18/138357/84653.20e-032.54e-022.02e-0218
hsa05134112EsophagusHGINLegionellosis18/138357/84653.20e-032.54e-022.02e-0218
hsa0513428EsophagusESCCLegionellosis42/420557/84651.83e-046.90e-043.53e-0442
hsa0513436EsophagusESCCLegionellosis42/420557/84651.83e-046.90e-043.53e-0442
hsa0513412LiverCirrhoticLegionellosis28/253057/84651.71e-038.01e-034.94e-0328
hsa0513413LiverCirrhoticLegionellosis28/253057/84651.71e-038.01e-034.94e-0328
hsa0513425Oral cavityOSCCLegionellosis42/370457/84654.18e-062.15e-051.10e-0542
hsa05134111Oral cavityOSCCLegionellosis42/370457/84654.18e-062.15e-051.10e-0542
hsa0513443Oral cavityEOLPLegionellosis18/121857/84657.27e-042.73e-031.61e-0318
hsa0513453Oral cavityEOLPLegionellosis18/121857/84657.27e-042.73e-031.61e-0318
hsa0513461Oral cavityNEOLPLegionellosis15/111257/84655.58e-032.17e-021.36e-0215
hsa0513471Oral cavityNEOLPLegionellosis15/111257/84655.58e-032.17e-021.36e-0215
hsa0513420ProstateBPHLegionellosis22/171857/84651.10e-034.99e-033.09e-0322
hsa05134110ProstateBPHLegionellosis22/171857/84651.10e-034.99e-033.09e-0322
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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
EEF1GSNVMissense_Mutationnovelc.1021N>Gp.Leu341Valp.L341VP26641protein_codingdeleterious(0)probably_damaging(0.999)TCGA-BH-A2L8-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
EEF1GSNVMissense_Mutationc.77N>Ap.Gly26Glup.G26EP26641protein_codingdeleterious(0)probably_damaging(0.934)TCGA-C8-A3M8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenCR
EEF1GSNVMissense_Mutationc.201C>Ap.Phe67Leup.F67LP26641protein_codingtolerated(0.41)benign(0.035)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
EEF1GSNVMissense_Mutationc.151N>Tp.Arg51Cysp.R51CP26641protein_codingtolerated(0.06)benign(0.013)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
EEF1GSNVMissense_Mutationnovelc.1246N>Cp.Tyr416Hisp.Y416HP26641protein_codingdeleterious(0)possibly_damaging(0.506)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
EEF1GSNVMissense_Mutationnovelc.548N>Tp.Ala183Valp.A183VP26641protein_codingdeleterious(0.01)benign(0.098)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
EEF1GSNVMissense_Mutationnovelc.720N>Tp.Glu240Aspp.E240DP26641protein_codingtolerated(0.28)benign(0.005)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
EEF1GSNVMissense_Mutationnovelc.286N>Ap.Val96Metp.V96MP26641protein_codingtolerated(0.09)benign(0.017)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
EEF1GSNVMissense_Mutationc.197G>Ap.Gly66Glup.G66EP26641protein_codingdeleterious(0)probably_damaging(0.982)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
EEF1GSNVMissense_Mutationrs377344394c.548N>Ap.Ala183Aspp.A183DP26641protein_codingdeleterious(0.03)benign(0.048)TCGA-AP-A1DK-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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