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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: EEF2K

Gene summary for EEF2K

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EEF2K

Gene ID

29904

Gene nameeukaryotic elongation factor 2 kinase
Gene AliasCaMKIII
Cytomap16p12.2
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

O00418


Top

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
29904EEF2KHTA11_2487_2000001011HumanColorectumSER4.85e-033.51e-01-0.1808
29904EEF2KHTA11_347_2000001011HumanColorectumAD1.47e-083.85e-01-0.1954
29904EEF2KHTA11_3361_2000001011HumanColorectumAD1.46e-034.21e-01-0.1207
29904EEF2KHTA11_1391_2000001011HumanColorectumAD4.10e-022.98e-01-0.059
29904EEF2KA015-C-203HumanColorectumFAP9.23e-05-1.08e-01-0.1294
29904EEF2KA002-C-201HumanColorectumFAP2.64e-02-2.10e-010.0324
29904EEF2KA001-C-108HumanColorectumFAP1.66e-02-1.08e-01-0.0272
29904EEF2KA002-C-205HumanColorectumFAP7.40e-03-1.97e-01-0.1236
29904EEF2KA015-C-104HumanColorectumFAP4.54e-06-7.85e-02-0.1899
29904EEF2KA002-C-016HumanColorectumFAP5.14e-03-1.64e-010.0521
29904EEF2KA001-C-203HumanColorectumFAP1.46e-02-5.35e-02-0.0481
29904EEF2KA002-C-116HumanColorectumFAP1.83e-06-1.42e-01-0.0452
29904EEF2KF034HumanColorectumFAP2.69e-05-1.44e-01-0.0665
29904EEF2KLZE24THumanEsophagusESCC1.33e-029.43e-020.0596
29904EEF2KP1T-EHumanEsophagusESCC7.71e-124.18e-010.0875
29904EEF2KP2T-EHumanEsophagusESCC1.65e-275.84e-010.1177
29904EEF2KP4T-EHumanEsophagusESCC3.89e-112.27e-010.1323
29904EEF2KP5T-EHumanEsophagusESCC5.48e-149.86e-020.1327
29904EEF2KP8T-EHumanEsophagusESCC2.38e-152.75e-010.0889
29904EEF2KP9T-EHumanEsophagusESCC1.30e-088.60e-020.1131
Page: 1 2 3 4 5 6 

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
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
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
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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:0022604ColorectumADregulation of cell morphogenesis109/3918309/187233.08e-092.07e-07109
GO:0034329ColorectumADcell junction assembly136/3918420/187232.02e-081.15e-06136
GO:0032868ColorectumADresponse to insulin91/3918264/187232.02e-078.48e-0691
GO:1901653ColorectumADcellular response to peptide114/3918359/187238.32e-072.88e-05114
GO:0032869ColorectumADcellular response to insulin stimulus72/3918203/187231.10e-063.68e-0572
GO:0071375ColorectumADcellular response to peptide hormone stimulus95/3918290/187231.50e-064.66e-0595
GO:0043434ColorectumADresponse to peptide hormone126/3918414/187232.70e-067.86e-05126
GO:1990090ColorectumADcellular response to nerve growth factor stimulus26/391853/187234.87e-061.28e-0426
GO:1990089ColorectumADresponse to nerve growth factor26/391856/187231.71e-053.59e-0426
GO:0046777ColorectumADprotein autophosphorylation74/3918227/187232.48e-054.76e-0474
GO:0010975ColorectumADregulation of neuron projection development129/3918445/187232.88e-055.37e-04129
GO:0106027ColorectumADneuron projection organization36/391893/187236.58e-051.07e-0336
GO:0031346ColorectumADpositive regulation of cell projection organization104/3918353/187238.26e-051.30e-03104
GO:0030100ColorectumADregulation of endocytosis67/3918211/187231.42e-042.01e-0367
GO:0010038ColorectumADresponse to metal ion106/3918373/187233.22e-043.83e-03106
GO:0010769ColorectumADregulation of cell morphogenesis involved in differentiation35/391896/187233.26e-043.85e-0335
GO:0010770ColorectumADpositive regulation of cell morphogenesis involved in differentiation30/391879/187233.81e-044.38e-0330
GO:0010720ColorectumADpositive regulation of cell development87/3918298/187234.17e-044.71e-0387
GO:0070482ColorectumADresponse to oxygen levels99/3918347/187234.29e-044.82e-0399
GO:0097061ColorectumADdendritic spine organization31/391884/187235.48e-045.83e-0331
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04152ColorectumADAMPK signaling pathway47/2092121/84653.74e-042.82e-031.80e-0347
hsa041521ColorectumADAMPK signaling pathway47/2092121/84653.74e-042.82e-031.80e-0347
hsa041524ColorectumFAPAMPK signaling pathway37/1404121/84658.97e-058.56e-045.21e-0437
hsa041525ColorectumFAPAMPK signaling pathway37/1404121/84658.97e-058.56e-045.21e-0437
hsa0415210EsophagusESCCAMPK signaling pathway80/4205121/84651.73e-046.67e-043.42e-0480
hsa0415213EsophagusESCCAMPK signaling pathway80/4205121/84651.73e-046.67e-043.42e-0480
hsa0415241LiverHCCAMPK signaling pathway77/4020121/84652.32e-041.11e-036.18e-0477
hsa0415251LiverHCCAMPK signaling pathway77/4020121/84652.32e-041.11e-036.18e-0477
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
EEF2KSNVMissense_Mutationnovelc.1897G>Tp.Asp633Tyrp.D633YO00418protein_codingdeleterious(0)possibly_damaging(0.56)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
EEF2KSNVMissense_Mutationnovelc.394N>Cp.Lys132Glnp.K132QO00418protein_codingdeleterious(0)possibly_damaging(0.868)TCGA-BH-A0BZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinCR
EEF2KSNVMissense_Mutationnovelc.1139N>Gp.Ser380Cysp.S380CO00418protein_codingdeleterious(0)probably_damaging(0.922)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
EEF2KSNVMissense_Mutationrs555655059c.443N>Ap.Arg148Glnp.R148QO00418protein_codingdeleterious(0)probably_damaging(0.973)TCGA-BH-A1F6-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
EEF2KSNVMissense_Mutationnovelc.1898A>Gp.Asp633Glyp.D633GO00418protein_codingdeleterious(0.02)benign(0.062)TCGA-S3-AA0Z-01Breastbreast invasive carcinomaFemale<65I/IIAncillaryneulastaCR
EEF2KinsertionFrame_Shift_Insnovelc.520_521insGGTCAp.Glu174GlyfsTer5p.E174Gfs*5O00418protein_codingTCGA-A8-A079-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilSD
EEF2KinsertionNonsense_Mutationnovelc.522_523insGGAAATGGGATAGGAGACCTTTAACAGTGACCTTTAATp.Pro175GlyfsTer8p.P175Gfs*8O00418protein_codingTCGA-A8-A079-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilSD
EEF2KinsertionFrame_Shift_Insnovelc.52_53insCp.Arg20ProfsTer5p.R20Pfs*5O00418protein_codingTCGA-BH-A0E7-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
EEF2KSNVMissense_Mutationnovelc.181A>Gp.Ser61Glyp.S61GO00418protein_codingtolerated_low_confidence(0.14)benign(0.024)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
EEF2KSNVMissense_Mutationnovelc.92N>Ap.Ser31Asnp.S31NO00418protein_codingtolerated_low_confidence(0.14)probably_damaging(0.968)TCGA-C5-A7X8-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
Page: 1 2 3 4 5 6 7 

Top

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
29904EEF2KKINASE, SERINE THREONINE KINASE, ENZYME, DRUGGABLE GENOMELapatinibLAPATINIB
29904EEF2KKINASE, SERINE THREONINE KINASE, ENZYME, DRUGGABLE GENOMEinhibitor252827401
Page: 1