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: EEF2KMT

Gene summary for EEF2KMT

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EEF2KMT

Gene ID

196483

Gene nameeukaryotic elongation factor 2 lysine methyltransferase
Gene AliasEFM3
Cytomap16p13.3
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

K7ES84


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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
196483EEF2KMTLZE4THumanEsophagusESCC1.23e-021.65e-010.0811
196483EEF2KMTLZE24THumanEsophagusESCC1.77e-092.25e-010.0596
196483EEF2KMTP2T-EHumanEsophagusESCC1.53e-193.34e-010.1177
196483EEF2KMTP4T-EHumanEsophagusESCC2.99e-154.14e-010.1323
196483EEF2KMTP5T-EHumanEsophagusESCC5.80e-153.07e-010.1327
196483EEF2KMTP8T-EHumanEsophagusESCC6.64e-081.59e-010.0889
196483EEF2KMTP9T-EHumanEsophagusESCC4.51e-062.21e-010.1131
196483EEF2KMTP10T-EHumanEsophagusESCC6.04e-081.59e-010.116
196483EEF2KMTP11T-EHumanEsophagusESCC3.03e-083.69e-010.1426
196483EEF2KMTP12T-EHumanEsophagusESCC1.81e-194.58e-010.1122
196483EEF2KMTP15T-EHumanEsophagusESCC4.81e-102.67e-010.1149
196483EEF2KMTP16T-EHumanEsophagusESCC2.33e-102.52e-010.1153
196483EEF2KMTP17T-EHumanEsophagusESCC9.42e-042.77e-010.1278
196483EEF2KMTP19T-EHumanEsophagusESCC2.50e-024.56e-010.1662
196483EEF2KMTP20T-EHumanEsophagusESCC1.71e-102.49e-010.1124
196483EEF2KMTP21T-EHumanEsophagusESCC4.16e-254.38e-010.1617
196483EEF2KMTP22T-EHumanEsophagusESCC1.51e-132.46e-010.1236
196483EEF2KMTP23T-EHumanEsophagusESCC1.06e-164.49e-010.108
196483EEF2KMTP24T-EHumanEsophagusESCC2.21e-082.47e-010.1287
196483EEF2KMTP26T-EHumanEsophagusESCC2.41e-153.00e-010.1276
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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
∗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:001820514EsophagusESCCpeptidyl-lysine modification259/8552376/187233.90e-205.26e-18259
GO:00434143EsophagusESCCmacromolecule methylation199/8552316/187233.44e-109.57e-09199
GO:00322592EsophagusESCCmethylation222/8552364/187232.26e-095.09e-08222
GO:000647914EsophagusESCCprotein methylation115/8552181/187239.07e-071.16e-05115
GO:000821314EsophagusESCCprotein alkylation115/8552181/187239.07e-071.16e-05115
GO:001802214EsophagusESCCpeptidyl-lysine methylation79/8552131/187235.17e-042.86e-0379
GO:00180231EsophagusESCCpeptidyl-lysine trimethylation31/855250/187231.48e-024.79e-0231
GO:00182052LiverHCCpeptidyl-lysine modification230/7958376/187231.51e-138.32e-12230
GO:00434141LiverHCCmacromolecule methylation183/7958316/187232.00e-084.72e-07183
GO:0032259LiverHCCmethylation206/7958364/187233.35e-087.53e-07206
GO:00064792LiverHCCprotein methylation111/7958181/187232.36e-074.18e-06111
GO:00082132LiverHCCprotein alkylation111/7958181/187232.36e-074.18e-06111
GO:00180221LiverHCCpeptidyl-lysine methylation74/7958131/187238.46e-045.06e-0374
GO:00182056Oral cavityOSCCpeptidyl-lysine modification216/7305376/187232.32e-131.16e-11216
GO:00064797Oral cavityOSCCprotein methylation92/7305181/187237.86e-044.26e-0392
GO:00082137Oral cavityOSCCprotein alkylation92/7305181/187237.86e-044.26e-0392
GO:00434142Oral cavityOSCCmacromolecule methylation149/7305316/187231.82e-038.60e-03149
GO:00322591Oral cavityOSCCmethylation168/7305364/187233.03e-031.31e-02168
GO:001820513Oral cavityLPpeptidyl-lysine modification136/4623376/187233.64e-071.06e-05136
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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
EEF2KMTSNVMissense_Mutationc.116G>Cp.Arg39Thrp.R39TQ96G04protein_codingdeleterious(0)benign(0.258)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
EEF2KMTSNVMissense_Mutationnovelc.527N>Ap.Cys176Tyrp.C176YQ96G04protein_codingdeleterious(0.01)benign(0.078)TCGA-EA-A3HS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
EEF2KMTSNVMissense_Mutationrs553273623c.593N>Ap.Arg198Glnp.R198QQ96G04protein_codingtolerated(0.34)benign(0.037)TCGA-VS-A9V3-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
EEF2KMTSNVMissense_Mutationc.103G>Cp.Glu35Glnp.E35QQ96G04protein_codingtolerated(0.08)benign(0.125)TCGA-AA-3697-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
EEF2KMTSNVMissense_Mutationrs760548419c.142N>Tp.Arg48Trpp.R48WQ96G04protein_codingtolerated(0.12)benign(0.003)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
EEF2KMTSNVMissense_Mutationc.943T>Ap.Phe315Ilep.F315IQ96G04protein_codingdeleterious(0)probably_damaging(1)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
EEF2KMTSNVMissense_Mutationc.446N>Tp.Ala149Valp.A149VQ96G04protein_codingdeleterious(0.02)benign(0.019)TCGA-QG-A5Z2-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
EEF2KMTSNVMissense_Mutationrs147889190c.290N>Tp.Ala97Valp.A97VQ96G04protein_codingdeleterious(0.03)benign(0.024)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
EEF2KMTSNVMissense_Mutationnovelc.971N>Tp.Ala324Valp.A324VQ96G04protein_codingtolerated(0.28)benign(0)TCGA-AJ-A3OK-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinCR
EEF2KMTSNVMissense_Mutationrs760548419c.142N>Tp.Arg48Trpp.R48WQ96G04protein_codingtolerated(0.12)benign(0.003)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
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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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