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: EEFSEC

Gene summary for EEFSEC

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EEFSEC

Gene ID

60678

Gene nameeukaryotic elongation factor, selenocysteine-tRNA specific
Gene AliasEFSEC
Cytomap3q21.3
Gene Typeprotein-coding
GO ID

GO:0001514

UniProtAcc

P57772


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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
60678EEFSECCCI_2HumanCervixCC6.00e-067.06e-010.5249
60678EEFSECCCI_3HumanCervixCC1.43e-149.32e-010.516
60678EEFSECLZE2THumanEsophagusESCC5.94e-044.82e-010.082
60678EEFSECLZE4THumanEsophagusESCC2.59e-112.84e-010.0811
60678EEFSECLZE7THumanEsophagusESCC5.45e-041.80e-010.0667
60678EEFSECLZE20THumanEsophagusESCC4.30e-038.64e-020.0662
60678EEFSECLZE22THumanEsophagusESCC2.46e-042.19e-010.068
60678EEFSECLZE24THumanEsophagusESCC6.53e-173.70e-010.0596
60678EEFSECP1T-EHumanEsophagusESCC9.35e-073.15e-010.0875
60678EEFSECP2T-EHumanEsophagusESCC1.04e-458.57e-010.1177
60678EEFSECP4T-EHumanEsophagusESCC6.48e-245.06e-010.1323
60678EEFSECP5T-EHumanEsophagusESCC1.49e-253.46e-010.1327
60678EEFSECP8T-EHumanEsophagusESCC3.53e-254.68e-010.0889
60678EEFSECP9T-EHumanEsophagusESCC8.35e-184.14e-010.1131
60678EEFSECP10T-EHumanEsophagusESCC2.84e-345.63e-010.116
60678EEFSECP11T-EHumanEsophagusESCC6.87e-102.47e-010.1426
60678EEFSECP12T-EHumanEsophagusESCC1.95e-263.85e-010.1122
60678EEFSECP15T-EHumanEsophagusESCC1.43e-244.98e-010.1149
60678EEFSECP16T-EHumanEsophagusESCC1.09e-224.61e-010.1153
60678EEFSECP17T-EHumanEsophagusESCC3.77e-135.02e-010.1278
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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
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:000641710CervixCCregulation of translation89/2311468/187231.86e-053.46e-0489
GO:0006417111EsophagusESCCregulation of translation304/8552468/187231.53e-171.33e-15304
GO:000641419EsophagusESCCtranslational elongation41/855255/187231.26e-051.16e-0441
GO:00064177LiverNAFLDregulation of translation85/1882468/187234.58e-084.54e-0685
GO:00064145LiverNAFLDtranslational elongation16/188255/187236.71e-051.44e-0316
GO:000641722LiverHCCregulation of translation287/7958468/187238.79e-178.08e-15287
GO:000641412LiverHCCtranslational elongation36/795855/187234.94e-043.23e-0336
GO:000641720Oral cavityOSCCregulation of translation274/7305468/187234.39e-184.63e-16274
GO:000641416Oral cavityOSCCtranslational elongation37/730555/187232.03e-051.94e-0437
GO:0006417110Oral cavityLPregulation of translation175/4623468/187234.49e-102.22e-08175
GO:000641417Oral cavityLPtranslational elongation25/462355/187236.27e-045.71e-0325
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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
EEFSECSNVMissense_Mutationc.686N>Cp.Asp229Alap.D229AP57772protein_codingdeleterious(0)probably_damaging(1)TCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
EEFSECSNVMissense_Mutationrs528203343c.583N>Ap.Glu195Lysp.E195KP57772protein_codingtolerated(0.27)benign(0.281)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
EEFSECSNVMissense_Mutationc.819C>Ap.Phe273Leup.F273LP57772protein_codingdeleterious(0)probably_damaging(1)TCGA-AR-A1AY-01Breastbreast invasive carcinomaFemale>=65I/IIUnspecificDoxorubicinSD
EEFSECSNVMissense_Mutationnovelc.1169N>Gp.Asp390Glyp.D390GP57772protein_codingtolerated(0.24)benign(0)TCGA-AA-3877-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
EEFSECSNVMissense_Mutationc.779C>Ap.Ala260Aspp.A260DP57772protein_codingtolerated(0.16)possibly_damaging(0.716)TCGA-AA-3952-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownPD
EEFSECSNVMissense_Mutationc.495N>Tp.Lys165Asnp.K165NP57772protein_codingdeleterious(0)benign(0.363)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
EEFSECSNVMissense_Mutationc.963N>Tp.Lys321Asnp.K321NP57772protein_codingdeleterious(0)probably_damaging(0.989)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
EEFSECSNVMissense_Mutationc.490A>Gp.Thr164Alap.T164AP57772protein_codingtolerated(0.1)benign(0.159)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
EEFSECSNVMissense_Mutationnovelc.1259N>Gp.Val420Glyp.V420GP57772protein_codingdeleterious(0)probably_damaging(0.915)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
EEFSECSNVMissense_Mutationc.966N>Gp.Ile322Metp.I322MP57772protein_codingdeleterious(0)probably_damaging(0.981)TCGA-CM-5861-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownPD
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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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