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: EED

Gene summary for EED

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EED

Gene ID

8726

Gene nameembryonic ectoderm development
Gene AliasCOGIS
Cytomap11q14.2
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

O75530


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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
8726EEDLZE2DHumanEsophagusHGIN1.13e-022.57e-010.0642
8726EEDLZE4THumanEsophagusESCC1.66e-111.27e-010.0811
8726EEDLZE7THumanEsophagusESCC8.79e-041.66e-010.0667
8726EEDLZE8THumanEsophagusESCC5.30e-056.76e-020.067
8726EEDLZE22THumanEsophagusESCC5.21e-042.15e-010.068
8726EEDLZE24THumanEsophagusESCC4.09e-213.67e-010.0596
8726EEDP2T-EHumanEsophagusESCC4.69e-101.06e-010.1177
8726EEDP4T-EHumanEsophagusESCC2.44e-143.21e-010.1323
8726EEDP5T-EHumanEsophagusESCC1.21e-061.44e-010.1327
8726EEDP8T-EHumanEsophagusESCC2.85e-059.42e-020.0889
8726EEDP9T-EHumanEsophagusESCC2.54e-067.01e-020.1131
8726EEDP10T-EHumanEsophagusESCC8.79e-141.95e-010.116
8726EEDP11T-EHumanEsophagusESCC4.55e-092.43e-010.1426
8726EEDP12T-EHumanEsophagusESCC7.41e-172.37e-010.1122
8726EEDP15T-EHumanEsophagusESCC2.09e-131.15e-010.1149
8726EEDP16T-EHumanEsophagusESCC1.05e-151.65e-010.1153
8726EEDP17T-EHumanEsophagusESCC3.27e-052.64e-010.1278
8726EEDP19T-EHumanEsophagusESCC6.72e-062.17e-010.1662
8726EEDP20T-EHumanEsophagusESCC3.85e-072.30e-020.1124
8726EEDP21T-EHumanEsophagusESCC1.51e-142.97e-010.1617
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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:00182057EsophagusHGINpeptidyl-lysine modification88/2587376/187232.99e-071.39e-0588
GO:00165708EsophagusHGINhistone modification92/2587463/187231.70e-043.30e-0392
GO:00349688EsophagusHGINhistone lysine methylation27/2587115/187233.51e-033.24e-0227
GO:00064798EsophagusHGINprotein methylation38/2587181/187235.05e-034.22e-0238
GO:00082138EsophagusHGINprotein alkylation38/2587181/187235.05e-034.22e-0238
GO:00180227EsophagusHGINpeptidyl-lysine methylation29/2587131/187236.22e-034.95e-0229
GO:001657015EsophagusESCChistone modification323/8552463/187232.61e-267.88e-24323
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:00165718EsophagusESCChistone methylation89/8552141/187232.17e-051.87e-0489
GO:003496814EsophagusESCChistone lysine methylation72/8552115/187231.85e-041.18e-0372
GO:001802214EsophagusESCCpeptidyl-lysine methylation79/8552131/187235.17e-042.86e-0379
GO:00165707Oral cavityOSCChistone modification270/7305463/187231.59e-171.50e-15270
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
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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
EEDSNVMissense_Mutationnovelc.359N>Cp.Arg120Thrp.R120TO75530protein_codingdeleterious(0)probably_damaging(0.945)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
EEDSNVMissense_Mutationnovelc.1139N>Ap.Arg380Glnp.R380QO75530protein_codingtolerated(0.26)possibly_damaging(0.687)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
EEDSNVMissense_Mutationc.752T>Cp.Ile251Thrp.I251TO75530protein_codingdeleterious(0)probably_damaging(0.982)TCGA-BH-A0W4-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
EEDSNVMissense_Mutationc.424N>Ap.Asp142Asnp.D142NO75530protein_codingdeleterious(0.04)probably_damaging(1)TCGA-BH-A1FM-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
EEDSNVMissense_Mutationc.230N>Gp.Lys77Argp.K77RO75530protein_codingtolerated(0.15)benign(0.003)TCGA-E2-A15E-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
EEDinsertionNonsense_Mutationnovelc.823_824insTGGGGTGACCAAAGAGCACTGCCTTGGAATAGGGGGp.Lys275delinsMetGlyTerProLysSerThrAlaLeuGluTerGlyGlup.K275delinsMG*PKSTALE*GEO75530protein_codingTCGA-A8-A07U-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilSD
EEDSNVMissense_Mutationnovelc.196N>Gp.Lys66Glup.K66EO75530protein_codingdeleterious(0.02)benign(0.091)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
EEDSNVMissense_Mutationnovelc.350N>Ap.Gly117Glup.G117EO75530protein_codingdeleterious(0)probably_damaging(0.995)TCGA-MY-A5BD-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
EEDdeletionFrame_Shift_Delnovelc.880delAp.Ile294SerfsTer22p.I294Sfs*22O75530protein_codingTCGA-EK-A2GZ-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
EEDSNVMissense_Mutationnovelc.228N>Tp.Lys76Asnp.K76NO75530protein_codingtolerated(0.11)benign(0.011)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<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
8726EEDENZYME, CLINICALLY ACTIONABLEMAK683
8726EEDENZYME, CLINICALLY ACTIONABLEASTEMIZOLEASTEMIZOLE25369470
8726EEDENZYME, CLINICALLY ACTIONABLEallosteric modulator387065597
8726EEDENZYME, CLINICALLY ACTIONABLEinhibitor336446911
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