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: E2F6

Gene summary for E2F6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

E2F6

Gene ID

1876

Gene nameE2F transcription factor 6
Gene AliasE2F-6
Cytomap2p25.1
Gene Typeprotein-coding
GO ID

GO:0000082

UniProtAcc

O75461


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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
1876E2F6LZE4THumanEsophagusESCC7.89e-082.95e-010.0811
1876E2F6LZE7THumanEsophagusESCC7.23e-063.14e-010.0667
1876E2F6LZE24THumanEsophagusESCC1.05e-041.87e-010.0596
1876E2F6LZE21THumanEsophagusESCC2.63e-032.58e-010.0655
1876E2F6P2T-EHumanEsophagusESCC2.24e-296.62e-010.1177
1876E2F6P4T-EHumanEsophagusESCC3.13e-153.74e-010.1323
1876E2F6P5T-EHumanEsophagusESCC1.67e-081.27e-010.1327
1876E2F6P8T-EHumanEsophagusESCC3.93e-081.92e-010.0889
1876E2F6P9T-EHumanEsophagusESCC1.54e-081.68e-010.1131
1876E2F6P10T-EHumanEsophagusESCC1.19e-163.34e-010.116
1876E2F6P11T-EHumanEsophagusESCC1.14e-034.05e-010.1426
1876E2F6P12T-EHumanEsophagusESCC2.65e-183.54e-010.1122
1876E2F6P15T-EHumanEsophagusESCC5.58e-143.34e-010.1149
1876E2F6P16T-EHumanEsophagusESCC4.00e-132.82e-010.1153
1876E2F6P17T-EHumanEsophagusESCC1.86e-021.37e-010.1278
1876E2F6P20T-EHumanEsophagusESCC1.60e-092.89e-010.1124
1876E2F6P21T-EHumanEsophagusESCC4.43e-203.88e-010.1617
1876E2F6P22T-EHumanEsophagusESCC2.91e-142.68e-010.1236
1876E2F6P23T-EHumanEsophagusESCC9.13e-134.35e-010.108
1876E2F6P24T-EHumanEsophagusESCC6.05e-082.05e-010.1287
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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:004477216EsophagusESCCmitotic cell cycle phase transition281/8552424/187234.63e-184.45e-16281
GO:000008214EsophagusESCCG1/S transition of mitotic cell cycle134/8552214/187234.04e-075.55e-06134
GO:004484314EsophagusESCCcell cycle G1/S phase transition148/8552241/187235.68e-077.48e-06148
GO:00447722LiverHCCmitotic cell cycle phase transition240/7958424/187232.47e-096.84e-08240
GO:00448432LiverHCCcell cycle G1/S phase transition134/7958241/187232.60e-052.70e-04134
GO:00000822LiverHCCG1/S transition of mitotic cell cycle119/7958214/187237.11e-056.39e-04119
GO:00447728Oral cavityOSCCmitotic cell cycle phase transition255/7305424/187235.29e-196.98e-17255
GO:00000826Oral cavityOSCCG1/S transition of mitotic cell cycle120/7305214/187232.86e-074.40e-06120
GO:00448436Oral cavityOSCCcell cycle G1/S phase transition131/7305241/187238.77e-071.20e-05131
GO:004477215Oral cavityLPmitotic cell cycle phase transition150/4623424/187234.38e-071.23e-05150
GO:000008213Oral cavityLPG1/S transition of mitotic cell cycle80/4623214/187232.30e-053.74e-0480
GO:004484313Oral cavityLPcell cycle G1/S phase transition88/4623241/187232.62e-054.21e-0488
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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
E2F6QUIEEsophagusLGINPSPH,TNKS2,EML4, etc.4.70e-01The 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.
∗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
E2F6SNVMissense_Mutationrs765543732c.694N>Ap.Asp232Asnp.D232NO75461protein_codingtolerated(0.17)benign(0.098)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
E2F6SNVMissense_Mutationnovelc.301N>Tp.Arg101Trpp.R101WO75461protein_codingdeleterious(0)probably_damaging(0.999)TCGA-BH-A0E7-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
E2F6SNVMissense_Mutationc.125N>Ap.Ile42Asnp.I42NO75461protein_codingtolerated(0.17)possibly_damaging(0.753)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
E2F6SNVMissense_Mutationnovelc.391C>Ap.Leu131Ilep.L131IO75461protein_codingtolerated(0.23)benign(0.132)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
E2F6insertionNonsense_Mutationnovelc.224_225insCACATCCATCTAAp.Met76ThrfsTer4p.M76Tfs*4O75461protein_codingTCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
E2F6SNVMissense_Mutationrs748327105c.595N>Ap.Val199Ilep.V199IO75461protein_codingtolerated(0.14)benign(0.303)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
E2F6SNVMissense_Mutationrs765543732c.694N>Ap.Asp232Asnp.D232NO75461protein_codingtolerated(0.17)benign(0.098)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
E2F6SNVMissense_Mutationnovelc.224N>Gp.Phe75Cysp.F75CO75461protein_codingdeleterious(0)probably_damaging(1)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
E2F6SNVMissense_Mutationnovelc.161N>Tp.Arg54Ilep.R54IO75461protein_codingtolerated(0.11)benign(0.027)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
E2F6SNVMissense_Mutationnovelc.591N>Tp.Gln197Hisp.Q197HO75461protein_codingdeleterious(0)benign(0.437)TCGA-AJ-A5DW-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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