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: EBF1

Gene summary for EBF1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EBF1

Gene ID

1879

Gene nameEBF transcription factor 1
Gene AliasCOE1
Cytomap5q33.3
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

B4E2U8


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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
1879EBF1C04HumanOral cavityOSCC3.73e-02-4.12e-010.2633
1879EBF1C21HumanOral cavityOSCC6.42e-04-4.01e-010.2678
1879EBF1C43HumanOral cavityOSCC3.71e-12-4.12e-010.1704
1879EBF1C46HumanOral cavityOSCC1.62e-10-4.12e-010.1673
1879EBF1C57HumanOral cavityOSCC5.36e-05-4.03e-010.1679
1879EBF1C08HumanOral cavityOSCC4.32e-10-3.99e-010.1919
1879EBF1C09HumanOral cavityOSCC9.41e-06-4.04e-010.1431
1879EBF1LN46HumanOral cavityOSCC2.36e-02-3.99e-010.1666
1879EBF1EOLP-1HumanOral cavityEOLP1.62e-156.89e-01-0.0202
1879EBF1EOLP-2HumanOral cavityEOLP1.49e-024.30e-01-0.0203
1879EBF1NEOLP-1HumanOral cavityNEOLP1.65e-116.74e-01-0.0194
1879EBF1NEOLP-2HumanOral cavityNEOLP2.75e-187.46e-01-0.0196
1879EBF1NEOLP-3HumanOral cavityNEOLP5.72e-177.36e-01-0.0191
1879EBF1SYSMH1HumanOral cavityOSCC3.09e-14-4.11e-010.1127
1879EBF1SYSMH2HumanOral cavityOSCC1.51e-11-4.06e-010.2326
1879EBF1SYSMH3HumanOral cavityOSCC3.10e-12-4.07e-010.2442
1879EBF1SYSMH4HumanOral cavityOSCC6.89e-14-4.12e-010.1226
1879EBF1SYSMH5HumanOral cavityOSCC1.05e-10-4.09e-010.0647
1879EBF1SYSMH6HumanOral cavityOSCC2.82e-10-4.06e-010.1275
1879EBF1ATC12HumanThyroidATC3.28e-163.42e-010.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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.

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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:000698411LiverHCCER-nucleus signaling pathway38/795846/187232.68e-086.17e-0738
GO:004259421LiverHCCresponse to starvation121/7958197/187236.08e-081.28e-06121
GO:00082862LiverHCCinsulin receptor signaling pathway78/7958116/187236.15e-081.29e-0678
GO:006201222LiverHCCregulation of small molecule metabolic process190/7958334/187236.77e-081.40e-06190
GO:003166912LiverHCCcellular response to nutrient levels130/7958215/187237.52e-081.51e-06130
GO:190165422LiverHCCresponse to ketone119/7958194/187238.65e-081.72e-06119
GO:000974322LiverHCCresponse to carbohydrate149/7958253/187239.55e-081.89e-06149
GO:190321411LiverHCCregulation of protein targeting to mitochondrion36/795844/187231.02e-071.98e-0636
GO:005123521LiverHCCmaintenance of location185/7958327/187231.70e-073.12e-06185
GO:00066951LiverHCCcholesterol biosynthetic process43/795857/187234.37e-077.23e-0643
GO:19026531LiverHCCsecondary alcohol biosynthetic process43/795857/187234.37e-077.23e-0643
GO:004648611LiverHCCglycerolipid metabolic process215/7958392/187234.54e-077.49e-06215
GO:00161261LiverHCCsterol biosynthetic process47/795864/187235.00e-078.11e-0647
GO:000941022LiverHCCresponse to xenobiotic stimulus248/7958462/187236.47e-071.02e-05248
GO:190314611LiverHCCregulation of autophagy of mitochondrion28/795833/187236.57e-071.03e-0528
GO:003428422LiverHCCresponse to monosaccharide131/7958225/187231.32e-061.91e-05131
GO:00066942LiverHCCsteroid biosynthetic process104/7958173/187232.13e-062.91e-05104
GO:004218021LiverHCCcellular ketone metabolic process123/7958211/187232.52e-063.37e-05123
GO:004501711LiverHCCglycerolipid biosynthetic process143/7958252/187233.27e-064.31e-05143
GO:000756822LiverHCCaging185/7958339/187234.28e-065.50e-05185
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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
EBF1CFIBColorectumADJFBN1,DLC1,BCKDHB, etc.4.28e-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.
EBF1CFIBColorectumHealthyFBN1,DLC1,BCKDHB, etc.1.84e-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.
EBF1MALTBEndometriumADJBANK1,PLEKHG1,TNFRSF13C, etc.6.48e-02The 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.
EBF1MALTBEndometriumAEHBANK1,PLEKHG1,TNFRSF13C, etc.1.87e-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.
EBF1MALTBEndometriumEECBANK1,PLEKHG1,TNFRSF13C, etc.1.49e-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.
EBF1MALTBEndometriumHealthyBANK1,PLEKHG1,TNFRSF13C, etc.1.12e-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.
EBF1PERIEsophagusESCCCD248,FBN1,OLFML2A, etc.2.59e-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.
EBF1BNLungAAHBANK1,MS4A1,OSBPL10, etc.1.28e-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.
EBF1BNLungMIACBANK1,MEF2C,AFF3, etc.2.51e-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.
EBF1MALTBLungMIACBANK1,MEF2C,AFF3, etc.1.43e-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
EBF1SNVMissense_Mutationc.1529N>Gp.Ala510Glyp.A510GQ9UH73protein_codingtolerated_low_confidence(0.11)benign(0.066)TCGA-A2-A0YT-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyarimidexSD
EBF1SNVMissense_Mutationc.1211N>Tp.Ala404Valp.A404VQ9UH73protein_codingdeleterious_low_confidence(0)probably_damaging(0.948)TCGA-A2-A3Y0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
EBF1SNVMissense_Mutationnovelc.1706N>Ap.Pro569Hisp.P569HQ9UH73protein_codingdeleterious_low_confidence(0.02)probably_damaging(0.95)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
EBF1SNVMissense_Mutationrs556574598c.1397N>Tp.Ser466Leup.S466LQ9UH73protein_codingdeleterious_low_confidence(0.03)possibly_damaging(0.52)TCGA-BH-A28O-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanCR
EBF1SNVMissense_Mutationrs556574598c.1397N>Tp.Ser466Leup.S466LQ9UH73protein_codingdeleterious_low_confidence(0.03)possibly_damaging(0.52)TCGA-EW-A1J5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
EBF1insertionFrame_Shift_Insnovelc.801_802insTGTTp.Ser268CysfsTer2p.S268Cfs*2Q9UH73protein_codingTCGA-AO-A0JJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophospamideSD
EBF1insertionFrame_Shift_Insnovelc.800_801insTAGCAGTTGGGTACCTGGATGTAGGACTTTAAATTGGGp.Pro269SerfsTer25p.P269Sfs*25Q9UH73protein_codingTCGA-AO-A0JJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophospamideSD
EBF1SNVMissense_Mutationrs181351521c.1501G>Ap.Gly501Serp.G501SQ9UH73protein_codingtolerated_low_confidence(0.16)benign(0.009)TCGA-3L-AA1B-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
EBF1SNVMissense_Mutationc.802N>Tp.Ser268Cysp.S268CQ9UH73protein_codingtolerated(0.17)benign(0.228)TCGA-A6-3809-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
EBF1SNVMissense_Mutationc.1055N>Ap.Ile352Asnp.I352NQ9UH73protein_codingdeleterious(0)probably_damaging(0.978)TCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=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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