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: E2F1

Gene summary for E2F1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

E2F1

Gene ID

1869

Gene nameE2F transcription factor 1
Gene AliasE2F-1
Cytomap20q11.22
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q01094


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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
1869E2F1C04HumanOral cavityOSCC1.51e-104.58e-010.2633
1869E2F1C21HumanOral cavityOSCC9.18e-165.96e-010.2678
1869E2F1C30HumanOral cavityOSCC3.74e-181.06e+000.3055
1869E2F1C38HumanOral cavityOSCC9.35e-078.64e-010.172
1869E2F1C43HumanOral cavityOSCC6.71e-112.65e-010.1704
1869E2F1C46HumanOral cavityOSCC1.52e-164.10e-010.1673
1869E2F1C51HumanOral cavityOSCC3.00e-032.16e-010.2674
1869E2F1C57HumanOral cavityOSCC8.90e-185.39e-010.1679
1869E2F1C06HumanOral cavityOSCC6.22e-047.82e-010.2699
1869E2F1C08HumanOral cavityOSCC4.17e-052.34e-010.1919
1869E2F1LN22HumanOral cavityOSCC1.09e-033.63e-010.1733
1869E2F1LN46HumanOral cavityOSCC1.35e-174.74e-010.1666
1869E2F1SYSMH2HumanOral cavityOSCC9.27e-052.36e-010.2326
1869E2F1SYSMH3HumanOral cavityOSCC5.52e-072.44e-010.2442
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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
∗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:009719320Oral cavityOSCCintrinsic apoptotic signaling pathway202/7305288/187234.64e-271.73e-24202
GO:190331118Oral cavityOSCCregulation of mRNA metabolic process197/7305288/187232.83e-247.16e-22197
GO:000640118Oral cavityOSCCRNA catabolic process184/7305278/187232.71e-204.19e-18184
GO:00447728Oral cavityOSCCmitotic cell cycle phase transition255/7305424/187235.29e-196.98e-17255
GO:000640218Oral cavityOSCCmRNA catabolic process156/7305232/187232.13e-182.37e-16156
GO:003465517Oral cavityOSCCnucleobase-containing compound catabolic process244/7305407/187235.38e-185.49e-16244
GO:00073469Oral cavityOSCCregulation of mitotic cell cycle266/7305457/187233.87e-173.41e-15266
GO:004670015Oral cavityOSCCheterocycle catabolic process254/7305445/187235.07e-153.31e-13254
GO:004427016Oral cavityOSCCcellular nitrogen compound catabolic process256/7305451/187239.67e-155.88e-13256
GO:001943915Oral cavityOSCCaromatic compound catabolic process263/7305467/187231.49e-148.84e-13263
GO:005109820Oral cavityOSCCregulation of binding212/7305363/187233.88e-142.15e-12212
GO:190136115Oral cavityOSCCorganic cyclic compound catabolic process272/7305495/187232.73e-131.36e-11272
GO:007048219Oral cavityOSCCresponse to oxygen levels200/7305347/187231.17e-125.13e-11200
GO:007233120Oral cavityOSCCsignal transduction by p53 class mediator107/7305163/187234.75e-121.83e-10107
GO:000863018Oral cavityOSCCintrinsic apoptotic signaling pathway in response to DNA damage72/730599/187239.50e-123.50e-1072
GO:000166619Oral cavityOSCCresponse to hypoxia177/7305307/187232.21e-117.50e-10177
GO:19019905Oral cavityOSCCregulation of mitotic cell cycle phase transition173/7305299/187232.49e-118.35e-10173
GO:003629319Oral cavityOSCCresponse to decreased oxygen levels182/7305322/187231.14e-103.41e-09182
GO:006101316Oral cavityOSCCregulation of mRNA catabolic process105/7305166/187232.04e-105.82e-09105
GO:000989519Oral cavityOSCCnegative regulation of catabolic process180/7305320/187232.44e-106.86e-09180
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa041108Oral cavityOSCCCell cycle118/3704157/84657.15e-162.66e-141.35e-14118
hsa0516928Oral cavityOSCCEpstein-Barr virus infection144/3704202/84651.08e-153.60e-141.83e-14144
hsa0516630Oral cavityOSCCHuman T-cell leukemia virus 1 infection150/3704222/84653.68e-137.26e-123.70e-12150
hsa0421820Oral cavityOSCCCellular senescence112/3704156/84658.04e-131.42e-117.21e-12112
hsa0413728Oral cavityOSCCMitophagy - animal58/370472/84651.48e-102.07e-091.05e-0958
hsa0521210Oral cavityOSCCPancreatic cancer60/370476/84653.32e-104.45e-092.26e-0960
hsa051659Oral cavityOSCCHuman papillomavirus infection200/3704331/84653.83e-104.93e-092.51e-09200
hsa0516729Oral cavityOSCCKaposi sarcoma-associated herpesvirus infection125/3704194/84653.67e-093.84e-081.96e-08125
hsa051608Oral cavityOSCCHepatitis C103/3704157/84652.17e-081.96e-079.99e-08103
hsa0516328Oral cavityOSCCHuman cytomegalovirus infection139/3704225/84652.77e-082.38e-071.21e-07139
hsa052228Oral cavityOSCCSmall cell lung cancer66/370492/84654.43e-083.38e-071.72e-0766
hsa0522018Oral cavityOSCCChronic myeloid leukemia56/370476/84651.04e-077.43e-073.78e-0756
hsa051618Oral cavityOSCCHepatitis B103/3704162/84652.34e-071.51e-067.69e-07103
hsa0521510Oral cavityOSCCProstate cancer66/370497/84651.05e-065.89e-063.00e-0666
hsa052199Oral cavityOSCCBladder cancer32/370441/84657.73e-063.59e-051.83e-0532
hsa015226Oral cavityOSCCEndocrine resistance63/370498/84653.09e-051.31e-046.67e-0563
hsa0521410Oral cavityOSCCGlioma49/370475/84651.27e-044.50e-042.29e-0449
hsa0522516Oral cavityOSCCHepatocellular carcinoma97/3704168/84651.63e-045.52e-042.81e-0497
hsa052236Oral cavityOSCCNon-small cell lung cancer46/370472/84654.37e-041.32e-036.72e-0446
hsa0411015Oral cavityOSCCCell cycle118/3704157/84657.15e-162.66e-141.35e-14118
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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
E2F1TACColorectumADMCM5,FANCA,MCM6, etc.1.46e-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.
E2F1ASCColorectumADJMYBL2,TONSL,VARS, etc.1.25e-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.
E2F1ASCColorectumMSI-HMCM5,FANCA,MCM6, etc.1.32e-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.
E2F1TACColorectumMSI-HMCM5,FANCA,MCM6, etc.3.03e-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.
E2F1TACColorectumMSSMCM5,FANCA,MCM6, etc.3.82e-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.
E2F1CTColorectumMSSMCM5,FANCA,MCM6, etc.3.29e-05The 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.
E2F1TACColorectumSERMCM5,FANCA,MCM6, etc.1.59e-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.
E2F1BASOral cavityHealthySHMT1,MFAP1,TSEN34, etc.2.26e-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.
E2F1CD8TEREXOral cavityEOLPGINS2,MCM5,PCNA, etc.1.20e-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.
E2F1CD8TEFFThyroidHealthyPCNA,MCM5,GINS2, etc.4.41e-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.
∗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
E2F1SNVMissense_Mutationc.503N>Gp.Tyr168Cysp.Y168CQ01094protein_codingdeleterious(0)probably_damaging(1)TCGA-A2-A04R-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxolSD
E2F1SNVMissense_Mutationc.596N>Cp.Val199Alap.V199AQ01094protein_codingtolerated(0.58)benign(0)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
E2F1SNVMissense_Mutationc.754N>Tp.Arg252Cysp.R252CQ01094protein_codingdeleterious(0.01)probably_damaging(0.991)TCGA-D8-A1JS-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
E2F1SNVMissense_Mutationc.493N>Tp.Arg165Trpp.R165WQ01094protein_codingdeleterious(0)probably_damaging(1)TCGA-E2-A154-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
E2F1insertionNonsense_Mutationnovelc.1241_1242insTACCGGGGAATGAAGGTp.Leu415ThrfsTer4p.L415Tfs*4Q01094protein_codingTCGA-AN-A0AR-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
E2F1SNVMissense_Mutationnovelc.748N>Ap.Asp250Asnp.D250NQ01094protein_codingdeleterious(0)probably_damaging(0.92)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
E2F1SNVMissense_Mutationc.754N>Tp.Arg252Cysp.R252CQ01094protein_codingdeleterious(0.01)probably_damaging(0.991)TCGA-Q1-A5R2-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPR
E2F1SNVMissense_Mutationc.380N>Ap.Arg127Hisp.R127HQ01094protein_codingdeleterious(0)probably_damaging(1)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
E2F1SNVMissense_Mutationnovelc.268N>Tp.Arg90Trpp.R90WQ01094protein_codingdeleterious(0)probably_damaging(1)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
E2F1SNVMissense_Mutationnovelc.942N>Tp.Gln314Hisp.Q314HQ01094protein_codingdeleterious(0.02)possibly_damaging(0.525)TCGA-A5-A1OF-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
1869E2F1TRANSCRIPTION FACTORGP-12012775414
1869E2F1TRANSCRIPTION FACTORNERVE GROWTH FACTOR10454552
1869E2F1TRANSCRIPTION FACTORDESDIETHYLSTILBESTROL15545218
1869E2F1TRANSCRIPTION FACTORBCNUCARMUSTINE11445852
1869E2F1TRANSCRIPTION FACTORQUERCETINQUERCETIN16274926
1869E2F1TRANSCRIPTION FACTORLARGAZOLELARGAZOLE
1869E2F1TRANSCRIPTION FACTORVASOPRESSINVASOPRESSIN12063292
1869E2F1TRANSCRIPTION FACTORURSODEOXYCHOLIC ACID15222754
1869E2F1TRANSCRIPTION FACTORANTISENSE OLIGONUCLEOTIDES10207094
1869E2F1TRANSCRIPTION FACTORADRIAMYCINADRIAMYCIN9863003
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