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: E2F5

Gene summary for E2F5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

E2F5

Gene ID

1875

Gene nameE2F transcription factor 5
Gene AliasE2F-5
Cytomap8q21.2
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q15329


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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
1875E2F5HCC1_MengHumanLiverHCC1.37e-773.53e-010.0246
1875E2F5HCC2_MengHumanLiverHCC3.12e-134.03e-020.0107
1875E2F5S014HumanLiverHCC5.78e-041.86e-010.2254
1875E2F5S015HumanLiverHCC4.32e-032.34e-010.2375
1875E2F5S016HumanLiverHCC2.44e-021.60e-010.2243
1875E2F5S027HumanLiverHCC3.04e-075.03e-010.2446
1875E2F5S028HumanLiverHCC6.91e-267.44e-010.2503
1875E2F5S029HumanLiverHCC2.21e-135.74e-010.2581
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa041102LiverHCCCell cycle106/4020157/84652.54e-073.04e-061.69e-06106
hsa0421822LiverHCCCellular senescence102/4020156/84654.18e-063.59e-052.00e-05102
hsa041103LiverHCCCell cycle106/4020157/84652.54e-073.04e-061.69e-06106
hsa0421832LiverHCCCellular senescence102/4020156/84654.18e-063.59e-052.00e-05102
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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
E2F5TACColorectumCRCLEFTY1,IGKC,PSMA7, etc.3.70e-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.
E2F5CILIAEndometriumADJLINC01128,AC009404.1,MEF2B, etc.1.67e-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.
E2F5CILIAEndometriumEECLINC01128,AC009404.1,MEF2B, etc.1.62e-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.
E2F5MDSCsEsophagusESCCITGB5,SHOX2,MBD2, etc.9.16e-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.
E2F5PLALungAISTRIM5,RAB30,SP140, etc.7.54e-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.
E2F5BNLungAISTRIM5,RAB30,SP140, etc.1.21e-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.
E2F5MALTBLungAISTRIM5,RAB30,SP140, etc.1.10e-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
E2F5SNVMissense_Mutationnovelc.910G>Ap.Asp304Asnp.D304NQ15329protein_codingdeleterious(0.02)possibly_damaging(0.527)TCGA-C5-A1BI-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
E2F5SNVMissense_Mutationnovelc.146N>Ap.Ser49Asnp.S49NQ15329protein_codingtolerated(0.06)benign(0.398)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
E2F5SNVMissense_Mutationnovelc.231A>Tp.Lys77Asnp.K77NQ15329protein_codingdeleterious(0)benign(0.393)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
E2F5SNVMissense_Mutationc.633N>Tp.Lys211Asnp.K211NQ15329protein_codingdeleterious(0.03)benign(0.168)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
E2F5SNVMissense_Mutationnovelc.635N>Cp.Lys212Thrp.K212TQ15329protein_codingdeleterious(0)possibly_damaging(0.627)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
E2F5SNVMissense_Mutationc.500A>Tp.Asn167Ilep.N167IQ15329protein_codingdeleterious(0.02)possibly_damaging(0.781)TCGA-AH-6544-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapyoxaliplatinSD
E2F5deletionFrame_Shift_Delrs761281897c.320delAp.Lys107SerfsTer11p.K107Sfs*11Q15329protein_codingTCGA-AZ-4615-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyxelodaPD
E2F5deletionFrame_Shift_Delrs761281897c.320delAp.Lys107SerfsTer11p.K107Sfs*11Q15329protein_codingTCGA-F4-6856-01Colorectumcolon adenocarcinomaMale<65I/IIAncillaryleucovorinCR
E2F5deletionFrame_Shift_Delrs761281897c.320delAp.Lys107SerfsTer11p.K107Sfs*11Q15329protein_codingTCGA-G4-6304-01Colorectumcolon adenocarcinomaFemale>=65I/IIChemotherapyfluorouracilPD
E2F5SNVMissense_Mutationc.506G>Tp.Arg169Ilep.R169IQ15329protein_codingtolerated(0.1)benign(0.096)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
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