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: E4F1

Gene summary for E4F1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

E4F1

Gene ID

1877

Gene nameE4F transcription factor 1
Gene AliasE4F
Cytomap16p13.3
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

Q66K89


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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
1877E4F1LZE4THumanEsophagusESCC2.31e-052.46e-010.0811
1877E4F1LZE7THumanEsophagusESCC2.39e-095.11e-010.0667
1877E4F1LZE20THumanEsophagusESCC2.61e-052.57e-010.0662
1877E4F1LZE24THumanEsophagusESCC1.44e-072.55e-010.0596
1877E4F1P1T-EHumanEsophagusESCC1.25e-197.13e-010.0875
1877E4F1P2T-EHumanEsophagusESCC1.80e-315.88e-010.1177
1877E4F1P4T-EHumanEsophagusESCC1.40e-153.68e-010.1323
1877E4F1P5T-EHumanEsophagusESCC1.42e-133.01e-010.1327
1877E4F1P8T-EHumanEsophagusESCC6.69e-122.47e-010.0889
1877E4F1P9T-EHumanEsophagusESCC1.78e-092.16e-010.1131
1877E4F1P10T-EHumanEsophagusESCC2.39e-132.36e-010.116
1877E4F1P11T-EHumanEsophagusESCC6.11e-126.06e-010.1426
1877E4F1P12T-EHumanEsophagusESCC8.01e-245.11e-010.1122
1877E4F1P15T-EHumanEsophagusESCC1.92e-194.34e-010.1149
1877E4F1P16T-EHumanEsophagusESCC1.78e-152.53e-010.1153
1877E4F1P17T-EHumanEsophagusESCC1.96e-073.63e-010.1278
1877E4F1P19T-EHumanEsophagusESCC4.75e-044.39e-010.1662
1877E4F1P20T-EHumanEsophagusESCC9.38e-275.79e-010.1124
1877E4F1P21T-EHumanEsophagusESCC1.21e-152.77e-010.1617
1877E4F1P22T-EHumanEsophagusESCC4.84e-162.97e-010.1236
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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:000734615EsophagusESCCregulation of mitotic cell cycle293/8552457/187238.00e-165.64e-14293
GO:00062604EsophagusESCCDNA replication181/8552260/187233.55e-152.05e-13181
GO:000734611LiverHCCregulation of mitotic cell cycle255/7958457/187234.96e-091.30e-07255
GO:00062601LiverHCCDNA replication146/7958260/187235.68e-067.02e-05146
GO:00073469Oral cavityOSCCregulation of mitotic cell cycle266/7305457/187233.87e-173.41e-15266
GO:00062603Oral cavityOSCCDNA replication159/7305260/187233.25e-131.59e-11159
GO:000734614Oral cavityLPregulation of mitotic cell cycle163/4623457/187237.64e-082.56e-06163
GO:000626011Oral cavityLPDNA replication97/4623260/187233.67e-067.75e-0597
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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
E4F1SMCBreastADJSLC2A8,TFF1,ACSF3, etc.1.12e-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.
E4F1SMCBreastHealthySLC2A8,TFF1,ACSF3, etc.1.19e-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.
E4F1PERIBreastHealthySLC2A8,TFF1,ACSF3, etc.1.63e-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.
E4F1PERIBreastIDCSLC2A8,TFF1,ACSF3, etc.2.42e-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.
E4F1SMCBreastPrecancerSLC2A8,TFF1,ACSF3, etc.1.04e-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.
E4F1PERIBreastPrecancerSLC2A8,TFF1,ACSF3, etc.4.08e-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.
E4F1EEColorectumADJMAK,DONSON,PTP4A3, etc.3.11e-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.
E4F1SSCColorectumADJMAK,DONSON,PTP4A3, etc.7.60e-03The 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.
E4F1PLALungAAHNUP42,SGCD,OGFOD1, etc.1.89e-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.
E4F1GMCStomachCAG with IMRPP40,RASSF4,ARL13B, etc.1.37e-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
E4F1SNVMissense_Mutationc.1274C>Tp.Ala425Valp.A425VQ66K89protein_codingtolerated(0.15)benign(0)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
E4F1SNVMissense_Mutationrs144383218c.649N>Tp.Arg217Cysp.R217CQ66K89protein_codingdeleterious(0)possibly_damaging(0.877)TCGA-E2-A15I-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
E4F1SNVMissense_Mutationc.1541N>Tp.Ser514Leup.S514LQ66K89protein_codingdeleterious(0.04)probably_damaging(0.99)TCGA-E2-A1L7-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamidePD
E4F1SNVMissense_Mutationnovelc.988N>Gp.Thr330Alap.T330AQ66K89protein_codingtolerated(0.12)benign(0.026)TCGA-E9-A3HO-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideCR
E4F1SNVMissense_Mutationnovelc.1009G>Ap.Val337Ilep.V337IQ66K89protein_codingtolerated(0.17)benign(0.029)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
E4F1SNVMissense_Mutationrs542965861c.2350G>Ap.Val784Ilep.V784IQ66K89protein_codingdeleterious(0.04)possibly_damaging(0.53)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
E4F1SNVMissense_Mutationc.1390N>Ap.Ala464Thrp.A464TQ66K89protein_codingtolerated(0.61)benign(0)TCGA-AA-A022-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
E4F1SNVMissense_Mutationc.1339N>Ap.Ala447Thrp.A447TQ66K89protein_codingtolerated(0.24)possibly_damaging(0.829)TCGA-AD-6889-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
E4F1SNVMissense_Mutationrs868100576c.400G>Ap.Ala134Thrp.A134TQ66K89protein_codingtolerated(0.49)benign(0.001)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
E4F1SNVMissense_Mutationc.728N>Tp.Thr243Metp.T243MQ66K89protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AZ-4323-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinPD
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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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