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: E2F3

Gene summary for E2F3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

E2F3

Gene ID

1871

Gene nameE2F transcription factor 3
Gene AliasE2F-3
Cytomap6p22.3
Gene Typeprotein-coding
GO ID

GO:0000082

UniProtAcc

O00716


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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
1871E2F3P76T-EHumanEsophagusESCC1.74e-109.90e-020.1207
1871E2F3P79T-EHumanEsophagusESCC8.17e-122.06e-010.1154
1871E2F3P80T-EHumanEsophagusESCC1.24e-145.09e-010.155
1871E2F3P82T-EHumanEsophagusESCC4.02e-082.94e-010.1072
1871E2F3P83T-EHumanEsophagusESCC8.71e-073.42e-010.1738
1871E2F3P89T-EHumanEsophagusESCC2.52e-064.48e-010.1752
1871E2F3P91T-EHumanEsophagusESCC1.81e-044.39e-010.1828
1871E2F3P107T-EHumanEsophagusESCC4.21e-045.82e-020.171
1871E2F3P127T-EHumanEsophagusESCC4.19e-111.44e-010.0826
1871E2F3P128T-EHumanEsophagusESCC1.57e-062.15e-010.1241
1871E2F3P130T-EHumanEsophagusESCC5.81e-296.58e-010.1676
1871E2F3HCC1_MengHumanLiverHCC3.69e-439.69e-020.0246
1871E2F3HCC2_MengHumanLiverHCC2.00e-129.18e-020.0107
1871E2F3HCC1HumanLiverHCC3.32e-041.51e+000.5336
1871E2F3HCC2HumanLiverHCC8.93e-123.24e+000.5341
1871E2F3Pt13.bHumanLiverHCC7.77e-051.37e-010.0251
1871E2F3S014HumanLiverHCC3.19e-021.75e-010.2254
1871E2F3S015HumanLiverHCC3.91e-074.07e-010.2375
1871E2F3S016HumanLiverHCC1.46e-042.62e-010.2243
1871E2F3S027HumanLiverHCC7.85e-085.28e-010.2446
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
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:00725949CervixCCestablishment of protein localization to organelle99/2311422/187231.23e-102.11e-0899
GO:00069139CervixCCnucleocytoplasmic transport71/2311301/187234.04e-082.54e-0671
GO:00511699CervixCCnuclear transport71/2311301/187234.04e-082.54e-0671
GO:00345048CervixCCprotein localization to nucleus68/2311290/187239.91e-085.25e-0668
GO:00447725CervixCCmitotic cell cycle phase transition89/2311424/187232.70e-071.12e-0589
GO:00170388CervixCCprotein import48/2311206/187238.62e-061.98e-0448
GO:00000824CervixCCG1/S transition of mitotic cell cycle49/2311214/187231.16e-052.48e-0449
GO:00448434CervixCCcell cycle G1/S phase transition53/2311241/187231.76e-053.32e-0453
GO:00511707CervixCCimport into nucleus38/2311159/187233.98e-056.18e-0438
GO:00066067CervixCCprotein import into nucleus37/2311155/187235.13e-057.71e-0437
GO:0072594ColorectumADestablishment of protein localization to organelle148/3918422/187237.95e-121.04e-09148
GO:0006913ColorectumADnucleocytoplasmic transport102/3918301/187231.00e-074.85e-06102
GO:0051169ColorectumADnuclear transport102/3918301/187231.00e-074.85e-06102
GO:0034504ColorectumADprotein localization to nucleus94/3918290/187232.83e-068.09e-0594
GO:0017038ColorectumADprotein import67/3918206/187236.34e-051.05e-0367
GO:0051170ColorectumADimport into nucleus53/3918159/187231.76e-042.38e-0353
GO:0006606ColorectumADprotein import into nucleus51/3918155/187233.29e-043.86e-0351
GO:00725942ColorectumMSSestablishment of protein localization to organelle139/3467422/187235.75e-131.12e-10139
GO:00069132ColorectumMSSnucleocytoplasmic transport99/3467301/187231.35e-091.03e-0799
GO:00511692ColorectumMSSnuclear transport99/3467301/187231.35e-091.03e-0799
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0516720CervixCCKaposi sarcoma-associated herpesvirus infection60/1267194/84659.74e-091.58e-079.33e-0860
hsa0516318CervixCCHuman cytomegalovirus infection65/1267225/84654.59e-086.47e-073.83e-0765
hsa0421810CervixCCCellular senescence49/1267156/84651.30e-071.63e-069.61e-0749
hsa0516920CervixCCEpstein-Barr virus infection57/1267202/84657.30e-077.39e-064.37e-0657
hsa0516620CervixCCHuman T-cell leukemia virus 1 infection61/1267222/84658.13e-077.98e-064.72e-0661
hsa052226CervixCCSmall cell lung cancer29/126792/84654.38e-053.09e-041.83e-0429
hsa052197CervixCCBladder cancer16/126741/84651.45e-049.05e-045.35e-0416
hsa052148CervixCCGlioma24/126775/84651.51e-049.20e-045.44e-0424
hsa052128CervixCCPancreatic cancer24/126776/84651.89e-041.11e-036.55e-0424
hsa015223CervixCCEndocrine resistance28/126798/84653.82e-041.87e-031.11e-0328
hsa052157CervixCCProstate cancer27/126797/84657.54e-043.39e-032.01e-0327
hsa052234CervixCCNon-small cell lung cancer21/126772/84651.48e-036.32e-033.74e-0321
hsa0522510CervixCCHepatocellular carcinoma40/1267168/84651.52e-036.39e-033.78e-0340
hsa0522014CervixCCChronic myeloid leukemia21/126776/84653.08e-031.19e-027.03e-0321
hsa041106CervixCCCell cycle36/1267157/84654.94e-031.67e-029.86e-0336
hsa05224CervixCCBreast cancer32/1267147/84651.66e-024.88e-022.88e-0232
hsa05167110CervixCCKaposi sarcoma-associated herpesvirus infection60/1267194/84659.74e-091.58e-079.33e-0860
hsa0516319CervixCCHuman cytomegalovirus infection65/1267225/84654.59e-086.47e-073.83e-0765
hsa0421815CervixCCCellular senescence49/1267156/84651.30e-071.63e-069.61e-0749
hsa05169110CervixCCEpstein-Barr virus infection57/1267202/84657.30e-077.39e-064.37e-0657
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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
E2F3NKEsophagusADJPDIA4,ENC1,CALML5, etc.1.42e-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.
E2F3CD8TEXINTEsophagusESCCPDIA4,ENC1,CALML5, 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.
E2F3STMLungAAHWDHD1,PPARD,SORBS2, etc.3.69e-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.
E2F3BASLungAAHWDHD1,PPARD,SORBS2, etc.2.73e-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.
E2F3ABPLungADJWDHD1,PPARD,SORBS2, etc.8.04e-06The 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.
E2F3BASLungADJWDHD1,PPARD,SORBS2, etc.2.93e-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.
E2F3STMLungADJWDHD1,PPARD,SORBS2, etc.3.98e-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.
E2F3ABPLungIACWDHD1,PPARD,SORBS2, etc.2.14e-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.
E2F3CD8TEXPOral cavityNEOLPRP11-902B17.1,TECPR2,ODR4, 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.
∗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
E2F3SNVMissense_Mutationnovelc.1178C>Ap.Ser393Tyrp.S393YO00716protein_codingdeleterious(0.02)benign(0.374)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
E2F3SNVMissense_Mutationc.1391N>Ap.Cys464Tyrp.C464YO00716protein_codingtolerated_low_confidence(0.26)benign(0.003)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
E2F3insertionIn_Frame_Insnovelc.693_694insTCCTTTAGTTCATGCATTAGGCAATCCACAAATTGTGTGACACTAp.Ile231_Lys232insSerPheSerSerCysIleArgGlnSerThrAsnCysValThrLeup.I231_K232insSFSSCIRQSTNCVTLO00716protein_codingTCGA-A2-A0EY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
E2F3deletionFrame_Shift_Delnovelc.523_524delGAp.Glu175LysfsTer5p.E175Kfs*5O00716protein_codingTCGA-AR-A5QQ-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapycarboplatinPD
E2F3SNVMissense_Mutationnovelc.470G>Ap.Gly157Glup.G157EO00716protein_codingdeleterious(0.02)benign(0.438)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
E2F3SNVMissense_Mutationc.180C>Gp.Ile60Metp.I60MO00716protein_codingtolerated(0.14)benign(0)TCGA-C5-A1MJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
E2F3SNVMissense_Mutationc.473G>Ap.Arg158Lysp.R158KO00716protein_codingtolerated(0.35)benign(0.066)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
E2F3SNVMissense_Mutationrs765868574c.485N>Ap.Arg162Glnp.R162QO00716protein_codingtolerated(0.44)benign(0.119)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
E2F3SNVMissense_Mutationc.877N>Tp.Asn293Tyrp.N293YO00716protein_codingdeleterious(0)benign(0.253)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
E2F3SNVMissense_Mutationnovelc.1103A>Tp.His368Leup.H368LO00716protein_codingtolerated(0.76)benign(0.027)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
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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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