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: EVI5

Gene summary for EVI5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EVI5

Gene ID

7813

Gene nameecotropic viral integration site 5
Gene AliasEVI-5
Cytomap1p22.1
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

O60447


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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
7813EVI5CCI_1HumanCervixCC6.51e-048.29e-010.528
7813EVI5CCI_2HumanCervixCC4.60e-025.70e-010.5249
7813EVI5HTA11_3410_2000001011HumanColorectumAD9.98e-22-6.49e-010.0155
7813EVI5HTA11_3361_2000001011HumanColorectumAD1.97e-02-5.03e-01-0.1207
7813EVI5HTA11_83_2000001011HumanColorectumSER4.64e-07-2.41e-01-0.1526
7813EVI5HTA11_696_2000001011HumanColorectumAD2.18e-02-2.54e-01-0.1464
7813EVI5HTA11_5212_2000001011HumanColorectumAD2.40e-04-4.57e-01-0.2061
7813EVI5HTA11_5216_2000001011HumanColorectumSER1.45e-02-6.02e-01-0.1462
7813EVI5HTA11_9341_2000001011HumanColorectumSER9.63e-04-6.55e-01-0.00410000000000005
7813EVI5HTA11_866_3004761011HumanColorectumAD6.27e-10-6.16e-010.096
7813EVI5HTA11_8622_2000001021HumanColorectumSER1.02e-07-7.47e-010.0528
7813EVI5HTA11_10711_2000001011HumanColorectumAD2.52e-05-4.90e-010.0338
7813EVI5HTA11_7696_3000711011HumanColorectumAD4.84e-08-4.78e-010.0674
7813EVI5HTA11_6818_2000001021HumanColorectumAD3.17e-04-4.44e-010.0588
7813EVI5HTA11_99999970781_79442HumanColorectumMSS4.97e-27-5.72e-010.294
7813EVI5HTA11_99999971662_82457HumanColorectumMSS8.37e-03-3.32e-010.3859
7813EVI5HTA11_99999973899_84307HumanColorectumMSS9.37e-10-6.94e-010.2585
7813EVI5HTA11_99999974143_84620HumanColorectumMSS3.72e-26-6.80e-010.3005
7813EVI5A001-C-207HumanColorectumFAP2.56e-05-3.73e-010.1278
7813EVI5A015-C-203HumanColorectumFAP4.82e-33-5.30e-01-0.1294
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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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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:00430877CervixCCregulation of GTPase activity79/2311348/187234.21e-082.60e-0679
GO:00435476CervixCCpositive regulation of GTPase activity53/2311255/187238.72e-051.16e-0353
GO:00161977CervixCCendosomal transport48/2311230/187231.65e-041.97e-0348
GO:00164827CervixCCcytosolic transport33/2311168/187234.43e-032.70e-0233
GO:0016197ColorectumADendosomal transport90/3918230/187231.88e-101.73e-0890
GO:0016482ColorectumADcytosolic transport68/3918168/187236.00e-093.72e-0768
GO:0043087ColorectumADregulation of GTPase activity110/3918348/187231.64e-065.03e-05110
GO:0042147ColorectumADretrograde transport, endosome to Golgi37/391891/187231.46e-053.14e-0437
GO:0043547ColorectumADpositive regulation of GTPase activity75/3918255/187237.95e-047.91e-0375
GO:00161971ColorectumSERendosomal transport61/2897230/187231.03e-053.35e-0461
GO:00164821ColorectumSERcytosolic transport46/2897168/187235.20e-051.25e-0346
GO:00430871ColorectumSERregulation of GTPase activity77/2897348/187235.90e-048.07e-0377
GO:00161972ColorectumMSSendosomal transport79/3467230/187237.04e-094.39e-0779
GO:00164822ColorectumMSScytosolic transport59/3467168/187232.29e-079.79e-0659
GO:00430872ColorectumMSSregulation of GTPase activity101/3467348/187231.00e-063.46e-05101
GO:00421471ColorectumMSSretrograde transport, endosome to Golgi33/346791/187234.78e-058.71e-0433
GO:00435471ColorectumMSSpositive regulation of GTPase activity68/3467255/187237.97e-048.38e-0368
GO:00430873ColorectumFAPregulation of GTPase activity85/2622348/187231.20e-077.68e-0685
GO:00164823ColorectumFAPcytosolic transport47/2622168/187231.58e-066.72e-0547
GO:00435472ColorectumFAPpositive regulation of GTPase activity61/2622255/187231.39e-053.73e-0461
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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
∗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
EVI5SNVMissense_Mutationc.663N>Gp.Ser221Argp.S221RO60447protein_codingtolerated(0.06)probably_damaging(0.962)TCGA-A8-A092-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapypaclitaxelCR
EVI5SNVMissense_Mutationnovelc.1155N>Ap.His385Glnp.H385QO60447protein_codingtolerated(0.2)probably_damaging(0.948)TCGA-AC-A2BK-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapycytoxanCR
EVI5SNVMissense_Mutationc.365C>Tp.Ser122Leup.S122LO60447protein_codingdeleterious(0.02)probably_damaging(0.945)TCGA-AR-A0TX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
EVI5insertionFrame_Shift_Insnovelc.2416_2417insTGCGTGTCACAGCAACACTCTGTCTCAAp.Gln806LeufsTer32p.Q806Lfs*32O60447protein_codingTCGA-AC-A8OQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
EVI5insertionNonsense_Mutationnovelc.1736_1737insATCCCTGGCCTCTACCCACTAGATGCCAGTAACGGCTCTCCTACCTp.Ile580SerfsTer7p.I580Sfs*7O60447protein_codingTCGA-AN-A041-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
EVI5deletionFrame_Shift_Delnovelc.902delAp.His301LeufsTer25p.H301Lfs*25O60447protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
EVI5SNVMissense_Mutationrs771345036c.2003G>Ap.Ser668Asnp.S668NO60447protein_codingtolerated(0.27)benign(0.018)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
EVI5SNVMissense_Mutationnovelc.1425G>Tp.Glu475Aspp.E475DO60447protein_codingdeleterious(0.03)possibly_damaging(0.669)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
EVI5SNVMissense_Mutationnovelc.675G>Tp.Glu225Aspp.E225DO60447protein_codingdeleterious(0)probably_damaging(0.999)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
EVI5SNVMissense_Mutationc.2441G>Cp.Arg814Thrp.R814TO60447protein_codingtolerated_low_confidence(0.6)benign(0.017)TCGA-EK-A2IP-01Cervixcervical & endocervical cancerFemale<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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