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: EVL

Gene summary for EVL

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EVL

Gene ID

51466

Gene nameEnah/Vasp-like
Gene AliasRNB6
Cytomap14q32.2
Gene Typeprotein-coding
GO ID

GO:0001667

UniProtAcc

A0A024R6K5


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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
51466EVLGSM4909293HumanBreastIDC2.67e-072.40e-010.1581
51466EVLGSM4909296HumanBreastIDC2.10e-022.13e-010.1524
51466EVLGSM4909297HumanBreastIDC8.52e-165.53e-010.1517
51466EVLGSM4909301HumanBreastIDC1.36e-094.02e-010.1577
51466EVLGSM4909302HumanBreastIDC2.60e-491.03e+000.1545
51466EVLGSM4909303HumanBreastIDC7.33e-075.84e-010.0438
51466EVLGSM4909304HumanBreastIDC1.40e-052.75e-010.1636
51466EVLGSM4909305HumanBreastIDC5.52e-094.66e-010.0436
51466EVLGSM4909306HumanBreastIDC3.04e-307.26e-010.1564
51466EVLGSM4909307HumanBreastIDC3.22e-277.02e-010.1569
51466EVLGSM4909308HumanBreastIDC2.91e-649.90e-010.158
51466EVLGSM4909311HumanBreastIDC2.94e-203.87e-010.1534
51466EVLGSM4909312HumanBreastIDC5.78e-124.68e-010.1552
51466EVLGSM4909313HumanBreastIDC2.81e-094.70e-010.0391
51466EVLGSM4909317HumanBreastIDC4.98e-195.45e-010.1355
51466EVLGSM4909319HumanBreastIDC7.22e-11-1.35e-010.1563
51466EVLGSM4909321HumanBreastIDC9.44e-307.76e-010.1559
51466EVLM1HumanBreastIDC2.97e-328.20e-010.1577
51466EVLM5HumanBreastIDC2.79e-129.47e-010.1598
51466EVLNCCBC2HumanBreastDCIS1.75e-128.57e-010.1554
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
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
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:0031032110ThyroidPTCactomyosin structure organization91/5968196/187231.35e-051.45e-0491
GO:009717815ThyroidPTCruffle assembly28/596844/187231.46e-051.56e-0428
GO:003223323ThyroidPTCpositive regulation of actin filament bundle assembly36/596863/187232.98e-052.86e-0436
GO:003083823ThyroidPTCpositive regulation of actin filament polymerization51/596899/187233.77e-053.48e-0451
GO:0010631111ThyroidPTCepithelial cell migration149/5968357/187234.83e-054.33e-04149
GO:0090132111ThyroidPTCepithelium migration149/5968360/187237.89e-056.74e-04149
GO:005149615ThyroidPTCpositive regulation of stress fiber assembly30/596852/187231.06e-048.56e-0430
GO:0090130111ThyroidPTCtissue migration150/5968365/187231.13e-049.01e-04150
GO:0010632111ThyroidPTCregulation of epithelial cell migration123/5968292/187231.33e-041.05e-03123
GO:00313459ThyroidPTCnegative regulation of cell projection organization83/5968186/187231.72e-041.32e-0383
GO:19000279ThyroidPTCregulation of ruffle assembly20/596831/187231.88e-041.42e-0320
GO:00450109ThyroidPTCactin nucleation28/596852/187238.33e-045.13e-0328
GO:1902903210ThyroidATCregulation of supramolecular fiber organization210/6293383/187236.20e-187.54e-16210
GO:0043254210ThyroidATCregulation of protein-containing complex assembly225/6293428/187232.72e-162.33e-14225
GO:0032970210ThyroidATCregulation of actin filament-based process208/6293397/187235.82e-153.80e-13208
GO:0007015210ThyroidATCactin filament organization227/6293442/187235.96e-153.85e-13227
GO:0032956210ThyroidATCregulation of actin cytoskeleton organization190/6293358/187231.73e-141.01e-12190
GO:005125829ThyroidATCprotein polymerization159/6293297/187239.33e-133.96e-11159
GO:0110053210ThyroidATCregulation of actin filament organization150/6293278/187231.82e-127.58e-11150
GO:0051495111ThyroidATCpositive regulation of cytoskeleton organization125/6293226/187231.39e-115.08e-10125
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0401518Oral cavityOSCCRap1 signaling pathway107/3704210/84652.01e-024.34e-022.21e-02107
hsa0401519Oral cavityOSCCRap1 signaling pathway107/3704210/84652.01e-024.34e-022.21e-02107
hsa0401524Oral cavityNEOLPRap1 signaling pathway40/1112210/84659.07e-033.17e-021.99e-0240
hsa0401534Oral cavityNEOLPRap1 signaling pathway40/1112210/84659.07e-033.17e-021.99e-0240
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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
EVLSNVMissense_Mutationnovelc.1090T>Cp.Ser364Prop.S364PQ9UI08protein_codingdeleterious(0.03)benign(0.405)TCGA-A8-A07J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
EVLSNVMissense_Mutationnovelc.444N>Tp.Gln148Hisp.Q148HQ9UI08protein_codingtolerated(0.13)benign(0.003)TCGA-C8-A3M7-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
EVLinsertionIn_Frame_Insnovelc.899_900insCACCAGACGGGGCCTAGACAAp.Met300delinsIleThrArgArgGlyLeuAspLysp.M300delinsITRRGLDKQ9UI08protein_codingTCGA-A2-A04Y-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
EVLinsertionIn_Frame_Insnovelc.1093_1094insACTCCTCAGGTGAGAp.Ser364_Arg365insAsnSerSerGlyGlup.S364_R365insNSSGEQ9UI08protein_codingTCGA-A8-A07J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
EVLSNVMissense_Mutationc.1075N>Gp.Gln359Glup.Q359EQ9UI08protein_codingtolerated(0.64)possibly_damaging(0.83)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
EVLSNVMissense_Mutationnovelc.1065N>Cp.Lys355Asnp.K355NQ9UI08protein_codingtolerated(0.15)probably_damaging(0.985)TCGA-VS-A953-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
EVLSNVMissense_Mutationnovelc.409G>Cp.Asp137Hisp.D137HQ9UI08protein_codingdeleterious(0)possibly_damaging(0.694)TCGA-VS-A958-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
EVLSNVMissense_Mutationnovelc.1090T>Cp.Ser364Prop.S364PQ9UI08protein_codingdeleterious(0.03)benign(0.405)TCGA-A6-6648-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinPD
EVLSNVMissense_Mutationnovelc.251G>Tp.Arg84Leup.R84LQ9UI08protein_codingdeleterious(0)probably_damaging(0.975)TCGA-AA-A02O-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
EVLSNVMissense_Mutationrs750787699c.452N>Ap.Arg151Hisp.R151HQ9UI08protein_codingdeleterious(0.02)benign(0.037)TCGA-AD-5900-01Colorectumcolon adenocarcinomaMale>=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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