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: EN1

Gene summary for EN1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EN1

Gene ID

2019

Gene nameengrailed homeobox 1
Gene AliasENDOVESLB
Cytomap2q14.2
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

Q05925


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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
2019EN1P1_cSCCHumanSkincSCC4.04e-052.75e-010.0292
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:00022533CervixCCactivation of immune response72/2311375/187238.26e-051.11e-0372
GO:00336739CervixCCnegative regulation of kinase activity50/2311237/187239.22e-051.21e-0350
GO:19018008CervixCCpositive regulation of proteasomal protein catabolic process29/2311114/187239.71e-051.27e-0329
GO:19019873CervixCCregulation of cell cycle phase transition74/2311390/187239.80e-051.27e-0374
GO:00072194CervixCCNotch signaling pathway39/2311172/187231.08e-041.38e-0339
GO:00468248CervixCCpositive regulation of nucleocytoplasmic transport19/231162/187231.11e-041.40e-0319
GO:00074097CervixCCaxonogenesis78/2311418/187231.14e-041.43e-0378
GO:004217710CervixCCnegative regulation of protein catabolic process30/2311121/187231.23e-041.53e-0330
GO:200005910CervixCCnegative regulation of ubiquitin-dependent protein catabolic process16/231148/187231.27e-041.58e-0316
GO:00420586CervixCCregulation of epidermal growth factor receptor signaling pathway21/231173/187231.36e-041.67e-0321
GO:00162367CervixCCmacroautophagy58/2311291/187231.40e-041.70e-0358
GO:19011846CervixCCregulation of ERBB signaling pathway22/231179/187231.61e-041.93e-0322
GO:00433939CervixCCregulation of protein binding42/2311196/187232.27e-042.55e-0342
GO:00431127CervixCCreceptor metabolic process37/2311166/187232.31e-042.58e-0337
GO:00609984CervixCCregulation of dendritic spine development18/231161/187232.84e-043.07e-0318
GO:190121410CervixCCregulation of neuron death61/2311319/187233.11e-043.31e-0361
GO:19045915CervixCCpositive regulation of protein import14/231143/187234.37e-044.38e-0314
GO:005140210CervixCCneuron apoptotic process49/2311246/187234.48e-044.48e-0349
GO:00196939CervixCCribose phosphate metabolic process72/2311396/187234.49e-044.48e-0372
GO:00324698CervixCCendoplasmic reticulum calcium ion homeostasis10/231125/187234.52e-044.49e-0310
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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
EN1SPIOral cavityOSCCRP11-15I11.3,RASA4,GPNMB, etc.4.35e-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.
EN1PERISkinAKMYLK,NRBP1,TMEM74B, 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
EN1SNVMissense_Mutationc.1125N>Tp.Gln375Hisp.Q375HQ05925protein_codingdeleterious(0.01)probably_damaging(0.989)TCGA-AR-A0TY-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPaclitaxelPD
EN1SNVMissense_Mutationc.1106N>Tp.Ala369Valp.A369VQ05925protein_codingdeleterious(0)probably_damaging(0.99)TCGA-D8-A1X5-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenSD
EN1deletionFrame_Shift_Delnovelc.699delNp.Ser234AlafsTer61p.S234Afs*61Q05925protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
EN1SNVMissense_Mutationc.932C>Tp.Thr311Metp.T311MQ05925protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
EN1SNVMissense_Mutationc.1063N>Tp.Arg355Cysp.R355CQ05925protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3713-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapy5-fluorouracilPR
EN1SNVMissense_Mutationc.1064N>Ap.Arg355Hisp.R355HQ05925protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
EN1SNVMissense_Mutationc.416N>Ap.Gly139Glup.G139EQ05925protein_codingdeleterious_low_confidence(0.01)possibly_damaging(0.559)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
EN1SNVMissense_Mutationc.872N>Tp.Thr291Ilep.T291IQ05925protein_codingdeleterious(0.03)benign(0.076)TCGA-G4-6628-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
EN1SNVMissense_Mutationnovelc.344N>Gp.Phe115Cysp.F115CQ05925protein_codingdeleterious(0)possibly_damaging(0.75)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
EN1deletionFrame_Shift_Delc.317delNp.Phe106SerfsTer6p.F106Sfs*6Q05925protein_codingTCGA-AD-6889-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
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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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