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: ENY2

Gene summary for ENY2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ENY2

Gene ID

56943

Gene nameENY2 transcription and export complex 2 subunit
Gene AliasDC6
Cytomap8q23.1
Gene Typeprotein-coding
GO ID

GO:0001678

UniProtAcc

Q9NPA8


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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
56943ENY2P4_cSCCHumanSkincSCC1.60e-269.98e-01-0.00290000000000005
56943ENY2P10_cSCCHumanSkincSCC4.31e-421.49e+000.1017
56943ENY2cSCC_p4HumanSkincSCC7.42e-032.14e-02-0.2022
56943ENY2cSCC_p7HumanSkincSCC1.48e-04-2.52e-01-0.2332
56943ENY2cSCC_p8HumanSkincSCC1.11e-081.03e-01-0.1971
56943ENY2cSCC_p9HumanSkincSCC5.11e-105.59e-02-0.1991
56943ENY2PTCwithHT_6HumanThyroidHT8.74e-03-4.28e-010.02
56943ENY2PTCwithoutHT_2HumanThyroidPTC1.58e-02-3.58e-010.0419
56943ENY2male-WTAHumanThyroidPTC7.07e-43-1.80e-010.1037
56943ENY2PTC01HumanThyroidPTC3.52e-117.31e-020.1899
56943ENY2PTC04HumanThyroidPTC2.41e-092.25e-010.1927
56943ENY2PTC05HumanThyroidPTC1.90e-149.19e-010.2065
56943ENY2PTC06HumanThyroidPTC3.89e-268.46e-010.2057
56943ENY2PTC07HumanThyroidPTC9.65e-426.99e-010.2044
56943ENY2ATC08HumanThyroidATC2.52e-02-3.59e-010.0541
56943ENY2ATC09HumanThyroidATC8.59e-076.73e-020.2871
56943ENY2ATC11HumanThyroidATC1.69e-047.29e-010.3386
56943ENY2ATC12HumanThyroidATC1.16e-091.74e-010.34
56943ENY2ATC13HumanThyroidATC3.44e-391.15e+000.34
56943ENY2ATC1HumanThyroidATC5.83e-041.57e-010.2878
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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
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
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:003428414BreastIDCresponse to monosaccharide36/1434225/187231.94e-054.83e-0436
GO:000974314BreastIDCresponse to carbohydrate38/1434253/187234.87e-051.07e-0338
GO:000974613BreastIDCresponse to hexose33/1434219/187231.39e-042.49e-0333
GO:000974913BreastIDCresponse to glucose31/1434212/187233.75e-045.35e-0331
GO:005070812BreastIDCregulation of protein secretion36/1434268/187236.93e-048.50e-0336
GO:004259313BreastIDCglucose homeostasis34/1434258/187231.34e-031.39e-0234
GO:003350013BreastIDCcarbohydrate homeostasis34/1434259/187231.43e-031.46e-0234
GO:000640313BreastIDCRNA localization27/1434201/187233.04e-032.60e-0227
GO:000167813BreastIDCcellular glucose homeostasis24/1434172/187233.07e-032.60e-0224
GO:007133313BreastIDCcellular response to glucose stimulus21/1434151/187235.59e-034.07e-0221
GO:007169212BreastIDCprotein localization to extracellular region42/1434368/187236.13e-034.38e-0242
GO:009008711BreastIDCregulation of peptide transport26/1434202/187236.33e-034.47e-0226
GO:007133113BreastIDCcellular response to hexose stimulus21/1434153/187236.50e-034.57e-0221
GO:001583312BreastIDCpeptide transport32/1434264/187236.61e-034.62e-0232
GO:007132213BreastIDCcellular response to carbohydrate stimulus22/1434163/187236.62e-034.62e-0222
GO:000930613BreastIDCprotein secretion41/1434359/187236.64e-034.63e-0241
GO:003559213BreastIDCestablishment of protein localization to extracellular region41/1434360/187236.96e-034.81e-0241
GO:007132613BreastIDCcellular response to monosaccharide stimulus21/1434154/187237.00e-034.83e-0221
GO:003428424BreastDCISresponse to monosaccharide36/1390225/187239.86e-062.60e-0436
GO:000974324BreastDCISresponse to carbohydrate38/1390253/187232.48e-055.72e-0438
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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
ENY2SNVMissense_Mutationc.68N>Tp.Thr23Ilep.T23IQ9NPA8protein_codingdeleterious(0.02)possibly_damaging(0.462)TCGA-A6-6138-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
ENY2SNVMissense_Mutationc.61A>Gp.Ile21Valp.I21VQ9NPA8protein_codingtolerated(0.53)benign(0.005)TCGA-NH-A5IV-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ENY2SNVMissense_Mutationnovelc.41C>Tp.Ala14Valp.A14VQ9NPA8protein_codingtolerated(0.06)benign(0.379)TCGA-AJ-A8CW-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
ENY2SNVMissense_Mutationrs754316009c.44N>Tp.Ala15Valp.A15VQ9NPA8protein_codingtolerated(0.58)benign(0)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
ENY2SNVMissense_Mutationnovelc.179N>Gp.Glu60Glyp.E60GQ9NPA8protein_codingtolerated(0.08)benign(0.098)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
ENY2SNVMissense_Mutationnovelc.298N>Gp.Ser100Glyp.S100GQ9NPA8protein_codingtolerated(0.15)benign(0)TCGA-FI-A3PV-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownPD
ENY2SNVMissense_Mutationc.282N>Ap.Phe94Leup.F94LQ9NPA8protein_codingtolerated(0.07)possibly_damaging(0.752)TCGA-44-7670-01Lunglung adenocarcinomaFemale<65I/IIChemotherapydocetaxelSD
ENY2SNVMissense_Mutationrs754316009c.44N>Tp.Ala15Valp.A15VQ9NPA8protein_codingtolerated(0.58)benign(0)TCGA-86-A4JF-01Lunglung adenocarcinomaMale<65I/IIChemotherapyunknownPD
ENY2SNVMissense_Mutationc.256G>Cp.Glu86Glnp.E86QQ9NPA8protein_codingdeleterious(0)benign(0.435)TCGA-L9-A7SV-01Lunglung adenocarcinomaMale>=65I/IIChemotherapycisplatinCR
ENY2SNVMissense_Mutationnovelc.18N>Ap.Met6Ilep.M6IQ9NPA8protein_codingtolerated(0.1)benign(0.005)TCGA-CV-6441-01Oral cavityhead & neck squamous cell carcinomaMale<65III/IVUnknownUnknownPD
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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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