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: ENOSF1

Gene summary for ENOSF1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ENOSF1

Gene ID

55556

Gene nameenolase superfamily member 1
Gene AliasFUCD
Cytomap18p11.32
Gene Typeprotein-coding
GO ID

GO:0005975

UniProtAcc

Q7L5Y1


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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
55556ENOSF1CA_HPV_1HumanCervixCC1.04e-02-1.27e-010.0264
55556ENOSF1CCI_1HumanCervixCC1.39e-026.28e-010.528
55556ENOSF1HTA11_347_2000001011HumanColorectumAD1.36e-054.96e-01-0.1954
55556ENOSF1HTA11_546_2000001011HumanColorectumAD4.80e-025.06e-01-0.0842
55556ENOSF1HTA11_7696_3000711011HumanColorectumAD4.36e-033.71e-010.0674
55556ENOSF1HTA11_99999971662_82457HumanColorectumMSS3.03e-10-4.87e-010.3859
55556ENOSF1HTA11_99999973899_84307HumanColorectumMSS3.61e-06-6.42e-010.2585
55556ENOSF1F007HumanColorectumFAP1.04e-10-5.71e-010.1176
55556ENOSF1A002-C-010HumanColorectumFAP2.30e-02-1.42e-010.242
55556ENOSF1A001-C-207HumanColorectumFAP2.05e-07-3.15e-010.1278
55556ENOSF1A015-C-203HumanColorectumFAP3.39e-34-2.93e-01-0.1294
55556ENOSF1A015-C-204HumanColorectumFAP1.71e-09-3.20e-01-0.0228
55556ENOSF1A014-C-040HumanColorectumFAP1.48e-07-5.88e-01-0.1184
55556ENOSF1A002-C-201HumanColorectumFAP2.11e-15-2.96e-010.0324
55556ENOSF1A002-C-203HumanColorectumFAP4.43e-06-1.19e-010.2786
55556ENOSF1A001-C-119HumanColorectumFAP5.19e-07-3.49e-01-0.1557
55556ENOSF1A001-C-108HumanColorectumFAP1.08e-18-1.46e-01-0.0272
55556ENOSF1A002-C-205HumanColorectumFAP2.79e-25-1.04e-01-0.1236
55556ENOSF1A001-C-104HumanColorectumFAP2.68e-04-3.53e-020.0184
55556ENOSF1A015-C-005HumanColorectumFAP5.47e-04-1.24e-01-0.0336
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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
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
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
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:0044282ColorectumADsmall molecule catabolic process118/3918376/187231.05e-063.55e-05118
GO:0016052ColorectumADcarbohydrate catabolic process56/3918154/187237.01e-061.73e-0456
GO:0044262ColorectumADcellular carbohydrate metabolic process87/3918283/187236.00e-051.01e-0387
GO:0016054ColorectumADorganic acid catabolic process73/3918240/187233.20e-043.81e-0373
GO:0046395ColorectumADcarboxylic acid catabolic process70/3918236/187239.06e-048.71e-0370
GO:0006520ColorectumADcellular amino acid metabolic process81/3918284/187231.37e-031.19e-0281
GO:00160522ColorectumMSScarbohydrate catabolic process45/3467154/187237.93e-048.36e-0345
GO:00442822ColorectumMSSsmall molecule catabolic process94/3467376/187239.85e-049.86e-0394
GO:00160542ColorectumMSSorganic acid catabolic process61/3467240/187234.72e-033.31e-0261
GO:00160523ColorectumFAPcarbohydrate catabolic process44/2622154/187231.82e-067.42e-0544
GO:00442621ColorectumFAPcellular carbohydrate metabolic process66/2622283/187231.53e-054.01e-0466
GO:00442823ColorectumFAPsmall molecule catabolic process77/2622376/187233.25e-044.16e-0377
GO:00160543ColorectumFAPorganic acid catabolic process50/2622240/187232.30e-031.85e-0250
GO:00463951ColorectumFAPcarboxylic acid catabolic process48/2622236/187234.53e-033.08e-0248
GO:00160524ColorectumCRCcarbohydrate catabolic process34/2078154/187236.37e-051.39e-0334
GO:00442622ColorectumCRCcellular carbohydrate metabolic process49/2078283/187231.06e-031.24e-0249
GO:00442626EsophagusESCCcellular carbohydrate metabolic process160/8552283/187231.43e-049.66e-04160
GO:001605216EsophagusESCCcarbohydrate catabolic process91/8552154/187235.39e-042.97e-0391
GO:00442827EsophagusESCCsmall molecule catabolic process201/8552376/187231.35e-036.41e-03201
GO:00442751EsophagusESCCcellular carbohydrate catabolic process27/855240/187234.39e-031.73e-0227
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa00051ColorectumADFructose and mannose metabolism17/209234/84651.25e-038.02e-035.12e-0317
hsa000511ColorectumADFructose and mannose metabolism17/209234/84651.25e-038.02e-035.12e-0317
hsa000512EsophagusESCCFructose and mannose metabolism24/420534/84651.09e-022.51e-021.29e-0224
hsa0005111EsophagusESCCFructose and mannose metabolism24/420534/84651.09e-022.51e-021.29e-0224
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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
ENOSF1SNVMissense_Mutationrs763758268c.425N>Tp.Ala142Valp.A142VQ7L5Y1protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-AN-A0FL-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ENOSF1SNVMissense_Mutationnovelc.733G>Tp.Gly245Cysp.G245CQ7L5Y1protein_codingdeleterious(0)probably_damaging(1)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ENOSF1SNVMissense_Mutationc.1317N>Tp.Glu439Aspp.E439DQ7L5Y1protein_codingtolerated(0.37)benign(0)TCGA-D8-A27N-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxol+adriamycin+cyclophosphamide+herceptinSD
ENOSF1SNVMissense_Mutationc.1327A>Gp.Lys443Glup.K443EQ7L5Y1protein_codingtolerated(0.42)benign(0)TCGA-AD-6901-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
ENOSF1SNVMissense_Mutationnovelc.890N>Gp.Glu297Glyp.E297GQ7L5Y1protein_codingdeleterious(0)probably_damaging(1)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
ENOSF1SNVMissense_Mutationc.197N>Tp.Ala66Valp.A66VQ7L5Y1protein_codingtolerated(0.09)benign(0.013)TCGA-AZ-6598-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ENOSF1SNVMissense_Mutationc.424N>Ap.Ala142Thrp.A142TQ7L5Y1protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
ENOSF1SNVMissense_Mutationc.798N>Tp.Lys266Asnp.K266NQ7L5Y1protein_codingtolerated(0.39)benign(0.015)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
ENOSF1deletionFrame_Shift_Delnovelc.175delNp.Tyr59MetfsTer4p.Y59Mfs*4Q7L5Y1protein_codingTCGA-AG-A01J-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
ENOSF1SNVMissense_Mutationnovelc.305N>Cp.Leu102Prop.L102PQ7L5Y1protein_codingdeleterious(0.01)benign(0.345)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<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
55556ENOSF1ENZYMEfluorouracilFLUOROURACIL17549067,27995989,20714149,27001118,23263912
55556ENOSF1ENZYMEmethotrexateMETHOTREXATE18322994,16130010
55556ENOSF1ENZYMEcapecitabineCAPECITABINE17549067,27995989,20714149,27001118,23263912,28347776
55556ENOSF1ENZYME3TCLAMIVUDINE10864683
55556ENOSF1ENZYMEAZTZIDOVUDINE15980332
55556ENOSF1ENZYMEANTIVIRAL12238529
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