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: ENO3

Gene summary for ENO3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ENO3

Gene ID

2027

Gene nameenolase 3
Gene AliasGSD13
Cytomap17p13.2
Gene Typeprotein-coding
GO ID

GO:0005975

UniProtAcc

P13929


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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
2027ENO3HCC1_MengHumanLiverHCC2.32e-05-1.74e-020.0246
2027ENO3HCC2HumanLiverHCC1.58e-234.60e+000.5341
2027ENO3Pt14.bHumanLiverHCC4.22e-072.45e-010.018
2027ENO3S014HumanLiverHCC4.70e-318.55e-010.2254
2027ENO3S015HumanLiverHCC7.20e-219.61e-010.2375
2027ENO3S016HumanLiverHCC5.56e-321.01e+000.2243
2027ENO3S029HumanLiverHCC2.13e-031.02e-010.2581
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:000609122LiverHCCgeneration of precursor metabolites and energy340/7958490/187234.04e-342.85e-31340
GO:004603422LiverHCCATP metabolic process198/7958277/187238.30e-231.55e-20198
GO:000911722LiverHCCnucleotide metabolic process300/7958489/187231.61e-171.71e-15300
GO:000675322LiverHCCnucleoside phosphate metabolic process304/7958497/187231.78e-171.85e-15304
GO:001969322LiverHCCribose phosphate metabolic process248/7958396/187233.15e-162.70e-14248
GO:000925922LiverHCCribonucleotide metabolic process240/7958385/187232.07e-151.51e-13240
GO:000915022LiverHCCpurine ribonucleotide metabolic process226/7958368/187231.36e-137.69e-12226
GO:007252122LiverHCCpurine-containing compound metabolic process250/7958416/187232.26e-131.24e-11250
GO:000616322LiverHCCpurine nucleotide metabolic process236/7958396/187233.59e-121.62e-10236
GO:000609022LiverHCCpyruvate metabolic process73/7958106/187233.52e-087.82e-0773
GO:001605222LiverHCCcarbohydrate catabolic process99/7958154/187233.79e-088.30e-0799
GO:000918522LiverHCCribonucleoside diphosphate metabolic process72/7958106/187231.05e-072.03e-0672
GO:004603122LiverHCCADP metabolic process63/795890/187231.17e-072.25e-0663
GO:000913522LiverHCCpurine nucleoside diphosphate metabolic process70/7958103/187231.52e-072.82e-0670
GO:000917922LiverHCCpurine ribonucleoside diphosphate metabolic process70/7958103/187231.52e-072.82e-0670
GO:000913222LiverHCCnucleoside diphosphate metabolic process81/7958124/187232.34e-074.17e-0681
GO:004693922LiverHCCnucleotide phosphorylation68/7958101/187233.95e-076.70e-0668
GO:000941022LiverHCCresponse to xenobiotic stimulus248/7958462/187236.47e-071.02e-05248
GO:000616522LiverHCCnucleoside diphosphate phosphorylation66/795899/187231.01e-061.52e-0566
GO:000609622LiverHCCglycolytic process56/795881/187231.11e-061.65e-0556
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0120041LiverHCCCarbon metabolism89/4020115/84653.92e-116.56e-103.65e-1089
hsa030182LiverHCCRNA degradation58/402079/84652.29e-062.19e-051.22e-0558
hsa0123021LiverHCCBiosynthesis of amino acids53/402075/84653.79e-052.11e-041.18e-0453
hsa0406622LiverHCCHIF-1 signaling pathway70/4020109/84652.96e-041.36e-037.57e-0470
hsa0001022LiverHCCGlycolysis / Gluconeogenesis43/402067/84654.26e-031.29e-027.15e-0343
hsa0120051LiverHCCCarbon metabolism89/4020115/84653.92e-116.56e-103.65e-1089
hsa030183LiverHCCRNA degradation58/402079/84652.29e-062.19e-051.22e-0558
hsa0123031LiverHCCBiosynthesis of amino acids53/402075/84653.79e-052.11e-041.18e-0453
hsa0406632LiverHCCHIF-1 signaling pathway70/4020109/84652.96e-041.36e-037.57e-0470
hsa0001032LiverHCCGlycolysis / Gluconeogenesis43/402067/84654.26e-031.29e-027.15e-0343
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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
ENO3SNVMissense_Mutationc.437N>Tp.Pro146Leup.P146LP13929protein_codingdeleterious_low_confidence(0)possibly_damaging(0.792)TCGA-AR-A1AR-01Breastbreast invasive carcinomaFemale<65III/IVUnspecificDocetaxelPD
ENO3SNVMissense_Mutationrs373988255c.697N>Ap.Ala233Thrp.A233TP13929protein_codingdeleterious_low_confidence(0.04)benign(0.033)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ENO3SNVMissense_Mutationrs778244316c.322N>Ap.Ala108Thrp.A108TP13929protein_codingdeleterious_low_confidence(0.01)possibly_damaging(0.791)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ENO3SNVMissense_Mutationnovelc.736G>Tp.Val246Leup.V246LP13929protein_codingdeleterious_low_confidence(0)benign(0.149)TCGA-C5-A902-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
ENO3SNVMissense_Mutationc.155N>Ap.Gly52Glup.G52EP13929protein_codingdeleterious_low_confidence(0.01)benign(0.235)TCGA-EK-A2RK-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
ENO3SNVMissense_Mutationrs757279282c.301N>Ap.Glu101Lysp.E101KP13929protein_codingtolerated_low_confidence(0.18)possibly_damaging(0.872)TCGA-EK-A2RK-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
ENO3SNVMissense_Mutationc.770N>Gp.Tyr257Cysp.Y257CP13929protein_codingdeleterious_low_confidence(0)probably_damaging(0.998)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ENO3SNVMissense_Mutationrs755474025c.1030N>Ap.Val344Ilep.V344IP13929protein_codingtolerated_low_confidence(0.07)possibly_damaging(0.826)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ENO3SNVMissense_Mutationnovelc.377A>Gp.Lys126Argp.K126RP13929protein_codingtolerated_low_confidence(0.06)benign(0.117)TCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ENO3SNVMissense_Mutationc.602G>Tp.Gly201Valp.G201VP13929protein_codingdeleterious_low_confidence(0)probably_damaging(0.972)TCGA-G4-6588-01Colorectumcolon adenocarcinomaFemale<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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