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: ENO1

Gene summary for ENO1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ENO1

Gene ID

2023

Gene nameenolase 1
Gene AliasENO1L1
Cytomap1p36.23
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

P06733


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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
2023ENO1GSM4909285HumanBreastIDC1.09e-025.05e-020.21
2023ENO1GSM4909286HumanBreastIDC1.07e-30-6.26e-010.1081
2023ENO1GSM4909291HumanBreastIDC2.76e-09-5.33e-010.1753
2023ENO1GSM4909293HumanBreastIDC7.68e-22-4.31e-010.1581
2023ENO1GSM4909294HumanBreastIDC2.36e-05-3.95e-010.2022
2023ENO1GSM4909296HumanBreastIDC8.13e-12-6.11e-010.1524
2023ENO1GSM4909297HumanBreastIDC3.14e-28-7.17e-010.1517
2023ENO1GSM4909298HumanBreastIDC5.91e-39-8.71e-010.1551
2023ENO1GSM4909299HumanBreastIDC3.20e-14-3.86e-010.035
2023ENO1GSM4909301HumanBreastIDC1.00e-53-1.09e+000.1577
2023ENO1GSM4909302HumanBreastIDC4.81e-09-4.43e-010.1545
2023ENO1GSM4909304HumanBreastIDC5.97e-07-1.84e-010.1636
2023ENO1GSM4909306HumanBreastIDC1.32e-14-5.22e-010.1564
2023ENO1GSM4909307HumanBreastIDC2.82e-09-4.78e-010.1569
2023ENO1GSM4909308HumanBreastIDC5.37e-29-6.33e-010.158
2023ENO1GSM4909309HumanBreastIDC7.07e-06-3.95e-010.0483
2023ENO1GSM4909311HumanBreastIDC1.10e-42-8.36e-010.1534
2023ENO1GSM4909312HumanBreastIDC4.50e-35-9.13e-010.1552
2023ENO1GSM4909313HumanBreastIDC1.09e-18-6.59e-010.0391
2023ENO1GSM4909315HumanBreastIDC7.68e-112.56e-010.21
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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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
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:00460349BreastPrecancerATP metabolic process82/1080277/187231.94e-365.19e-3382
GO:00060918BreastPrecancergeneration of precursor metabolites and energy94/1080490/187231.54e-251.64e-2294
GO:00971939BreastPrecancerintrinsic apoptotic signaling pathway59/1080288/187238.07e-183.60e-1559
GO:20012339BreastPrecancerregulation of apoptotic signaling pathway65/1080356/187237.70e-173.17e-1465
GO:20012429BreastPrecancerregulation of intrinsic apoptotic signaling pathway41/1080164/187236.48e-162.31e-1341
GO:00067547BreastPrecancerATP biosynthetic process21/108057/187232.31e-124.26e-1021
GO:00362939BreastPrecancerresponse to decreased oxygen levels53/1080322/187234.09e-126.84e-1053
GO:00016669BreastPrecancerresponse to hypoxia51/1080307/187237.33e-121.11e-0951
GO:00704829BreastPrecancerresponse to oxygen levels55/1080347/187237.47e-121.11e-0955
GO:00092067BreastPrecancerpurine ribonucleoside triphosphate biosynthetic process22/108068/187231.41e-111.88e-0922
GO:00091457BreastPrecancerpurine nucleoside triphosphate biosynthetic process22/108069/187231.95e-112.43e-0922
GO:00092017BreastPrecancerribonucleoside triphosphate biosynthetic process22/108074/187239.18e-111.00e-0822
GO:00091448BreastPrecancerpurine nucleoside triphosphate metabolic process24/108088/187239.66e-111.03e-0824
GO:00092057BreastPrecancerpurine ribonucleoside triphosphate metabolic process23/108082/187231.27e-101.34e-0823
GO:00091427BreastPrecancernucleoside triphosphate biosynthetic process23/108085/187232.82e-102.69e-0823
GO:20012349BreastPrecancernegative regulation of apoptotic signaling pathway39/1080224/187235.35e-104.77e-0839
GO:00091997BreastPrecancerribonucleoside triphosphate metabolic process23/108089/187237.65e-106.66e-0823
GO:00091418BreastPrecancernucleoside triphosphate metabolic process26/1080112/187237.72e-106.66e-0826
GO:00362948BreastPrecancercellular response to decreased oxygen levels31/1080161/187232.61e-092.11e-0731
GO:20012439BreastPrecancernegative regulation of intrinsic apoptotic signaling pathway23/108098/187235.82e-094.45e-0723
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0406616BreastPrecancerHIF-1 signaling pathway23/684109/84651.51e-051.59e-041.22e-0423
hsa0001010BreastPrecancerGlycolysis / Gluconeogenesis13/68467/84652.39e-031.51e-021.16e-0213
hsa030186BreastPrecancerRNA degradation14/68479/84653.97e-032.37e-021.81e-0214
hsa0120012BreastPrecancerCarbon metabolism18/684115/84654.79e-032.75e-022.11e-0218
hsa0406617BreastPrecancerHIF-1 signaling pathway23/684109/84651.51e-051.59e-041.22e-0423
hsa0001013BreastPrecancerGlycolysis / Gluconeogenesis13/68467/84652.39e-031.51e-021.16e-0213
hsa0301811BreastPrecancerRNA degradation14/68479/84653.97e-032.37e-021.81e-0214
hsa0120013BreastPrecancerCarbon metabolism18/684115/84654.79e-032.75e-022.11e-0218
hsa0406623BreastIDCHIF-1 signaling pathway22/867109/84651.36e-031.00e-027.50e-0322
hsa0301821BreastIDCRNA degradation16/86779/84655.65e-033.13e-022.34e-0216
hsa0406633BreastIDCHIF-1 signaling pathway22/867109/84651.36e-031.00e-027.50e-0322
hsa0301831BreastIDCRNA degradation16/86779/84655.65e-033.13e-022.34e-0216
hsa0406642BreastDCISHIF-1 signaling pathway22/846109/84659.83e-047.05e-035.20e-0322
hsa030184BreastDCISRNA degradation16/84679/84654.45e-032.46e-021.82e-0216
hsa0406652BreastDCISHIF-1 signaling pathway22/846109/84659.83e-047.05e-035.20e-0322
hsa030185BreastDCISRNA degradation16/84679/84654.45e-032.46e-021.82e-0216
hsa0406618CervixCCHIF-1 signaling pathway27/1267109/84654.72e-031.64e-029.72e-0327
hsa0406619CervixCCHIF-1 signaling pathway27/1267109/84654.72e-031.64e-029.72e-0327
hsa01200ColorectumADCarbon metabolism55/2092115/84655.53e-088.42e-075.37e-0755
hsa00010ColorectumADGlycolysis / Gluconeogenesis34/209267/84653.63e-064.34e-052.77e-0534
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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
ENO1ICAFCervixCCCTSL,TPI1,PPP1R14B, etc.2.69e-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.
ENO1FIBCervixHSIL_HPVCTSL,TPI1,PPP1R14B, etc.3.17e-02The 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.
ENO1ICAFCervixN_HPVCTSL,TPI1,PPP1R14B, etc.1.29e-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.
ENO1SURFEndometriumEECPKM,PGK1,MYDGF, etc.3.60e-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.
ENO1STMProstateHealthyEIF4A1,PKM,RAN, etc.4.60e-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
ENO1SNVMissense_Mutationc.689C>Ap.Ala230Aspp.A230DP06733protein_codingdeleterious_low_confidence(0)probably_damaging(0.988)TCGA-A7-A0DB-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
ENO1SNVMissense_Mutationrs750183904c.466N>Ap.Gly156Serp.G156SP06733protein_codingdeleterious_low_confidence(0.05)possibly_damaging(0.594)TCGA-E9-A22H-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
ENO1insertionNonsense_Mutationnovelc.945_946insATTTTATTTTTATTTTTTTGAGAGGGATCTCACTCp.Val316IlefsTer7p.V316Ifs*7P06733protein_codingTCGA-AO-A0JB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
ENO1SNVMissense_Mutationc.1240G>Ap.Glu414Lysp.E414KP06733protein_codingdeleterious_low_confidence(0.01)probably_damaging(0.984)TCGA-C5-A7CH-01Cervixcervical & endocervical cancerFemale<65I/IIUnspecificSD
ENO1SNVMissense_Mutationrs527568599c.452N>Gp.Asn151Serp.N151SP06733protein_codingdeleterious_low_confidence(0.05)benign(0.083)TCGA-EX-A1H6-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ENO1SNVMissense_Mutationnovelc.628N>Ap.Glu210Lysp.E210KP06733protein_codingdeleterious_low_confidence(0)possibly_damaging(0.796)TCGA-MA-AA41-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ENO1insertionFrame_Shift_Insnovelc.1081dupCp.Gln361ProfsTer17p.Q361Pfs*17P06733protein_codingTCGA-C5-A1M7-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ENO1SNVMissense_Mutationnovelc.97G>Cp.Ala33Prop.A33PP06733protein_codingdeleterious_low_confidence(0)probably_damaging(0.998)TCGA-AA-A01D-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapycapecitabinePD
ENO1SNVMissense_Mutationc.223C>Gp.Pro75Alap.P75AP06733protein_codingdeleterious_low_confidence(0.03)benign(0.046)TCGA-AD-6965-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinPD
ENO1SNVMissense_Mutationc.1286G>Ap.Arg429Lysp.R429KP06733protein_codingdeleterious_low_confidence(0.03)possibly_damaging(0.861)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
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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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