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:007252119ProstateTumorpurine-containing compound metabolic process115/3246416/187238.47e-082.31e-06115
GO:000914517ProstateTumorpurine nucleoside triphosphate biosynthetic process31/324669/187239.10e-082.45e-0631
GO:000913216ProstateTumornucleoside diphosphate metabolic process46/3246124/187231.15e-073.01e-0646
GO:000166618ProstateTumorresponse to hypoxia90/3246307/187231.27e-073.28e-0690
GO:000918517ProstateTumorribonucleoside diphosphate metabolic process41/3246106/187231.47e-073.72e-0641
GO:000920617ProstateTumorpurine ribonucleoside triphosphate biosynthetic process30/324668/187232.40e-075.65e-0630
GO:000913518ProstateTumorpurine nucleoside diphosphate metabolic process39/3246103/187235.60e-071.19e-0539
GO:000917918ProstateTumorpurine ribonucleoside diphosphate metabolic process39/3246103/187235.60e-071.19e-0539
GO:000961514ProstateTumorresponse to virus101/3246367/187236.40e-071.32e-05101
GO:000919916ProstateTumorribonucleoside triphosphate metabolic process35/324689/187237.39e-071.47e-0535
GO:000914217ProstateTumornucleoside triphosphate biosynthetic process33/324685/187232.13e-063.64e-0533
GO:000920116ProstateTumorribonucleoside triphosphate biosynthetic process30/324674/187232.13e-063.64e-0530
GO:000914118ProstateTumornucleoside triphosphate metabolic process40/3246112/187232.30e-063.91e-0540
GO:000675416ProstateTumorATP biosynthetic process25/324657/187232.71e-064.52e-0525
GO:004693916ProstateTumornucleotide phosphorylation37/3246101/187232.73e-064.54e-0537
GO:000915218ProstateTumorpurine ribonucleotide biosynthetic process53/3246169/187235.62e-068.63e-0553
GO:005160415ProstateTumorprotein maturation81/3246294/187237.58e-061.13e-0481
GO:007145316ProstateTumorcellular response to oxygen levels54/3246177/187231.13e-051.62e-0454
GO:000616516ProstateTumornucleoside diphosphate phosphorylation35/324699/187231.25e-051.76e-0435
GO:004592612ProstateTumornegative regulation of growth70/3246249/187231.48e-052.00e-0470
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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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