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: ENOPH1

Gene summary for ENOPH1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ENOPH1

Gene ID

58478

Gene nameenolase-phosphatase 1
Gene AliasE1
Cytomap4q21.22
Gene Typeprotein-coding
GO ID

GO:0000096

UniProtAcc

D6RA00


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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
58478ENOPH1LZE4THumanEsophagusESCC7.06e-101.66e-010.0811
58478ENOPH1LZE7THumanEsophagusESCC1.22e-096.35e-010.0667
58478ENOPH1LZE24THumanEsophagusESCC1.02e-124.67e-010.0596
58478ENOPH1LZE21THumanEsophagusESCC6.16e-052.77e-010.0655
58478ENOPH1LZE6THumanEsophagusESCC1.32e-026.83e-020.0845
58478ENOPH1P2T-EHumanEsophagusESCC1.85e-408.75e-010.1177
58478ENOPH1P4T-EHumanEsophagusESCC1.46e-338.18e-010.1323
58478ENOPH1P5T-EHumanEsophagusESCC2.18e-143.00e-010.1327
58478ENOPH1P8T-EHumanEsophagusESCC3.61e-243.46e-010.0889
58478ENOPH1P9T-EHumanEsophagusESCC3.64e-112.78e-010.1131
58478ENOPH1P10T-EHumanEsophagusESCC1.79e-205.53e-010.116
58478ENOPH1P11T-EHumanEsophagusESCC3.71e-167.60e-010.1426
58478ENOPH1P12T-EHumanEsophagusESCC1.29e-297.13e-010.1122
58478ENOPH1P15T-EHumanEsophagusESCC1.75e-367.96e-010.1149
58478ENOPH1P16T-EHumanEsophagusESCC6.88e-488.86e-010.1153
58478ENOPH1P17T-EHumanEsophagusESCC1.61e-065.63e-010.1278
58478ENOPH1P19T-EHumanEsophagusESCC2.74e-096.39e-010.1662
58478ENOPH1P20T-EHumanEsophagusESCC4.68e-193.71e-010.1124
58478ENOPH1P21T-EHumanEsophagusESCC1.25e-297.09e-010.1617
58478ENOPH1P22T-EHumanEsophagusESCC1.12e-243.72e-010.1236
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:001631110EsophagusESCCdephosphorylation251/8552417/187231.26e-092.99e-08251
GO:00067906EsophagusESCCsulfur compound metabolic process201/8552339/187232.64e-073.94e-06201
GO:00442725EsophagusESCCsulfur compound biosynthetic process96/8552148/187231.86e-062.16e-0596
GO:00086525EsophagusESCCcellular amino acid biosynthetic process51/855276/187231.30e-048.88e-0451
GO:00463948EsophagusESCCcarboxylic acid biosynthetic process175/8552314/187231.98e-041.26e-03175
GO:00160538EsophagusESCCorganic acid biosynthetic process175/8552316/187233.04e-041.82e-03175
GO:19016075EsophagusESCCalpha-amino acid biosynthetic process45/855268/187235.13e-042.84e-0345
GO:00090674EsophagusESCCaspartate family amino acid biosynthetic process17/855221/187231.03e-035.19e-0317
GO:00090862EsophagusESCCmethionine biosynthetic process10/855212/187238.94e-033.12e-0210
GO:00430941EsophagusESCCcellular metabolic compound salvage18/855226/187231.32e-024.31e-0218
GO:001605321LiverHCCorganic acid biosynthetic process200/7958316/187235.24e-143.22e-12200
GO:000679021LiverHCCsulfur compound metabolic process212/7958339/187235.60e-143.39e-12212
GO:004639421LiverHCCcarboxylic acid biosynthetic process198/7958314/187231.19e-136.78e-12198
GO:00086522LiverHCCcellular amino acid biosynthetic process58/795876/187231.98e-095.63e-0858
GO:19016052LiverHCCalpha-amino acid metabolic process124/7958195/187232.07e-095.79e-08124
GO:19016072LiverHCCalpha-amino acid biosynthetic process53/795868/187232.62e-097.16e-0853
GO:00065202LiverHCCcellular amino acid metabolic process167/7958284/187231.91e-084.56e-07167
GO:00442722LiverHCCsulfur compound biosynthetic process95/7958148/187237.89e-081.58e-0695
GO:001631121LiverHCCdephosphorylation230/7958417/187231.00e-071.96e-06230
GO:00000962LiverHCCsulfur amino acid metabolic process29/795834/187233.26e-075.62e-0629
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa002702LiverHCCCysteine and methionine metabolism35/402052/84653.03e-039.94e-035.53e-0335
hsa002703LiverHCCCysteine and methionine metabolism35/402052/84653.03e-039.94e-035.53e-0335
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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
ENOPH1SNVMissense_Mutationnovelc.575G>Tp.Ser192Ilep.S192IQ9UHY7protein_codingdeleterious(0)probably_damaging(0.991)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ENOPH1SNVMissense_Mutationc.453N>Gp.Ile151Metp.I151MQ9UHY7protein_codingdeleterious(0.04)possibly_damaging(0.721)TCGA-BH-A18H-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
ENOPH1insertionFrame_Shift_Insnovelc.65_66insTTTAATTGTGCAGTCTACAACTTCCCCAAATp.Pro23LeufsTer28p.P23Lfs*28Q9UHY7protein_codingTCGA-AN-A049-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ENOPH1insertionNonsense_Mutationnovelc.466_467insCCATCTCTACAAAAAATTAAAAAAAAAAAAAAAAGCTp.Ser156ThrfsTer7p.S156Tfs*7Q9UHY7protein_codingTCGA-AO-A03P-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyletrozolePD
ENOPH1insertionNonsense_Mutationnovelc.726_727insGTATCCCATTTCCCACTCTAACTTGCTCCATTCTAGGCTGGGAGTp.Glu242_Lys243insValSerHisPheProLeuTerLeuAlaProPheTerAlaGlySerp.E242_K243insVSHFPL*LAPF*AGSQ9UHY7protein_codingTCGA-B6-A0IK-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
ENOPH1SNVMissense_Mutationc.14C>Tp.Ser5Leup.S5LQ9UHY7protein_codingdeleterious(0.01)benign(0.021)TCGA-DS-A0VM-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
ENOPH1SNVMissense_Mutationrs374821138c.106N>Ap.Glu36Lysp.E36KQ9UHY7protein_codingtolerated(0.48)benign(0)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
ENOPH1SNVMissense_Mutationnovelc.592G>Tp.Asp198Tyrp.D198YQ9UHY7protein_codingdeleterious(0.01)benign(0.185)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
ENOPH1SNVMissense_Mutationnovelc.577T>Cp.Tyr193Hisp.Y193HQ9UHY7protein_codingdeleterious(0)probably_damaging(1)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
ENOPH1SNVMissense_Mutationc.480N>Tp.Gln160Hisp.Q160HQ9UHY7protein_codingdeleterious(0)probably_damaging(0.995)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
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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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