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: CES1

Gene summary for CES1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CES1

Gene ID

1066

Gene namecarboxylesterase 1
Gene AliasACAT
Cytomap16q12.2
Gene Typeprotein-coding
GO ID

GO:0006066

UniProtAcc

P23141


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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
1066CES1LZE2DHumanEsophagusHGIN9.44e-071.53e+000.0642
1066CES1LZE2THumanEsophagusESCC5.33e-213.55e+000.082
1066CES1LZE4THumanEsophagusESCC8.14e-643.34e+000.0811
1066CES1LZE7THumanEsophagusESCC2.35e-342.18e+000.0667
1066CES1LZE21D1HumanEsophagusHGIN3.02e-029.29e-010.0632
1066CES1LZE22D1HumanEsophagusHGIN3.90e-087.72e-010.0595
1066CES1LZE22THumanEsophagusESCC1.21e-101.19e+000.068
1066CES1LZE21THumanEsophagusESCC5.73e-131.66e+000.0655
1066CES1P9T-EHumanEsophagusESCC7.41e-701.89e+000.1131
1066CES1P15T-EHumanEsophagusESCC3.37e-502.77e+000.1149
1066CES1P20T-EHumanEsophagusESCC8.77e-116.77e-010.1124
1066CES1P22T-EHumanEsophagusESCC9.33e-257.95e-010.1236
1066CES1P28T-EHumanEsophagusESCC5.56e-063.97e-010.1149
1066CES1P30T-EHumanEsophagusESCC2.60e-654.65e+000.137
1066CES1P32T-EHumanEsophagusESCC5.35e-169.97e-010.1666
1066CES1P39T-EHumanEsophagusESCC3.42e-491.83e+000.0894
1066CES1P42T-EHumanEsophagusESCC1.74e-131.58e+000.1175
1066CES1P44T-EHumanEsophagusESCC7.08e-042.81e-010.1096
1066CES1P47T-EHumanEsophagusESCC1.52e-125.04e-010.1067
1066CES1P48T-EHumanEsophagusESCC4.37e-171.08e+000.0959
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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
∗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:005123520EsophagusHGINmaintenance of location73/2587327/187231.73e-054.71e-0473
GO:009730520EsophagusHGINresponse to alcohol54/2587253/187236.46e-048.87e-0354
GO:001648210EsophagusESCCcytosolic transport124/8552168/187239.69e-144.69e-12124
GO:0051235110EsophagusESCCmaintenance of location200/8552327/187231.01e-082.02e-07200
GO:00060668EsophagusESCCalcohol metabolic process202/8552353/187237.32e-067.26e-05202
GO:00161263EsophagusESCCsterol biosynthetic process46/855264/187231.91e-051.67e-0446
GO:00066318EsophagusESCCfatty acid metabolic process217/8552390/187234.21e-053.39e-04217
GO:00066953EsophagusESCCcholesterol biosynthetic process41/855257/187235.25e-054.06e-0441
GO:19026533EsophagusESCCsecondary alcohol biosynthetic process41/855257/187235.25e-054.06e-0441
GO:00199155EsophagusESCClipid storage58/855287/187236.15e-054.72e-0458
GO:000963620EsophagusESCCresponse to toxic substance150/8552262/187231.00e-047.12e-04150
GO:00463948EsophagusESCCcarboxylic acid biosynthetic process175/8552314/187231.98e-041.26e-03175
GO:00160538EsophagusESCCorganic acid biosynthetic process175/8552316/187233.04e-041.82e-03175
GO:00620129EsophagusESCCregulation of small molecule metabolic process184/8552334/187233.11e-041.85e-03184
GO:19026524EsophagusESCCsecondary alcohol metabolic process87/8552147/187236.58e-043.50e-0387
GO:00421805EsophagusESCCcellular ketone metabolic process120/8552211/187236.70e-043.55e-03120
GO:00461653EsophagusESCCalcohol biosynthetic process83/8552140/187238.04e-044.16e-0383
GO:00108884EsophagusESCCnegative regulation of lipid storage18/855223/187231.50e-037.06e-0318
GO:00066946EsophagusESCCsteroid biosynthetic process98/8552173/187232.34e-031.03e-0298
GO:0097305111EsophagusESCCresponse to alcohol138/8552253/187232.70e-031.14e-02138
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa009832LiverHCCDrug metabolism - other enzymes54/402080/84652.25e-041.09e-036.08e-0454
hsa009833LiverHCCDrug metabolism - other enzymes54/402080/84652.25e-041.09e-036.08e-0454
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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
CES1SNVMissense_Mutationrs369026668c.446N>Tp.Ala149Valp.A149VP23141protein_codingdeleterious(0.05)benign(0.05)TCGA-A8-A08R-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CES1SNVMissense_Mutationnovelc.1206G>Tp.Glu402Aspp.E402DP23141protein_codingtolerated(0.25)benign(0.005)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CES1SNVMissense_Mutationc.478N>Tp.Ala160Serp.A160SP23141protein_codingdeleterious(0.02)benign(0.325)TCGA-B6-A0RP-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
CES1SNVMissense_Mutationrs747321428c.1095N>Cp.Met365Ilep.M365IP23141protein_codingtolerated(0.12)benign(0.007)TCGA-DS-A1OC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapygemcitabineSD
CES1SNVMissense_Mutationc.1263N>Cp.Leu421Phep.L421FP23141protein_codingdeleterious(0.05)benign(0.197)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CES1SNVMissense_Mutationnovelc.958C>Ap.Leu320Metp.L320MP23141protein_codingtolerated(0.08)benign(0.239)TCGA-MA-AA42-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
CES1SNVMissense_Mutationrs369300055c.515N>Ap.Arg172Hisp.R172HP23141protein_codingdeleterious(0)probably_damaging(0.993)TCGA-UC-A7PG-06Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinPD
CES1SNVMissense_Mutationrs750790605c.404N>Tp.Pro135Leup.P135LP23141protein_codingdeleterious(0.01)possibly_damaging(0.873)TCGA-VS-A9UV-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownPD
CES1SNVMissense_Mutationrs376173751c.727N>Tp.Arg243Trpp.R243WP23141protein_codingdeleterious(0.02)probably_damaging(0.997)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CES1SNVMissense_Mutationc.668N>Tp.Ala223Valp.A223VP23141protein_codingdeleterious(0)benign(0.304)TCGA-AA-3492-01Colorectumcolon 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
1066CES1DRUGGABLE GENOME, ENZYMEclopidogrelCLOPIDOGREL23275066,27450232,25704243,24535487
1066CES1DRUGGABLE GENOME, ENZYMEinhibitor178103312
1066CES1DRUGGABLE GENOME, ENZYMEK-604
1066CES1DRUGGABLE GENOME, ENZYMEmycophenolate mofetil24220207
1066CES1DRUGGABLE GENOME, ENZYME2-oxo-clopidogrel23275066
1066CES1DRUGGABLE GENOME, ENZYMEEldacimibeELDACIMIBE
1066CES1DRUGGABLE GENOME, ENZYMEtrandolaprilTRANDOLAPRIL19185566
1066CES1DRUGGABLE GENOME, ENZYMEirinotecanIRINOTECAN
1066CES1DRUGGABLE GENOME, ENZYMEDabigatranDABIGATRAN23467860,27261537
1066CES1DRUGGABLE GENOME, ENZYMEenalaprilENALAPRIL25919042
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