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: MGLL

Gene summary for MGLL

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MGLL

Gene ID

11343

Gene namemonoglyceride lipase
Gene AliasHU-K5
Cytomap3q21.3
Gene Typeprotein-coding
GO ID

GO:0001676

UniProtAcc

Q99685


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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
11343MGLLGSM4909281HumanBreastIDC1.42e-09-3.02e-010.21
11343MGLLGSM4909282HumanBreastIDC2.09e-02-2.47e-01-0.0288
11343MGLLGSM4909285HumanBreastIDC1.32e-08-2.98e-010.21
11343MGLLGSM4909286HumanBreastIDC3.86e-10-3.12e-010.1081
11343MGLLGSM4909287HumanBreastIDC1.05e-08-2.83e-010.2057
11343MGLLGSM4909291HumanBreastIDC4.16e-157.08e-010.1753
11343MGLLGSM4909296HumanBreastIDC1.31e-06-2.61e-010.1524
11343MGLLGSM4909299HumanBreastIDC3.68e-08-2.94e-010.035
11343MGLLGSM4909301HumanBreastIDC5.35e-06-2.71e-010.1577
11343MGLLGSM4909302HumanBreastIDC5.70e-07-2.59e-010.1545
11343MGLLGSM4909304HumanBreastIDC1.56e-05-2.84e-010.1636
11343MGLLGSM4909309HumanBreastIDC3.21e-02-2.00e-010.0483
11343MGLLGSM4909311HumanBreastIDC3.69e-12-2.81e-010.1534
11343MGLLGSM4909315HumanBreastIDC6.21e-05-2.65e-010.21
11343MGLLGSM4909319HumanBreastIDC8.28e-11-2.71e-010.1563
11343MGLLGSM4909320HumanBreastIDC1.69e-04-3.15e-010.1575
11343MGLLGSM4909321HumanBreastIDC1.11e-06-2.65e-010.1559
11343MGLLbrca10HumanBreastPrecancer2.93e-156.38e-01-0.0029
11343MGLLP1HumanBreastIDC1.08e-07-1.88e-010.1527
11343MGLLP2HumanBreastIDC1.16e-05-3.04e-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
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
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
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
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:0050727BreastPrecancerregulation of inflammatory response44/1080386/187231.26e-053.22e-0444
GO:00463946BreastPrecancercarboxylic acid biosynthetic process32/1080314/187231.30e-031.38e-0232
GO:00723304BreastPrecancermonocarboxylic acid biosynthetic process24/1080214/187231.41e-031.48e-0224
GO:00160536BreastPrecancerorganic acid biosynthetic process32/1080316/187231.44e-031.50e-0232
GO:00066335BreastPrecancerfatty acid biosynthetic process19/1080163/187232.74e-032.42e-0219
GO:00507271BreastIDCregulation of inflammatory response48/1434386/187235.99e-047.54e-0348
GO:007233012BreastIDCmonocarboxylic acid biosynthetic process29/1434214/187231.91e-031.83e-0229
GO:001605313BreastIDCorganic acid biosynthetic process39/1434316/187232.13e-031.99e-0239
GO:000663312BreastIDCfatty acid biosynthetic process23/1434163/187233.21e-032.70e-0223
GO:004639413BreastIDCcarboxylic acid biosynthetic process38/1434314/187233.39e-032.83e-0238
GO:00507272BreastDCISregulation of inflammatory response46/1390386/187239.91e-041.10e-0246
GO:001605322BreastDCISorganic acid biosynthetic process38/1390316/187232.22e-032.04e-0238
GO:007233022BreastDCISmonocarboxylic acid biosynthetic process28/1390214/187232.43e-032.18e-0228
GO:004639422BreastDCIScarboxylic acid biosynthetic process37/1390314/187233.56e-032.92e-0237
GO:000663322BreastDCISfatty acid biosynthetic process22/1390163/187234.62e-033.52e-0222
GO:0016042ColorectumADlipid catabolic process97/3918320/187234.31e-057.56e-0497
GO:0006631ColorectumADfatty acid metabolic process114/3918390/187235.58e-059.44e-04114
GO:0044242ColorectumADcellular lipid catabolic process66/3918214/187233.96e-044.50e-0366
GO:00160421ColorectumSERlipid catabolic process77/2897320/187233.52e-059.18e-0477
GO:00442421ColorectumSERcellular lipid catabolic process51/2897214/187238.60e-041.05e-0251
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0471424BreastIDCThermogenesis75/867232/84658.41e-213.04e-192.27e-1975
hsa0472323BreastIDCRetrograde endocannabinoid signaling31/867148/84657.62e-057.50e-045.61e-0431
hsa0471434BreastIDCThermogenesis75/867232/84658.41e-213.04e-192.27e-1975
hsa0472333BreastIDCRetrograde endocannabinoid signaling31/867148/84657.62e-057.50e-045.61e-0431
hsa0471443BreastDCISThermogenesis74/846232/84658.72e-213.13e-192.30e-1974
hsa0471453BreastDCISThermogenesis74/846232/84658.72e-213.13e-192.30e-1974
hsa04714ColorectumADThermogenesis120/2092232/84652.76e-191.16e-177.37e-18120
hsa04723ColorectumADRetrograde endocannabinoid signaling59/2092148/84652.94e-052.73e-041.74e-0459
hsa00561ColorectumADGlycerolipid metabolism24/209263/84651.25e-024.54e-022.90e-0224
hsa047141ColorectumADThermogenesis120/2092232/84652.76e-191.16e-177.37e-18120
hsa047231ColorectumADRetrograde endocannabinoid signaling59/2092148/84652.94e-052.73e-041.74e-0459
hsa005611ColorectumADGlycerolipid metabolism24/209263/84651.25e-024.54e-022.90e-0224
hsa047142ColorectumSERThermogenesis106/1580232/84651.15e-216.34e-204.61e-20106
hsa047232ColorectumSERRetrograde endocannabinoid signaling47/1580148/84658.10e-058.68e-046.30e-0447
hsa047143ColorectumSERThermogenesis106/1580232/84651.15e-216.34e-204.61e-20106
hsa047233ColorectumSERRetrograde endocannabinoid signaling47/1580148/84658.10e-058.68e-046.30e-0447
hsa047144ColorectumMSSThermogenesis113/1875232/84651.52e-194.62e-182.83e-18113
hsa047234ColorectumMSSRetrograde endocannabinoid signaling61/1875148/84651.21e-071.93e-061.18e-0661
hsa005612ColorectumMSSGlycerolipid metabolism23/187563/84656.55e-032.64e-021.62e-0223
hsa047145ColorectumMSSThermogenesis113/1875232/84651.52e-194.62e-182.83e-18113
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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
MGLLinsertionIn_Frame_Insnovelc.407_408insTTGTTATTTp.Ala136_Ile137insCysTyrPhep.A136_I137insCYFprotein_codingTCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MGLLinsertionFrame_Shift_Insnovelc.406_407insAGGTTAGAp.Ala136GlufsTer77p.A136Efs*77protein_codingTCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MGLLinsertionIn_Frame_Insnovelc.471_472insAGGTACTGGGACTCTGGGp.Pro157_Leu158insArgTyrTrpAspSerGlyp.P157_L158insRYWDSGprotein_codingTCGA-B6-A0RE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MGLLSNVMissense_Mutationrs374353919c.521C>Tp.Ala174Valp.A174Vprotein_codingdeleterious(0.01)benign(0.035)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
MGLLSNVMissense_Mutationc.436C>Tp.Pro146Serp.P146Sprotein_codingdeleterious(0.02)possibly_damaging(0.727)TCGA-A6-6653-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MGLLSNVMissense_Mutationc.249N>Gp.Phe83Leup.F83Lprotein_codingdeleterious(0)benign(0.188)TCGA-AG-3882-01Colorectumrectum adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MGLLSNVMissense_Mutationc.185N>Ap.Gly62Glup.G62Eprotein_codingdeleterious(0)probably_damaging(0.998)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
MGLLSNVMissense_Mutationrs778074591c.271N>Ap.Gly91Argp.G91Rprotein_codingdeleterious(0)probably_damaging(1)TCGA-AG-A01J-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
MGLLSNVMissense_Mutationnovelc.835N>Tp.His279Tyrp.H279Yprotein_codingdeleterious(0)probably_damaging(1)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
MGLLSNVMissense_Mutationnovelc.505N>Gp.Phe169Valp.F169Vprotein_codingtolerated(0.1)benign(0.033)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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
11343MGLLDRUGGABLE GENOME, ENZYMEinhibitor252166807
11343MGLLDRUGGABLE GENOME, ENZYMECarbamate derivative 16
11343MGLLDRUGGABLE GENOME, ENZYMEPyrazole derivative 81
11343MGLLDRUGGABLE GENOME, ENZYMEAzetidinyl-piperidine derivative 1
11343MGLLDRUGGABLE GENOME, ENZYMEAzetidine-benzoxazin-3(4H)-one derivative 2
11343MGLLDRUGGABLE GENOME, ENZYMEAzetidine-benzoxazin-3(4H)-one derivative 1
11343MGLLDRUGGABLE GENOME, ENZYMEAzetidinyl-piperidine derivative 3
11343MGLLDRUGGABLE GENOME, ENZYMEPMID29053063-Compound-17
11343MGLLDRUGGABLE GENOME, ENZYMEABX-1431
11343MGLLDRUGGABLE GENOME, ENZYME1,4-BIS(MALIMIDO)XYLENECHEMBL56571119583260
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