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: GLUL

Gene summary for GLUL

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GLUL

Gene ID

2752

Gene nameglutamate-ammonia ligase
Gene AliasGLNS
Cytomap1q25.3
Gene Typeprotein-coding
GO ID

GO:0001525

UniProtAcc

A8YXX4


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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
2752GLULGSM4909285HumanBreastIDC1.88e-076.24e-020.21
2752GLULGSM4909286HumanBreastIDC9.17e-06-1.86e-010.1081
2752GLULGSM4909293HumanBreastIDC1.66e-051.19e-010.1581
2752GLULGSM4909296HumanBreastIDC3.25e-03-4.65e-020.1524
2752GLULGSM4909297HumanBreastIDC6.94e-05-1.59e-010.1517
2752GLULGSM4909298HumanBreastIDC2.86e-123.96e-010.1551
2752GLULGSM4909302HumanBreastIDC7.86e-296.93e-010.1545
2752GLULGSM4909304HumanBreastIDC1.06e-508.71e-010.1636
2752GLULGSM4909305HumanBreastIDC1.24e-104.62e-010.0436
2752GLULGSM4909306HumanBreastIDC1.90e-084.09e-010.1564
2752GLULGSM4909308HumanBreastIDC1.08e-154.41e-010.158
2752GLULGSM4909311HumanBreastIDC5.17e-279.98e-020.1534
2752GLULGSM4909312HumanBreastIDC1.29e-407.37e-010.1552
2752GLULGSM4909313HumanBreastIDC1.15e-227.02e-010.0391
2752GLULGSM4909317HumanBreastIDC6.80e-053.31e-010.1355
2752GLULGSM4909319HumanBreastIDC8.88e-28-1.12e-010.1563
2752GLULGSM4909321HumanBreastIDC3.35e-163.13e-010.1559
2752GLULbrca2HumanBreastPrecancer2.74e-164.97e-01-0.024
2752GLULbrca3HumanBreastPrecancer1.73e-042.81e-01-0.0263
2752GLULM2HumanBreastIDC2.60e-137.34e-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
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
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:003450410ProstateBPHprotein localization to nucleus98/3107290/187234.78e-134.35e-1198
GO:007149618ProstateBPHcellular response to external stimulus102/3107320/187238.99e-126.79e-10102
GO:190495117ProstateBPHpositive regulation of establishment of protein localization101/3107319/187231.77e-111.24e-09101
GO:190018010ProstateBPHregulation of protein localization to nucleus54/3107136/187231.02e-106.02e-0954
GO:005122217ProstateBPHpositive regulation of protein transport93/3107303/187236.94e-103.25e-0893
GO:003166817ProstateBPHcellular response to extracellular stimulus79/3107246/187231.32e-095.69e-0879
GO:009013216ProstateBPHepithelium migration104/3107360/187232.96e-091.15e-07104
GO:009013016ProstateBPHtissue migration105/3107365/187233.21e-091.24e-07105
GO:001063116ProstateBPHepithelial cell migration103/3107357/187233.80e-091.44e-07103
GO:004225418ProstateBPHribosome biogenesis90/3107299/187233.82e-091.44e-0790
GO:000166717ProstateBPHameboidal-type cell migration128/3107475/187235.69e-092.05e-07128
GO:001063216ProstateBPHregulation of epithelial cell migration87/3107292/187231.18e-083.87e-0787
GO:00506739ProstateBPHepithelial cell proliferation116/3107437/187237.12e-081.85e-06116
GO:00506789ProstateBPHregulation of epithelial cell proliferation104/3107381/187237.52e-081.92e-06104
GO:003166910ProstateBPHcellular response to nutrient levels67/3107215/187238.51e-082.12e-0667
GO:000926710ProstateBPHcellular response to starvation52/3107156/187232.24e-074.89e-0652
GO:003166718ProstateBPHresponse to nutrient levels121/3107474/187233.68e-077.70e-06121
GO:004259410ProstateBPHresponse to starvation59/3107197/187232.10e-063.45e-0559
GO:00435429ProstateBPHendothelial cell migration73/3107279/187233.03e-053.46e-0473
GO:000974318ProstateBPHresponse to carbohydrate67/3107253/187234.20e-054.48e-0467
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa00630ColorectumADGlyoxylate and dicarboxylate metabolism14/209230/84657.25e-032.97e-021.89e-0214
hsa01230ColorectumADBiosynthesis of amino acids28/209275/84659.99e-033.89e-022.48e-0228
hsa006301ColorectumADGlyoxylate and dicarboxylate metabolism14/209230/84657.25e-032.97e-021.89e-0214
hsa012301ColorectumADBiosynthesis of amino acids28/209275/84659.99e-033.89e-022.48e-0228
hsa04217ColorectumSERNecroptosis47/1580159/84655.21e-044.44e-033.22e-0347
hsa012302ColorectumSERBiosynthesis of amino acids23/158075/84658.11e-034.14e-023.01e-0223
hsa042171ColorectumSERNecroptosis47/1580159/84655.21e-044.44e-033.22e-0347
hsa012303ColorectumSERBiosynthesis of amino acids23/158075/84658.11e-034.14e-023.01e-0223
hsa006302ColorectumMSI-HGlyoxylate and dicarboxylate metabolism8/79730/84655.34e-034.94e-024.14e-028
hsa006303ColorectumMSI-HGlyoxylate and dicarboxylate metabolism8/79730/84655.34e-034.94e-024.14e-028
hsa012306EsophagusHGINBiosynthesis of amino acids21/138375/84657.38e-034.63e-023.68e-0221
hsa0123013EsophagusHGINBiosynthesis of amino acids21/138375/84657.38e-034.63e-023.68e-0221
hsa0123023EsophagusESCCBiosynthesis of amino acids49/420575/84654.35e-031.12e-025.74e-0349
hsa006306EsophagusESCCGlyoxylate and dicarboxylate metabolism21/420530/84651.95e-024.35e-022.23e-0221
hsa0123033EsophagusESCCBiosynthesis of amino acids49/420575/84654.35e-031.12e-025.74e-0349
hsa0063013EsophagusESCCGlyoxylate and dicarboxylate metabolism21/420530/84651.95e-024.35e-022.23e-0221
hsa006304LiverCirrhoticGlyoxylate and dicarboxylate metabolism20/253030/84653.36e-052.54e-041.57e-0420
hsa012304LiverCirrhoticBiosynthesis of amino acids35/253075/84651.54e-037.83e-034.83e-0335
hsa0063011LiverCirrhoticGlyoxylate and dicarboxylate metabolism20/253030/84653.36e-052.54e-041.57e-0420
hsa0123011LiverCirrhoticBiosynthesis of amino acids35/253075/84651.54e-037.83e-034.83e-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
GLULSNVMissense_Mutationnovelc.887N>Gp.Asn296Serp.N296SP15104protein_codingdeleterious(0.01)possibly_damaging(0.812)TCGA-A2-A4S2-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinCR
GLULSNVMissense_Mutationnovelc.266N>Cp.Phe89Serp.F89SP15104protein_codingdeleterious(0)probably_damaging(1)TCGA-AR-A5QQ-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapycarboplatinPD
GLULSNVMissense_Mutationc.992N>Cp.Gln331Prop.Q331PP15104protein_codingdeleterious(0.03)possibly_damaging(0.609)TCGA-B6-A0RT-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
GLULSNVMissense_Mutationnovelc.817N>Ap.Ala273Thrp.A273TP15104protein_codingdeleterious(0)possibly_damaging(0.879)TCGA-S3-AA11-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyletrozoleCR
GLULSNVMissense_Mutationc.913N>Ap.Glu305Lysp.E305KP15104protein_codingdeleterious(0.01)benign(0.218)TCGA-IR-A3LH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GLULSNVMissense_Mutationnovelc.1039G>Ap.Asp347Asnp.D347NP15104protein_codingdeleterious(0.02)probably_damaging(0.995)TCGA-VS-A9V4-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
GLULSNVMissense_Mutationrs753270381c.1022N>Ap.Arg341Hisp.R341HP15104protein_codingdeleterious(0.02)benign(0.302)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
GLULSNVMissense_Mutationc.895C>Tp.Arg299Cysp.R299CP15104protein_codingdeleterious(0.02)probably_damaging(0.992)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
GLULSNVMissense_Mutationc.437C>Ap.Pro146Hisp.P146HP15104protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-A02R-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
GLULSNVMissense_Mutationc.572C>Tp.Ala191Valp.A191VP15104protein_codingtolerated(0.11)benign(0.042)TCGA-F4-6856-01Colorectumcolon adenocarcinomaMale<65I/IIAncillaryleucovorinCR
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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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