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:00226139BreastPrecancerribonucleoprotein complex biogenesis79/1080463/187232.11e-181.03e-1579
GO:00422549BreastPrecancerribosome biogenesis52/1080299/187237.35e-131.51e-1052
GO:00342849BreastPrecancerresponse to monosaccharide29/1080225/187234.19e-059.00e-0429
GO:00106319BreastPrecancerepithelial cell migration40/1080357/187234.57e-059.71e-0440
GO:00901329BreastPrecancerepithelium migration40/1080360/187235.51e-051.14e-0340
GO:00506736BreastPrecancerepithelial cell proliferation46/1080437/187236.02e-051.23e-0346
GO:00097439BreastPrecancerresponse to carbohydrate31/1080253/187236.15e-051.25e-0331
GO:00435426BreastPrecancerendothelial cell migration33/1080279/187237.28e-051.44e-0333
GO:00901309BreastPrecancertissue migration40/1080365/187237.48e-051.47e-0340
GO:19049519BreastPrecancerpositive regulation of establishment of protein localization36/1080319/187239.30e-051.75e-0336
GO:00097469BreastPrecancerresponse to hexose27/1080219/187231.61e-042.69e-0327
GO:00106329BreastPrecancerregulation of epithelial cell migration33/1080292/187231.74e-042.86e-0333
GO:00506786BreastPrecancerregulation of epithelial cell proliferation40/1080381/187231.88e-043.03e-0340
GO:00316679BreastPrecancerresponse to nutrient levels47/1080474/187232.09e-043.27e-0347
GO:00016678BreastPrecancerameboidal-type cell migration47/1080475/187232.19e-043.35e-0347
GO:00105943BreastPrecancerregulation of endothelial cell migration27/1080232/187234.12e-045.55e-0327
GO:00097498BreastPrecancerresponse to glucose25/1080212/187235.46e-047.00e-0325
GO:0045765BreastPrecancerregulation of angiogenesis35/1080342/187237.35e-048.80e-0335
GO:00506793BreastPrecancerpositive regulation of epithelial cell proliferation24/1080207/187238.88e-041.02e-0224
GO:00714969BreastPrecancercellular response to external stimulus33/1080320/187239.01e-041.03e-0233
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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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