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: GLS

Gene summary for GLS

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GLS

Gene ID

2744

Gene nameglutaminase
Gene AliasAAD20
Cytomap2q32.2
Gene Typeprotein-coding
GO ID

GO:0001967

UniProtAcc

O94925


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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
2744GLSCA_HPV_1HumanCervixCC1.05e-032.87e-010.0264
2744GLSCCI_2HumanCervixCC7.07e-047.85e-010.5249
2744GLSCCI_3HumanCervixCC8.19e-036.09e-010.516
2744GLSL1HumanCervixCC4.21e-02-1.29e-010.0802
2744GLSHTA11_3410_2000001011HumanColorectumAD5.66e-10-4.54e-010.0155
2744GLSHTA11_3361_2000001011HumanColorectumAD1.55e-03-4.57e-01-0.1207
2744GLSHTA11_696_2000001011HumanColorectumAD3.52e-09-3.77e-01-0.1464
2744GLSHTA11_866_2000001011HumanColorectumAD1.37e-07-3.47e-01-0.1001
2744GLSHTA11_10711_2000001011HumanColorectumAD1.55e-02-4.13e-010.0338
2744GLSHTA11_7696_3000711011HumanColorectumAD1.41e-03-2.72e-010.0674
2744GLSHTA11_99999965062_69753HumanColorectumMSI-H3.32e-061.24e+000.3487
2744GLSA001-C-207HumanColorectumFAP3.00e-02-8.38e-020.1278
2744GLSA015-C-203HumanColorectumFAP7.28e-31-4.31e-01-0.1294
2744GLSA015-C-204HumanColorectumFAP1.24e-03-1.75e-01-0.0228
2744GLSA014-C-040HumanColorectumFAP3.27e-03-3.70e-01-0.1184
2744GLSA002-C-201HumanColorectumFAP5.23e-11-3.10e-010.0324
2744GLSA002-C-203HumanColorectumFAP4.51e-04-1.20e-010.2786
2744GLSA001-C-119HumanColorectumFAP3.27e-09-4.00e-01-0.1557
2744GLSA001-C-108HumanColorectumFAP2.43e-17-2.29e-01-0.0272
2744GLSA002-C-205HumanColorectumFAP6.19e-18-4.25e-01-0.1236
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:00060919CervixCCgeneration of precursor metabolites and energy105/2311490/187237.40e-096.61e-07105
GO:000609114CervixHSIL_HPVgeneration of precursor metabolites and energy32/737490/187233.69e-033.27e-0232
GO:000609124CervixN_HPVgeneration of precursor metabolites and energy40/534490/187232.59e-097.88e-0740
GO:0044282ColorectumADsmall molecule catabolic process118/3918376/187231.05e-063.55e-05118
GO:0016054ColorectumADorganic acid catabolic process73/3918240/187233.20e-043.81e-0373
GO:0043648ColorectumADdicarboxylic acid metabolic process34/391896/187237.22e-047.28e-0334
GO:0046395ColorectumADcarboxylic acid catabolic process70/3918236/187239.06e-048.71e-0370
GO:0006520ColorectumADcellular amino acid metabolic process81/3918284/187231.37e-031.19e-0281
GO:1901605ColorectumMSI-Halpha-amino acid metabolic process26/1319195/187231.26e-032.02e-0226
GO:0008652ColorectumMSI-Hcellular amino acid biosynthetic process13/131976/187232.35e-033.12e-0213
GO:1901607ColorectumMSI-Halpha-amino acid biosynthetic process12/131968/187232.60e-033.41e-0212
GO:00463941ColorectumMSI-Hcarboxylic acid biosynthetic process36/1319314/187232.68e-033.48e-0236
GO:00160531ColorectumMSI-Horganic acid biosynthetic process36/1319316/187232.98e-033.78e-0236
GO:00442823ColorectumFAPsmall molecule catabolic process77/2622376/187233.25e-044.16e-0377
GO:00160543ColorectumFAPorganic acid catabolic process50/2622240/187232.30e-031.85e-0250
GO:00436481ColorectumFAPdicarboxylic acid metabolic process24/262296/187232.88e-032.20e-0224
GO:00463951ColorectumFAPcarboxylic acid catabolic process48/2622236/187234.53e-033.08e-0248
GO:000609110EndometriumAEHgeneration of precursor metabolites and energy121/2100490/187231.65e-178.23e-15121
GO:000609115EndometriumEECgeneration of precursor metabolites and energy125/2168490/187233.76e-181.88e-15125
GO:000609120EsophagusHGINgeneration of precursor metabolites and energy145/2587490/187233.41e-202.04e-17145
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0523010CervixCCCentral carbon metabolism in cancer18/126770/84651.29e-023.87e-022.29e-0218
hsa0523013CervixCCCentral carbon metabolism in cancer18/126770/84651.29e-023.87e-022.29e-0218
hsa05230ColorectumADCentral carbon metabolism in cancer33/209270/84653.61e-053.19e-042.03e-0433
hsa04964ColorectumADProximal tubule bicarbonate reclamation11/209223/84651.35e-024.86e-023.10e-0211
hsa052301ColorectumADCentral carbon metabolism in cancer33/209270/84653.61e-053.19e-042.03e-0433
hsa049641ColorectumADProximal tubule bicarbonate reclamation11/209223/84651.35e-024.86e-023.10e-0211
hsa052306ColorectumFAPCentral carbon metabolism in cancer23/140470/84656.12e-044.26e-032.59e-0323
hsa052307ColorectumFAPCentral carbon metabolism in cancer23/140470/84656.12e-044.26e-032.59e-0323
hsa04724ColorectumCRCGlutamatergic synapse24/1091115/84651.07e-024.74e-023.21e-0224
hsa047241ColorectumCRCGlutamatergic synapse24/1091115/84651.07e-024.74e-023.21e-0224
hsa0523018EsophagusESCCCentral carbon metabolism in cancer50/420570/84651.70e-046.62e-043.39e-0450
hsa0523019EsophagusESCCCentral carbon metabolism in cancer50/420570/84651.70e-046.62e-043.39e-0450
hsa0523016Oral cavityOSCCCentral carbon metabolism in cancer49/370470/84657.57e-063.59e-051.83e-0549
hsa0523017Oral cavityOSCCCentral carbon metabolism in cancer49/370470/84657.57e-063.59e-051.83e-0549
hsa0523041Oral cavityEOLPCentral carbon metabolism in cancer17/121870/84651.87e-024.75e-022.80e-0217
hsa0523051Oral cavityEOLPCentral carbon metabolism in cancer17/121870/84651.87e-024.75e-022.80e-0217
hsa0523014ProstateBPHCentral carbon metabolism in cancer23/171870/84659.13e-032.84e-021.76e-0223
hsa0523015ProstateBPHCentral carbon metabolism in cancer23/171870/84659.13e-032.84e-021.76e-0223
hsa00220StomachGCArginine biosynthesis6/70822/84657.81e-034.10e-022.88e-026
hsa002201StomachGCArginine biosynthesis6/70822/84657.81e-034.10e-022.88e-026
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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
GLSSNVMissense_Mutationnovelc.603N>Cp.Lys201Asnp.K201NO94925protein_codingdeleterious(0.01)possibly_damaging(0.647)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GLSSNVMissense_Mutationc.1404N>Ap.Phe468Leup.F468LO94925protein_codingdeleterious(0.05)benign(0.106)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GLSSNVMissense_Mutationnovelc.481N>Gp.Thr161Alap.T161AO94925protein_codingtolerated(0.4)benign(0)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
GLSSNVMissense_Mutationc.1909N>Gp.Lys637Glup.K637EO94925protein_codingtolerated(0.73)benign(0.01)TCGA-G4-6628-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
GLSinsertionFrame_Shift_Insnovelc.1085dupTp.Leu362PhefsTer3p.L362Ffs*3O94925protein_codingTCGA-F4-6703-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
GLSSNVMissense_Mutationnovelc.1375N>Gp.Leu459Valp.L459VO94925protein_codingtolerated(0.06)possibly_damaging(0.744)TCGA-2E-A9G8-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapytaxolCR
GLSSNVMissense_Mutationnovelc.829N>Tp.Asp277Tyrp.D277YO94925protein_codingdeleterious(0)probably_damaging(0.987)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
GLSSNVMissense_Mutationc.698N>Cp.Glu233Alap.E233AO94925protein_codingtolerated(0.1)benign(0.01)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
GLSSNVMissense_Mutationc.1016T>Gp.Ile339Serp.I339SO94925protein_codingdeleterious(0)probably_damaging(1)TCGA-AP-A054-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinPD
GLSSNVMissense_Mutationc.653A>Cp.Lys218Thrp.K218TO94925protein_codingdeleterious(0.04)possibly_damaging(0.576)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=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
2744GLSENZYMECEFATRIZINECEFATRIZINE
2744GLSENZYMETHUNBERGINOL BTHUNBERGINOL B
2744GLSENZYME2,3,4-TRIHYDROXYBENZOPHENONECHEMBL1527
2744GLSENZYMECEFMETAZOLE SODIUMCEFMETAZOLE SODIUM
2744GLSENZYMELINOLENIC ACIDLINOLENIC ACID
2744GLSENZYMEANTIANGIOGENIC15743040
2744GLSENZYMEASTERRIC ACIDASTERRIC ACID
2744GLSENZYMEOXIDOPAMINE HYDROCHLORIDEOXIDOPAMINE HYDROCHLORIDE
2744GLSENZYMEISOTHYMONINISOTHYMONIN
2744GLSENZYMEDAPHNORINDAPHNORIN
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