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: GCLM

Gene summary for GCLM

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GCLM

Gene ID

2730

Gene nameglutamate-cysteine ligase modifier subunit
Gene AliasGLCLR
Cytomap1p22.1
Gene Typeprotein-coding
GO ID

GO:0000096

UniProtAcc

P48507


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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
2730GCLMC04HumanOral cavityOSCC8.38e-181.15e+000.2633
2730GCLMC21HumanOral cavityOSCC4.88e-054.86e-010.2678
2730GCLMC30HumanOral cavityOSCC4.83e-121.11e+000.3055
2730GCLMC38HumanOral cavityOSCC6.36e-141.84e+000.172
2730GCLMC43HumanOral cavityOSCC4.21e-123.87e-010.1704
2730GCLMC46HumanOral cavityOSCC5.93e-105.15e-010.1673
2730GCLMC06HumanOral cavityOSCC1.60e-061.43e+000.2699
2730GCLMC08HumanOral cavityOSCC8.60e-361.35e+000.1919
2730GCLMC09HumanOral cavityOSCC2.60e-035.31e-010.1431
2730GCLMLN22HumanOral cavityOSCC6.22e-163.47e+000.1733
2730GCLMLN38HumanOral cavityOSCC3.41e-031.32e+000.168
2730GCLMLN46HumanOral cavityOSCC3.76e-024.02e-010.1666
2730GCLMSYSMH1HumanOral cavityOSCC1.61e-197.18e-010.1127
2730GCLMSYSMH2HumanOral cavityOSCC3.86e-084.49e-010.2326
2730GCLMSYSMH3HumanOral cavityOSCC4.24e-063.71e-010.2442
2730GCLM047563_1562-all-cellsHumanProstateBPH4.83e-14-3.97e-010.0791
2730GCLM052095_1628-all-cellsHumanProstateBPH1.18e-05-4.59e-010.1032
2730GCLMDong_P1HumanProstateTumor7.84e-26-4.75e-010.035
2730GCLMDong_P3HumanProstateTumor9.44e-11-6.38e-010.0278
2730GCLMDong_P4HumanProstateTumor4.29e-02-5.68e-010.0292
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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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
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:20012339BreastPrecancerregulation of apoptotic signaling pathway65/1080356/187237.70e-173.17e-1465
GO:00069799BreastPrecancerresponse to oxidative stress70/1080446/187231.59e-144.26e-1270
GO:20012349BreastPrecancernegative regulation of apoptotic signaling pathway39/1080224/187235.35e-104.77e-0839
GO:00709979BreastPrecancerneuron death50/1080361/187237.75e-095.70e-0750
GO:00514029BreastPrecancerneuron apoptotic process38/1080246/187232.68e-081.75e-0638
GO:00086378BreastPrecancerapoptotic mitochondrial changes23/1080107/187233.44e-082.12e-0623
GO:00518816BreastPrecancerregulation of mitochondrial membrane potential18/108074/187231.45e-077.82e-0618
GO:19012149BreastPrecancerregulation of neuron death41/1080319/187231.27e-064.80e-0541
GO:00435237BreastPrecancerregulation of neuron apoptotic process31/1080212/187231.69e-066.08e-0531
GO:20012369BreastPrecancerregulation of extrinsic apoptotic signaling pathway24/1080151/187235.78e-061.70e-0424
GO:00075688BreastPrecanceraging41/1080339/187235.95e-061.71e-0441
GO:00971919BreastPrecancerextrinsic apoptotic signaling pathway30/1080219/187239.42e-062.50e-0430
GO:00342849BreastPrecancerresponse to monosaccharide29/1080225/187234.19e-059.00e-0429
GO:00097439BreastPrecancerresponse to carbohydrate31/1080253/187236.15e-051.25e-0331
GO:00425938BreastPrecancerglucose homeostasis31/1080258/187238.89e-051.69e-0331
GO:00335008BreastPrecancercarbohydrate homeostasis31/1080259/187239.56e-051.79e-0331
GO:20012379BreastPrecancernegative regulation of extrinsic apoptotic signaling pathway16/108097/187231.29e-042.24e-0316
GO:00097469BreastPrecancerresponse to hexose27/1080219/187231.61e-042.69e-0327
GO:00316679BreastPrecancerresponse to nutrient levels47/1080474/187232.09e-043.27e-0347
GO:00094108BreastPrecancerresponse to xenobiotic stimulus45/1080462/187234.17e-045.56e-0345
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0421610BreastPrecancerFerroptosis11/68441/84652.95e-042.45e-031.88e-0311
hsa0048010BreastPrecancerGlutathione metabolism12/68457/84651.68e-031.08e-028.30e-0312
hsa0421613BreastPrecancerFerroptosis11/68441/84652.95e-042.45e-031.88e-0311
hsa0048013BreastPrecancerGlutathione metabolism12/68457/84651.68e-031.08e-028.30e-0312
hsa0421623BreastIDCFerroptosis12/86741/84655.87e-044.89e-033.66e-0312
hsa0421633BreastIDCFerroptosis12/86741/84655.87e-044.89e-033.66e-0312
hsa0421642BreastDCISFerroptosis12/84641/84654.69e-043.69e-032.72e-0312
hsa0048041BreastDCISGlutathione metabolism13/84657/84653.44e-031.98e-021.46e-0213
hsa0421652BreastDCISFerroptosis12/84641/84654.69e-043.69e-032.72e-0312
hsa0048051BreastDCISGlutathione metabolism13/84657/84653.44e-031.98e-021.46e-0213
hsa0421628EsophagusHGINFerroptosis15/138341/84651.35e-031.26e-021.00e-0215
hsa04216111EsophagusHGINFerroptosis15/138341/84651.35e-031.26e-021.00e-0215
hsa0048018EsophagusESCCGlutathione metabolism44/420557/84651.81e-059.03e-054.63e-0544
hsa0421629EsophagusESCCFerroptosis33/420541/84654.58e-051.99e-041.02e-0433
hsa012405EsophagusESCCBiosynthesis of cofactors97/4205153/84653.88e-041.35e-036.94e-0497
hsa0048019EsophagusESCCGlutathione metabolism44/420557/84651.81e-059.03e-054.63e-0544
hsa0421638EsophagusESCCFerroptosis33/420541/84654.58e-051.99e-041.02e-0433
hsa0124012EsophagusESCCBiosynthesis of cofactors97/4205153/84653.88e-041.35e-036.94e-0497
hsa004809LiverCirrhoticGlutathione metabolism30/253057/84652.63e-041.72e-031.06e-0330
hsa01240LiverCirrhoticBiosynthesis of cofactors66/2530153/84653.11e-041.99e-031.23e-0366
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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
GCLMSNVMissense_Mutationnovelc.295N>Cp.Glu99Glnp.E99QP48507protein_codingtolerated(0.47)benign(0.072)TCGA-OL-A5RZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
GCLMinsertionNonsense_Mutationnovelc.502_503insTAAACTTTAATCACTGTGGATTGTGATTTTTCp.Asp168ValfsTer9p.D168Vfs*9P48507protein_codingTCGA-AN-A049-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
GCLMSNVMissense_Mutationc.226C>Tp.His76Tyrp.H76YP48507protein_codingdeleterious(0.01)benign(0.278)TCGA-IR-A3LL-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GCLMSNVMissense_Mutationnovelc.133G>Ap.Asp45Asnp.D45NP48507protein_codingdeleterious(0)benign(0.273)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
GCLMSNVMissense_Mutationrs773867359c.383N>Tp.Ala128Valp.A128VP48507protein_codingdeleterious(0.01)probably_damaging(0.971)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
GCLMSNVMissense_Mutationc.635T>Cp.Leu212Serp.L212SP48507protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AM-5821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
GCLMSNVMissense_Mutationrs761296185c.716N>Tp.Ala239Valp.A239VP48507protein_codingtolerated(0.27)benign(0)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
GCLMSNVMissense_Mutationnovelc.820T>Cp.Ser274Prop.S274PP48507protein_codingdeleterious_low_confidence(0)benign(0)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
GCLMSNVMissense_Mutationnovelc.815G>Tp.Arg272Metp.R272MP48507protein_codingtolerated_low_confidence(0.06)benign(0.044)TCGA-AJ-A3BH-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
GCLMSNVMissense_Mutationc.523C>Ap.Leu175Metp.L175MP48507protein_codingdeleterious(0.01)probably_damaging(0.997)TCGA-AP-A051-01Endometriumuterine 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
2730GCLMENZYMEPMSG11780957
2730GCLMENZYMEANTIOXIDANT12637989
2730GCLMENZYMEH2O27615092
2730GCLMENZYMECAROTENOID15657364
2730GCLMENZYMECISPLATINCISPLATIN10399958
2730GCLMENZYMESULFORAPHANESULFORAPHANE11535546
2730GCLMENZYMEMELATONINMELATONIN10515588
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