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
2730GCLMGSM4909281HumanBreastIDC6.28e-12-5.20e-010.21
2730GCLMGSM4909285HumanBreastIDC2.17e-12-5.02e-010.21
2730GCLMGSM4909286HumanBreastIDC1.61e-15-5.37e-010.1081
2730GCLMGSM4909287HumanBreastIDC4.14e-05-4.09e-010.2057
2730GCLMGSM4909288HumanBreastIDC2.46e-02-5.55e-010.0988
2730GCLMGSM4909290HumanBreastIDC3.29e-06-4.88e-010.2096
2730GCLMGSM4909291HumanBreastIDC2.57e-04-4.88e-010.1753
2730GCLMGSM4909293HumanBreastIDC2.44e-12-5.56e-010.1581
2730GCLMGSM4909294HumanBreastIDC2.07e-17-5.70e-010.2022
2730GCLMGSM4909295HumanBreastIDC2.04e-02-4.71e-010.0898
2730GCLMGSM4909296HumanBreastIDC5.36e-19-5.83e-010.1524
2730GCLMGSM4909297HumanBreastIDC2.22e-16-5.50e-010.1517
2730GCLMGSM4909298HumanBreastIDC4.62e-14-5.55e-010.1551
2730GCLMGSM4909299HumanBreastIDC4.85e-12-5.26e-010.035
2730GCLMGSM4909301HumanBreastIDC5.27e-18-5.57e-010.1577
2730GCLMGSM4909302HumanBreastIDC9.30e-14-5.54e-010.1545
2730GCLMGSM4909304HumanBreastIDC6.83e-07-4.09e-010.1636
2730GCLMGSM4909305HumanBreastIDC1.23e-07-5.27e-010.0436
2730GCLMGSM4909306HumanBreastIDC4.92e-15-5.43e-010.1564
2730GCLMGSM4909307HumanBreastIDC1.35e-08-4.65e-010.1569
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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:0031667210ThyroidATCresponse to nutrient levels212/6293474/187232.37e-073.70e-06212
GO:005140227ThyroidATCneuron apoptotic process120/6293246/187235.41e-077.75e-06120
GO:004352323ThyroidATCregulation of neuron apoptotic process104/6293212/187232.16e-062.58e-05104
GO:0008637112ThyroidATCapoptotic mitochondrial changes59/6293107/187233.69e-064.10e-0559
GO:0051881110ThyroidATCregulation of mitochondrial membrane potential44/629374/187234.51e-064.94e-0544
GO:200123729ThyroidATCnegative regulation of extrinsic apoptotic signaling pathway54/629397/187236.41e-066.68e-0554
GO:000110124ThyroidATCresponse to acid chemical69/6293135/187231.95e-051.76e-0469
GO:190121519ThyroidATCnegative regulation of neuron death97/6293208/187236.19e-054.73e-0497
GO:000974333ThyroidATCresponse to carbohydrate114/6293253/187239.26e-056.81e-04114
GO:004320022ThyroidATCresponse to amino acid58/6293116/187231.88e-041.26e-0358
GO:007122922ThyroidATCcellular response to acid chemical42/629380/187233.75e-042.29e-0342
GO:005140921ThyroidATCresponse to nitrosative stress9/629310/187233.81e-042.31e-039
GO:003428432ThyroidATCresponse to monosaccharide100/6293225/187234.39e-042.62e-03100
GO:007123022ThyroidATCcellular response to amino acid stimulus37/629371/187239.80e-045.21e-0337
GO:000758418ThyroidATCresponse to nutrient78/6293174/187231.31e-036.85e-0378
GO:000974632ThyroidATCresponse to hexose95/6293219/187231.56e-037.92e-0395
GO:000974932ThyroidATCresponse to glucose92/6293212/187231.80e-038.87e-0392
GO:004352412ThyroidATCnegative regulation of neuron apoptotic process66/6293145/187231.86e-039.11e-0366
GO:003350024ThyroidATCcarbohydrate homeostasis109/6293259/187232.56e-031.18e-02109
GO:000657522ThyroidATCcellular modified amino acid metabolic process82/6293188/187232.60e-031.20e-0282
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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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