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: GCLC

Gene summary for GCLC

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GCLC

Gene ID

2729

Gene nameglutamate-cysteine ligase catalytic subunit
Gene AliasGCL
Cytomap6p12.1
Gene Typeprotein-coding
GO ID

GO:0000096

UniProtAcc

E1CEI4


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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
2729GCLCAEH-subject3HumanEndometriumAEH7.12e-074.20e-01-0.2576
2729GCLCAEH-subject5HumanEndometriumAEH2.63e-03-2.05e-01-0.2953
2729GCLCEEC-subject1HumanEndometriumEEC2.29e-083.95e-01-0.2682
2729GCLCEEC-subject2HumanEndometriumEEC2.56e-02-1.50e-01-0.2607
2729GCLCEEC-subject3HumanEndometriumEEC6.21e-09-1.87e-01-0.2525
2729GCLCEEC-subject4HumanEndometriumEEC3.18e-03-2.29e-01-0.2571
2729GCLCGSM5276934HumanEndometriumEEC3.02e-06-2.58e-01-0.0913
2729GCLCGSM5276935HumanEndometriumEEC5.44e-04-2.66e-01-0.123
2729GCLCGSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC8.28e-07-1.87e-01-0.1869
2729GCLCGSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC4.34e-06-2.81e-01-0.1875
2729GCLCGSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC5.18e-06-2.76e-01-0.1883
2729GCLCGSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC8.64e-08-5.66e-02-0.1934
2729GCLCGSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC2.90e-22-3.02e-01-0.1917
2729GCLCGSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC1.68e-16-3.19e-01-0.1916
2729GCLCGSM6177623_NYU_UCEC3_VisHumanEndometriumEEC7.12e-05-2.15e-01-0.1269
2729GCLCLZE2THumanEsophagusESCC1.47e-152.51e+000.082
2729GCLCLZE4THumanEsophagusESCC7.03e-074.40e-010.0811
2729GCLCLZE7THumanEsophagusESCC1.75e-109.94e-010.0667
2729GCLCLZE24THumanEsophagusESCC1.59e-126.65e-010.0596
2729GCLCLZE21THumanEsophagusESCC1.45e-078.55e-010.0655
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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:0032434113ThyroidPTCregulation of proteasomal ubiquitin-dependent protein catabolic process94/5968134/187239.17e-201.23e-1794
GO:1903364113ThyroidPTCpositive regulation of cellular protein catabolic process104/5968155/187231.93e-192.39e-17104
GO:000683928ThyroidPTCmitochondrial transport150/5968254/187232.76e-193.34e-17150
GO:0031396113ThyroidPTCregulation of protein ubiquitination128/5968210/187233.06e-183.27e-16128
GO:0045862113ThyroidPTCpositive regulation of proteolysis198/5968372/187236.68e-186.91e-16198
GO:1901800112ThyroidPTCpositive regulation of proteasomal protein catabolic process80/5968114/187234.80e-174.27e-1580
GO:1903052112ThyroidPTCpositive regulation of proteolysis involved in cellular protein catabolic process88/5968133/187234.30e-163.39e-1488
GO:0032436113ThyroidPTCpositive regulation of proteasomal ubiquitin-dependent protein catabolic process66/596890/187237.51e-165.64e-1466
GO:2000060113ThyroidPTCpositive regulation of ubiquitin-dependent protein catabolic process73/5968107/187231.19e-147.75e-1373
GO:2001234113ThyroidPTCnegative regulation of apoptotic signaling pathway124/5968224/187232.57e-131.32e-11124
GO:0097191113ThyroidPTCextrinsic apoptotic signaling pathway117/5968219/187232.73e-111.03e-09117
GO:0071496113ThyroidPTCcellular response to external stimulus158/5968320/187234.12e-111.47e-09158
GO:0031397113ThyroidPTCnegative regulation of protein ubiquitination55/596883/187231.26e-104.28e-0955
GO:0070997113ThyroidPTCneuron death171/5968361/187234.32e-101.38e-08171
GO:1901653111ThyroidPTCcellular response to peptide169/5968359/187239.81e-102.89e-08169
GO:0071214111ThyroidPTCcellular response to abiotic stimulus158/5968331/187239.90e-102.89e-08158
GO:0104004111ThyroidPTCcellular response to environmental stimulus158/5968331/187239.90e-102.89e-08158
GO:1903321113ThyroidPTCnegative regulation of protein modification by small protein conjugation or removal59/596895/187231.26e-093.63e-0859
GO:000700624ThyroidPTCmitochondrial membrane organization68/5968116/187232.47e-096.88e-0868
GO:0010639112ThyroidPTCnegative regulation of organelle organization163/5968348/187233.04e-098.39e-08163
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0421625EndometriumEECFerroptosis16/123741/84651.09e-041.08e-038.08e-0416
hsa002704EndometriumEECCysteine and methionine metabolism15/123752/84656.02e-033.12e-022.33e-0215
hsa0421635EndometriumEECFerroptosis16/123741/84651.09e-041.08e-038.08e-0416
hsa0027011EndometriumEECCysteine and methionine metabolism15/123752/84656.02e-033.12e-022.33e-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
hsa042168LiverNAFLDFerroptosis12/104341/84652.98e-032.96e-022.39e-0212
hsa0421611LiverNAFLDFerroptosis12/104341/84652.98e-032.96e-022.39e-0212
hsa004809LiverCirrhoticGlutathione metabolism30/253057/84652.63e-041.72e-031.06e-0330
hsa01240LiverCirrhoticBiosynthesis of cofactors66/2530153/84653.11e-041.99e-031.23e-0366
hsa0421621LiverCirrhoticFerroptosis23/253041/84654.09e-042.57e-031.58e-0323
hsa00270LiverCirrhoticCysteine and methionine metabolism27/253052/84656.98e-044.15e-032.56e-0327
hsa0048012LiverCirrhoticGlutathione metabolism30/253057/84652.63e-041.72e-031.06e-0330
hsa012401LiverCirrhoticBiosynthesis of cofactors66/2530153/84653.11e-041.99e-031.23e-0366
hsa0421631LiverCirrhoticFerroptosis23/253041/84654.09e-042.57e-031.58e-0323
hsa002701LiverCirrhoticCysteine and methionine metabolism27/253052/84656.98e-044.15e-032.56e-0327
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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
GCLCSNVMissense_Mutationc.832G>Cp.Ala278Prop.A278PP48506protein_codingdeleterious(0)probably_damaging(0.995)TCGA-A7-A13D-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
GCLCSNVMissense_Mutationc.1018N>Cp.Gly340Argp.G340RP48506protein_codingtolerated(1)probably_damaging(0.959)TCGA-BH-A18V-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
GCLCSNVMissense_Mutationnovelc.1180N>Cp.Glu394Glnp.E394QP48506protein_codingtolerated(0.18)possibly_damaging(0.502)TCGA-LL-A73Y-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxotereSD
GCLCinsertionIn_Frame_Insnovelc.1398_1399insATCp.Val466_Asp467insIlep.V466_D467insIP48506protein_codingTCGA-AN-A04C-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
GCLCinsertionNonsense_Mutationnovelc.1396_1397insCATCTTAGATGATGAAATGGCATCTGGATTGCTTACp.Val466delinsAlaSerTerMetMetLysTrpHisLeuAspCysLeuLeup.V466delinsAS*MMKWHLDCLLP48506protein_codingTCGA-AN-A04C-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
GCLCSNVMissense_Mutationnovelc.737G>Ap.Gly246Aspp.G246DP48506protein_codingdeleterious(0)probably_damaging(1)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GCLCSNVMissense_Mutationnovelc.1037T>Cp.Ile346Thrp.I346TP48506protein_codingtolerated(0.34)probably_damaging(0.94)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
GCLCSNVMissense_Mutationnovelc.755N>Cp.Val252Alap.V252AP48506protein_codingdeleterious(0)benign(0.231)TCGA-AA-3877-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
GCLCSNVMissense_Mutationnovelc.1787N>Cp.Glu596Alap.E596AP48506protein_codingtolerated(0.15)benign(0.003)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
GCLCSNVMissense_Mutationc.784N>Ap.Ala262Thrp.A262TP48506protein_codingdeleterious(0)benign(0.228)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
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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
2729GCLCDRUGGABLE GENOME, ENZYMEBSO9660546
2729GCLCDRUGGABLE GENOME, ENZYMEBUTHIONINE SULPHOXIMINE11705692
2729GCLCDRUGGABLE GENOME, ENZYMECISPLATINCISPLATIN9660546
2729GCLCDRUGGABLE GENOME, ENZYMEETHANOLALCOHOL10385658
2729GCLCDRUGGABLE GENOME, ENZYMEsulfamethoxazoleSULFAMETHOXAZOLE22824134
2729GCLCDRUGGABLE GENOME, ENZYMEANTIOXIDANT15485876
2729GCLCDRUGGABLE GENOME, ENZYMECBDCACARBOPLATIN11911273
2729GCLCDRUGGABLE GENOME, ENZYMEBUTHIONINE SULFOXIMINE8101766,9610371
2729GCLCDRUGGABLE GENOME, ENZYMEL-BUTHIONINE SULFOXIMINE9660546
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