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: GSR

Gene summary for GSR

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GSR

Gene ID

2936

Gene nameglutathione-disulfide reductase
Gene AliasGR
Cytomap8p12
Gene Typeprotein-coding
GO ID

GO:0006091

UniProtAcc

P00390


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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
2936GSRHTA11_347_2000001011HumanColorectumAD4.73e-105.70e-01-0.1954
2936GSRHTA11_7862_2000001011HumanColorectumAD3.09e-077.01e-01-0.0179
2936GSRHTA11_99999970781_79442HumanColorectumMSS9.80e-043.89e-010.294
2936GSRA002-C-010HumanColorectumFAP3.43e-04-1.81e-010.242
2936GSRA015-C-203HumanColorectumFAP3.88e-11-2.14e-01-0.1294
2936GSRA014-C-040HumanColorectumFAP2.17e-02-4.03e-01-0.1184
2936GSRA002-C-201HumanColorectumFAP1.66e-05-1.29e-010.0324
2936GSRA002-C-203HumanColorectumFAP3.15e-04-1.98e-010.2786
2936GSRA001-C-108HumanColorectumFAP4.27e-05-2.16e-01-0.0272
2936GSRA002-C-205HumanColorectumFAP7.02e-10-2.20e-01-0.1236
2936GSRA015-C-006HumanColorectumFAP9.72e-06-2.40e-01-0.0994
2936GSRA015-C-106HumanColorectumFAP1.02e-03-9.38e-02-0.0511
2936GSRA002-C-114HumanColorectumFAP2.37e-07-2.01e-01-0.1561
2936GSRA015-C-104HumanColorectumFAP1.67e-12-1.95e-01-0.1899
2936GSRA001-C-014HumanColorectumFAP4.47e-04-1.81e-010.0135
2936GSRA002-C-016HumanColorectumFAP4.67e-09-8.35e-020.0521
2936GSRA015-C-002HumanColorectumFAP9.21e-04-1.48e-01-0.0763
2936GSRA001-C-203HumanColorectumFAP2.72e-03-1.34e-01-0.0481
2936GSRA002-C-116HumanColorectumFAP2.55e-15-1.20e-01-0.0452
2936GSRA014-C-008HumanColorectumFAP2.66e-05-2.18e-01-0.191
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
∗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:0006091ColorectumADgeneration of precursor metabolites and energy209/3918490/187233.17e-286.61e-25209
GO:0022900ColorectumADelectron transport chain89/3918175/187231.42e-188.91e-1689
GO:0006979ColorectumADresponse to oxidative stress145/3918446/187235.16e-093.23e-07145
GO:0062197ColorectumADcellular response to chemical stress109/3918337/187235.33e-071.95e-05109
GO:0009636ColorectumADresponse to toxic substance88/3918262/187231.12e-063.72e-0588
GO:0034599ColorectumADcellular response to oxidative stress94/3918288/187232.03e-066.02e-0594
GO:0098754ColorectumADdetoxification53/3918152/187234.63e-057.98e-0453
GO:0006790ColorectumADsulfur compound metabolic process101/3918339/187236.46e-051.07e-03101
GO:0097237ColorectumADcellular response to toxic substance44/3918124/187231.24e-041.80e-0344
GO:1990748ColorectumADcellular detoxification41/3918116/187232.29e-042.97e-0341
GO:0006575ColorectumADcellular modified amino acid metabolic process59/3918188/187234.80e-045.27e-0359
GO:0098869ColorectumADcellular oxidant detoxification33/3918101/187233.88e-032.72e-0233
GO:0045454ColorectumADcell redox homeostasis14/391835/187237.92e-034.73e-0214
GO:00060912ColorectumMSSgeneration of precursor metabolites and energy186/3467490/187231.14e-242.15e-21186
GO:00229002ColorectumMSSelectron transport chain83/3467175/187232.06e-181.17e-1583
GO:00069792ColorectumMSSresponse to oxidative stress128/3467446/187237.65e-083.81e-06128
GO:00621972ColorectumMSScellular response to chemical stress102/3467337/187239.73e-084.71e-06102
GO:00345992ColorectumMSScellular response to oxidative stress88/3467288/187234.58e-071.77e-0588
GO:00096362ColorectumMSSresponse to toxic substance73/3467262/187231.26e-041.94e-0373
GO:00065751ColorectumMSScellular modified amino acid metabolic process55/3467188/187232.16e-043.01e-0355
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05415ColorectumADDiabetic cardiomyopathy114/2092203/84653.65e-223.06e-201.95e-20114
hsa00480ColorectumADGlutathione metabolism23/209257/84656.52e-032.76e-021.76e-0223
hsa054151ColorectumADDiabetic cardiomyopathy114/2092203/84653.65e-223.06e-201.95e-20114
hsa004801ColorectumADGlutathione metabolism23/209257/84656.52e-032.76e-021.76e-0223
hsa054154ColorectumMSSDiabetic cardiomyopathy106/1875203/84652.47e-211.62e-199.92e-20106
hsa004802ColorectumMSSGlutathione metabolism22/187557/84653.58e-031.64e-021.01e-0222
hsa054155ColorectumMSSDiabetic cardiomyopathy106/1875203/84652.47e-211.62e-199.92e-20106
hsa004803ColorectumMSSGlutathione metabolism22/187557/84653.58e-031.64e-021.01e-0222
hsa054158ColorectumFAPDiabetic cardiomyopathy70/1404203/84652.62e-102.18e-081.33e-0870
hsa054159ColorectumFAPDiabetic cardiomyopathy70/1404203/84652.62e-102.18e-081.33e-0870
hsa05415211EsophagusESCCDiabetic cardiomyopathy146/4205203/84655.81e-117.78e-103.99e-10146
hsa0048018EsophagusESCCGlutathione metabolism44/420557/84651.81e-059.03e-054.63e-0544
hsa0541538EsophagusESCCDiabetic cardiomyopathy146/4205203/84655.81e-117.78e-103.99e-10146
hsa0048019EsophagusESCCGlutathione metabolism44/420557/84651.81e-059.03e-054.63e-0544
hsa0541522LiverHCCDiabetic cardiomyopathy151/4020203/84652.72e-151.01e-135.63e-14151
hsa0048022LiverHCCGlutathione metabolism42/402057/84655.00e-052.62e-041.46e-0442
hsa0541532LiverHCCDiabetic cardiomyopathy151/4020203/84652.72e-151.01e-135.63e-14151
hsa0048032LiverHCCGlutathione metabolism42/402057/84655.00e-052.62e-041.46e-0442
hsa0541529Oral cavityOSCCDiabetic cardiomyopathy131/3704203/84651.33e-091.49e-087.57e-09131
hsa0048016Oral cavityOSCCGlutathione metabolism36/370457/84652.41e-036.41e-033.26e-0336
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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
GSRinsertionNonsense_Mutationnovelc.1436_1437insAGGTCTTTAACACTTTATTTCTATTAGGTTTTACCp.Met479IlefsTer4p.M479Ifs*4P00390protein_codingTCGA-AO-A03T-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
GSRdeletionFrame_Shift_Delc.1259delNp.Pro420LeufsTer18p.P420Lfs*18P00390protein_codingTCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GSRSNVMissense_Mutationnovelc.1354N>Ap.His452Asnp.H452NP00390protein_codingtolerated(0.17)probably_damaging(0.979)TCGA-MA-AA41-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
GSRSNVMissense_Mutationrs779830894c.1081N>Ap.Glu361Lysp.E361KP00390protein_codingtolerated(0.43)possibly_damaging(0.774)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
GSRSNVMissense_Mutationc.1416N>Cp.Glu472Aspp.E472DP00390protein_codingdeleterious(0.02)probably_damaging(0.959)TCGA-AA-A03F-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
GSRSNVMissense_Mutationrs138721223c.1075N>Ap.Val359Ilep.V359IP00390protein_codingdeleterious(0)probably_damaging(0.995)TCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
GSRSNVMissense_Mutationrs758849140c.607N>Gp.Met203Valp.M203VP00390protein_codingtolerated(0.55)benign(0)TCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
GSRSNVMissense_Mutationrs779830894c.1081N>Ap.Glu361Lysp.E361KP00390protein_codingtolerated(0.43)possibly_damaging(0.774)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
GSRdeletionFrame_Shift_Delc.1259delNp.Pro420LeufsTer18p.P420Lfs*18P00390protein_codingTCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
GSRSNVMissense_Mutationc.688T>Gp.Leu230Valp.L230VP00390protein_codingtolerated(0.18)possibly_damaging(0.703)TCGA-A5-A1OF-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
2936GSREXTERNAL SIDE OF PLASMA MEMBRANE, DRUGGABLE GENOME, ENZYMETHYROXINETHYROXINE11059392
2936GSREXTERNAL SIDE OF PLASMA MEMBRANE, DRUGGABLE GENOME, ENZYMEVITAMIN E2035236
2936GSREXTERNAL SIDE OF PLASMA MEMBRANE, DRUGGABLE GENOME, ENZYMEMUSTARD15102853
2936GSREXTERNAL SIDE OF PLASMA MEMBRANE, DRUGGABLE GENOME, ENZYMEL-alanyl-l-glutamineALANYL GLUTAMINE
2936GSREXTERNAL SIDE OF PLASMA MEMBRANE, DRUGGABLE GENOME, ENZYMEtaxanes26194361
2936GSREXTERNAL SIDE OF PLASMA MEMBRANE, DRUGGABLE GENOME, ENZYMEENALAPRILENALAPRIL10712274
2936GSREXTERNAL SIDE OF PLASMA MEMBRANE, DRUGGABLE GENOME, ENZYMESELENIUM2035236
2936GSREXTERNAL SIDE OF PLASMA MEMBRANE, DRUGGABLE GENOME, ENZYMEQUERCETINQUERCETIN1478066
2936GSREXTERNAL SIDE OF PLASMA MEMBRANE, DRUGGABLE GENOME, ENZYMEcarboplatinCARBOPLATIN26194361
2936GSREXTERNAL SIDE OF PLASMA MEMBRANE, DRUGGABLE GENOME, ENZYMEOFLOXACINOFLOXACIN15008519
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