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: MGST2

Gene summary for MGST2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MGST2

Gene ID

4258

Gene namemicrosomal glutathione S-transferase 2
Gene AliasGST2
Cytomap4q31.1
Gene Typeprotein-coding
GO ID

GO:0002237

UniProtAcc

Q99735


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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
4258MGST2CA_HPV_1HumanCervixCC2.50e-05-1.74e-010.0264
4258MGST2CA_HPV_3HumanCervixCC1.45e-051.02e-010.0414
4258MGST2CCII_1HumanCervixCC6.22e-05-3.90e-010.3249
4258MGST2TumorHumanCervixCC1.24e-135.15e-010.1241
4258MGST2sample3HumanCervixCC1.01e-214.97e-010.1387
4258MGST2L1HumanCervixCC2.02e-04-2.60e-010.0802
4258MGST2T3HumanCervixCC4.01e-165.09e-010.1389
4258MGST2HTA11_2487_2000001011HumanColorectumSER7.09e-097.67e-01-0.1808
4258MGST2HTA11_1938_2000001011HumanColorectumAD3.00e-067.56e-01-0.0811
4258MGST2HTA11_78_2000001011HumanColorectumAD8.00e-045.96e-01-0.1088
4258MGST2HTA11_347_2000001011HumanColorectumAD3.53e-251.03e+00-0.1954
4258MGST2HTA11_411_2000001011HumanColorectumSER1.71e-059.96e-01-0.2602
4258MGST2HTA11_83_2000001011HumanColorectumSER1.97e-057.51e-01-0.1526
4258MGST2HTA11_696_2000001011HumanColorectumAD5.33e-054.98e-01-0.1464
4258MGST2HTA11_1391_2000001011HumanColorectumAD6.14e-089.09e-01-0.059
4258MGST2HTA11_2992_2000001011HumanColorectumSER1.30e-037.70e-01-0.1706
4258MGST2HTA11_5212_2000001011HumanColorectumAD2.48e-047.72e-01-0.2061
4258MGST2HTA11_7862_2000001011HumanColorectumAD9.21e-036.23e-01-0.0179
4258MGST2HTA11_866_3004761011HumanColorectumAD5.10e-117.90e-010.096
4258MGST2HTA11_4255_2000001011HumanColorectumSER5.31e-059.06e-010.0446
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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
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:00321035CervixCCpositive regulation of response to external stimulus95/2311427/187235.44e-095.03e-0795
GO:00022379CervixCCresponse to molecule of bacterial origin78/2311363/187235.55e-072.06e-0578
GO:00324969CervixCCresponse to lipopolysaccharide74/2311343/187239.15e-073.25e-0574
GO:00988699CervixCCcellular oxidant detoxification30/2311101/187232.72e-067.93e-0530
GO:00313494CervixCCpositive regulation of defense response60/2311278/187239.38e-062.11e-0460
GO:00507273CervixCCregulation of inflammatory response75/2311386/187233.95e-056.18e-0475
GO:19907489CervixCCcellular detoxification30/2311116/187235.34e-057.94e-0430
GO:00972379CervixCCcellular response to toxic substance31/2311124/187238.09e-051.10e-0331
GO:00507294CervixCCpositive regulation of inflammatory response34/2311142/187239.51e-051.25e-0334
GO:00096369CervixCCresponse to toxic substance52/2311262/187233.34e-043.52e-0352
GO:00987549CervixCCdetoxification33/2311152/187237.97e-047.00e-0333
GO:00464564CervixCCicosanoid biosynthetic process15/231156/187232.60e-031.80e-0215
GO:0009636ColorectumADresponse to toxic substance88/3918262/187231.12e-063.72e-0588
GO:0016042ColorectumADlipid catabolic process97/3918320/187234.31e-057.56e-0497
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:0044242ColorectumADcellular lipid catabolic process66/3918214/187233.96e-044.50e-0366
GO:0006575ColorectumADcellular modified amino acid metabolic process59/3918188/187234.80e-045.27e-0359
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0520820CervixCCChemical carcinogenesis - reactive oxygen species92/1267223/84654.71e-225.09e-203.01e-2092
hsa0541820CervixCCFluid shear stress and atherosclerosis50/1267139/84655.71e-101.32e-087.81e-0950
hsa0522510CervixCCHepatocellular carcinoma40/1267168/84651.52e-036.39e-033.78e-0340
hsa05208110CervixCCChemical carcinogenesis - reactive oxygen species92/1267223/84654.71e-225.09e-203.01e-2092
hsa05418110CervixCCFluid shear stress and atherosclerosis50/1267139/84655.71e-101.32e-087.81e-0950
hsa0522513CervixCCHepatocellular carcinoma40/1267168/84651.52e-036.39e-033.78e-0340
hsa05208ColorectumADChemical carcinogenesis - reactive oxygen species126/2092223/84651.01e-241.68e-221.07e-22126
hsa05418ColorectumADFluid shear stress and atherosclerosis54/2092139/84651.41e-041.16e-037.37e-0454
hsa05225ColorectumADHepatocellular carcinoma59/2092168/84651.50e-038.69e-035.54e-0359
hsa00480ColorectumADGlutathione metabolism23/209257/84656.52e-032.76e-021.76e-0223
hsa052081ColorectumADChemical carcinogenesis - reactive oxygen species126/2092223/84651.01e-241.68e-221.07e-22126
hsa054181ColorectumADFluid shear stress and atherosclerosis54/2092139/84651.41e-041.16e-037.37e-0454
hsa052251ColorectumADHepatocellular carcinoma59/2092168/84651.50e-038.69e-035.54e-0359
hsa004801ColorectumADGlutathione metabolism23/209257/84656.52e-032.76e-021.76e-0223
hsa052082ColorectumSERChemical carcinogenesis - reactive oxygen species103/1580223/84651.60e-217.57e-205.50e-20103
hsa054182ColorectumSERFluid shear stress and atherosclerosis40/1580139/84652.28e-031.75e-021.27e-0240
hsa052083ColorectumSERChemical carcinogenesis - reactive oxygen species103/1580223/84651.60e-217.57e-205.50e-20103
hsa054183ColorectumSERFluid shear stress and atherosclerosis40/1580139/84652.28e-031.75e-021.27e-0240
hsa052084ColorectumMSSChemical carcinogenesis - reactive oxygen species118/1875223/84652.71e-244.54e-222.78e-22118
hsa054184ColorectumMSSFluid shear stress and atherosclerosis51/1875139/84656.06e-055.80e-043.55e-0451
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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
MGST2SNVMissense_Mutationrs141597730c.268N>Tp.Arg90Cysp.R90CQ99735protein_codingtolerated(0.1)probably_damaging(1)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MGST2insertionFrame_Shift_Insnovelc.27_28insCTTCTCACTTTTTCCACAGGAGGTGAGAAAGp.Ala10LeufsTer48p.A10Lfs*48Q99735protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MGST2SNVMissense_Mutationnovelc.115G>Ap.Ala39Thrp.A39TQ99735protein_codingdeleterious(0.05)benign(0.109)TCGA-D1-A16F-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
MGST2SNVMissense_Mutationrs141597730c.268N>Tp.Arg90Cysp.R90CQ99735protein_codingtolerated(0.1)probably_damaging(1)TCGA-EC-A1QX-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycyclophosphamidePD
MGST2SNVMissense_Mutationnovelc.301N>Ap.Ala101Thrp.A101TQ99735protein_codingtolerated(0.19)benign(0.006)TCGA-FI-A2D5-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinumPD
MGST2SNVMissense_Mutationrs748417296c.205A>Gp.Met69Valp.M69VQ99735protein_codingtolerated(0.63)benign(0.006)TCGA-DD-AADP-01Liverliver hepatocellular carcinomaMale<65I/IIUnknownUnknownSD
MGST2SNVMissense_Mutationc.118N>Ap.Val40Ilep.V40IQ99735protein_codingtolerated(0.14)benign(0.229)TCGA-62-A46O-01Lunglung adenocarcinomaFemale>=65I/IIUnknownUnknownPD
MGST2SNVMissense_Mutationnovelc.379G>Ap.Ala127Thrp.A127TQ99735protein_codingtolerated(0.27)benign(0.399)TCGA-VQ-A91D-01Stomachstomach adenocarcinomaMale>=65III/IVChemotherapyfluorouracilPD
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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
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