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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: GSTM3

Gene summary for GSTM3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GSTM3

Gene ID

2947

Gene nameglutathione S-transferase mu 3
Gene AliasGST5
Cytomap1p13.3
Gene Typeprotein-coding
GO ID

GO:0001885

UniProtAcc

P21266


Top

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
2947GSTM3GSM4909281HumanBreastIDC6.05e-05-2.34e-010.21
2947GSTM3GSM4909282HumanBreastIDC2.07e-03-2.18e-01-0.0288
2947GSTM3GSM4909285HumanBreastIDC4.75e-04-6.09e-020.21
2947GSTM3GSM4909286HumanBreastIDC2.88e-10-3.62e-010.1081
2947GSTM3GSM4909287HumanBreastIDC7.22e-09-4.20e-010.2057
2947GSTM3GSM4909291HumanBreastIDC6.50e-207.66e-010.1753
2947GSTM3GSM4909293HumanBreastIDC3.94e-062.43e-010.1581
2947GSTM3GSM4909294HumanBreastIDC2.29e-166.06e-010.2022
2947GSTM3GSM4909296HumanBreastIDC3.21e-04-2.07e-010.1524
2947GSTM3GSM4909297HumanBreastIDC3.43e-04-9.22e-020.1517
2947GSTM3GSM4909298HumanBreastIDC2.87e-04-2.36e-010.1551
2947GSTM3GSM4909304HumanBreastIDC2.27e-074.30e-010.1636
2947GSTM3GSM4909305HumanBreastIDC4.01e-043.45e-010.0436
2947GSTM3GSM4909306HumanBreastIDC1.99e-418.93e-010.1564
2947GSTM3GSM4909308HumanBreastIDC2.23e-048.56e-020.158
2947GSTM3GSM4909309HumanBreastIDC4.40e-085.22e-010.0483
2947GSTM3GSM4909311HumanBreastIDC8.29e-17-2.61e-010.1534
2947GSTM3GSM4909312HumanBreastIDC1.86e-05-2.78e-010.1552
2947GSTM3GSM4909315HumanBreastIDC1.56e-125.83e-010.21
2947GSTM3GSM4909316HumanBreastIDC1.78e-034.97e-010.21
Page: 1 2 3 4 5 6 7 8 

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
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
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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:19907488BreastPrecancercellular detoxification21/1080116/187232.67e-068.89e-0521
GO:00987548BreastPrecancerdetoxification24/1080152/187236.49e-061.81e-0424
GO:00972378BreastPrecancercellular response to toxic substance21/1080124/187237.98e-062.17e-0421
GO:00436273BreastPrecancerresponse to estrogen15/108075/187232.06e-054.83e-0415
GO:00096368BreastPrecancerresponse to toxic substance31/1080262/187231.18e-042.12e-0331
GO:00094108BreastPrecancerresponse to xenobiotic stimulus45/1080462/187234.17e-045.56e-0345
GO:00020649BreastPrecancerepithelial cell development23/1080220/187234.28e-033.35e-0223
GO:000963613BreastIDCresponse to toxic substance44/1434262/187236.33e-073.00e-0544
GO:009875413BreastIDCdetoxification29/1434152/187233.97e-061.43e-0429
GO:000941013BreastIDCresponse to xenobiotic stimulus62/1434462/187231.05e-052.88e-0462
GO:199074813BreastIDCcellular detoxification23/1434116/187232.02e-054.92e-0423
GO:009723713BreastIDCcellular response to toxic substance24/1434124/187232.05e-054.97e-0424
GO:004362711BreastIDCresponse to estrogen17/143475/187234.05e-059.25e-0417
GO:000206414BreastIDCepithelial cell development28/1434220/187235.53e-034.05e-0228
GO:000963623BreastDCISresponse to toxic substance42/1390262/187231.76e-066.56e-0542
GO:009875423BreastDCISdetoxification29/1390152/187232.15e-067.79e-0529
GO:199074823BreastDCIScellular detoxification23/1390116/187231.22e-053.12e-0423
GO:009723723BreastDCIScellular response to toxic substance24/1390124/187231.22e-053.12e-0424
GO:000941023BreastDCISresponse to xenobiotic stimulus59/1390462/187233.00e-056.61e-0459
GO:00436272BreastDCISresponse to estrogen16/139075/187231.01e-041.84e-0316
Page: 1 2 3 4 5 6 7 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0520818BreastPrecancerChemical carcinogenesis - reactive oxygen species68/684223/84653.61e-231.14e-218.73e-2268
hsa0541818BreastPrecancerFluid shear stress and atherosclerosis28/684139/84654.74e-066.00e-054.59e-0528
hsa0048010BreastPrecancerGlutathione metabolism12/68457/84651.68e-031.08e-028.30e-0312
hsa0520819BreastPrecancerChemical carcinogenesis - reactive oxygen species68/684223/84653.61e-231.14e-218.73e-2268
hsa0541819BreastPrecancerFluid shear stress and atherosclerosis28/684139/84654.74e-066.00e-054.59e-0528
hsa0048013BreastPrecancerGlutathione metabolism12/68457/84651.68e-031.08e-028.30e-0312
hsa0520824BreastIDCChemical carcinogenesis - reactive oxygen species71/867223/84652.55e-197.53e-185.63e-1871
hsa0541824BreastIDCFluid shear stress and atherosclerosis34/867139/84659.41e-071.61e-051.20e-0534
hsa0048023BreastIDCGlutathione metabolism13/86757/84654.25e-032.56e-021.91e-0213
hsa0520834BreastIDCChemical carcinogenesis - reactive oxygen species71/867223/84652.55e-197.53e-185.63e-1871
hsa0541834BreastIDCFluid shear stress and atherosclerosis34/867139/84659.41e-071.61e-051.20e-0534
hsa0048033BreastIDCGlutathione metabolism13/86757/84654.25e-032.56e-021.91e-0213
hsa0520843BreastDCISChemical carcinogenesis - reactive oxygen species70/846223/84652.82e-198.29e-186.10e-1870
hsa0541844BreastDCISFluid shear stress and atherosclerosis34/846139/84655.31e-079.03e-066.65e-0634
hsa0048041BreastDCISGlutathione metabolism13/84657/84653.44e-031.98e-021.46e-0213
hsa0520853BreastDCISChemical carcinogenesis - reactive oxygen species70/846223/84652.82e-198.29e-186.10e-1870
hsa0541854BreastDCISFluid shear stress and atherosclerosis34/846139/84655.31e-079.03e-066.65e-0634
hsa0048051BreastDCISGlutathione metabolism13/84657/84653.44e-031.98e-021.46e-0213
hsa0520839EsophagusHGINChemical carcinogenesis - reactive oxygen species92/1383223/84652.41e-199.83e-187.80e-1892
hsa0541839EsophagusHGINFluid shear stress and atherosclerosis42/1383139/84652.92e-053.81e-043.02e-0442
Page: 1 2 3 4 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
GSTM3insertionFrame_Shift_Insnovelc.409_410insAp.Gly137GlufsTer30p.G137Efs*30P21266protein_codingTCGA-B6-A0IN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
GSTM3SNVMissense_Mutationrs199933862c.595G>Ap.Ala199Thrp.A199TP21266protein_codingdeleterious(0.01)benign(0.066)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
GSTM3SNVMissense_Mutationc.544T>Cp.Phe182Leup.F182LP21266protein_codingtolerated(0.05)benign(0.34)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
GSTM3SNVMissense_Mutationc.613G>Cp.Asp205Hisp.D205HP21266protein_codingdeleterious(0.01)benign(0.133)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
GSTM3SNVMissense_Mutationc.53N>Tp.Ala18Valp.A18VP21266protein_codingdeleterious(0.02)benign(0.234)TCGA-CK-6746-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
GSTM3SNVMissense_Mutationnovelc.358T>Cp.Tyr120Hisp.Y120HP21266protein_codingdeleterious(0.03)benign(0.192)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
GSTM3SNVMissense_Mutationnovelc.610T>Gp.Ser204Alap.S204AP21266protein_codingdeleterious(0)benign(0.19)TCGA-B5-A11E-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
GSTM3SNVMissense_Mutationc.322N>Tp.Val108Leup.V108LP21266protein_codingtolerated(0.59)benign(0.005)TCGA-B5-A1MR-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
GSTM3SNVMissense_Mutationrs779672621c.244N>Tp.Arg82Cysp.R82CP21266protein_codingdeleterious(0.04)probably_damaging(0.94)TCGA-D1-A103-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
GSTM3SNVMissense_Mutationrs773356369c.344N>Cp.Leu115Prop.L115PP21266protein_codingdeleterious(0)probably_damaging(0.997)TCGA-DI-A1BU-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapypaclitaxelSD
Page: 1 2 

Top

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
2947GSTM3ENZYME, DRUGGABLE GENOMEolanzapineOLANZAPINE23559402
Page: 1