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: GSTP1

Gene summary for GSTP1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GSTP1

Gene ID

2950

Gene nameglutathione S-transferase pi 1
Gene AliasDFN7
Cytomap11q13.2
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

P09211


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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
2950GSTP1GSM4909281HumanBreastIDC1.62e-325.06e-010.21
2950GSTP1GSM4909282HumanBreastIDC2.65e-556.42e-01-0.0288
2950GSTP1GSM4909285HumanBreastIDC1.89e-535.83e-010.21
2950GSTP1GSM4909287HumanBreastIDC6.52e-304.24e-010.2057
2950GSTP1GSM4909288HumanBreastIDC1.41e-093.93e-010.0988
2950GSTP1GSM4909290HumanBreastIDC3.42e-032.44e-010.2096
2950GSTP1GSM4909291HumanBreastIDC3.51e-39-1.09e+000.1753
2950GSTP1GSM4909292HumanBreastIDC1.60e-02-6.92e-010.1236
2950GSTP1GSM4909293HumanBreastIDC2.36e-08-3.83e-010.1581
2950GSTP1GSM4909294HumanBreastIDC1.08e-505.18e-010.2022
2950GSTP1GSM4909295HumanBreastIDC1.04e-083.58e-010.0898
2950GSTP1GSM4909296HumanBreastIDC8.27e-17-8.99e-020.1524
2950GSTP1GSM4909297HumanBreastIDC3.13e-68-1.03e+000.1517
2950GSTP1GSM4909298HumanBreastIDC4.24e-56-9.79e-010.1551
2950GSTP1GSM4909301HumanBreastIDC4.62e-68-1.08e+000.1577
2950GSTP1GSM4909302HumanBreastIDC9.55e-25-7.40e-010.1545
2950GSTP1GSM4909304HumanBreastIDC1.83e-77-1.13e+000.1636
2950GSTP1GSM4909306HumanBreastIDC9.75e-17-5.54e-010.1564
2950GSTP1GSM4909307HumanBreastIDC3.44e-41-7.81e-010.1569
2950GSTP1GSM4909308HumanBreastIDC1.29e-60-1.12e+000.158
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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
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
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:000941022LiverHCCresponse to xenobiotic stimulus248/7958462/187236.47e-071.02e-05248
GO:003428422LiverHCCresponse to monosaccharide131/7958225/187231.32e-061.91e-05131
GO:007084911LiverHCCresponse to epidermal growth factor37/795849/187232.70e-063.61e-0537
GO:005138421LiverHCCresponse to glucocorticoid90/7958148/187235.18e-066.47e-0590
GO:000724912LiverHCCI-kappaB kinase/NF-kappaB signaling156/7958281/187236.66e-068.00e-05156
GO:007136411LiverHCCcellular response to epidermal growth factor stimulus34/795845/187236.75e-068.08e-0534
GO:003109822LiverHCCstress-activated protein kinase signaling cascade138/7958247/187231.43e-051.57e-04138
GO:005140322LiverHCCstress-activated MAPK cascade134/7958239/187231.50e-051.64e-04134
GO:200123712LiverHCCnegative regulation of extrinsic apoptotic signaling pathway62/795897/187231.67e-051.81e-0462
GO:000663321LiverHCCfatty acid biosynthetic process96/7958163/187231.71e-051.85e-0496
GO:003196021LiverHCCresponse to corticosteroid98/7958167/187231.73e-051.87e-0498
GO:000674911LiverHCCglutathione metabolic process44/795864/187231.95e-052.09e-0444
GO:004312212LiverHCCregulation of I-kappaB kinase/NF-kappaB signaling138/7958249/187232.47e-052.58e-04138
GO:200037722LiverHCCregulation of reactive oxygen species metabolic process92/7958157/187233.34e-053.35e-0492
GO:007190021LiverHCCregulation of protein serine/threonine kinase activity189/7958359/187235.97e-055.47e-04189
GO:009730522LiverHCCresponse to alcohol138/7958253/187236.91e-056.26e-04138
GO:199074812LiverHCCcellular detoxification70/7958116/187237.87e-057.02e-0470
GO:009723712LiverHCCcellular response to toxic substance74/7958124/187238.36e-057.36e-0474
GO:007138421LiverHCCcellular response to corticosteroid stimulus41/795861/187238.37e-057.36e-0441
GO:007138521LiverHCCcellular response to glucocorticoid stimulus38/795856/187231.11e-049.41e-0438
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0541818BreastPrecancerFluid shear stress and atherosclerosis28/684139/84654.74e-066.00e-054.59e-0528
hsa0048010BreastPrecancerGlutathione metabolism12/68457/84651.68e-031.08e-028.30e-0312
hsa0541819BreastPrecancerFluid shear stress and atherosclerosis28/684139/84654.74e-066.00e-054.59e-0528
hsa0048013BreastPrecancerGlutathione metabolism12/68457/84651.68e-031.08e-028.30e-0312
hsa0541824BreastIDCFluid shear stress and atherosclerosis34/867139/84659.41e-071.61e-051.20e-0534
hsa0048023BreastIDCGlutathione metabolism13/86757/84654.25e-032.56e-021.91e-0213
hsa0541834BreastIDCFluid shear stress and atherosclerosis34/867139/84659.41e-071.61e-051.20e-0534
hsa0048033BreastIDCGlutathione metabolism13/86757/84654.25e-032.56e-021.91e-0213
hsa0541844BreastDCISFluid shear stress and atherosclerosis34/846139/84655.31e-079.03e-066.65e-0634
hsa0048041BreastDCISGlutathione metabolism13/84657/84653.44e-031.98e-021.46e-0213
hsa0541854BreastDCISFluid shear stress and atherosclerosis34/846139/84655.31e-079.03e-066.65e-0634
hsa0048051BreastDCISGlutathione metabolism13/84657/84653.44e-031.98e-021.46e-0213
hsa0541820CervixCCFluid shear stress and atherosclerosis50/1267139/84655.71e-101.32e-087.81e-0950
hsa052157CervixCCProstate cancer27/126797/84657.54e-043.39e-032.01e-0327
hsa0522510CervixCCHepatocellular carcinoma40/1267168/84651.52e-036.39e-033.78e-0340
hsa05418110CervixCCFluid shear stress and atherosclerosis50/1267139/84655.71e-101.32e-087.81e-0950
hsa0521512CervixCCProstate cancer27/126797/84657.54e-043.39e-032.01e-0327
hsa0522513CervixCCHepatocellular carcinoma40/1267168/84651.52e-036.39e-033.78e-0340
hsa05418ColorectumADFluid shear stress and atherosclerosis54/2092139/84651.41e-041.16e-037.37e-0454
hsa05225ColorectumADHepatocellular carcinoma59/2092168/84651.50e-038.69e-035.54e-0359
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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
GSTP1SNVMissense_Mutationc.203N>Gp.Thr68Serp.T68SP09211protein_codingtolerated(0.13)benign(0.007)TCGA-D8-A27M-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapymethotrexate+5SD
GSTP1SNVMissense_Mutationnovelc.414G>Cp.Gln138Hisp.Q138HP09211protein_codingtolerated(0.28)benign(0.003)TCGA-Q1-A73Q-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
GSTP1SNVMissense_Mutationc.500C>Ap.Ala167Aspp.A167DP09211protein_codingtolerated(0.07)possibly_damaging(0.793)TCGA-AA-3697-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
GSTP1SNVMissense_Mutationrs188653023c.548G>Ap.Arg183Hisp.R183HP09211protein_codingdeleterious(0.04)benign(0.087)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
GSTP1SNVMissense_Mutationc.601N>Gp.Asn201Aspp.N201DP09211protein_codingtolerated(0.2)benign(0.007)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
GSTP1SNVMissense_Mutationc.533C>Tp.Ser178Leup.S178LP09211protein_codingtolerated(0.11)benign(0.049)TCGA-AP-A0LF-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
GSTP1SNVMissense_Mutationrs752233998c.547N>Tp.Arg183Cysp.R183CP09211protein_codingtolerated(0.05)benign(0.177)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
GSTP1SNVMissense_Mutationnovelc.91N>Ap.Glu31Lysp.E31KP09211protein_codingdeleterious(0.02)probably_damaging(0.964)TCGA-DF-A2KN-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
GSTP1SNVMissense_Mutationc.148N>Cp.Tyr50Hisp.Y50HP09211protein_codingdeleterious(0)possibly_damaging(0.903)TCGA-BC-A3KF-01Liverliver hepatocellular carcinomaFemale>=65I/IIUnknownUnknownSD
GSTP1SNVMissense_Mutationrs752731774c.212N>Ap.Arg71Hisp.R71HP09211protein_codingdeleterious(0)probably_damaging(0.992)TCGA-DD-A4ND-01Liverliver hepatocellular carcinomaFemale<65I/IIChemotherapyadriamycinCR
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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
2950GSTP1ENZYME, CLINICALLY ACTIONABLE, DRUGGABLE GENOMEDNR10050715
2950GSTP1ENZYME, CLINICALLY ACTIONABLE, DRUGGABLE GENOMEFOLFOX REGIMEN19922504
2950GSTP1ENZYME, CLINICALLY ACTIONABLE, DRUGGABLE GENOMENITROGEN MUSTARD2882834
2950GSTP1ENZYME, CLINICALLY ACTIONABLE, DRUGGABLE GENOMEADM9382956
2950GSTP1ENZYME, CLINICALLY ACTIONABLE, DRUGGABLE GENOMEthiotepaTHIOTEPA
2950GSTP1ENZYME, CLINICALLY ACTIONABLE, DRUGGABLE GENOMEPREDNISONEPREDNISONE11186134
2950GSTP1ENZYME, CLINICALLY ACTIONABLE, DRUGGABLE GENOMECARBOPLATINCARBOPLATIN12360105
2950GSTP1ENZYME, CLINICALLY ACTIONABLE, DRUGGABLE GENOMEepirubicinEPIRUBICIN25008867,21362365,20568049
2950GSTP1ENZYME, CLINICALLY ACTIONABLE, DRUGGABLE GENOME5-AZACYTIDINEAZACITIDINE11696442
2950GSTP1ENZYME, CLINICALLY ACTIONABLE, DRUGGABLE GENOMEfluorouracilFLUOROURACIL27995989,21449681,18540691
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