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: GSTA2

Gene summary for GSTA2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GSTA2

Gene ID

2939

Gene nameglutathione S-transferase alpha 2
Gene AliasGST2
Cytomap6p12.2
Gene Typeprotein-coding
GO ID

GO:0006518

UniProtAcc

A0A140VKE2


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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
2939GSTA2HCC1_MengHumanLiverHCC3.89e-07-6.15e-030.0246
2939GSTA2HCC1HumanLiverHCC6.04e-163.79e+000.5336
2939GSTA2HCC2HumanLiverHCC2.31e-505.63e+000.5341
2939GSTA2Pt13.aHumanLiverHCC1.53e-1151.43e+000.021
2939GSTA2Pt13.bHumanLiverHCC2.86e-385.16e-010.0251
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:000679021LiverHCCsulfur compound metabolic process212/7958339/187235.60e-143.39e-12212
GO:000657521LiverHCCcellular modified amino acid metabolic process119/7958188/187236.47e-091.67e-07119
GO:000941022LiverHCCresponse to xenobiotic stimulus248/7958462/187236.47e-071.02e-05248
GO:000674911LiverHCCglutathione metabolic process44/795864/187231.95e-052.09e-0444
GO:00714662LiverHCCcellular response to xenobiotic stimulus93/7958177/187234.35e-031.89e-0293
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0520842LiverHCCChemical carcinogenesis - reactive oxygen species167/4020223/84652.85e-171.91e-151.06e-15167
hsa052258LiverHCCHepatocellular carcinoma106/4020168/84652.87e-051.85e-041.03e-04106
hsa015242LiverHCCPlatinum drug resistance52/402073/84653.14e-051.88e-041.04e-0452
hsa0048022LiverHCCGlutathione metabolism42/402057/84655.00e-052.62e-041.46e-0442
hsa0541842LiverHCCFluid shear stress and atherosclerosis89/4020139/84655.58e-052.88e-041.60e-0489
hsa009832LiverHCCDrug metabolism - other enzymes54/402080/84652.25e-041.09e-036.08e-0454
hsa0520852LiverHCCChemical carcinogenesis - reactive oxygen species167/4020223/84652.85e-171.91e-151.06e-15167
hsa0522511LiverHCCHepatocellular carcinoma106/4020168/84652.87e-051.85e-041.03e-04106
hsa015243LiverHCCPlatinum drug resistance52/402073/84653.14e-051.88e-041.04e-0452
hsa0048032LiverHCCGlutathione metabolism42/402057/84655.00e-052.62e-041.46e-0442
hsa0541852LiverHCCFluid shear stress and atherosclerosis89/4020139/84655.58e-052.88e-041.60e-0489
hsa009833LiverHCCDrug metabolism - other enzymes54/402080/84652.25e-041.09e-036.08e-0454
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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
GSTA2SNVMissense_Mutationc.487N>Tp.Leu163Phep.L163FP09210protein_codingtolerated(0.2)possibly_damaging(0.804)TCGA-BH-A0BZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinCR
GSTA2insertionFrame_Shift_Insnovelc.453_454insCTCACCCTCTGTGTGTCTGTGTCTTCTATTCTCTACGTTGCAGp.Lys152LeufsTer20p.K152Lfs*20P09210protein_codingTCGA-AN-A04C-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
GSTA2SNVMissense_Mutationc.307N>Ap.Gly103Serp.G103SP09210protein_codingtolerated(0.44)benign(0.005)TCGA-HG-A2PA-01Cervixcervical & endocervical cancerFemale<65I/IIUnspecificTaxolPD
GSTA2SNVMissense_Mutationc.181N>Cp.Asp61Hisp.D61HP09210protein_codingdeleterious(0.02)probably_damaging(1)TCGA-IR-A3LH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GSTA2SNVMissense_Mutationc.124N>Ap.Asp42Asnp.D42NP09210protein_codingdeleterious(0.02)benign(0.003)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
GSTA2SNVMissense_Mutationc.617N>Ap.Pro206Hisp.P206HP09210protein_codingdeleterious(0)possibly_damaging(0.842)TCGA-G5-6235-01Colorectumrectum adenocarcinomaMale>=65III/IVChemotherapyoxaliplatinPD
GSTA2SNVMissense_Mutationnovelc.241N>Ap.Leu81Ilep.L81IP09210protein_codingdeleterious(0.01)possibly_damaging(0.691)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
GSTA2SNVMissense_Mutationnovelc.513N>Ap.Asp171Glup.D171EP09210protein_codingtolerated(0.45)benign(0.307)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
GSTA2SNVMissense_Mutationc.299N>Tp.Ala100Valp.A100VP09210protein_codingtolerated(0.58)benign(0.007)TCGA-A5-A0GW-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
GSTA2SNVMissense_Mutationrs771389883c.37N>Tp.Arg13Trpp.R13WP09210protein_codingdeleterious(0)probably_damaging(0.995)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
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