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: GSTZ1

Gene summary for GSTZ1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GSTZ1

Gene ID

2954

Gene nameglutathione S-transferase zeta 1
Gene AliasGSTZ1-1
Cytomap14q24.3
Gene Typeprotein-coding
GO ID

GO:0006082

UniProtAcc

O43708


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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
2954GSTZ1LZE4THumanEsophagusESCC1.78e-093.02e-010.0811
2954GSTZ1LZE8THumanEsophagusESCC9.39e-041.16e-010.067
2954GSTZ1LZE20THumanEsophagusESCC8.10e-032.06e-010.0662
2954GSTZ1LZE22D1HumanEsophagusHGIN1.50e-023.46e-010.0595
2954GSTZ1LZE22THumanEsophagusESCC8.22e-043.70e-010.068
2954GSTZ1LZE24THumanEsophagusESCC1.56e-093.71e-010.0596
2954GSTZ1P1T-EHumanEsophagusESCC1.59e-032.17e-010.0875
2954GSTZ1P2T-EHumanEsophagusESCC1.04e-141.83e-010.1177
2954GSTZ1P4T-EHumanEsophagusESCC5.99e-246.32e-010.1323
2954GSTZ1P5T-EHumanEsophagusESCC6.13e-132.41e-010.1327
2954GSTZ1P8T-EHumanEsophagusESCC2.54e-122.54e-010.0889
2954GSTZ1P9T-EHumanEsophagusESCC1.03e-113.17e-010.1131
2954GSTZ1P10T-EHumanEsophagusESCC9.94e-275.00e-010.116
2954GSTZ1P11T-EHumanEsophagusESCC2.02e-094.19e-010.1426
2954GSTZ1P12T-EHumanEsophagusESCC2.59e-418.46e-010.1122
2954GSTZ1P15T-EHumanEsophagusESCC1.07e-328.05e-010.1149
2954GSTZ1P16T-EHumanEsophagusESCC7.44e-184.47e-010.1153
2954GSTZ1P17T-EHumanEsophagusESCC1.67e-073.19e-010.1278
2954GSTZ1P19T-EHumanEsophagusESCC1.80e-023.67e-010.1662
2954GSTZ1P20T-EHumanEsophagusESCC2.50e-174.12e-010.1124
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:001605421LiverHCCorganic acid catabolic process152/7958240/187235.11e-111.92e-09152
GO:00463952LiverHCCcarboxylic acid catabolic process149/7958236/187231.11e-103.87e-09149
GO:19016052LiverHCCalpha-amino acid metabolic process124/7958195/187232.07e-095.79e-08124
GO:000657521LiverHCCcellular modified amino acid metabolic process119/7958188/187236.47e-091.67e-07119
GO:00065202LiverHCCcellular amino acid metabolic process167/7958284/187231.91e-084.56e-07167
GO:000963622LiverHCCresponse to toxic substance153/7958262/187231.37e-072.58e-06153
GO:00090632LiverHCCcellular amino acid catabolic process70/7958110/187236.12e-067.52e-0570
GO:000674911LiverHCCglutathione metabolic process44/795864/187231.95e-052.09e-0444
GO:199074812LiverHCCcellular detoxification70/7958116/187237.87e-057.02e-0470
GO:009723712LiverHCCcellular response to toxic substance74/7958124/187238.36e-057.36e-0474
GO:009875412LiverHCCdetoxification87/7958152/187231.70e-041.35e-0387
GO:19016062LiverHCCalpha-amino acid catabolic process53/795887/187234.01e-042.71e-0353
GO:009886912LiverHCCcellular oxidant detoxification59/7958101/187239.00e-045.31e-0359
GO:00090742LiverHCCaromatic amino acid family catabolic process13/795816/187231.84e-039.42e-0313
GO:001943915Oral cavityOSCCaromatic compound catabolic process263/7305467/187231.49e-148.84e-13263
GO:190136115Oral cavityOSCCorganic cyclic compound catabolic process272/7305495/187232.73e-131.36e-11272
GO:000963618Oral cavityOSCCresponse to toxic substance137/7305262/187237.94e-068.52e-05137
GO:00067905Oral cavityOSCCsulfur compound metabolic process168/7305339/187234.50e-053.84e-04168
GO:199074818Oral cavityOSCCcellular detoxification63/7305116/187235.80e-043.31e-0363
GO:009886918Oral cavityOSCCcellular oxidant detoxification55/7305101/187231.16e-035.89e-0355
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
GSTZ1SNVMissense_Mutationc.148T>Ap.Phe50Ilep.F50Iprotein_codingdeleterious(0)probably_damaging(0.954)TCGA-BH-A0WA-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GSTZ1insertionFrame_Shift_Insnovelc.428_429insCCp.Glu143AspfsTer14p.E143Dfs*14protein_codingTCGA-BH-A0AY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapySD
GSTZ1insertionNonsense_Mutationnovelc.430_431insTGCGTTCCGAGAAGCTCTAGTTTCCAp.Gln144LeufsTer7p.Q144Lfs*7protein_codingTCGA-BH-A0AY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapySD
GSTZ1SNVMissense_Mutationc.607N>Tp.His203Tyrp.H203Yprotein_codingdeleterious(0)probably_damaging(0.931)TCGA-EA-A3QE-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
GSTZ1SNVMissense_Mutationrs774523538c.298N>Tp.Arg100Cysp.R100Cprotein_codingdeleterious(0)probably_damaging(0.994)TCGA-VS-A94Z-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GSTZ1SNVMissense_Mutationc.20N>Ap.Ile7Asnp.I7Nprotein_codingdeleterious(0)possibly_damaging(0.85)TCGA-AA-A01R-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapy5-fluorouracilPD
GSTZ1SNVMissense_Mutationrs866913315c.511N>Ap.Ala171Thrp.A171Tprotein_codingdeleterious(0.02)benign(0.06)TCGA-AD-6889-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
GSTZ1SNVMissense_Mutationrs750964006c.98N>Tp.Thr33Metp.T33Mprotein_codingtolerated(0.11)benign(0.011)TCGA-CM-5863-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyoxaliplatinSD
GSTZ1SNVMissense_Mutationc.25N>Cp.Tyr9Hisp.Y9Hprotein_codingtolerated(0.1)probably_damaging(0.915)TCGA-D5-6530-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
GSTZ1SNVMissense_Mutationnovelc.604N>Cp.Ser202Prop.S202Pprotein_codingdeleterious(0)possibly_damaging(0.779)TCGA-AG-3742-01Colorectumrectum adenocarcinomaFemale>=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
2954GSTZ1ENZYME, DRUGGABLE GENOMEdichloroacetic acid27143230
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