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
2954GSTZ1HCC1_MengHumanLiverHCC4.08e-762.02e-010.0246
2954GSTZ1HCC2_MengHumanLiverHCC1.66e-076.70e-020.0107
2954GSTZ1HCC2HumanLiverHCC1.05e-062.64e+000.5341
2954GSTZ1Pt13.bHumanLiverHCC7.73e-061.80e-010.0251
2954GSTZ1S014HumanLiverHCC5.86e-114.07e-010.2254
2954GSTZ1S015HumanLiverHCC2.73e-146.57e-010.2375
2954GSTZ1S016HumanLiverHCC6.06e-175.26e-010.2243
2954GSTZ1C04HumanOral cavityOSCC1.12e-116.59e-010.2633
2954GSTZ1C21HumanOral cavityOSCC2.67e-166.56e-010.2678
2954GSTZ1C30HumanOral cavityOSCC1.31e-482.13e+000.3055
2954GSTZ1C43HumanOral cavityOSCC1.24e-215.32e-010.1704
2954GSTZ1C46HumanOral cavityOSCC5.85e-236.36e-010.1673
2954GSTZ1C51HumanOral cavityOSCC1.28e-159.40e-010.2674
2954GSTZ1C57HumanOral cavityOSCC3.48e-053.93e-010.1679
2954GSTZ1C06HumanOral cavityOSCC1.34e-081.47e+000.2699
2954GSTZ1C08HumanOral cavityOSCC2.77e-511.02e+000.1919
2954GSTZ1C09HumanOral cavityOSCC2.59e-031.42e-010.1431
2954GSTZ1LN22HumanOral cavityOSCC8.71e-055.15e-010.1733
2954GSTZ1LN46HumanOral cavityOSCC4.53e-125.88e-010.1666
2954GSTZ1LP15HumanOral cavityLP6.53e-049.30e-010.2174
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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:001943917EsophagusHGINaromatic compound catabolic process105/2587467/187231.89e-079.31e-06105
GO:190136117EsophagusHGINorganic cyclic compound catabolic process106/2587495/187231.94e-067.13e-05106
GO:00067497EsophagusHGINglutathione metabolic process20/258764/187232.63e-044.58e-0320
GO:199074820EsophagusHGINcellular detoxification30/2587116/187234.05e-046.15e-0330
GO:009723720EsophagusHGINcellular response to toxic substance30/2587124/187231.32e-031.57e-0230
GO:009886920EsophagusHGINcellular oxidant detoxification25/2587101/187232.29e-032.34e-0225
GO:001943918EsophagusESCCaromatic compound catabolic process295/8552467/187231.09e-145.98e-13295
GO:190136118EsophagusESCCorganic cyclic compound catabolic process307/8552495/187239.99e-144.80e-12307
GO:00067906EsophagusESCCsulfur compound metabolic process201/8552339/187232.64e-073.94e-06201
GO:00065757EsophagusESCCcellular modified amino acid metabolic process112/8552188/187238.31e-056.06e-04112
GO:000963620EsophagusESCCresponse to toxic substance150/8552262/187231.00e-047.12e-04150
GO:000674912EsophagusESCCglutathione metabolic process42/855264/187231.01e-035.12e-0342
GO:1990748110EsophagusESCCcellular detoxification70/8552116/187231.02e-035.17e-0370
GO:00442827EsophagusESCCsmall molecule catabolic process201/8552376/187231.35e-036.41e-03201
GO:0097237110EsophagusESCCcellular response to toxic substance72/8552124/187233.65e-031.49e-0272
GO:0098869110EsophagusESCCcellular oxidant detoxification60/8552101/187233.76e-031.53e-0260
GO:190136121LiverHCCorganic cyclic compound catabolic process325/7958495/187236.52e-262.18e-23325
GO:001943921LiverHCCaromatic compound catabolic process309/7958467/187231.56e-254.94e-23309
GO:000679021LiverHCCsulfur compound metabolic process212/7958339/187235.60e-143.39e-12212
GO:004428221LiverHCCsmall molecule catabolic process225/7958376/187236.50e-122.80e-10225
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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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