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: GSTO2

Gene summary for GSTO2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GSTO2

Gene ID

119391

Gene nameglutathione S-transferase omega 2
Gene AliasGSTO 2-2
Cytomap10q25.1
Gene Typeprotein-coding
GO ID

GO:0005975

UniProtAcc

Q9H4Y5


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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
119391GSTO2LZE4THumanEsophagusESCC3.08e-091.63e-010.0811
119391GSTO2LZE5THumanEsophagusESCC5.08e-052.99e-010.0514
119391GSTO2LZE24THumanEsophagusESCC6.48e-165.56e-010.0596
119391GSTO2P1T-EHumanEsophagusESCC3.86e-033.15e-020.0875
119391GSTO2P2T-EHumanEsophagusESCC4.65e-224.93e-010.1177
119391GSTO2P4T-EHumanEsophagusESCC1.04e-298.28e-010.1323
119391GSTO2P5T-EHumanEsophagusESCC4.93e-388.51e-010.1327
119391GSTO2P10T-EHumanEsophagusESCC2.47e-05-1.56e-020.116
119391GSTO2P12T-EHumanEsophagusESCC1.49e-347.77e-010.1122
119391GSTO2P15T-EHumanEsophagusESCC4.06e-215.19e-010.1149
119391GSTO2P16T-EHumanEsophagusESCC4.72e-284.81e-010.1153
119391GSTO2P20T-EHumanEsophagusESCC4.10e-184.22e-010.1124
119391GSTO2P21T-EHumanEsophagusESCC5.29e-356.77e-010.1617
119391GSTO2P22T-EHumanEsophagusESCC3.96e-03-1.32e-010.1236
119391GSTO2P23T-EHumanEsophagusESCC7.73e-074.35e-010.108
119391GSTO2P24T-EHumanEsophagusESCC2.65e-05-8.50e-020.1287
119391GSTO2P26T-EHumanEsophagusESCC1.43e-458.98e-010.1276
119391GSTO2P27T-EHumanEsophagusESCC8.66e-245.34e-010.1055
119391GSTO2P28T-EHumanEsophagusESCC4.48e-122.39e-010.1149
119391GSTO2P31T-EHumanEsophagusESCC2.97e-185.63e-020.1251
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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
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
∗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:004668514EsophagusESCCresponse to arsenic-containing substance30/855233/187235.73e-081.02e-0630
GO:00059969EsophagusESCCmonosaccharide metabolic process159/8552257/187231.11e-071.81e-06159
GO:00067906EsophagusESCCsulfur compound metabolic process201/8552339/187232.64e-073.94e-06201
GO:007124316EsophagusESCCcellular response to arsenic-containing substance19/855220/187233.83e-064.14e-0519
GO:000941020EsophagusESCCresponse to xenobiotic stimulus253/8552462/187234.55e-053.58e-04253
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:00067671EsophagusESCCwater-soluble vitamin metabolic process41/855259/187231.84e-041.17e-0341
GO:00067661EsophagusESCCvitamin metabolic process67/8552106/187232.03e-041.28e-0367
GO:000674912EsophagusESCCglutathione metabolic process42/855264/187231.01e-035.12e-0342
GO:1990748110EsophagusESCCcellular detoxification70/8552116/187231.02e-035.17e-0370
GO:0097237110EsophagusESCCcellular response to toxic substance72/8552124/187233.65e-031.49e-0272
GO:0098869110EsophagusESCCcellular oxidant detoxification60/8552101/187233.76e-031.53e-0260
GO:000679021LiverHCCsulfur compound metabolic process212/7958339/187235.60e-143.39e-12212
GO:000599621LiverHCCmonosaccharide metabolic process167/7958257/187232.31e-131.25e-11167
GO:000657521LiverHCCcellular modified amino acid metabolic process119/7958188/187236.47e-091.67e-07119
GO:000963622LiverHCCresponse to toxic substance153/7958262/187231.37e-072.58e-06153
GO:000941022LiverHCCresponse to xenobiotic stimulus248/7958462/187236.47e-071.02e-05248
GO:004668511LiverHCCresponse to arsenic-containing substance28/795833/187236.57e-071.03e-0528
GO:007124311LiverHCCcellular response to arsenic-containing substance19/795820/187231.03e-061.54e-0519
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05208211EsophagusESCCChemical carcinogenesis - reactive oxygen species168/4205223/84651.83e-156.81e-143.49e-14168
hsa05418211EsophagusESCCFluid shear stress and atherosclerosis109/4205139/84652.00e-123.72e-111.90e-11109
hsa015247EsophagusESCCPlatinum drug resistance56/420573/84651.85e-061.13e-055.78e-0656
hsa0048018EsophagusESCCGlutathione metabolism44/420557/84651.81e-059.03e-054.63e-0544
hsa0522518EsophagusESCCHepatocellular carcinoma109/4205168/84654.27e-051.88e-049.64e-05109
hsa05208310EsophagusESCCChemical carcinogenesis - reactive oxygen species168/4205223/84651.83e-156.81e-143.49e-14168
hsa05418310EsophagusESCCFluid shear stress and atherosclerosis109/4205139/84652.00e-123.72e-111.90e-11109
hsa0152414EsophagusESCCPlatinum drug resistance56/420573/84651.85e-061.13e-055.78e-0656
hsa0048019EsophagusESCCGlutathione metabolism44/420557/84651.81e-059.03e-054.63e-0544
hsa0522519EsophagusESCCHepatocellular carcinoma109/4205168/84654.27e-051.88e-049.64e-05109
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
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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
GSTO2SNVMissense_Mutationc.524N>Gp.Asp175Glyp.D175GQ9H4Y5protein_codingdeleterious(0)probably_damaging(1)TCGA-B6-A0RM-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
GSTO2SNVMissense_Mutationc.358N>Ap.Phe120Ilep.F120IQ9H4Y5protein_codingdeleterious(0)possibly_damaging(0.891)TCGA-EW-A1PD-01Breastbreast invasive carcinomaMale<65I/IIChemotherapydocetaxelSD
GSTO2SNVMissense_Mutationnovelc.331N>Ap.Ala111Thrp.A111TQ9H4Y5protein_codingdeleterious(0)probably_damaging(0.999)TCGA-VS-A957-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GSTO2SNVMissense_Mutationnovelc.649N>Ap.Leu217Ilep.L217IQ9H4Y5protein_codingtolerated(0.32)benign(0.001)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
GSTO2SNVMissense_Mutationnovelc.304N>Ap.Leu102Metp.L102MQ9H4Y5protein_codingdeleterious(0)probably_damaging(1)TCGA-AG-A014-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownSD
GSTO2SNVMissense_Mutationnovelc.116N>Ap.Arg39Hisp.R39HQ9H4Y5protein_codingdeleterious(0.03)benign(0.354)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
GSTO2SNVMissense_Mutationnovelc.266N>Gp.Ala89Glyp.A89GQ9H4Y5protein_codingdeleterious(0)benign(0.207)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
GSTO2SNVMissense_Mutationnovelc.74G>Ap.Arg25Hisp.R25HQ9H4Y5protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
GSTO2SNVMissense_Mutationnovelc.154N>Ap.Val52Ilep.V52IQ9H4Y5protein_codingtolerated(1)benign(0.022)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
GSTO2SNVMissense_Mutationrs776871728c.101N>Gp.Tyr34Cysp.Y34CQ9H4Y5protein_codingdeleterious(0.02)benign(0.072)TCGA-B5-A3FC-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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