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: GSTT1

Gene summary for GSTT1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GSTT1

Gene ID

2952

Gene nameglutathione S-transferase theta 1
Gene AliasGSTT1
Cytomap22q11.23
Gene Typeprotein-coding
GO ID

GO:0006518

UniProtAcc

P30711


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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
2952GSTT1HCC1HumanLiverHCC5.10e-042.21e+000.5336
2952GSTT1HCC2HumanLiverHCC1.12e-122.80e+000.5341
2952GSTT1GSM5353224_PA_PR5186_Pool_1_2_3_S27_L001HumanProstateTumor1.14e-042.52e-010.1621
2952GSTT1GSM5353227_PA_PR5199-193K_Pool_1_2_3_S55_L002HumanProstateTumor2.33e-032.32e-010.1602
2952GSTT1GSM5353236_PA_PR5251_T1_S7_L001HumanProstateTumor4.89e-095.35e-010.1608
2952GSTT1GSM5353240_PA_PR5254_T1_S15_L001HumanProstateTumor1.30e-124.63e-010.1575
2952GSTT1P1_S1_AKHumanSkinAK8.97e-04-1.78e-01-0.3399
2952GSTT1P2_S3_AKHumanSkinAK2.00e-04-1.78e-01-0.3287
2952GSTT1P2_S4_SCCISHumanSkinSCCIS1.90e-03-1.78e-01-0.3043
2952GSTT1P3_S6_AKHumanSkinAK9.41e-05-1.78e-01-0.3256
2952GSTT1P5_S10_cSCCHumanSkincSCC9.41e-05-1.78e-01-0.299
2952GSTT1P1_cSCCHumanSkincSCC4.99e-531.40e+000.0292
2952GSTT1P2_cSCCHumanSkincSCC3.07e-093.19e-01-0.024
2952GSTT1P4_cSCCHumanSkincSCC2.23e-062.44e-01-0.00290000000000005
2952GSTT1P10_cSCCHumanSkincSCC3.12e-235.59e-010.1017
2952GSTT1cSCC_p1HumanSkincSCC2.00e-04-1.78e-01-0.1916
2952GSTT1cSCC_p10HumanSkincSCC9.41e-05-1.78e-01-0.2095
2952GSTT1cSCC_p11HumanSkincSCC9.41e-05-1.78e-01-0.2102
2952GSTT1cSCC_p3HumanSkincSCC9.41e-05-1.78e-01-0.2085
2952GSTT1cSCC_p4HumanSkincSCC1.79e-02-1.78e-01-0.2022
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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
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:000679021LiverHCCsulfur compound metabolic process212/7958339/187235.60e-143.39e-12212
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: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:009886912LiverHCCcellular oxidant detoxification59/7958101/187239.00e-045.31e-0359
GO:000963617ProstateTumorresponse to toxic substance70/3246262/187238.76e-058.66e-0470
GO:009886917ProstateTumorcellular oxidant detoxification32/3246101/187233.06e-042.47e-0332
GO:009723717ProstateTumorcellular response to toxic substance37/3246124/187234.13e-043.16e-0337
GO:199074817ProstateTumorcellular detoxification35/3246116/187234.65e-043.48e-0335
GO:009875417ProstateTumordetoxification43/3246152/187235.27e-043.85e-0343
GO:00067496ProstateTumorglutathione metabolic process19/324664/187231.03e-024.31e-0219
GO:000963626SkinAKresponse to toxic substance42/1910262/187232.11e-031.40e-0242
GO:199074826SkinAKcellular detoxification21/1910116/187236.54e-033.48e-0221
GO:009723726SkinAKcellular response to toxic substance22/1910124/187236.97e-033.63e-0222
GO:00065758SkincSCCcellular modified amino acid metabolic process73/4864188/187237.11e-056.85e-0473
GO:0097237111SkincSCCcellular response to toxic substance45/4864124/187237.08e-033.40e-0245
GO:00067498SkincSCCglutathione metabolic process26/486464/187237.34e-033.47e-0226
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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
hsa0520829ProstateTumorChemical carcinogenesis - reactive oxygen species113/1791223/84655.17e-231.90e-211.18e-21113
hsa0541829ProstateTumorFluid shear stress and atherosclerosis58/1791139/84652.70e-083.44e-072.13e-0758
hsa0152421ProstateTumorPlatinum drug resistance25/179173/84656.47e-032.16e-021.34e-0225
hsa0520837ProstateTumorChemical carcinogenesis - reactive oxygen species113/1791223/84655.17e-231.90e-211.18e-21113
hsa0541837ProstateTumorFluid shear stress and atherosclerosis58/1791139/84652.70e-083.44e-072.13e-0758
hsa0152431ProstateTumorPlatinum drug resistance25/179173/84656.47e-032.16e-021.34e-0225
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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
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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
2952GSTT1DRUGGABLE GENOMEPACLITAXELPACLITAXEL12851839
2952GSTT1DRUGGABLE GENOMEimatinibIMATINIB25188725
2952GSTT1DRUGGABLE GENOMEBPDE11731429,10607731
2952GSTT1DRUGGABLE GENOMEERYTHROPOIETINEPOETIN BETA15595630
2952GSTT1DRUGGABLE GENOMEtroglitazoneTROGLITAZONE12732844
2952GSTT1DRUGGABLE GENOMEetoposideETOPOSIDE
2952GSTT1DRUGGABLE GENOMEclozapineCLOZAPINE27168101
2952GSTT1DRUGGABLE GENOMExenobiotics9285043,9851677,11317340
2952GSTT1DRUGGABLE GENOMEthalidomideTHALIDOMIDE21435719
2952GSTT1DRUGGABLE GENOMECISPLATINUMCISPLATIN12851839
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