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: GSTM2

Gene summary for GSTM2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GSTM2

Gene ID

2946

Gene nameglutathione S-transferase mu 2
Gene AliasGST4
Cytomap1p13.3
Gene Typeprotein-coding
GO ID

GO:0001676

UniProtAcc

P28161


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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
2946GSTM2LZE2THumanEsophagusESCC3.55e-161.41e+000.082
2946GSTM2LZE4THumanEsophagusESCC1.41e-451.78e+000.0811
2946GSTM2LZE7THumanEsophagusESCC1.56e-149.34e-010.0667
2946GSTM2LZE20THumanEsophagusESCC1.30e-103.97e-010.0662
2946GSTM2LZE21D1HumanEsophagusHGIN1.52e-088.69e-010.0632
2946GSTM2LZE22D1HumanEsophagusHGIN4.30e-073.41e-010.0595
2946GSTM2LZE22THumanEsophagusESCC1.57e-033.61e-010.068
2946GSTM2LZE24THumanEsophagusESCC1.09e-062.24e-010.0596
2946GSTM2LZE6THumanEsophagusESCC5.35e-041.86e-010.0845
2946GSTM2P1T-EHumanEsophagusESCC2.65e-124.45e-010.0875
2946GSTM2P2T-EHumanEsophagusESCC1.59e-529.25e-010.1177
2946GSTM2P4T-EHumanEsophagusESCC4.30e-234.74e-010.1323
2946GSTM2P5T-EHumanEsophagusESCC4.31e-061.51e-010.1327
2946GSTM2P8T-EHumanEsophagusESCC3.60e-132.11e-010.0889
2946GSTM2P9T-EHumanEsophagusESCC3.63e-741.67e+000.1131
2946GSTM2P10T-EHumanEsophagusESCC3.93e-143.42e-010.116
2946GSTM2P11T-EHumanEsophagusESCC3.25e-052.20e-010.1426
2946GSTM2P12T-EHumanEsophagusESCC5.22e-438.32e-010.1122
2946GSTM2P15T-EHumanEsophagusESCC9.51e-203.89e-010.1149
2946GSTM2P16T-EHumanEsophagusESCC2.41e-294.30e-010.1153
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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
∗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:005165126EsophagusHGINmaintenance of location in cell53/2587214/187231.22e-053.45e-0453
GO:005123520EsophagusHGINmaintenance of location73/2587327/187231.73e-054.71e-0473
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:0051235110EsophagusESCCmaintenance of location200/8552327/187231.01e-082.02e-07200
GO:00067906EsophagusESCCsulfur compound metabolic process201/8552339/187232.64e-073.94e-06201
GO:00066318EsophagusESCCfatty acid metabolic process217/8552390/187234.21e-053.39e-04217
GO:000941020EsophagusESCCresponse to xenobiotic stimulus253/8552462/187234.55e-053.58e-04253
GO:0051651111EsophagusESCCmaintenance of location in cell126/8552214/187236.57e-055.00e-04126
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:00463948EsophagusESCCcarboxylic acid biosynthetic process175/8552314/187231.98e-041.26e-03175
GO:00160538EsophagusESCCorganic acid biosynthetic process175/8552316/187233.04e-041.82e-03175
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:001605321LiverHCCorganic acid biosynthetic process200/7958316/187235.24e-143.22e-12200
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0520839EsophagusHGINChemical carcinogenesis - reactive oxygen species92/1383223/84652.41e-199.83e-187.80e-1892
hsa0541839EsophagusHGINFluid shear stress and atherosclerosis42/1383139/84652.92e-053.81e-043.02e-0442
hsa05208115EsophagusHGINChemical carcinogenesis - reactive oxygen species92/1383223/84652.41e-199.83e-187.80e-1892
hsa05418115EsophagusHGINFluid shear stress and atherosclerosis42/1383139/84652.92e-053.81e-043.02e-0442
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
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
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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
GSTM2insertionFrame_Shift_Insnovelc.520_521insTAACAAAp.Cys174LeufsTer18p.C174Lfs*18P28161protein_codingTCGA-AN-A03X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GSTM2insertionFrame_Shift_Insnovelc.521_522insTCTCCAGACAGACCTACATGTCCp.Asp176GlnfsTer14p.D176Qfs*14P28161protein_codingTCGA-AN-A03X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GSTM2SNVMissense_Mutationc.376N>Ap.Glu126Lysp.E126KP28161protein_codingtolerated(0.12)benign(0.019)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
GSTM2SNVMissense_Mutationnovelc.397N>Ap.Glu133Lysp.E133KP28161protein_codingtolerated(0.47)benign(0.015)TCGA-HM-A4S6-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
GSTM2SNVMissense_Mutationnovelc.25N>Gp.Asn9Aspp.N9DP28161protein_codingtolerated(1)benign(0)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
GSTM2SNVMissense_Mutationnovelc.445N>Ap.Leu149Ilep.L149IP28161protein_codingdeleterious(0)benign(0.025)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
GSTM2SNVMissense_Mutationnovelc.580A>Tp.Ile194Phep.I194FP28161protein_codingdeleterious(0)possibly_damaging(0.721)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
GSTM2SNVMissense_Mutationc.389N>Gp.Ala130Glyp.A130GP28161protein_codingtolerated(1)benign(0)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
GSTM2SNVMissense_Mutationnovelc.75C>Ap.Asp25Glup.D25EP28161protein_codingtolerated(0.39)benign(0.003)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
GSTM2SNVMissense_Mutationnovelc.448N>Ap.Gly150Argp.G150RP28161protein_codingdeleterious(0)probably_damaging(1)TCGA-AJ-A3NH-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinCR
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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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