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: GSTM1

Gene summary for GSTM1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GSTM1

Gene ID

2944

Gene nameglutathione S-transferase mu 1
Gene AliasGST1
Cytomap1p13.3
Gene Typeprotein-coding
GO ID

GO:0001676

UniProtAcc

P09488


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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
2944GSTM1LZE3DHumanEsophagusHGIN3.66e-034.85e-010.0668
2944GSTM1LZE8THumanEsophagusESCC2.13e-113.27e-010.067
2944GSTM1LZE20THumanEsophagusESCC3.35e-211.27e+000.0662
2944GSTM1LZE21D1HumanEsophagusHGIN1.07e-092.27e+000.0632
2944GSTM1LZE21THumanEsophagusESCC5.58e-242.48e+000.0655
2944GSTM1LZE6THumanEsophagusESCC2.96e-031.56e-010.0845
2944GSTM1P1T-EHumanEsophagusESCC5.75e-151.15e+000.0875
2944GSTM1P2T-EHumanEsophagusESCC5.53e-631.07e+000.1177
2944GSTM1P8T-EHumanEsophagusESCC4.19e-254.64e-010.0889
2944GSTM1P11T-EHumanEsophagusESCC4.42e-372.09e+000.1426
2944GSTM1P15T-EHumanEsophagusESCC2.14e-1023.41e+000.1149
2944GSTM1P16T-EHumanEsophagusESCC1.96e-569.34e-010.1153
2944GSTM1P22T-EHumanEsophagusESCC2.93e-1302.57e+000.1236
2944GSTM1P23T-EHumanEsophagusESCC1.52e-592.01e+000.108
2944GSTM1P24T-EHumanEsophagusESCC4.41e-071.89e-010.1287
2944GSTM1P31T-EHumanEsophagusESCC6.26e-611.37e+000.1251
2944GSTM1P32T-EHumanEsophagusESCC1.71e-812.38e+000.1666
2944GSTM1P37T-EHumanEsophagusESCC7.19e-399.51e-010.1371
2944GSTM1P39T-EHumanEsophagusESCC4.93e-913.76e+000.0894
2944GSTM1P42T-EHumanEsophagusESCC5.16e-552.50e+000.1175
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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
∗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:00066929EsophagusHGINprostanoid metabolic process17/258749/187231.84e-043.48e-0317
GO:00066939EsophagusHGINprostaglandin metabolic process17/258749/187231.84e-043.48e-0317
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:00067906EsophagusESCCsulfur compound metabolic process201/8552339/187232.64e-073.94e-06201
GO:00442725EsophagusESCCsulfur compound biosynthetic process96/8552148/187231.86e-062.16e-0596
GO:00066318EsophagusESCCfatty acid metabolic process217/8552390/187234.21e-053.39e-04217
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: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:000669211EsophagusESCCprostanoid metabolic process33/855249/187231.80e-038.26e-0333
GO:000669311EsophagusESCCprostaglandin metabolic process33/855249/187231.80e-038.26e-0333
GO:0097237110EsophagusESCCcellular response to toxic substance72/8552124/187233.65e-031.49e-0272
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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
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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
GSTM1SNVMissense_Mutationnovelc.629N>Tp.Ser210Leup.S210LP09488protein_codingtolerated(0.19)benign(0.043)TCGA-MY-A5BF-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinCR
GSTM1SNVMissense_Mutationc.457N>Gp.Ile153Valp.I153VP09488protein_codingtolerated(0.11)probably_damaging(0.957)TCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
GSTM1SNVMissense_Mutationc.9G>Tp.Met3Ilep.M3IP09488protein_codingtolerated(0.1)benign(0.003)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
GSTM1SNVMissense_Mutationnovelc.359N>Ap.Phe120Tyrp.F120YP09488protein_codingtolerated(0.06)probably_damaging(0.996)TCGA-AA-A01I-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
GSTM1SNVMissense_Mutationc.368N>Gp.Leu123Argp.L123RP09488protein_codingtolerated(0.09)probably_damaging(0.999)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
GSTM1SNVMissense_Mutationrs781192005c.286C>Tp.Arg96Cysp.R96CP09488protein_codingdeleterious(0.01)benign(0.024)TCGA-BG-A0M4-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinSD
GSTM1SNVMissense_Mutationrs376564748c.53N>Ap.Arg18Hisp.R18HP09488protein_codingdeleterious(0)probably_damaging(1)TCGA-EO-A22U-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
GSTM1SNVMissense_Mutationnovelc.317N>Gp.Asp106Glyp.D106GP09488protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-EO-A3B0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
GSTM1SNVMissense_Mutationnovelc.269N>Gp.Thr90Argp.T90RP09488protein_codingdeleterious(0.01)possibly_damaging(0.636)TCGA-UF-A7JD-01Oral cavityhead & neck squamous cell carcinomaMale>=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
2944GSTM1DRUGGABLE GENOME, ENZYMEdoxorubicinDOXORUBICIN23323945
2944GSTM1DRUGGABLE GENOME, ENZYMECAROTENOID15095308
2944GSTM1DRUGGABLE GENOME, ENZYMEanthracyclines and related substances27785604
2944GSTM1DRUGGABLE GENOME, ENZYMEbusulfanBUSULFAN23677058
2944GSTM1DRUGGABLE GENOME, ENZYMENITROGLYCERINNITROGLYCERIN2110160
2944GSTM1DRUGGABLE GENOME, ENZYMEXANTHOPHYLLS15355982
2944GSTM1DRUGGABLE GENOME, ENZYMEPREDNISONEPREDNISONE11186134
2944GSTM1DRUGGABLE GENOME, ENZYMEpaclitaxelPACLITAXEL26803611
2944GSTM1DRUGGABLE GENOME, ENZYMEDICUMAROLDICUMAROL15044619
2944GSTM1DRUGGABLE GENOME, ENZYMETROGLITAZONETROGLITAZONE12732844
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