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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: GSTA4

Gene summary for GSTA4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GSTA4

Gene ID

2941

Gene nameglutathione S-transferase alpha 4
Gene AliasGSTA4-4
Cytomap6p12.2
Gene Typeprotein-coding
GO ID

GO:0006518

UniProtAcc

A0A024RD58


Top

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
2941GSTA4LZE2THumanEsophagusESCC3.61e-091.49e+000.082
2941GSTA4LZE4THumanEsophagusESCC2.26e-052.56e-010.0811
2941GSTA4LZE7THumanEsophagusESCC1.19e-101.06e+000.0667
2941GSTA4LZE24THumanEsophagusESCC2.74e-241.06e+000.0596
2941GSTA4LZE6THumanEsophagusESCC6.23e-041.37e-010.0845
2941GSTA4P1T-EHumanEsophagusESCC1.68e-045.11e-010.0875
2941GSTA4P2T-EHumanEsophagusESCC1.60e-214.62e-010.1177
2941GSTA4P4T-EHumanEsophagusESCC4.25e-511.36e+000.1323
2941GSTA4P5T-EHumanEsophagusESCC3.19e-043.82e-020.1327
2941GSTA4P8T-EHumanEsophagusESCC6.23e-122.46e-010.0889
2941GSTA4P9T-EHumanEsophagusESCC1.42e-297.45e-010.1131
2941GSTA4P10T-EHumanEsophagusESCC1.10e-511.03e+000.116
2941GSTA4P11T-EHumanEsophagusESCC2.39e-043.38e-020.1426
2941GSTA4P12T-EHumanEsophagusESCC3.75e-611.50e+000.1122
2941GSTA4P15T-EHumanEsophagusESCC7.50e-164.91e-010.1149
2941GSTA4P16T-EHumanEsophagusESCC3.53e-491.11e+000.1153
2941GSTA4P20T-EHumanEsophagusESCC6.21e-267.84e-010.1124
2941GSTA4P21T-EHumanEsophagusESCC1.64e-153.58e-010.1617
2941GSTA4P22T-EHumanEsophagusESCC5.93e-611.19e+000.1236
2941GSTA4P23T-EHumanEsophagusESCC2.26e-237.95e-010.108
Page: 1 2 3 4 5 

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
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
ThyroidThe 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.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:00067906EsophagusESCCsulfur compound metabolic process201/8552339/187232.64e-073.94e-06201
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:000674912EsophagusESCCglutathione metabolic process42/855264/187231.01e-035.12e-0342
GO:000941018Oral cavityOSCCresponse to xenobiotic stimulus222/7305462/187234.00e-053.48e-04222
GO:00067905Oral cavityOSCCsulfur compound metabolic process168/7305339/187234.50e-053.84e-04168
GO:00065756Oral cavityOSCCcellular modified amino acid metabolic process91/7305188/187235.33e-032.07e-0291
GO:000941019Oral cavityLPresponse to xenobiotic stimulus141/4623462/187232.33e-031.68e-02141
GO:000657512Oral cavityLPcellular modified amino acid metabolic process64/4623188/187232.43e-031.73e-0264
GO:000679012Oral cavityLPsulfur compound metabolic process106/4623339/187233.36e-032.25e-02106
GO:00065758SkincSCCcellular modified amino acid metabolic process73/4864188/187237.11e-056.85e-0473
GO:0009410110SkincSCCresponse to xenobiotic stimulus151/4864462/187236.76e-044.82e-03151
GO:00067498SkincSCCglutathione metabolic process26/486464/187237.34e-033.47e-0226
GO:000657513ThyroidPTCcellular modified amino acid metabolic process85/5968188/187238.29e-057.01e-0485
GO:0009410111ThyroidPTCresponse to xenobiotic stimulus171/5968462/187231.00e-024.07e-02171
GO:000657522ThyroidATCcellular modified amino acid metabolic process82/6293188/187232.60e-031.20e-0282
GO:000941027ThyroidATCresponse to xenobiotic stimulus184/6293462/187232.70e-031.23e-02184
Page: 1 

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
hsa0520830Oral cavityOSCCChemical carcinogenesis - reactive oxygen species150/3704223/84656.45e-131.20e-116.11e-12150
hsa0541830Oral cavityOSCCFluid shear stress and atherosclerosis92/3704139/84656.51e-084.84e-072.47e-0792
hsa015246Oral cavityOSCCPlatinum drug resistance51/370473/84655.41e-062.75e-051.40e-0551
hsa0522516Oral cavityOSCCHepatocellular carcinoma97/3704168/84651.63e-045.52e-042.81e-0497
hsa0048016Oral cavityOSCCGlutathione metabolism36/370457/84652.41e-036.41e-033.26e-0336
hsa05208114Oral cavityOSCCChemical carcinogenesis - reactive oxygen species150/3704223/84656.45e-131.20e-116.11e-12150
hsa05418114Oral cavityOSCCFluid shear stress and atherosclerosis92/3704139/84656.51e-084.84e-072.47e-0792
hsa0152413Oral cavityOSCCPlatinum drug resistance51/370473/84655.41e-062.75e-051.40e-0551
hsa0522517Oral cavityOSCCHepatocellular carcinoma97/3704168/84651.63e-045.52e-042.81e-0497
hsa0048017Oral cavityOSCCGlutathione metabolism36/370457/84652.41e-036.41e-033.26e-0336
Page: 1 2 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
GSTA4SNVMissense_Mutationrs139066992c.430G>Ap.Gly144Argp.G144RO15217protein_codingtolerated(0.07)possibly_damaging(0.619)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
GSTA4SNVMissense_Mutationc.293N>Ap.Gly98Glup.G98EO15217protein_codingdeleterious(0)probably_damaging(0.998)TCGA-F4-6461-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
GSTA4SNVMissense_Mutationnovelc.386T>Gp.Ile129Argp.I129RO15217protein_codingtolerated(0.22)benign(0.006)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
GSTA4deletionFrame_Shift_Delc.623delNp.Pro208LeufsTer6p.P208Lfs*6O15217protein_codingTCGA-A6-3809-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
GSTA4SNVMissense_Mutationc.191A>Cp.Lys64Thrp.K64TO15217protein_codingtolerated(0.06)benign(0.439)TCGA-AX-A05Z-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapyadriamycinSD
GSTA4SNVMissense_Mutationrs774014743c.646N>Ap.Val216Ilep.V216IO15217protein_codingtolerated(0.08)benign(0.075)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
GSTA4SNVMissense_Mutationc.507N>Tp.Glu169Aspp.E169DO15217protein_codingtolerated(0.06)benign(0.083)TCGA-B5-A0JY-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapydoxorubicinSD
GSTA4SNVMissense_Mutationc.291G>Tp.Glu97Aspp.E97DO15217protein_codingtolerated(0.19)benign(0.015)TCGA-B5-A11E-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
GSTA4SNVMissense_Mutationnovelc.477N>Gp.Ile159Metp.I159MO15217protein_codingtolerated(0.18)benign(0.003)TCGA-EO-A22R-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
GSTA4SNVMissense_Mutationnovelc.99N>Cp.Glu33Aspp.E33DO15217protein_codingtolerated(0.26)benign(0.042)TCGA-EO-A22X-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnspecificCarboplatinComplete Response
Page: 1 2 

Top

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
Page: 1