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: GSK3A

Gene summary for GSK3A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GSK3A

Gene ID

2931

Gene nameglycogen synthase kinase 3 alpha
Gene AliasGSK3A
Cytomap19q13.2
Gene Typeprotein-coding
GO ID

GO:0000271

UniProtAcc

A0A024R0L5


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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
2931GSK3AHTA11_3410_2000001011HumanColorectumAD1.84e-091.58e-010.0155
2931GSK3AHTA11_2487_2000001011HumanColorectumSER5.13e-133.51e-01-0.1808
2931GSK3AHTA11_1938_2000001011HumanColorectumAD3.26e-092.84e-01-0.0811
2931GSK3AHTA11_78_2000001011HumanColorectumAD2.14e-071.99e-01-0.1088
2931GSK3AHTA11_347_2000001011HumanColorectumAD2.97e-122.30e-01-0.1954
2931GSK3AHTA11_411_2000001011HumanColorectumSER4.21e-054.02e-01-0.2602
2931GSK3AHTA11_2112_2000001011HumanColorectumSER1.40e-074.17e-01-0.2196
2931GSK3AHTA11_3361_2000001011HumanColorectumAD1.43e-092.84e-01-0.1207
2931GSK3AHTA11_83_2000001011HumanColorectumSER7.70e-112.99e-01-0.1526
2931GSK3AHTA11_696_2000001011HumanColorectumAD1.54e-143.39e-01-0.1464
2931GSK3AHTA11_866_2000001011HumanColorectumAD2.19e-052.24e-01-0.1001
2931GSK3AHTA11_1391_2000001011HumanColorectumAD8.21e-173.69e-01-0.059
2931GSK3AHTA11_2992_2000001011HumanColorectumSER3.05e-095.10e-01-0.1706
2931GSK3AHTA11_5212_2000001011HumanColorectumAD2.06e-042.01e-01-0.2061
2931GSK3AHTA11_546_2000001011HumanColorectumAD1.33e-042.09e-01-0.0842
2931GSK3AHTA11_9341_2000001011HumanColorectumSER1.18e-022.95e-01-0.00410000000000005
2931GSK3AHTA11_866_3004761011HumanColorectumAD2.56e-082.03e-010.096
2931GSK3AHTA11_7663_2000001011HumanColorectumSER1.99e-032.74e-010.0131
2931GSK3AHTA11_10623_2000001011HumanColorectumAD3.35e-021.90e-01-0.0177
2931GSK3AHTA11_6801_2000001011HumanColorectumSER7.09e-043.23e-010.0171
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
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.

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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:0070997110Oral cavityLPneuron death135/4623361/187234.31e-081.52e-06135
GO:0051348110Oral cavityLPnegative regulation of transferase activity106/4623268/187234.60e-081.61e-06106
GO:0032436110Oral cavityLPpositive regulation of proteasomal ubiquitin-dependent protein catabolic process46/462390/187235.83e-081.99e-0646
GO:001082118Oral cavityLPregulation of mitochondrion organization65/4623144/187236.61e-082.24e-0665
GO:190305218Oral cavityLPpositive regulation of proteolysis involved in cellular protein catabolic process61/4623133/187238.17e-082.72e-0661
GO:000863719Oral cavityLPapoptotic mitochondrial changes51/4623107/187232.07e-076.33e-0651
GO:000756819Oral cavityLPaging125/4623339/187233.29e-079.62e-06125
GO:000042215Oral cavityLPautophagy of mitochondrion41/462381/187234.23e-071.21e-0541
GO:006172615Oral cavityLPmitochondrion disassembly41/462381/187234.23e-071.21e-0541
GO:0010563110Oral cavityLPnegative regulation of phosphorus metabolic process153/4623442/187231.47e-063.53e-05153
GO:2000060110Oral cavityLPpositive regulation of ubiquitin-dependent protein catabolic process49/4623107/187231.57e-063.72e-0549
GO:1901214110Oral cavityLPregulation of neuron death115/4623319/187233.39e-067.19e-05115
GO:1901216110Oral cavityLPpositive regulation of neuron death44/462397/187237.13e-061.37e-0444
GO:005105213Oral cavityLPregulation of DNA metabolic process125/4623359/187239.43e-061.75e-04125
GO:005140218Oral cavityLPneuron apoptotic process91/4623246/187231.07e-051.94e-0491
GO:190332215Oral cavityLPpositive regulation of protein modification by small protein conjugation or removal57/4623138/187231.24e-052.23e-0457
GO:001082214Oral cavityLPpositive regulation of mitochondrion organization35/462374/187231.99e-053.34e-0435
GO:004690216Oral cavityLPregulation of mitochondrial membrane permeability31/462363/187232.20e-053.58e-0431
GO:190353314Oral cavityLPregulation of protein targeting37/462381/187233.07e-054.74e-0437
GO:0043434110Oral cavityLPresponse to peptide hormone138/4623414/187234.00e-055.87e-04138
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04932ColorectumADNon-alcoholic fatty liver disease90/2092155/84654.83e-191.80e-171.15e-1790
hsa05131ColorectumADShigellosis109/2092247/84651.09e-112.44e-101.55e-10109
hsa04728ColorectumADDopaminergic synapse46/2092132/84655.55e-032.48e-021.58e-0246
hsa049321ColorectumADNon-alcoholic fatty liver disease90/2092155/84654.83e-191.80e-171.15e-1790
hsa051311ColorectumADShigellosis109/2092247/84651.09e-112.44e-101.55e-10109
hsa047281ColorectumADDopaminergic synapse46/2092132/84655.55e-032.48e-021.58e-0246
hsa049322ColorectumSERNon-alcoholic fatty liver disease75/1580155/84652.16e-175.99e-164.35e-1675
hsa051312ColorectumSERShigellosis87/1580247/84653.07e-107.27e-095.28e-0987
hsa047282ColorectumSERDopaminergic synapse37/1580132/84655.27e-033.28e-022.38e-0237
hsa049323ColorectumSERNon-alcoholic fatty liver disease75/1580155/84652.16e-175.99e-164.35e-1675
hsa051313ColorectumSERShigellosis87/1580247/84653.07e-107.27e-095.28e-0987
hsa047283ColorectumSERDopaminergic synapse37/1580132/84655.27e-033.28e-022.38e-0237
hsa049324ColorectumMSSNon-alcoholic fatty liver disease85/1875155/84654.19e-191.17e-177.17e-1885
hsa051314ColorectumMSSShigellosis94/1875247/84656.82e-091.34e-078.23e-0894
hsa047284ColorectumMSSDopaminergic synapse45/1875132/84651.02e-035.94e-033.64e-0345
hsa049325ColorectumMSSNon-alcoholic fatty liver disease85/1875155/84654.19e-191.17e-177.17e-1885
hsa051315ColorectumMSSShigellosis94/1875247/84656.82e-091.34e-078.23e-0894
hsa047285ColorectumMSSDopaminergic synapse45/1875132/84651.02e-035.94e-033.64e-0345
hsa04932210EsophagusESCCNon-alcoholic fatty liver disease122/4205155/84655.69e-141.59e-128.14e-13122
hsa05131211EsophagusESCCShigellosis176/4205247/84652.27e-124.01e-112.05e-11176
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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
GSK3ASNVMissense_Mutationc.430N>Gp.Leu144Valp.L144VP49840protein_codingtolerated(0.34)benign(0.005)TCGA-A2-A25E-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanPD
GSK3ASNVMissense_Mutationrs750207489c.757N>Ap.Asp253Asnp.D253NP49840protein_codingtolerated(0.54)benign(0.286)TCGA-A7-A26H-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozolePD
GSK3ASNVMissense_Mutationc.710N>Tp.Ser237Phep.S237FP49840protein_codingdeleterious(0.01)probably_damaging(0.983)TCGA-BH-A0BV-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinSD
GSK3ASNVMissense_Mutationc.758N>Gp.Asp253Glyp.D253GP49840protein_codingdeleterious(0)probably_damaging(0.971)TCGA-E9-A1R7-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyfarestonSD
GSK3AinsertionFrame_Shift_Insnovelc.1322_1323insTACAGGCGTGAACp.Pro442ThrfsTer26p.P442Tfs*26P49840protein_codingTCGA-AR-A0TY-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPaclitaxelPD
GSK3AinsertionFrame_Shift_Insnovelc.1320_1321insCCGCTTGGCCTCCTAAAGTGTTGGGp.Ile441ProfsTer31p.I441Pfs*31P49840protein_codingTCGA-AR-A0TY-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPaclitaxelPD
GSK3ASNVMissense_Mutationnovelc.787N>Ap.Asp263Asnp.D263NP49840protein_codingdeleterious(0)probably_damaging(0.994)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GSK3ASNVMissense_Mutationnovelc.616G>Cp.Ala206Prop.A206PP49840protein_codingdeleterious(0.01)probably_damaging(0.994)TCGA-C5-A1M5-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
GSK3ASNVMissense_Mutationnovelc.288C>Ap.Asp96Glup.D96EP49840protein_codingtolerated(0.21)benign(0.056)TCGA-C5-A8ZZ-01Cervixcervical & endocervical cancerFemale<65I/IIUnspecificCisplatinSD
GSK3ASNVMissense_Mutationc.1264N>Gp.Leu422Valp.L422VP49840protein_codingdeleterious(0)benign(0.377)TCGA-EK-A2RJ-01Cervixcervical & endocervical cancerFemale<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
2931GSK3ADRUGGABLE GENOME, SERINE THREONINE KINASE, TRANSCRIPTION FACTOR, KINASE, ENZYMEThiadiazolidindione derivative 2
2931GSK3ADRUGGABLE GENOME, SERINE THREONINE KINASE, TRANSCRIPTION FACTOR, KINASE, ENZYMEPMID27828716-Compound-BIO-acetoxime
2931GSK3ADRUGGABLE GENOME, SERINE THREONINE KINASE, TRANSCRIPTION FACTOR, KINASE, ENZYMECHIR-99021CHIR-99021
2931GSK3ADRUGGABLE GENOME, SERINE THREONINE KINASE, TRANSCRIPTION FACTOR, KINASE, ENZYMEinhibitor249565696
2931GSK3ADRUGGABLE GENOME, SERINE THREONINE KINASE, TRANSCRIPTION FACTOR, KINASE, ENZYMEPHA-767491CHEMBL225519
2931GSK3ADRUGGABLE GENOME, SERINE THREONINE KINASE, TRANSCRIPTION FACTOR, KINASE, ENZYMEAR-A014418CHEMBL259850
2931GSK3ADRUGGABLE GENOME, SERINE THREONINE KINASE, TRANSCRIPTION FACTOR, KINASE, ENZYMEKENPAULLONEKENPAULLONE
2931GSK3ADRUGGABLE GENOME, SERINE THREONINE KINASE, TRANSCRIPTION FACTOR, KINASE, ENZYMEPMID27828716-Compound-17
2931GSK3ADRUGGABLE GENOME, SERINE THREONINE KINASE, TRANSCRIPTION FACTOR, KINASE, ENZYMEMaleimides derivative 3
2931GSK3ADRUGGABLE GENOME, SERINE THREONINE KINASE, TRANSCRIPTION FACTOR, KINASE, ENZYMEIndazole derivative 6
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