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: PPP2R1A

Gene summary for PPP2R1A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PPP2R1A

Gene ID

5518

Gene nameprotein phosphatase 2 scaffold subunit Aalpha
Gene AliasMRD36
Cytomap19q13.41
Gene Typeprotein-coding
GO ID

GO:0001558

UniProtAcc

A8K7B7


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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
5518PPP2R1AHTA11_4255_2000001011HumanColorectumSER9.80e-089.30e-010.0446
5518PPP2R1AHTA11_8622_2000001021HumanColorectumSER2.26e-181.32e+000.0528
5518PPP2R1AHTA11_7663_2000001011HumanColorectumSER6.33e-161.25e+000.0131
5518PPP2R1AHTA11_10623_2000001011HumanColorectumAD1.91e-149.89e-01-0.0177
5518PPP2R1AHTA11_6801_2000001011HumanColorectumSER2.51e-091.08e+000.0171
5518PPP2R1AHTA11_10711_2000001011HumanColorectumAD4.71e-178.52e-010.0338
5518PPP2R1AHTA11_7696_3000711011HumanColorectumAD6.87e-551.70e+000.0674
5518PPP2R1AHTA11_6818_2000001011HumanColorectumAD1.55e-088.99e-010.0112
5518PPP2R1AHTA11_7469_2000001011HumanColorectumAD2.15e-101.24e+00-0.0124
5518PPP2R1AHTA11_11156_2000001011HumanColorectumAD1.22e-038.49e-010.0397
5518PPP2R1AHTA11_6818_2000001021HumanColorectumAD1.95e-251.17e+000.0588
5518PPP2R1AHTA11_99999970781_79442HumanColorectumMSS1.33e-521.46e+000.294
5518PPP2R1AHTA11_99999965062_69753HumanColorectumMSI-H2.93e-161.73e+000.3487
5518PPP2R1AHTA11_99999965104_69814HumanColorectumMSS2.33e-211.09e+000.281
5518PPP2R1AHTA11_99999971662_82457HumanColorectumMSS8.57e-511.68e+000.3859
5518PPP2R1AHTA11_99999973899_84307HumanColorectumMSS6.46e-097.56e-010.2585
5518PPP2R1AHTA11_99999974143_84620HumanColorectumMSS4.28e-359.67e-010.3005
5518PPP2R1AA015-C-203HumanColorectumFAP2.86e-07-1.64e-02-0.1294
5518PPP2R1AA001-C-108HumanColorectumFAP5.01e-03-5.57e-02-0.0272
5518PPP2R1AA002-C-205HumanColorectumFAP3.71e-02-1.21e-01-0.1236
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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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
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.

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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:0008380ColorectumADRNA splicing169/3918434/187233.59e-182.04e-15169
GO:0016049ColorectumADcell growth143/3918482/187232.83e-068.09e-05143
GO:0001558ColorectumADregulation of cell growth124/3918414/187237.67e-061.86e-04124
GO:0030111ColorectumADregulation of Wnt signaling pathway102/3918328/187238.51e-062.03e-04102
GO:0010563ColorectumADnegative regulation of phosphorus metabolic process130/3918442/187231.26e-052.76e-04130
GO:0016055ColorectumADWnt signaling pathway130/3918444/187231.60e-053.37e-04130
GO:0045936ColorectumADnegative regulation of phosphate metabolic process129/3918441/187231.81e-053.76e-04129
GO:0016311ColorectumADdephosphorylation123/3918417/187231.84e-053.82e-04123
GO:0198738ColorectumADcell-cell signaling by wnt130/3918446/187232.02e-054.10e-04130
GO:0006470ColorectumADprotein dephosphorylation88/3918281/187232.56e-054.89e-0488
GO:0042326ColorectumADnegative regulation of phosphorylation112/3918385/187238.02e-051.27e-03112
GO:0001933ColorectumADnegative regulation of protein phosphorylation101/3918342/187239.39e-051.42e-03101
GO:0045926ColorectumADnegative regulation of growth70/3918249/187234.07e-032.83e-0270
GO:00083801ColorectumSERRNA splicing123/2897434/187233.84e-128.41e-10123
GO:00105631ColorectumSERnegative regulation of phosphorus metabolic process101/2897442/187232.39e-056.70e-04101
GO:00459361ColorectumSERnegative regulation of phosphate metabolic process100/2897441/187233.62e-059.39e-04100
GO:00019331ColorectumSERnegative regulation of protein phosphorylation79/2897342/187231.21e-042.49e-0379
GO:00160551ColorectumSERWnt signaling pathway97/2897444/187232.02e-043.68e-0397
GO:00423261ColorectumSERnegative regulation of phosphorylation86/2897385/187232.10e-043.78e-0386
GO:01987381ColorectumSERcell-cell signaling by wnt97/2897446/187232.39e-044.11e-0397
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04530ColorectumADTight junction76/2092169/84655.49e-099.69e-086.18e-0876
hsa04152ColorectumADAMPK signaling pathway47/2092121/84653.74e-042.82e-031.80e-0347
hsa05160ColorectumADHepatitis C54/2092157/84653.87e-031.96e-021.25e-0254
hsa04071ColorectumADSphingolipid signaling pathway43/2092121/84654.83e-032.28e-021.45e-0243
hsa04728ColorectumADDopaminergic synapse46/2092132/84655.55e-032.48e-021.58e-0246
hsa03015ColorectumADmRNA surveillance pathway35/209297/84657.95e-033.13e-022.00e-0235
hsa045301ColorectumADTight junction76/2092169/84655.49e-099.69e-086.18e-0876
hsa041521ColorectumADAMPK signaling pathway47/2092121/84653.74e-042.82e-031.80e-0347
hsa051601ColorectumADHepatitis C54/2092157/84653.87e-031.96e-021.25e-0254
hsa040711ColorectumADSphingolipid signaling pathway43/2092121/84654.83e-032.28e-021.45e-0243
hsa047281ColorectumADDopaminergic synapse46/2092132/84655.55e-032.48e-021.58e-0246
hsa030151ColorectumADmRNA surveillance pathway35/209297/84657.95e-033.13e-022.00e-0235
hsa045302ColorectumSERTight junction59/1580169/84653.24e-075.98e-064.34e-0659
hsa047282ColorectumSERDopaminergic synapse37/1580132/84655.27e-033.28e-022.38e-0237
hsa04350ColorectumSERTGF-beta signaling pathway31/1580108/84657.00e-033.77e-022.74e-0231
hsa045303ColorectumSERTight junction59/1580169/84653.24e-075.98e-064.34e-0659
hsa047283ColorectumSERDopaminergic synapse37/1580132/84655.27e-033.28e-022.38e-0237
hsa043501ColorectumSERTGF-beta signaling pathway31/1580108/84657.00e-033.77e-022.74e-0231
hsa045304ColorectumMSSTight junction66/1875169/84654.10e-076.25e-063.83e-0666
hsa051602ColorectumMSSHepatitis C52/1875157/84659.29e-045.58e-033.42e-0352
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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
PPP2R1ASNVMissense_Mutationc.1318N>Cp.Asp440Hisp.D440HP30153protein_codingdeleterious(0)benign(0.13)TCGA-A1-A0SI-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PPP2R1ASNVMissense_Mutationnovelc.1416G>Tp.Lys472Asnp.K472NP30153protein_codingtolerated(0.37)benign(0.003)TCGA-A2-A0D1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxotereSD
PPP2R1ASNVMissense_Mutationc.547N>Tp.Arg183Trpp.R183WP30153protein_codingdeleterious(0)probably_damaging(0.996)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PPP2R1ASNVMissense_Mutationc.133G>Cp.Glu45Glnp.E45QP30153protein_codingtolerated(0.09)possibly_damaging(0.621)TCGA-E2-A1IH-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyaromasinSD
PPP2R1AinsertionFrame_Shift_Insnovelc.1418_1419insGATGAGAAACTTAACTCCTp.Phe473LeufsTer44p.F473Lfs*44P30153protein_codingTCGA-A2-A0D1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxotereSD
PPP2R1AinsertionFrame_Shift_Insnovelc.127_128insAGAGCCGGCCTAGGGCAGGTCCTGCCGGCCTAp.Gly43GlufsTer100p.G43Efs*100P30153protein_codingTCGA-A7-A13D-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
PPP2R1AdeletionFrame_Shift_Delnovelc.1297delNp.Gln433SerfsTer34p.Q433Sfs*34P30153protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
PPP2R1ASNVMissense_Mutationnovelc.1253N>Ap.Arg418Glnp.R418QP30153protein_codingdeleterious(0)possibly_damaging(0.86)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PPP2R1ASNVMissense_Mutationnovelc.345N>Gp.Ile115Metp.I115MP30153protein_codingdeleterious(0)possibly_damaging(0.814)TCGA-C5-A7CK-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
PPP2R1ASNVMissense_Mutationc.359N>Tp.Ser120Leup.S120LP30153protein_codingdeleterious(0.01)benign(0.143)TCGA-DS-A0VK-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
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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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