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: PPP2R3A

Gene summary for PPP2R3A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PPP2R3A

Gene ID

5523

Gene nameprotein phosphatase 2 regulatory subunit B''alpha
Gene AliasPPP2R3
Cytomap3q22.2-q22.3
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q06190


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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
5523PPP2R3AHTA11_99999971662_82457HumanColorectumMSS6.58e-25-7.34e-010.3859
5523PPP2R3AHTA11_99999973899_84307HumanColorectumMSS1.22e-07-6.72e-010.2585
5523PPP2R3AHTA11_99999974143_84620HumanColorectumMSS1.61e-34-8.06e-010.3005
5523PPP2R3AF007HumanColorectumFAP5.29e-11-6.44e-010.1176
5523PPP2R3AA002-C-010HumanColorectumFAP3.27e-13-5.23e-010.242
5523PPP2R3AA001-C-207HumanColorectumFAP1.80e-15-5.95e-010.1278
5523PPP2R3AA015-C-203HumanColorectumFAP2.28e-31-4.60e-01-0.1294
5523PPP2R3AA015-C-204HumanColorectumFAP4.71e-15-5.09e-01-0.0228
5523PPP2R3AA014-C-040HumanColorectumFAP3.10e-08-5.45e-01-0.1184
5523PPP2R3AA002-C-201HumanColorectumFAP2.63e-19-4.67e-010.0324
5523PPP2R3AA002-C-203HumanColorectumFAP1.59e-20-5.67e-010.2786
5523PPP2R3AA001-C-119HumanColorectumFAP4.09e-10-3.91e-01-0.1557
5523PPP2R3AA001-C-108HumanColorectumFAP5.08e-28-5.56e-01-0.0272
5523PPP2R3AA002-C-205HumanColorectumFAP1.16e-33-6.69e-01-0.1236
5523PPP2R3AA001-C-104HumanColorectumFAP1.58e-17-5.40e-010.0184
5523PPP2R3AA015-C-005HumanColorectumFAP2.89e-18-6.21e-01-0.0336
5523PPP2R3AA015-C-006HumanColorectumFAP5.59e-25-7.26e-01-0.0994
5523PPP2R3AA015-C-106HumanColorectumFAP1.30e-14-3.98e-01-0.0511
5523PPP2R3AA002-C-114HumanColorectumFAP9.94e-22-4.65e-01-0.1561
5523PPP2R3AA015-C-104HumanColorectumFAP2.48e-34-5.16e-01-0.1899
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
∗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:00064708CervixCCprotein dephosphorylation60/2311281/187231.33e-052.68e-0460
GO:00163117CervixCCdephosphorylation73/2311417/187231.23e-039.87e-0373
GO:0016311ColorectumADdephosphorylation123/3918417/187231.84e-053.82e-04123
GO:0006470ColorectumADprotein dephosphorylation88/3918281/187232.56e-054.89e-0488
GO:00064701ColorectumSERprotein dephosphorylation65/2897281/187234.44e-046.51e-0365
GO:00163111ColorectumSERdephosphorylation86/2897417/187232.73e-032.46e-0286
GO:00064702ColorectumMSSprotein dephosphorylation73/3467281/187231.15e-031.12e-0273
GO:00163112ColorectumMSSdephosphorylation101/3467417/187231.98e-031.70e-02101
GO:00163113ColorectumFAPdephosphorylation95/2622417/187237.07e-073.32e-0595
GO:00064704ColorectumFAPprotein dephosphorylation69/2622281/187231.47e-066.39e-0569
GO:00163114ColorectumCRCdephosphorylation79/2078417/187231.27e-067.21e-0579
GO:00064705ColorectumCRCprotein dephosphorylation57/2078281/187234.49e-061.87e-0457
GO:001631110EsophagusESCCdephosphorylation251/8552417/187231.26e-092.99e-08251
GO:000647018EsophagusESCCprotein dephosphorylation177/8552281/187233.13e-096.72e-08177
GO:00064707LungIACprotein dephosphorylation60/2061281/187233.24e-072.48e-0560
GO:00163116LungIACdephosphorylation75/2061417/187231.21e-053.64e-0475
GO:000647012LungAISprotein dephosphorylation56/1849281/187232.47e-072.24e-0556
GO:001631112LungAISdephosphorylation69/1849417/187231.27e-054.78e-0469
GO:000647015Oral cavityOSCCprotein dephosphorylation162/7305281/187231.56e-104.56e-09162
GO:00163119Oral cavityOSCCdephosphorylation220/7305417/187236.33e-091.34e-07220
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0407110CervixCCSphingolipid signaling pathway35/1267121/84655.70e-053.93e-042.32e-0435
hsa051657CervixCCHuman papillomavirus infection74/1267331/84651.70e-041.02e-036.03e-0474
hsa0407113CervixCCSphingolipid signaling pathway35/1267121/84655.70e-053.93e-042.32e-0435
hsa0516512CervixCCHuman papillomavirus infection74/1267331/84651.70e-041.02e-036.03e-0474
hsa04152ColorectumADAMPK signaling pathway47/2092121/84653.74e-042.82e-031.80e-0347
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
hsa041521ColorectumADAMPK signaling pathway47/2092121/84653.74e-042.82e-031.80e-0347
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
hsa047282ColorectumSERDopaminergic synapse37/1580132/84655.27e-033.28e-022.38e-0237
hsa047283ColorectumSERDopaminergic synapse37/1580132/84655.27e-033.28e-022.38e-0237
hsa047284ColorectumMSSDopaminergic synapse45/1875132/84651.02e-035.94e-033.64e-0345
hsa041522ColorectumMSSAMPK signaling pathway41/1875121/84651.91e-039.83e-036.03e-0341
hsa040712ColorectumMSSSphingolipid signaling pathway40/1875121/84653.56e-031.64e-021.01e-0240
hsa047285ColorectumMSSDopaminergic synapse45/1875132/84651.02e-035.94e-033.64e-0345
hsa041523ColorectumMSSAMPK signaling pathway41/1875121/84651.91e-039.83e-036.03e-0341
hsa040713ColorectumMSSSphingolipid signaling pathway40/1875121/84653.56e-031.64e-021.01e-0240
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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
PPP2R3ASNVMissense_Mutationnovelc.2108N>Tp.Ala703Valp.A703VQ06190protein_codingtolerated(0.19)benign(0)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
PPP2R3ASNVMissense_Mutationrs369517042c.1703C>Tp.Ser568Leup.S568LQ06190protein_codingtolerated_low_confidence(0.2)benign(0.005)TCGA-A2-A0EY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
PPP2R3ASNVMissense_Mutationc.3229G>Cp.Glu1077Glnp.E1077QQ06190protein_codingdeleterious(0.02)benign(0.366)TCGA-A8-A09G-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
PPP2R3ASNVMissense_Mutationnovelc.1045N>Gp.Gln349Glup.Q349EQ06190protein_codingtolerated_low_confidence(0.43)benign(0)TCGA-AC-A6IW-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PPP2R3ASNVMissense_Mutationnovelc.508N>Gp.Asn170Aspp.N170DQ06190protein_codingdeleterious_low_confidence(0)benign(0.054)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PPP2R3ASNVMissense_Mutationc.2027N>Tp.Thr676Ilep.T676IQ06190protein_codingdeleterious(0.04)probably_damaging(0.933)TCGA-E2-A14W-01Breastbreast invasive carcinomaMale>=65I/IIChemotherapycytoxanSD
PPP2R3ASNVMissense_Mutationnovelc.2197N>Cp.Glu733Glnp.E733QQ06190protein_codingdeleterious(0.02)possibly_damaging(0.733)TCGA-MY-A5BF-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinCR
PPP2R3ASNVMissense_Mutationrs775142377c.3165C>Gp.Phe1055Leup.F1055LQ06190protein_codingtolerated(0.24)possibly_damaging(0.749)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PPP2R3ASNVMissense_Mutationrs376094878c.1184N>Tp.Ser395Leup.S395LQ06190protein_codingtolerated_low_confidence(0.17)benign(0.057)TCGA-VS-A8EB-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownPD
PPP2R3ASNVMissense_Mutationnovelc.1863N>Cp.Met621Ilep.M621IQ06190protein_codingdeleterious(0.01)benign(0.021)TCGA-VS-A9UP-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
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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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