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: PPP2R5A

Gene summary for PPP2R5A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PPP2R5A

Gene ID

5525

Gene nameprotein phosphatase 2 regulatory subunit B'alpha
Gene AliasB56A
Cytomap1q32.3
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q15172


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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
5525PPP2R5ALZE2THumanEsophagusESCC6.06e-115.93e-010.082
5525PPP2R5ALZE4THumanEsophagusESCC1.15e-112.27e-010.0811
5525PPP2R5ALZE8THumanEsophagusESCC2.47e-021.14e-020.067
5525PPP2R5ALZE20THumanEsophagusESCC1.22e-033.11e-020.0662
5525PPP2R5ALZE24THumanEsophagusESCC6.45e-102.35e-010.0596
5525PPP2R5ALZE21THumanEsophagusESCC8.28e-051.78e-010.0655
5525PPP2R5AP2T-EHumanEsophagusESCC3.36e-121.63e-010.1177
5525PPP2R5AP4T-EHumanEsophagusESCC4.81e-069.09e-020.1323
5525PPP2R5AP5T-EHumanEsophagusESCC3.86e-092.34e-010.1327
5525PPP2R5AP8T-EHumanEsophagusESCC2.39e-131.35e-010.0889
5525PPP2R5AP9T-EHumanEsophagusESCC5.14e-114.13e-010.1131
5525PPP2R5AP10T-EHumanEsophagusESCC2.49e-153.11e-010.116
5525PPP2R5AP12T-EHumanEsophagusESCC1.52e-121.03e-010.1122
5525PPP2R5AP15T-EHumanEsophagusESCC2.36e-144.34e-010.1149
5525PPP2R5AP16T-EHumanEsophagusESCC4.12e-072.26e-020.1153
5525PPP2R5AP17T-EHumanEsophagusESCC1.71e-021.25e-010.1278
5525PPP2R5AP20T-EHumanEsophagusESCC5.08e-162.30e-010.1124
5525PPP2R5AP21T-EHumanEsophagusESCC2.17e-172.95e-010.1617
5525PPP2R5AP22T-EHumanEsophagusESCC6.85e-122.31e-010.1236
5525PPP2R5AP23T-EHumanEsophagusESCC7.29e-122.62e-010.108
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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
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
∗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:0072659110EsophagusESCCprotein localization to plasma membrane193/8552284/187231.95e-141.03e-12193
GO:199077819EsophagusESCCprotein localization to cell periphery217/8552333/187234.08e-131.88e-11217
GO:0010563111EsophagusESCCnegative regulation of phosphorus metabolic process274/8552442/187232.32e-129.41e-11274
GO:0045936111EsophagusESCCnegative regulation of phosphate metabolic process273/8552441/187233.18e-121.25e-10273
GO:0051348111EsophagusESCCnegative regulation of transferase activity177/8552268/187231.08e-114.00e-10177
GO:0042326111EsophagusESCCnegative regulation of phosphorylation237/8552385/187231.86e-105.33e-09237
GO:001631110EsophagusESCCdephosphorylation251/8552417/187231.26e-092.99e-08251
GO:003367319EsophagusESCCnegative regulation of kinase activity154/8552237/187231.38e-093.27e-08154
GO:000647018EsophagusESCCprotein dephosphorylation177/8552281/187233.13e-096.72e-08177
GO:190547519EsophagusESCCregulation of protein localization to membrane117/8552175/187231.14e-082.26e-07117
GO:0035304111EsophagusESCCregulation of protein dephosphorylation66/855290/187238.82e-081.48e-0666
GO:0035303111EsophagusESCCregulation of dephosphorylation88/8552128/187231.04e-071.71e-0688
GO:190437519EsophagusESCCregulation of protein localization to cell periphery85/8552125/187233.63e-075.06e-0685
GO:1903076110EsophagusESCCregulation of protein localization to plasma membrane72/8552104/187239.74e-071.23e-0572
GO:19038289EsophagusESCCnegative regulation of cellular protein localization76/8552117/187231.97e-051.72e-0476
GO:00353074EsophagusESCCpositive regulation of protein dephosphorylation31/855245/187231.40e-036.62e-0331
GO:00353066EsophagusESCCpositive regulation of dephosphorylation38/855259/187232.86e-031.21e-0238
GO:19030778EsophagusESCCnegative regulation of protein localization to plasma membrane17/855224/187231.13e-023.81e-0217
GO:00192168EsophagusESCCregulation of lipid metabolic process172/8552331/187231.20e-024.02e-02172
GO:19043765EsophagusESCCnegative regulation of protein localization to cell periphery18/855226/187231.32e-024.31e-0218
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0411023EsophagusESCCCell cycle126/4205157/84651.34e-155.60e-142.87e-14126
hsa0516510EsophagusESCCHuman papillomavirus infection215/4205331/84657.86e-097.12e-083.65e-08215
hsa0301524EsophagusESCCmRNA surveillance pathway72/420597/84656.12e-074.10e-062.10e-0672
hsa0407116EsophagusESCCSphingolipid signaling pathway85/4205121/84653.04e-061.73e-058.84e-0685
hsa0415210EsophagusESCCAMPK signaling pathway80/4205121/84651.73e-046.67e-043.42e-0480
hsa041517EsophagusESCCPI3K-Akt signaling pathway197/4205354/84651.24e-022.83e-021.45e-02197
hsa041146EsophagusESCCOocyte meiosis77/4205131/84652.19e-024.80e-022.46e-0277
hsa0411033EsophagusESCCCell cycle126/4205157/84651.34e-155.60e-142.87e-14126
hsa0516515EsophagusESCCHuman papillomavirus infection215/4205331/84657.86e-097.12e-083.65e-08215
hsa0301534EsophagusESCCmRNA surveillance pathway72/420597/84656.12e-074.10e-062.10e-0672
hsa0407117EsophagusESCCSphingolipid signaling pathway85/4205121/84653.04e-061.73e-058.84e-0685
hsa0415213EsophagusESCCAMPK signaling pathway80/4205121/84651.73e-046.67e-043.42e-0480
hsa0415114EsophagusESCCPI3K-Akt signaling pathway197/4205354/84651.24e-022.83e-021.45e-02197
hsa0411411EsophagusESCCOocyte meiosis77/4205131/84652.19e-024.80e-022.46e-0277
hsa041528LiverNAFLDAMPK signaling pathway28/1043121/84656.26e-049.78e-037.88e-0328
hsa0415211LiverNAFLDAMPK signaling pathway28/1043121/84656.26e-049.78e-037.88e-0328
hsa041102LiverHCCCell cycle106/4020157/84652.54e-073.04e-061.69e-06106
hsa0301521LiverHCCmRNA surveillance pathway66/402097/84653.16e-051.88e-041.04e-0466
hsa0415241LiverHCCAMPK signaling pathway77/4020121/84652.32e-041.11e-036.18e-0477
hsa051652LiverHCCHuman papillomavirus infection188/4020331/84653.34e-041.49e-038.29e-04188
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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
PPP2R5ASNVMissense_Mutationc.700N>Tp.Leu234Phep.L234FQ15172protein_codingtolerated(0.79)probably_damaging(0.995)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
PPP2R5ASNVMissense_Mutationrs192765953c.545N>Ap.Arg182Glnp.R182QQ15172protein_codingtolerated(0.05)possibly_damaging(0.523)TCGA-C5-A1MH-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinPD
PPP2R5ASNVMissense_Mutationnovelc.32N>Tp.Ala11Valp.A11VQ15172protein_codingtolerated(0.13)benign(0)TCGA-VS-A9UH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PPP2R5ASNVMissense_Mutationc.638G>Ap.Arg213Glnp.R213QQ15172protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PPP2R5ASNVMissense_Mutationc.818T>Cp.Met273Thrp.M273TQ15172protein_codingtolerated(0.71)benign(0.01)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PPP2R5ASNVMissense_Mutationnovelc.806A>Cp.Lys269Thrp.K269TQ15172protein_codingdeleterious(0.03)possibly_damaging(0.771)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
PPP2R5ASNVMissense_Mutationnovelc.697N>Cp.Phe233Leup.F233LQ15172protein_codingdeleterious(0.01)probably_damaging(0.99)TCGA-CA-5256-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyoxaliplatinCR
PPP2R5ASNVMissense_Mutationc.799G>Ap.Glu267Lysp.E267KQ15172protein_codingdeleterious(0)probably_damaging(0.999)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
PPP2R5AinsertionFrame_Shift_Insnovelc.1091_1092insTp.Gln366SerfsTer12p.Q366Sfs*12Q15172protein_codingTCGA-A6-6653-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PPP2R5AdeletionFrame_Shift_Delc.985delNp.Leu330Terp.L330*Q15172protein_codingTCGA-QG-A5Z2-01Colorectumcolon adenocarcinomaMale<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
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