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: PPP2R2C

Gene summary for PPP2R2C

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PPP2R2C

Gene ID

5522

Gene nameprotein phosphatase 2 regulatory subunit Bgamma
Gene AliasB55-GAMMA
Cytomap4p16.1
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q9Y2T4


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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
5522PPP2R2CP5T-EHumanEsophagusESCC2.72e-022.06e-020.1327
5522PPP2R2CP11T-EHumanEsophagusESCC2.99e-032.17e-010.1426
5522PPP2R2CP20T-EHumanEsophagusESCC2.79e-023.90e-020.1124
5522PPP2R2CP21T-EHumanEsophagusESCC1.01e-052.04e-020.1617
5522PPP2R2CP22T-EHumanEsophagusESCC2.96e-025.73e-020.1236
5522PPP2R2CP30T-EHumanEsophagusESCC1.23e-022.57e-010.137
5522PPP2R2CP37T-EHumanEsophagusESCC4.66e-031.59e-010.1371
5522PPP2R2CP47T-EHumanEsophagusESCC1.70e-055.42e-020.1067
5522PPP2R2CP52T-EHumanEsophagusESCC8.74e-041.79e-010.1555
5522PPP2R2CP56T-EHumanEsophagusESCC2.84e-025.18e-010.1613
5522PPP2R2CP91T-EHumanEsophagusESCC2.28e-067.28e-010.1828
5522PPP2R2CP107T-EHumanEsophagusESCC3.93e-082.99e-010.171
5522PPP2R2CP130T-EHumanEsophagusESCC1.90e-052.12e-010.1676
5522PPP2R2CC04HumanOral cavityOSCC9.33e-085.35e-010.2633
5522PPP2R2CC30HumanOral cavityOSCC1.60e-271.31e+000.3055
5522PPP2R2CC51HumanOral cavityOSCC3.88e-271.05e+000.2674
5522PPP2R2CC06HumanOral cavityOSCC1.68e-051.12e+000.2699
5522PPP2R2CC09HumanOral cavityOSCC1.34e-042.43e-010.1431
5522PPP2R2CSYSMH1HumanOral cavityOSCC5.24e-285.88e-010.1127
5522PPP2R2CSYSMH2HumanOral cavityOSCC1.99e-134.91e-010.2326
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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
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:001631110EsophagusESCCdephosphorylation251/8552417/187231.26e-092.99e-08251
GO:000647018EsophagusESCCprotein dephosphorylation177/8552281/187233.13e-096.72e-08177
GO:00702624EsophagusESCCpeptidyl-serine dephosphorylation16/855219/187236.45e-043.43e-0316
GO:000647015Oral cavityOSCCprotein dephosphorylation162/7305281/187231.56e-104.56e-09162
GO:00163119Oral cavityOSCCdephosphorylation220/7305417/187236.33e-091.34e-07220
GO:00702623Oral cavityOSCCpeptidyl-serine dephosphorylation16/730519/187237.05e-055.60e-0416
GO:000647024SkincSCCprotein dephosphorylation111/4864281/187234.10e-077.96e-06111
GO:007026212SkincSCCpeptidyl-serine dephosphorylation12/486419/187237.03e-044.98e-0312
GO:001631115SkincSCCdephosphorylation134/4864417/187232.65e-031.50e-02134
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0516510EsophagusESCCHuman papillomavirus infection215/4205331/84657.86e-097.12e-083.65e-08215
hsa0407116EsophagusESCCSphingolipid signaling pathway85/4205121/84653.04e-061.73e-058.84e-0685
hsa051425EsophagusESCCChagas disease65/4205102/84652.81e-037.59e-033.89e-0365
hsa041517EsophagusESCCPI3K-Akt signaling pathway197/4205354/84651.24e-022.83e-021.45e-02197
hsa0439018EsophagusESCCHippo signaling pathway92/4205157/84651.46e-023.31e-021.69e-0292
hsa0516515EsophagusESCCHuman papillomavirus infection215/4205331/84657.86e-097.12e-083.65e-08215
hsa0407117EsophagusESCCSphingolipid signaling pathway85/4205121/84653.04e-061.73e-058.84e-0685
hsa0514213EsophagusESCCChagas disease65/4205102/84652.81e-037.59e-033.89e-0365
hsa0415114EsophagusESCCPI3K-Akt signaling pathway197/4205354/84651.24e-022.83e-021.45e-02197
hsa0439019EsophagusESCCHippo signaling pathway92/4205157/84651.46e-023.31e-021.69e-0292
hsa030158Oral cavityOSCCmRNA surveillance pathway75/370497/84651.30e-112.01e-101.02e-1075
hsa051659Oral cavityOSCCHuman papillomavirus infection200/3704331/84653.83e-104.93e-092.51e-09200
hsa051608Oral cavityOSCCHepatitis C103/3704157/84652.17e-081.96e-079.99e-08103
hsa0407114Oral cavityOSCCSphingolipid signaling pathway82/3704121/84656.97e-085.08e-072.58e-0782
hsa0453030Oral cavityOSCCTight junction102/3704169/84658.68e-063.93e-052.00e-05102
hsa051424Oral cavityOSCCChagas disease64/3704102/84658.00e-052.95e-041.50e-0464
hsa041516Oral cavityOSCCPI3K-Akt signaling pathway185/3704354/84656.26e-041.86e-039.49e-04185
hsa041529Oral cavityOSCCAMPK signaling pathway71/3704121/84656.29e-041.86e-039.49e-0471
hsa0439016Oral cavityOSCCHippo signaling pathway86/3704157/84653.30e-038.24e-034.20e-0386
hsa0301513Oral cavityOSCCmRNA surveillance pathway75/370497/84651.30e-112.01e-101.02e-1075
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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
PPP2R2CinsertionFrame_Shift_Insnovelc.353_354insCCCCTTGCCTCAGTTTCCTCACCAGCAGCATACAp.Trp118CysfsTer19p.W118Cfs*19Q9Y2T4protein_codingTCGA-BH-A0EB-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
PPP2R2CSNVMissense_Mutationc.1299N>Gp.Asn433Lysp.N433KQ9Y2T4protein_codingdeleterious(0)probably_damaging(0.974)TCGA-EK-A2PL-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
PPP2R2CSNVMissense_Mutationnovelc.83N>Gp.Ser28Cysp.S28CQ9Y2T4protein_codingdeleterious(0)probably_damaging(1)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PPP2R2CSNVMissense_Mutationrs754747800c.1139N>Gp.Glu380Glyp.E380GQ9Y2T4protein_codingdeleterious(0.03)possibly_damaging(0.618)TCGA-A6-5661-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PPP2R2CSNVMissense_Mutationrs375066274c.1183N>Ap.Val395Metp.V395MQ9Y2T4protein_codingtolerated(0.25)benign(0.04)TCGA-AA-3994-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapycapecitabineCR
PPP2R2CSNVMissense_Mutationrs747639231c.850G>Ap.Val284Metp.V284MQ9Y2T4protein_codingdeleterious(0.02)possibly_damaging(0.537)TCGA-AA-A02E-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
PPP2R2CSNVMissense_Mutationnovelc.1336N>Gp.Met446Valp.M446VQ9Y2T4protein_codingtolerated_low_confidence(0.49)benign(0)TCGA-AD-5900-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PPP2R2CSNVMissense_Mutationrs371827360c.631G>Ap.Val211Metp.V211MQ9Y2T4protein_codingdeleterious(0.02)probably_damaging(0.965)TCGA-CA-5255-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
PPP2R2CSNVMissense_Mutationrs776449314c.821N>Ap.Arg274Hisp.R274HQ9Y2T4protein_codingtolerated(0.1)benign(0.013)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
PPP2R2CSNVMissense_Mutationc.224G>Ap.Ser75Asnp.S75NQ9Y2T4protein_codingdeleterious(0)probably_damaging(0.974)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
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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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