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: PPP2R5C

Gene summary for PPP2R5C

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PPP2R5C

Gene ID

5527

Gene nameprotein phosphatase 2 regulatory subunit B'gamma
Gene AliasB56G
Cytomap14q32.31
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q13362


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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
5527PPP2R5CHTA11_347_2000001011HumanColorectumAD1.18e-034.15e-01-0.1954
5527PPP2R5CHTA11_99999965062_69753HumanColorectumMSI-H1.12e-039.38e-010.3487
5527PPP2R5CA015-C-203HumanColorectumFAP1.60e-29-4.25e-01-0.1294
5527PPP2R5CA015-C-204HumanColorectumFAP1.92e-05-2.91e-01-0.0228
5527PPP2R5CA002-C-201HumanColorectumFAP1.34e-14-3.31e-010.0324
5527PPP2R5CA002-C-203HumanColorectumFAP7.86e-04-3.52e-020.2786
5527PPP2R5CA001-C-119HumanColorectumFAP1.44e-05-3.45e-01-0.1557
5527PPP2R5CA001-C-108HumanColorectumFAP5.85e-12-7.04e-02-0.0272
5527PPP2R5CA002-C-205HumanColorectumFAP1.99e-23-4.83e-01-0.1236
5527PPP2R5CA001-C-104HumanColorectumFAP1.17e-031.03e-010.0184
5527PPP2R5CA015-C-005HumanColorectumFAP9.68e-03-1.72e-01-0.0336
5527PPP2R5CA015-C-006HumanColorectumFAP4.97e-18-5.63e-01-0.0994
5527PPP2R5CA015-C-106HumanColorectumFAP4.95e-09-1.31e-01-0.0511
5527PPP2R5CA002-C-114HumanColorectumFAP5.97e-19-4.13e-01-0.1561
5527PPP2R5CA015-C-104HumanColorectumFAP5.81e-26-3.67e-01-0.1899
5527PPP2R5CA001-C-014HumanColorectumFAP4.10e-11-1.31e-020.0135
5527PPP2R5CA002-C-016HumanColorectumFAP2.53e-19-2.49e-010.0521
5527PPP2R5CA015-C-002HumanColorectumFAP1.36e-10-2.54e-01-0.0763
5527PPP2R5CA001-C-203HumanColorectumFAP6.00e-06-8.97e-03-0.0481
5527PPP2R5CA002-C-116HumanColorectumFAP3.86e-31-3.08e-01-0.0452
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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
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:0010498ColorectumADproteasomal protein catabolic process174/3918490/187233.18e-147.66e-12174
GO:0043161ColorectumADproteasome-mediated ubiquitin-dependent protein catabolic process141/3918412/187231.77e-101.68e-08141
GO:0016311ColorectumADdephosphorylation123/3918417/187231.84e-053.82e-04123
GO:0006470ColorectumADprotein dephosphorylation88/3918281/187232.56e-054.89e-0488
GO:00104983ColorectumMSI-Hproteasomal protein catabolic process71/1319490/187234.67e-096.03e-0771
GO:00431613ColorectumMSI-Hproteasome-mediated ubiquitin-dependent protein catabolic process53/1319412/187231.51e-056.62e-0453
GO:00064703ColorectumMSI-Hprotein dephosphorylation34/1319281/187231.43e-032.22e-0234
GO:00431614ColorectumFAPproteasome-mediated ubiquitin-dependent protein catabolic process98/2622412/187235.41e-084.20e-0698
GO:00104984ColorectumFAPproteasomal protein catabolic process110/2622490/187232.12e-071.26e-05110
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:00431615ColorectumCRCproteasome-mediated ubiquitin-dependent protein catabolic process69/2078412/187233.16e-044.90e-0369
GO:00104985ColorectumCRCproteasomal protein catabolic process77/2078490/187231.03e-031.21e-0277
GO:001049826EsophagusHGINproteasomal protein catabolic process139/2587490/187231.20e-173.41e-15139
GO:004316126EsophagusHGINproteasome-mediated ubiquitin-dependent protein catabolic process114/2587412/187237.00e-141.20e-11114
GO:000647017EsophagusHGINprotein dephosphorylation61/2587281/187231.86e-043.51e-0361
GO:0010498111EsophagusESCCproteasomal protein catabolic process369/8552490/187231.13e-411.80e-38369
GO:0043161111EsophagusESCCproteasome-mediated ubiquitin-dependent protein catabolic process312/8552412/187233.53e-364.48e-33312
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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
hsa041524ColorectumFAPAMPK signaling pathway37/1404121/84658.97e-058.56e-045.21e-0437
hsa040714ColorectumFAPSphingolipid signaling pathway34/1404121/84659.53e-045.22e-033.17e-0334
hsa047286ColorectumFAPDopaminergic synapse34/1404132/84654.59e-031.89e-021.15e-0234
hsa04261ColorectumFAPAdrenergic signaling in cardiomyocytes38/1404154/84656.16e-032.34e-021.42e-0238
hsa030152ColorectumFAPmRNA surveillance pathway26/140497/84657.11e-032.64e-021.60e-0226
hsa04151ColorectumFAPPI3K-Akt signaling pathway75/1404354/84651.23e-024.19e-022.55e-0275
hsa04110ColorectumFAPCell cycle37/1404157/84651.44e-024.77e-022.90e-0237
hsa041525ColorectumFAPAMPK signaling pathway37/1404121/84658.97e-058.56e-045.21e-0437
hsa040715ColorectumFAPSphingolipid signaling pathway34/1404121/84659.53e-045.22e-033.17e-0334
hsa047287ColorectumFAPDopaminergic synapse34/1404132/84654.59e-031.89e-021.15e-0234
hsa042611ColorectumFAPAdrenergic signaling in cardiomyocytes38/1404154/84656.16e-032.34e-021.42e-0238
hsa030153ColorectumFAPmRNA surveillance pathway26/140497/84657.11e-032.64e-021.60e-0226
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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
PPP2R5CSNVMissense_Mutationc.407N>Ap.Arg136Glnp.R136QQ13362protein_codingdeleterious(0.02)probably_damaging(0.99)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PPP2R5CSNVMissense_Mutationnovelc.656G>Ap.Arg219Lysp.R219KQ13362protein_codingdeleterious(0)probably_damaging(0.994)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PPP2R5CSNVMissense_Mutationc.1329C>Gp.Phe443Leup.F443LQ13362protein_codingdeleterious(0)benign(0.066)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PPP2R5CSNVMissense_Mutationc.1100N>Ap.Ser367Tyrp.S367YQ13362protein_codingdeleterious(0)probably_damaging(0.981)TCGA-OL-A5RW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
PPP2R5CSNVMissense_Mutationnovelc.1111N>Cp.Phe371Leup.F371LQ13362protein_codingdeleterious(0.01)possibly_damaging(0.628)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PPP2R5CSNVMissense_Mutationc.1150N>Cp.Glu384Glnp.E384QQ13362protein_codingdeleterious(0)probably_damaging(0.972)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PPP2R5CSNVMissense_Mutationnovelc.1474G>Ap.Asp492Asnp.D492NQ13362protein_codingtolerated(0.09)benign(0.02)TCGA-JW-A5VJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
PPP2R5CSNVMissense_Mutationc.407G>Ap.Arg136Glnp.R136QQ13362protein_codingdeleterious(0.02)probably_damaging(0.99)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PPP2R5CSNVMissense_Mutationnovelc.869N>Ap.Ser290Tyrp.S290YQ13362protein_codingdeleterious(0)possibly_damaging(0.831)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
PPP2R5CSNVMissense_Mutationc.1144A>Gp.Asn382Aspp.N382DQ13362protein_codingdeleterious(0)benign(0.436)TCGA-G4-6309-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyxelodaPD
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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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