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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: PPP1R2

Gene summary for PPP1R2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PPP1R2

Gene ID

5504

Gene nameprotein phosphatase 1 regulatory inhibitor subunit 2
Gene AliasIPP-2
Cytomap3q29
Gene Typeprotein-coding
GO ID

GO:0005975

UniProtAcc

P41236


Top

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
5504PPP1R2LZE2THumanEsophagusESCC4.64e-098.91e-010.082
5504PPP1R2LZE4THumanEsophagusESCC1.51e-401.58e+000.0811
5504PPP1R2LZE7THumanEsophagusESCC2.26e-211.46e+000.0667
5504PPP1R2LZE8THumanEsophagusESCC1.63e-228.29e-010.067
5504PPP1R2LZE20THumanEsophagusESCC1.86e-136.48e-010.0662
5504PPP1R2LZE22D1HumanEsophagusHGIN9.73e-041.68e-010.0595
5504PPP1R2LZE22THumanEsophagusESCC1.47e-027.57e-010.068
5504PPP1R2LZE24THumanEsophagusESCC4.27e-431.47e+000.0596
5504PPP1R2LZE21THumanEsophagusESCC1.75e-181.85e+000.0655
5504PPP1R2LZE6THumanEsophagusESCC9.01e-201.22e+000.0845
5504PPP1R2P1T-EHumanEsophagusESCC2.16e-201.30e+000.0875
5504PPP1R2P2T-EHumanEsophagusESCC8.05e-1001.97e+000.1177
5504PPP1R2P4T-EHumanEsophagusESCC9.74e-792.34e+000.1323
5504PPP1R2P5T-EHumanEsophagusESCC1.07e-651.70e+000.1327
5504PPP1R2P8T-EHumanEsophagusESCC1.82e-561.08e+000.0889
5504PPP1R2P9T-EHumanEsophagusESCC1.54e-521.44e+000.1131
5504PPP1R2P10T-EHumanEsophagusESCC6.16e-561.12e+000.116
5504PPP1R2P11T-EHumanEsophagusESCC6.64e-271.30e+000.1426
5504PPP1R2P12T-EHumanEsophagusESCC2.24e-661.39e+000.1122
5504PPP1R2P15T-EHumanEsophagusESCC2.65e-671.74e+000.1149
Page: 1 2 3 4 5 6 7 

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
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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:000609120EsophagusHGINgeneration of precursor metabolites and energy145/2587490/187233.41e-202.04e-17145
GO:001598020EsophagusHGINenergy derivation by oxidation of organic compounds105/2587318/187231.16e-184.99e-16105
GO:000647017EsophagusHGINprotein dephosphorylation61/2587281/187231.86e-043.51e-0361
GO:003530425EsophagusHGINregulation of protein dephosphorylation24/258790/187239.27e-041.17e-0224
GO:004366619EsophagusHGINregulation of phosphoprotein phosphatase activity16/258758/187234.35e-033.84e-0216
GO:003530320EsophagusHGINregulation of dephosphorylation29/2587128/187234.41e-033.87e-0229
GO:0006091110EsophagusESCCgeneration of precursor metabolites and energy331/8552490/187233.86e-238.45e-21331
GO:0015980110EsophagusESCCenergy derivation by oxidation of organic compounds220/8552318/187231.20e-171.09e-15220
GO:001631110EsophagusESCCdephosphorylation251/8552417/187231.26e-092.99e-08251
GO:000647018EsophagusESCCprotein dephosphorylation177/8552281/187233.13e-096.72e-08177
GO:0035304111EsophagusESCCregulation of protein dephosphorylation66/855290/187238.82e-081.48e-0666
GO:0035303111EsophagusESCCregulation of dephosphorylation88/8552128/187231.04e-071.71e-0688
GO:00442626EsophagusESCCcellular carbohydrate metabolic process160/8552283/187231.43e-049.66e-04160
GO:0043666110EsophagusESCCregulation of phosphoprotein phosphatase activity40/855258/187232.83e-041.71e-0340
GO:001092115EsophagusESCCregulation of phosphatase activity52/855284/187231.98e-038.90e-0352
GO:000609112LiverCirrhoticgeneration of precursor metabolites and energy238/4634490/187236.85e-311.07e-27238
GO:001598012LiverCirrhoticenergy derivation by oxidation of organic compounds154/4634318/187233.11e-208.87e-18154
GO:00353047LiverCirrhoticregulation of protein dephosphorylation39/463490/187238.57e-059.25e-0439
GO:004426211LiverCirrhoticcellular carbohydrate metabolic process97/4634283/187231.89e-041.76e-0397
GO:000647011LiverCirrhoticprotein dephosphorylation96/4634281/187232.32e-042.11e-0396
Page: 1 2 3 4 5 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
PPP1R2insertionIn_Frame_Insnovelc.32_33insGAAGCAGGAp.Ile11delinsMetLysGlnAspp.I11delinsMKQDP41236protein_codingTCGA-AO-A03R-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
PPP1R2insertionNonsense_Mutationnovelc.356_357insGTAGATAGCTTAGGGp.Gln119_Glu120insTerp.Q119_E120ins*P41236protein_codingTCGA-AQ-A04J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
PPP1R2SNVMissense_Mutationrs751525820c.344N>Ap.Arg115Glnp.R115QP41236protein_codingtolerated(0.93)benign(0.005)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PPP1R2SNVMissense_Mutationc.254N>Tp.Ala85Valp.A85VP41236protein_codingtolerated(0.1)benign(0.373)TCGA-AD-5900-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PPP1R2SNVMissense_Mutationc.287N>Tp.Ala96Valp.A96VP41236protein_codingtolerated(0.08)benign(0.003)TCGA-AZ-4615-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyxelodaPD
PPP1R2SNVMissense_Mutationrs751525820c.344N>Ap.Arg115Glnp.R115QP41236protein_codingtolerated(0.93)benign(0.005)TCGA-D5-6930-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PPP1R2SNVMissense_Mutationc.388N>Ap.Ser130Thrp.S130TP41236protein_codingtolerated(0.44)benign(0.033)TCGA-AG-3728-01Colorectumrectum adenocarcinomaMale>=65III/IVChemotherapyfolinicCR
PPP1R2SNVMissense_Mutationc.493N>Ap.Leu165Ilep.L165IP41236protein_codingdeleterious(0.02)probably_damaging(0.953)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
PPP1R2SNVMissense_Mutationnovelc.292N>Tp.Asp98Tyrp.D98YP41236protein_codingdeleterious(0)probably_damaging(0.924)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
PPP1R2SNVMissense_Mutationnovelc.436N>Tp.Leu146Phep.L146FP41236protein_codingdeleterious(0)possibly_damaging(0.877)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
Page: 1 2 3 

Top

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
Page: 1