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: PPP1R11

Gene summary for PPP1R11

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PPP1R11

Gene ID

6992

Gene nameprotein phosphatase 1 regulatory inhibitor subunit 11
Gene AliasCFAP255
Cytomap6p22.1
Gene Typeprotein-coding
GO ID

GO:0001816

UniProtAcc

A2BEK1


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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
6992PPP1R11LZE4THumanEsophagusESCC3.34e-184.49e-010.0811
6992PPP1R11LZE5THumanEsophagusESCC6.99e-032.50e-010.0514
6992PPP1R11LZE7THumanEsophagusESCC1.57e-074.93e-010.0667
6992PPP1R11LZE8THumanEsophagusESCC5.44e-094.89e-010.067
6992PPP1R11LZE20THumanEsophagusESCC3.74e-185.84e-010.0662
6992PPP1R11LZE22D1HumanEsophagusHGIN4.11e-032.14e-010.0595
6992PPP1R11LZE22THumanEsophagusESCC2.80e-068.17e-010.068
6992PPP1R11LZE24THumanEsophagusESCC2.26e-318.76e-010.0596
6992PPP1R11LZE6THumanEsophagusESCC3.08e-116.50e-010.0845
6992PPP1R11P1T-EHumanEsophagusESCC9.01e-169.09e-010.0875
6992PPP1R11P2T-EHumanEsophagusESCC1.08e-417.03e-010.1177
6992PPP1R11P4T-EHumanEsophagusESCC5.72e-378.72e-010.1323
6992PPP1R11P5T-EHumanEsophagusESCC5.05e-264.57e-010.1327
6992PPP1R11P8T-EHumanEsophagusESCC3.49e-385.58e-010.0889
6992PPP1R11P9T-EHumanEsophagusESCC2.32e-143.82e-010.1131
6992PPP1R11P10T-EHumanEsophagusESCC1.46e-334.62e-010.116
6992PPP1R11P11T-EHumanEsophagusESCC3.99e-237.71e-010.1426
6992PPP1R11P12T-EHumanEsophagusESCC2.97e-386.28e-010.1122
6992PPP1R11P15T-EHumanEsophagusESCC4.98e-286.47e-010.1149
6992PPP1R11P16T-EHumanEsophagusESCC4.37e-305.51e-010.1153
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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:004593626EsophagusHGINnegative regulation of phosphate metabolic process89/2587441/187231.24e-042.54e-0389
GO:001056326EsophagusHGINnegative regulation of phosphorus metabolic process89/2587442/187231.34e-042.71e-0389
GO:000647017EsophagusHGINprotein dephosphorylation61/2587281/187231.86e-043.51e-0361
GO:003530425EsophagusHGINregulation of protein dephosphorylation24/258790/187239.27e-041.17e-0224
GO:005134620EsophagusHGINnegative regulation of hydrolase activity72/2587379/187232.81e-032.75e-0272
GO:004366619EsophagusHGINregulation of phosphoprotein phosphatase activity16/258758/187234.35e-033.84e-0216
GO:003530320EsophagusHGINregulation of dephosphorylation29/2587128/187234.41e-033.87e-0229
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: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:0051346110EsophagusESCCnegative regulation of hydrolase activity208/8552379/187231.76e-041.14e-03208
GO:003530816EsophagusESCCnegative regulation of protein dephosphorylation26/855234/187232.53e-041.55e-0326
GO:0043666110EsophagusESCCregulation of phosphoprotein phosphatase activity40/855258/187232.83e-041.71e-0340
GO:00353056EsophagusESCCnegative regulation of dephosphorylation31/855245/187231.40e-036.62e-0331
GO:001092115EsophagusESCCregulation of phosphatase activity52/855284/187231.98e-038.90e-0352
GO:00325155EsophagusESCCnegative regulation of phosphoprotein phosphatase activity19/855226/187234.31e-031.71e-0219
GO:005134612LiverCirrhoticnegative regulation of hydrolase activity139/4634379/187231.24e-073.42e-06139
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
PPP1R11SNVMissense_Mutationc.70G>Ap.Glu24Lysp.E24KO60927protein_codingtolerated(0.37)probably_damaging(0.992)TCGA-A6-2681-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
PPP1R11SNVMissense_Mutationnovelc.97N>Tp.Arg33Trpp.R33WO60927protein_codingdeleterious(0)probably_damaging(0.941)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PPP1R11SNVMissense_Mutationrs770307762c.299G>Ap.Arg100Hisp.R100HO60927protein_codingtolerated(0.19)benign(0)TCGA-AJ-A2QO-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PPP1R11SNVMissense_Mutationnovelc.97N>Tp.Arg33Trpp.R33WO60927protein_codingdeleterious(0)probably_damaging(0.941)TCGA-AJ-A5DW-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PPP1R11SNVMissense_Mutationnovelc.58N>Gp.Thr20Alap.T20AO60927protein_codingtolerated(0.76)benign(0.157)TCGA-EO-A22R-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PPP1R11SNVMissense_Mutationnovelc.97N>Tp.Arg33Trpp.R33WO60927protein_codingdeleterious(0)probably_damaging(0.941)TCGA-EO-A3B0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
PPP1R11SNVMissense_Mutationnovelc.97C>Tp.Arg33Trpp.R33WO60927protein_codingdeleterious(0)probably_damaging(0.941)TCGA-EY-A1GI-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PPP1R11SNVMissense_Mutationnovelc.30N>Tp.Glu10Aspp.E10DO60927protein_codingtolerated(0.07)benign(0.084)TCGA-DD-AACQ-01Liverliver hepatocellular carcinomaMale<65I/IIUnknownUnknownPD
PPP1R11SNVMissense_Mutationc.7G>Ap.Glu3Lysp.E3KO60927protein_codingdeleterious(0.01)probably_damaging(0.959)TCGA-55-A4DF-01Lunglung adenocarcinomaMale>=65I/IIUnknownUnknownPD
PPP1R11SNVMissense_Mutationnovelc.19G>Ap.Gly7Argp.G7RO60927protein_codingtolerated(0.22)benign(0.347)TCGA-CN-5360-01Oral cavityhead & neck squamous cell carcinomaMale>=65I/IIChemotherapycisplatinSD
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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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