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: PPP1R9B

Gene summary for PPP1R9B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PPP1R9B

Gene ID

84687

Gene nameprotein phosphatase 1 regulatory subunit 9B
Gene AliasPPP1R6
Cytomap17q21.33
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

D3DTX6


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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
84687PPP1R9BHCC1_MengHumanLiverHCC2.31e-242.71e-020.0246
84687PPP1R9BHCC2_MengHumanLiverHCC4.01e-109.40e-020.0107
84687PPP1R9BHCC2HumanLiverHCC1.23e-061.26e+000.5341
84687PPP1R9BS014HumanLiverHCC4.72e-093.55e-010.2254
84687PPP1R9BS015HumanLiverHCC8.41e-135.14e-010.2375
84687PPP1R9BS016HumanLiverHCC1.43e-134.04e-010.2243
84687PPP1R9BS027HumanLiverHCC2.66e-064.72e-010.2446
84687PPP1R9BS028HumanLiverHCC3.75e-195.64e-010.2503
84687PPP1R9BS029HumanLiverHCC5.55e-155.42e-010.2581
84687PPP1R9BC04HumanOral cavityOSCC1.27e-114.83e-010.2633
84687PPP1R9BC21HumanOral cavityOSCC3.67e-021.57e-010.2678
84687PPP1R9BC30HumanOral cavityOSCC3.71e-291.09e+000.3055
84687PPP1R9BC38HumanOral cavityOSCC6.91e-045.55e-010.172
84687PPP1R9BC43HumanOral cavityOSCC8.03e-031.28e-010.1704
84687PPP1R9BC46HumanOral cavityOSCC6.35e-051.28e-010.1673
84687PPP1R9BC51HumanOral cavityOSCC1.98e-104.70e-010.2674
84687PPP1R9BC08HumanOral cavityOSCC1.55e-021.37e-010.1919
84687PPP1R9BSYSMH1HumanOral cavityOSCC2.09e-031.64e-010.1127
84687PPP1R9BSYSMH3HumanOral cavityOSCC1.90e-124.00e-010.2442
84687PPP1R9BSYSMH5HumanOral cavityOSCC9.86e-031.78e-010.0647
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:000838022LiverHCCRNA splicing313/7958434/187231.36e-361.73e-33313
GO:190382922LiverHCCpositive regulation of cellular protein localization199/7958276/187231.15e-232.62e-21199
GO:002241112LiverHCCcellular component disassembly282/7958443/187231.02e-191.38e-17282
GO:001056322LiverHCCnegative regulation of phosphorus metabolic process259/7958442/187234.29e-121.92e-10259
GO:004593622LiverHCCnegative regulation of phosphate metabolic process258/7958441/187236.00e-122.60e-10258
GO:004854522LiverHCCresponse to steroid hormone206/7958339/187236.81e-122.92e-10206
GO:007265921LiverHCCprotein localization to plasma membrane177/7958284/187231.02e-114.18e-10177
GO:199077821LiverHCCprotein localization to cell periphery200/7958333/187236.07e-112.23e-09200
GO:190165321LiverHCCcellular response to peptide211/7958359/187232.86e-109.63e-09211
GO:007149622LiverHCCcellular response to external stimulus191/7958320/187233.40e-101.13e-08191
GO:014001411LiverHCCmitotic nuclear division174/7958287/187233.74e-101.23e-08174
GO:000701522LiverHCCactin filament organization252/7958442/187233.83e-101.25e-08252
GO:001604921LiverHCCcell growth269/7958482/187231.84e-095.35e-08269
GO:00447722LiverHCCmitotic cell cycle phase transition240/7958424/187232.47e-096.84e-08240
GO:190547511LiverHCCregulation of protein localization to membrane113/7958175/187232.90e-097.78e-08113
GO:000734611LiverHCCregulation of mitotic cell cycle255/7958457/187234.96e-091.30e-07255
GO:003298411LiverHCCprotein-containing complex disassembly138/7958224/187235.59e-091.46e-07138
GO:003166812LiverHCCcellular response to extracellular stimulus149/7958246/187237.35e-091.86e-07149
GO:190437521LiverHCCregulation of protein localization to cell periphery83/7958125/187235.60e-081.19e-0683
GO:190165422LiverHCCresponse to ketone119/7958194/187238.65e-081.72e-06119
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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
PPP1R9BSNVMissense_Mutationnovelc.1697N>Tp.Ala566Valp.A566Vprotein_codingdeleterious(0.04)probably_damaging(0.998)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
PPP1R9BdeletionFrame_Shift_Delnovelc.1136delTp.Val379GlufsTer17p.V379Efs*17protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
PPP1R9BSNVMissense_Mutationnovelc.144G>Cp.Lys48Asnp.K48Nprotein_codingdeleterious(0)benign(0.362)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PPP1R9BSNVMissense_Mutationnovelc.1526N>Ap.Ser509Asnp.S509Nprotein_codingdeleterious(0)possibly_damaging(0.726)TCGA-GH-A9DA-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PPP1R9BSNVMissense_Mutationnovelc.1439C>Gp.Ser480Cysp.S480Cprotein_codingdeleterious(0)probably_damaging(0.997)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
PPP1R9BSNVMissense_Mutationnovelc.1552N>Cp.Asp518Hisp.D518Hprotein_codingdeleterious(0)probably_damaging(0.955)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PPP1R9BSNVMissense_Mutationnovelc.1282N>Cp.Glu428Glnp.E428Qprotein_codingdeleterious(0.03)possibly_damaging(0.543)TCGA-VS-A9UI-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
PPP1R9BinsertionFrame_Shift_Insnovelc.1096_1097insGp.Val366GlyfsTer12p.V366Gfs*12protein_codingTCGA-VS-A94Z-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PPP1R9BSNVMissense_Mutationnovelc.2221N>Ap.Leu741Metp.L741Mprotein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3950-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PPP1R9BSNVMissense_Mutationnovelc.1930G>Tp.Ala644Serp.A644Sprotein_codingtolerated(0.34)benign(0.057)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=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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