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:0072659112ThyroidPTCprotein localization to plasma membrane153/5968284/187239.90e-156.50e-13153
GO:1990778111ThyroidPTCprotein localization to cell periphery172/5968333/187233.71e-142.30e-12172
GO:0016049112ThyroidPTCcell growth225/5968482/187234.75e-122.07e-10225
GO:000815426ThyroidPTCactin polymerization or depolymerization117/5968218/187231.85e-117.21e-10117
GO:000734619ThyroidPTCregulation of mitotic cell cycle212/5968457/187234.03e-111.44e-09212
GO:0071496113ThyroidPTCcellular response to external stimulus158/5968320/187234.12e-111.47e-09158
GO:004477218ThyroidPTCmitotic cell cycle phase transition196/5968424/187233.17e-101.02e-08196
GO:1901653111ThyroidPTCcellular response to peptide169/5968359/187239.81e-102.89e-08169
GO:0032984110ThyroidPTCprotein-containing complex disassembly114/5968224/187232.26e-096.33e-08114
GO:0001558111ThyroidPTCregulation of cell growth188/5968414/187234.13e-091.09e-07188
GO:0048545113ThyroidPTCresponse to steroid hormone158/5968339/187238.10e-092.00e-07158
GO:1904375111ThyroidPTCregulation of protein localization to cell periphery70/5968125/187232.04e-084.71e-0770
GO:0031668113ThyroidPTCcellular response to extracellular stimulus120/5968246/187232.13e-084.91e-07120
GO:190547525ThyroidPTCregulation of protein localization to membrane91/5968175/187232.41e-085.43e-0791
GO:01400148ThyroidPTCmitotic nuclear division135/5968287/187234.90e-081.04e-06135
GO:19019908ThyroidPTCregulation of mitotic cell cycle phase transition138/5968299/187231.44e-072.78e-06138
GO:0007568111ThyroidPTCaging153/5968339/187231.80e-073.34e-06153
GO:001635819ThyroidPTCdendrite development115/5968243/187233.16e-075.35e-06115
GO:1903076112ThyroidPTCregulation of protein localization to plasma membrane58/5968104/187233.91e-076.51e-0658
GO:003530427ThyroidPTCregulation of protein dephosphorylation51/596890/187231.01e-061.50e-0551
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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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