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: PPP1R9A

Gene summary for PPP1R9A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PPP1R9A

Gene ID

55607

Gene nameprotein phosphatase 1 regulatory subunit 9A
Gene AliasNRB1
Cytomap7q21.3
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

Q9ULJ8


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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
55607PPP1R9AHTA11_3410_2000001011HumanColorectumAD4.57e-43-1.04e+000.0155
55607PPP1R9AHTA11_2487_2000001011HumanColorectumSER9.62e-21-9.41e-01-0.1808
55607PPP1R9AHTA11_2951_2000001011HumanColorectumAD1.64e-08-1.10e+000.0216
55607PPP1R9AHTA11_1938_2000001011HumanColorectumAD5.97e-17-8.11e-01-0.0811
55607PPP1R9AHTA11_78_2000001011HumanColorectumAD1.87e-03-5.13e-01-0.1088
55607PPP1R9AHTA11_411_2000001011HumanColorectumSER9.70e-04-6.95e-01-0.2602
55607PPP1R9AHTA11_2112_2000001011HumanColorectumSER9.28e-06-9.89e-01-0.2196
55607PPP1R9AHTA11_3361_2000001011HumanColorectumAD3.79e-20-1.02e+00-0.1207
55607PPP1R9AHTA11_83_2000001011HumanColorectumSER7.63e-13-8.61e-01-0.1526
55607PPP1R9AHTA11_696_2000001011HumanColorectumAD1.06e-44-8.85e-01-0.1464
55607PPP1R9AHTA11_866_2000001011HumanColorectumAD5.68e-30-8.07e-01-0.1001
55607PPP1R9AHTA11_1391_2000001011HumanColorectumAD5.01e-21-7.86e-01-0.059
55607PPP1R9AHTA11_2992_2000001011HumanColorectumSER9.24e-06-7.68e-01-0.1706
55607PPP1R9AHTA11_5212_2000001011HumanColorectumAD1.49e-10-1.04e+00-0.2061
55607PPP1R9AHTA11_5216_2000001011HumanColorectumSER1.04e-06-9.53e-01-0.1462
55607PPP1R9AHTA11_546_2000001011HumanColorectumAD4.57e-06-7.02e-01-0.0842
55607PPP1R9AHTA11_9341_2000001011HumanColorectumSER8.61e-04-9.77e-01-0.00410000000000005
55607PPP1R9AHTA11_7862_2000001011HumanColorectumAD1.30e-07-7.81e-01-0.0179
55607PPP1R9AHTA11_866_3004761011HumanColorectumAD3.35e-25-8.18e-010.096
55607PPP1R9AHTA11_4255_2000001011HumanColorectumSER1.09e-06-9.25e-010.0446
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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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:005149228ThyroidATCregulation of stress fiber assembly50/629391/187232.25e-052.00e-0450
GO:190290426ThyroidATCnegative regulation of supramolecular fiber organization82/6293167/187232.35e-052.06e-0482
GO:006099815ThyroidATCregulation of dendritic spine development36/629361/187234.10e-053.32e-0436
GO:000963634ThyroidATCresponse to toxic substance119/6293262/187234.30e-053.48e-04119
GO:010602716ThyroidATCneuron projection organization50/629393/187234.87e-053.88e-0450
GO:011002028ThyroidATCregulation of actomyosin structure organization53/6293100/187234.92e-053.90e-0453
GO:00514892ThyroidATCregulation of filopodium assembly29/629347/187237.37e-055.60e-0429
GO:004881315ThyroidATCdendrite morphogenesis71/6293146/187231.18e-048.38e-0471
GO:009706115ThyroidATCdendritic spine organization45/629384/187231.27e-049.03e-0445
GO:190188818ThyroidATCregulation of cell junction assembly94/6293204/187231.38e-049.65e-0494
GO:006099911ThyroidATCpositive regulation of dendritic spine development26/629342/187231.60e-041.10e-0326
GO:009723733ThyroidATCcellular response to toxic substance61/6293124/187232.31e-041.49e-0361
GO:009917314ThyroidATCpostsynapse organization78/6293168/187233.66e-042.26e-0378
GO:0051494110ThyroidATCnegative regulation of cytoskeleton organization76/6293163/187233.68e-042.27e-0376
GO:00468472ThyroidATCfilopodium assembly34/629362/187234.66e-042.74e-0334
GO:006100114ThyroidATCregulation of dendritic spine morphogenesis27/629347/187236.69e-043.77e-0327
GO:006099712ThyroidATCdendritic spine morphogenesis33/629361/187237.76e-044.28e-0333
GO:009917512ThyroidATCregulation of postsynapse organization44/629390/187231.89e-039.27e-0344
GO:005105114ThyroidATCnegative regulation of transport183/6293470/187238.12e-033.13e-02183
GO:005080712ThyroidATCregulation of synapse organization87/6293211/187231.20e-024.27e-0287
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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
PPP1R9ASNVMissense_Mutationc.1574N>Tp.Ala525Valp.A525VQ9ULJ8protein_codingdeleterious(0)probably_damaging(0.983)TCGA-A2-A0YJ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanPD
PPP1R9ASNVMissense_Mutationnovelc.4086G>Tp.Lys1362Asnp.K1362NQ9ULJ8protein_codingdeleterious_low_confidence(0)benign(0.031)TCGA-A2-A0YK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
PPP1R9ASNVMissense_Mutationnovelc.1435N>Gp.Asn479Aspp.N479DQ9ULJ8protein_codingdeleterious(0)probably_damaging(0.995)TCGA-A7-A13H-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyanastrozolePD
PPP1R9ASNVMissense_Mutationc.3736N>Ap.Asp1246Asnp.D1246NQ9ULJ8protein_codingdeleterious(0.03)probably_damaging(0.989)TCGA-A8-A094-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PPP1R9ASNVMissense_Mutationc.3711N>Cp.Leu1237Phep.L1237FQ9ULJ8protein_codingdeleterious(0)possibly_damaging(0.847)TCGA-AO-A0JM-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
PPP1R9ASNVMissense_Mutationnovelc.916N>Cp.Ser306Prop.S306PQ9ULJ8protein_codingtolerated(0.19)benign(0.001)TCGA-B6-A0RS-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
PPP1R9ASNVMissense_Mutationnovelc.1534N>Tp.Asp512Tyrp.D512YQ9ULJ8protein_codingdeleterious(0)probably_damaging(0.989)TCGA-BH-A1F0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
PPP1R9ASNVMissense_Mutationc.3338N>Ap.Cys1113Tyrp.C1113YQ9ULJ8protein_codingtolerated(0.16)benign(0)TCGA-E9-A1NC-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
PPP1R9ASNVMissense_Mutationnovelc.844G>Cp.Val282Leup.V282LQ9ULJ8protein_codingtolerated(0.25)benign(0.03)TCGA-E9-A1RH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilSD
PPP1R9ASNVMissense_Mutationc.643N>Ap.Pro215Thrp.P215TQ9ULJ8protein_codingtolerated(0.43)benign(0.049)TCGA-EW-A1J6-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
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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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