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: PPP1CA

Gene summary for PPP1CA

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PPP1CA

Gene ID

5499

Gene nameprotein phosphatase 1 catalytic subunit alpha
Gene AliasPP-1A
Cytomap11q13.2
Gene Typeprotein-coding
GO ID

GO:0000271

UniProtAcc

A0A140VJS9


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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
5499PPP1CAGSM4909282HumanBreastIDC7.03e-407.46e-01-0.0288
5499PPP1CAGSM4909285HumanBreastIDC3.88e-154.79e-010.21
5499PPP1CAGSM4909287HumanBreastIDC1.13e-022.82e-010.2057
5499PPP1CAGSM4909290HumanBreastIDC6.01e-094.85e-010.2096
5499PPP1CAGSM4909291HumanBreastIDC4.12e-033.14e-010.1753
5499PPP1CAGSM4909296HumanBreastIDC3.77e-072.30e-010.1524
5499PPP1CAGSM4909297HumanBreastIDC2.42e-08-1.48e-010.1517
5499PPP1CAGSM4909304HumanBreastIDC1.63e-205.00e-010.1636
5499PPP1CAGSM4909308HumanBreastIDC2.57e-074.08e-010.158
5499PPP1CAGSM4909309HumanBreastIDC2.15e-062.44e-010.0483
5499PPP1CAGSM4909311HumanBreastIDC4.45e-19-6.46e-020.1534
5499PPP1CAGSM4909312HumanBreastIDC3.19e-154.03e-010.1552
5499PPP1CAGSM4909313HumanBreastIDC5.79e-037.62e-020.0391
5499PPP1CAGSM4909317HumanBreastIDC1.19e-114.81e-010.1355
5499PPP1CAGSM4909318HumanBreastIDC6.39e-096.11e-010.2031
5499PPP1CAGSM4909319HumanBreastIDC2.09e-336.30e-020.1563
5499PPP1CAGSM4909320HumanBreastIDC2.38e-102.28e-010.1575
5499PPP1CAGSM4909321HumanBreastIDC1.72e-142.65e-010.1559
5499PPP1CAbrca1HumanBreastPrecancer3.83e-265.92e-01-0.0338
5499PPP1CAbrca2HumanBreastPrecancer3.61e-083.79e-01-0.024
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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.

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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:001003820Oral cavityOSCCresponse to metal ion188/7305373/187234.34e-065.00e-05188
GO:00320919Oral cavityOSCCnegative regulation of protein binding57/730594/187231.75e-051.71e-0457
GO:003011110Oral cavityOSCCregulation of Wnt signaling pathway165/7305328/187231.87e-051.80e-04165
GO:00435584Oral cavityOSCCregulation of translational initiation in response to stress13/730514/187234.31e-053.71e-0413
GO:000762316Oral cavityOSCCcircadian rhythm110/7305210/187235.40e-054.48e-04110
GO:00094164Oral cavityOSCCresponse to light stimulus159/7305320/187235.98e-054.92e-04159
GO:00702623Oral cavityOSCCpeptidyl-serine dephosphorylation16/730519/187237.05e-055.60e-0416
GO:005110019Oral cavityOSCCnegative regulation of binding87/7305162/187231.00e-047.54e-0487
GO:006082810Oral cavityOSCCregulation of canonical Wnt signaling pathway128/7305253/187231.11e-048.16e-04128
GO:00303238Oral cavityOSCCrespiratory tube development95/7305181/187231.53e-041.07e-0395
GO:00059968Oral cavityOSCCmonosaccharide metabolic process129/7305257/187231.63e-041.13e-03129
GO:004346716Oral cavityOSCCregulation of generation of precursor metabolites and energy71/7305130/187232.15e-041.41e-0371
GO:006007010Oral cavityOSCCcanonical Wnt signaling pathway148/7305303/187232.89e-041.82e-03148
GO:00193188Oral cavityOSCChexose metabolic process118/7305237/187234.53e-042.73e-03118
GO:00303248Oral cavityOSCClung development91/7305177/187235.18e-043.01e-0391
GO:00359702Oral cavityOSCCpeptidyl-threonine dephosphorylation13/730516/187237.05e-043.89e-0313
GO:00329229Oral cavityOSCCcircadian regulation of gene expression40/730568/187237.28e-043.98e-0340
GO:00060068Oral cavityOSCCglucose metabolic process98/7305196/187231.10e-035.63e-0398
GO:20012393Oral cavityOSCCregulation of extrinsic apoptotic signaling pathway in absence of ligand27/730543/187231.35e-036.62e-0327
GO:00605416Oral cavityOSCCrespiratory system development100/7305203/187231.83e-038.60e-03100
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0541518BreastPrecancerDiabetic cardiomyopathy63/684203/84655.63e-221.48e-201.14e-2063
hsa042189BreastPrecancerCellular senescence29/684156/84651.66e-051.69e-041.30e-0429
hsa0520514BreastPrecancerProteoglycans in cancer30/684205/84651.00e-037.18e-035.50e-0330
hsa05031BreastPrecancerAmphetamine addiction14/68469/84651.05e-037.35e-035.63e-0314
hsa0541519BreastPrecancerDiabetic cardiomyopathy63/684203/84655.63e-221.48e-201.14e-2063
hsa0421814BreastPrecancerCellular senescence29/684156/84651.66e-051.69e-041.30e-0429
hsa0520515BreastPrecancerProteoglycans in cancer30/684205/84651.00e-037.18e-035.50e-0330
hsa050311BreastPrecancerAmphetamine addiction14/68469/84651.05e-037.35e-035.63e-0314
hsa0541523BreastIDCDiabetic cardiomyopathy67/867203/84653.17e-198.59e-186.43e-1867
hsa0421824BreastIDCCellular senescence35/867156/84655.49e-067.43e-055.56e-0535
hsa0520523BreastIDCProteoglycans in cancer42/867205/84657.69e-069.99e-057.48e-0542
hsa050312BreastIDCAmphetamine addiction18/86769/84651.42e-041.36e-031.01e-0318
hsa0481014BreastIDCRegulation of actin cytoskeleton36/867229/84655.79e-033.13e-022.34e-0236
hsa045109BreastIDCFocal adhesion32/867203/84658.60e-034.23e-023.17e-0232
hsa0541533BreastIDCDiabetic cardiomyopathy67/867203/84653.17e-198.59e-186.43e-1867
hsa0421834BreastIDCCellular senescence35/867156/84655.49e-067.43e-055.56e-0535
hsa0520533BreastIDCProteoglycans in cancer42/867205/84657.69e-069.99e-057.48e-0542
hsa050313BreastIDCAmphetamine addiction18/86769/84651.42e-041.36e-031.01e-0318
hsa0481015BreastIDCRegulation of actin cytoskeleton36/867229/84655.79e-033.13e-022.34e-0236
hsa0451013BreastIDCFocal adhesion32/867203/84658.60e-034.23e-023.17e-0232
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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
PPP1CAinsertionIn_Frame_Insnovelc.223_224insGACCCAGAAGCTCCAAGTTACp.Asp75delinsGlyProArgSerSerLysLeuHisp.D75delinsGPRSSKLHP62136protein_codingTCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PPP1CAinsertionFrame_Shift_Insnovelc.221_222insCGGGAAGATCCCTp.Asp75GlyfsTer5p.D75Gfs*5P62136protein_codingTCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PPP1CAinsertionFrame_Shift_Insnovelc.348_349insGGAGTp.Leu117GlyfsTer61p.L117Gfs*61P62136protein_codingTCGA-BH-A0B9-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
PPP1CAinsertionFrame_Shift_Insnovelc.347_348insTTTCTTTACTTTTTTGAGAp.Leu117PhefsTer12p.L117Ffs*12P62136protein_codingTCGA-BH-A0B9-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
PPP1CAdeletionFrame_Shift_Delnovelc.620delCp.Pro207LeufsTer56p.P207Lfs*56P62136protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
PPP1CASNVMissense_Mutationc.461N>Ap.Arg154Hisp.R154HP62136protein_codingdeleterious_low_confidence(0)probably_damaging(0.966)TCGA-AA-3950-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PPP1CASNVMissense_Mutationnovelc.441N>Ap.Phe147Leup.F147LP62136protein_codingdeleterious_low_confidence(0)possibly_damaging(0.727)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
PPP1CASNVMissense_Mutationc.848N>Gp.Tyr283Cysp.Y283CP62136protein_codingdeleterious_low_confidence(0.02)probably_damaging(1)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
PPP1CASNVMissense_Mutationnovelc.379N>Ap.Glu127Lysp.E127KP62136protein_codingdeleterious_low_confidence(0.01)benign(0.057)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
PPP1CASNVMissense_Mutationrs774510465c.931N>Ap.Asp311Asnp.D311NP62136protein_codingdeleterious_low_confidence(0.05)benign(0)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
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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
5499PPP1CAKINASE, DRUGGABLE GENOME, PROTEIN PHOSPHATASECANTHARIDINCANTHARIDIN
5499PPP1CAKINASE, DRUGGABLE GENOME, PROTEIN PHOSPHATASEDEMETHYL-CANTHARIDINDEMETHYL-CANTHARIDIN
5499PPP1CAKINASE, DRUGGABLE GENOME, PROTEIN PHOSPHATASEDNDI1417601CHEMBL1503729
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