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: PPP3R1

Gene summary for PPP3R1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PPP3R1

Gene ID

5534

Gene nameprotein phosphatase 3 regulatory subunit B, alpha
Gene AliasCALNB1
Cytomap2p14
Gene Typeprotein-coding
GO ID

GO:0001525

UniProtAcc

P63098


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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
5534PPP3R1AEH-subject1HumanEndometriumAEH3.29e-144.65e-01-0.3059
5534PPP3R1AEH-subject2HumanEndometriumAEH2.91e-063.77e-01-0.2525
5534PPP3R1AEH-subject3HumanEndometriumAEH2.40e-063.49e-01-0.2576
5534PPP3R1AEH-subject4HumanEndometriumAEH1.14e-043.63e-01-0.2657
5534PPP3R1AEH-subject5HumanEndometriumAEH1.72e-195.97e-01-0.2953
5534PPP3R1EEC-subject1HumanEndometriumEEC1.18e-125.02e-01-0.2682
5534PPP3R1EEC-subject3HumanEndometriumEEC2.09e-022.10e-01-0.2525
5534PPP3R1GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC4.88e-039.77e-02-0.1869
5534PPP3R1GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC2.45e-054.03e-02-0.1875
5534PPP3R1GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC1.21e-046.52e-02-0.1883
5534PPP3R1GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC2.38e-051.02e-01-0.1917
5534PPP3R1GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC1.38e-079.63e-02-0.1916
5534PPP3R1LZE4THumanEsophagusESCC5.99e-032.22e-020.0811
5534PPP3R1LZE24THumanEsophagusESCC1.08e-141.77e-010.0596
5534PPP3R1P1T-EHumanEsophagusESCC2.58e-044.30e-010.0875
5534PPP3R1P2T-EHumanEsophagusESCC8.15e-447.82e-010.1177
5534PPP3R1P4T-EHumanEsophagusESCC6.56e-224.65e-010.1323
5534PPP3R1P5T-EHumanEsophagusESCC3.84e-082.11e-010.1327
5534PPP3R1P8T-EHumanEsophagusESCC2.56e-151.43e-010.0889
5534PPP3R1P9T-EHumanEsophagusESCC5.49e-071.50e-010.1131
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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
∗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:007259410EndometriumAEHestablishment of protein localization to organelle89/2100422/187232.41e-091.90e-0789
GO:00605627EndometriumAEHepithelial tube morphogenesis63/2100325/187239.63e-062.23e-0463
GO:00345049EndometriumAEHprotein localization to nucleus57/2100290/187231.65e-053.42e-0457
GO:00611384EndometriumAEHmorphogenesis of a branching epithelium40/2100182/187232.16e-054.20e-0440
GO:00482598EndometriumAEHregulation of receptor-mediated endocytosis28/2100110/187232.28e-054.35e-0428
GO:00017637EndometriumAEHmorphogenesis of a branching structure42/2100196/187232.58e-054.86e-0442
GO:00301009EndometriumAEHregulation of endocytosis44/2100211/187233.39e-056.05e-0444
GO:00068988EndometriumAEHreceptor-mediated endocytosis49/2100244/187233.54e-056.24e-0449
GO:00487542EndometriumAEHbranching morphogenesis of an epithelial tube33/2100151/187231.22e-041.68e-0333
GO:00487625EndometriumAEHmesenchymal cell differentiation46/2100236/187231.27e-041.74e-0346
GO:00604853EndometriumAEHmesenchyme development54/2100291/187231.34e-041.83e-0354
GO:00431128EndometriumAEHreceptor metabolic process35/2100166/187231.64e-042.15e-0335
GO:00316237EndometriumAEHreceptor internalization26/2100113/187232.62e-043.08e-0326
GO:00018375EndometriumAEHepithelial to mesenchymal transition33/2100157/187232.64e-043.09e-0333
GO:000691310EndometriumAEHnucleocytoplasmic transport54/2100301/187233.24e-043.62e-0354
GO:005116910EndometriumAEHnuclear transport54/2100301/187233.24e-043.62e-0354
GO:00064709EndometriumAEHprotein dephosphorylation50/2100281/187236.41e-046.23e-0350
GO:00020902EndometriumAEHregulation of receptor internalization15/210056/187239.88e-048.90e-0315
GO:00605414EndometriumAEHrespiratory system development37/2100203/187231.97e-031.54e-0237
GO:00303246EndometriumAEHlung development33/2100177/187232.30e-031.74e-0233
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0502020EndometriumAEHPrion disease110/1197273/84652.39e-272.44e-251.78e-25110
hsa0501420EndometriumAEHAmyotrophic lateral sclerosis123/1197364/84652.17e-227.82e-215.72e-21123
hsa0501020EndometriumAEHAlzheimer disease124/1197384/84651.20e-203.91e-192.86e-19124
hsa0502220EndometriumAEHPathways of neurodegeneration - multiple diseases137/1197476/84659.27e-182.32e-161.70e-16137
hsa0516626EndometriumAEHHuman T-cell leukemia virus 1 infection50/1197222/84654.30e-043.11e-032.27e-0350
hsa0516725EndometriumAEHKaposi sarcoma-associated herpesvirus infection44/1197194/84657.97e-045.28e-033.87e-0344
hsa0421816EndometriumAEHCellular senescence37/1197156/84658.49e-045.52e-034.04e-0337
hsa0541726EndometriumAEHLipid and atherosclerosis47/1197215/84651.24e-037.62e-035.58e-0347
hsa0436010EndometriumAEHAxon guidance39/1197182/84654.47e-032.46e-021.80e-0239
hsa0431010EndometriumAEHWnt signaling pathway37/1197171/84654.68e-032.53e-021.86e-0237
hsa0517018EndometriumAEHHuman immunodeficiency virus 1 infection43/1197212/84658.19e-034.22e-023.09e-0243
hsa0516320EndometriumAEHHuman cytomegalovirus infection45/1197225/84658.98e-034.56e-023.34e-0245
hsa05020110EndometriumAEHPrion disease110/1197273/84652.39e-272.44e-251.78e-25110
hsa05014110EndometriumAEHAmyotrophic lateral sclerosis123/1197364/84652.17e-227.82e-215.72e-21123
hsa05010110EndometriumAEHAlzheimer disease124/1197384/84651.20e-203.91e-192.86e-19124
hsa05022110EndometriumAEHPathways of neurodegeneration - multiple diseases137/1197476/84659.27e-182.32e-161.70e-16137
hsa05166111EndometriumAEHHuman T-cell leukemia virus 1 infection50/1197222/84654.30e-043.11e-032.27e-0350
hsa05167111EndometriumAEHKaposi sarcoma-associated herpesvirus infection44/1197194/84657.97e-045.28e-033.87e-0344
hsa0421817EndometriumAEHCellular senescence37/1197156/84658.49e-045.52e-034.04e-0337
hsa05417111EndometriumAEHLipid and atherosclerosis47/1197215/84651.24e-037.62e-035.58e-0347
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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
PPP3R1SNVMissense_Mutationc.362G>Ap.Gly121Glup.G121EP63098protein_codingdeleterious(0)probably_damaging(0.992)TCGA-BH-A1FL-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
PPP3R1SNVMissense_Mutationnovelc.299A>Gp.Asp100Glyp.D100GP63098protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
PPP3R1SNVMissense_Mutationnovelc.187N>Ap.Asp63Asnp.D63NP63098protein_codingdeleterious(0.04)probably_damaging(0.97)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
PPP3R1SNVMissense_Mutationc.259N>Tp.Asp87Tyrp.D87YP63098protein_codingdeleterious(0)possibly_damaging(0.753)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
PPP3R1SNVMissense_Mutationnovelc.270N>Tp.Gln90Hisp.Q90HP63098protein_codingdeleterious(0.01)benign(0.135)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
PPP3R1SNVMissense_Mutationc.71N>Ap.Gly24Glup.G24EP63098protein_codingtolerated(0.27)benign(0.031)TCGA-F5-6464-01Colorectumrectum adenocarcinomaFemale>=65III/IVUnknownUnknownSD
PPP3R1SNVMissense_Mutationnovelc.224N>Gp.Phe75Cysp.F75CP63098protein_codingdeleterious(0)probably_damaging(1)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
PPP3R1SNVMissense_Mutationc.170N>Ap.Arg57Glnp.R57QP63098protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
PPP3R1SNVMissense_Mutationc.395N>Ap.Ile132Asnp.I132NP63098protein_codingdeleterious(0)probably_damaging(1)TCGA-A5-A0G9-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PPP3R1SNVMissense_Mutationnovelc.187N>Ap.Asp63Asnp.D63NP63098protein_codingdeleterious(0.04)probably_damaging(0.97)TCGA-AX-A06F-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
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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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