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: PPP1R10

Gene summary for PPP1R10

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PPP1R10

Gene ID

5514

Gene nameprotein phosphatase 1 regulatory subunit 10
Gene AliasCAT53
Cytomap6p21.33
Gene Typeprotein-coding
GO ID

GO:0000075

UniProtAcc

Q2L6I0


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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
5514PPP1R10AEH-subject1HumanEndometriumAEH1.50e-295.66e-01-0.3059
5514PPP1R10AEH-subject2HumanEndometriumAEH2.06e-052.42e-01-0.2525
5514PPP1R10AEH-subject3HumanEndometriumAEH2.46e-072.72e-01-0.2576
5514PPP1R10AEH-subject4HumanEndometriumAEH6.11e-031.89e-01-0.2657
5514PPP1R10EEC-subject1HumanEndometriumEEC9.04e-052.18e-01-0.2682
5514PPP1R10EEC-subject3HumanEndometriumEEC2.17e-08-6.64e-02-0.2525
5514PPP1R10EEC-subject4HumanEndometriumEEC7.27e-041.91e-01-0.2571
5514PPP1R10GSM5276934HumanEndometriumEEC7.25e-215.61e-01-0.0913
5514PPP1R10GSM5276937HumanEndometriumEEC2.95e-134.91e-01-0.0897
5514PPP1R10GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC1.86e-12-3.58e-01-0.1869
5514PPP1R10GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC2.31e-13-4.09e-01-0.1875
5514PPP1R10GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC7.34e-13-3.66e-01-0.1883
5514PPP1R10GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC1.11e-18-2.31e-01-0.1934
5514PPP1R10GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC1.12e-23-2.23e-01-0.1917
5514PPP1R10GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC3.85e-21-1.34e-01-0.1916
5514PPP1R10LZE2DHumanEsophagusHGIN4.26e-027.52e-020.0642
5514PPP1R10LZE4THumanEsophagusESCC1.32e-125.96e-010.0811
5514PPP1R10LZE5THumanEsophagusESCC6.93e-074.48e-010.0514
5514PPP1R10LZE7THumanEsophagusESCC1.15e-077.94e-010.0667
5514PPP1R10LZE8THumanEsophagusESCC1.31e-085.57e-010.067
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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
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:000734610EsophagusHGINregulation of mitotic cell cycle98/2587457/187234.39e-061.42e-0498
GO:003220416EsophagusHGINregulation of telomere maintenance27/258780/187234.83e-061.56e-0427
GO:003220617EsophagusHGINpositive regulation of telomere maintenance20/258752/187238.82e-062.64e-0420
GO:005105214EsophagusHGINregulation of DNA metabolic process79/2587359/187231.38e-053.85e-0479
GO:001703817EsophagusHGINprotein import51/2587206/187231.79e-054.86e-0451
GO:005117010EsophagusHGINimport into nucleus41/2587159/187234.24e-051.04e-0341
GO:200102019EsophagusHGINregulation of response to DNA damage stimulus52/2587219/187235.00e-051.19e-0352
GO:000660610EsophagusHGINprotein import into nucleus39/2587155/187231.14e-042.39e-0339
GO:005105416EsophagusHGINpositive regulation of DNA metabolic process47/2587201/187231.65e-043.21e-0347
GO:00322007EsophagusHGINtelomere organization38/2587159/187234.23e-046.39e-0338
GO:00427708EsophagusHGINsignal transduction in response to DNA damage39/2587172/187231.07e-031.32e-0239
GO:00459305EsophagusHGINnegative regulation of mitotic cell cycle49/2587235/187231.88e-032.01e-0249
GO:004593110EsophagusHGINpositive regulation of mitotic cell cycle28/2587121/187233.72e-033.39e-0228
GO:19019876EsophagusHGINregulation of cell cycle phase transition72/2587390/187235.78e-034.70e-0272
GO:00447735EsophagusHGINmitotic DNA damage checkpoint20/258781/187236.16e-034.92e-0220
GO:20010214EsophagusHGINnegative regulation of response to DNA damage stimulus20/258781/187236.16e-034.92e-0220
GO:0072594110EsophagusESCCestablishment of protein localization to organelle311/8552422/187233.02e-322.13e-29311
GO:0006913110EsophagusESCCnucleocytoplasmic transport230/8552301/187236.04e-282.02e-25230
GO:0051169110EsophagusESCCnuclear transport230/8552301/187236.04e-282.02e-25230
GO:003450418EsophagusESCCprotein localization to nucleus211/8552290/187234.06e-216.60e-19211
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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
PPP1R10SNVMissense_Mutationnovelc.2333N>Ap.Gly778Glup.G778EQ96QC0protein_codingtolerated_low_confidence(0.06)benign(0.017)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
PPP1R10SNVMissense_Mutationnovelc.1669G>Ap.Val557Ilep.V557IQ96QC0protein_codingtolerated(0.21)probably_damaging(0.967)TCGA-E2-A150-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
PPP1R10SNVMissense_Mutationnovelc.2368N>Cp.Ser790Argp.S790RQ96QC0protein_codingtolerated_low_confidence(0.1)benign(0.003)TCGA-LL-A5YN-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinSD
PPP1R10insertionFrame_Shift_Insnovelc.1483_1484insTp.Gln495LeufsTer12p.Q495Lfs*12Q96QC0protein_codingTCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
PPP1R10insertionNonsense_Mutationnovelc.2107_2108insGAGGTTAGAACTGACTACAAAGACACAGGAAp.Tyr703Terp.Y703*Q96QC0protein_codingTCGA-AQ-A54N-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PPP1R10SNVMissense_Mutationrs748839668c.2764C>Tp.Arg922Cysp.R922CQ96QC0protein_codingdeleterious_low_confidence(0)probably_damaging(0.984)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PPP1R10SNVMissense_Mutationrs774652564c.2345G>Ap.Arg782Hisp.R782HQ96QC0protein_codingdeleterious_low_confidence(0.01)benign(0.12)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PPP1R10SNVMissense_Mutationrs767544705c.1343G>Ap.Arg448Glnp.R448QQ96QC0protein_codingdeleterious(0.01)probably_damaging(0.988)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PPP1R10SNVMissense_Mutationrs747071643c.2255N>Ap.Arg752Hisp.R752HQ96QC0protein_codingtolerated_low_confidence(0.08)benign(0.057)TCGA-DR-A0ZL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PPP1R10SNVMissense_Mutationnovelc.249N>Cp.Lys83Asnp.K83NQ96QC0protein_codingdeleterious(0.02)possibly_damaging(0.863)TCGA-IR-A3LH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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