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: PPP1R12A

Gene summary for PPP1R12A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PPP1R12A

Gene ID

4659

Gene nameprotein phosphatase 1 regulatory subunit 12A
Gene AliasGUBS
Cytomap12q21.2-q21.31
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

B2RAH5


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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
4659PPP1R12ACA_HPV_1HumanCervixCC3.14e-041.81e-030.0264
4659PPP1R12ACCI_2HumanCervixCC3.48e-071.27e+000.5249
4659PPP1R12ACCI_3HumanCervixCC3.20e-078.49e-010.516
4659PPP1R12ACCII_1HumanCervixCC7.12e-03-3.49e-010.3249
4659PPP1R12AL1HumanCervixCC2.68e-03-1.34e-010.0802
4659PPP1R12AHTA11_3410_2000001011HumanColorectumAD1.44e-14-6.21e-010.0155
4659PPP1R12AHTA11_3361_2000001011HumanColorectumAD9.09e-03-5.55e-01-0.1207
4659PPP1R12AHTA11_696_2000001011HumanColorectumAD7.27e-07-3.69e-01-0.1464
4659PPP1R12AHTA11_866_2000001011HumanColorectumAD8.80e-04-3.27e-01-0.1001
4659PPP1R12AHTA11_7862_2000001011HumanColorectumAD1.56e-02-6.34e-01-0.0179
4659PPP1R12AHTA11_866_3004761011HumanColorectumAD3.69e-09-6.11e-010.096
4659PPP1R12AHTA11_8622_2000001021HumanColorectumSER2.83e-02-6.17e-010.0528
4659PPP1R12AHTA11_10711_2000001011HumanColorectumAD2.19e-02-5.33e-010.0338
4659PPP1R12AHTA11_7696_3000711011HumanColorectumAD7.53e-14-5.00e-010.0674
4659PPP1R12AHTA11_99999965062_69753HumanColorectumMSI-H4.86e-048.40e-010.3487
4659PPP1R12AHTA11_99999971662_82457HumanColorectumMSS2.87e-06-3.39e-010.3859
4659PPP1R12AHTA11_99999974143_84620HumanColorectumMSS1.38e-19-5.75e-010.3005
4659PPP1R12AA015-C-203HumanColorectumFAP6.94e-34-4.51e-01-0.1294
4659PPP1R12AA015-C-204HumanColorectumFAP1.17e-03-2.67e-01-0.0228
4659PPP1R12AA014-C-040HumanColorectumFAP1.93e-05-3.58e-01-0.1184
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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:00069139CervixCCnucleocytoplasmic transport71/2311301/187234.04e-082.54e-0671
GO:00511699CervixCCnuclear transport71/2311301/187234.04e-082.54e-0671
GO:00468229CervixCCregulation of nucleocytoplasmic transport31/2311106/187232.68e-067.87e-0531
GO:00323868CervixCCregulation of intracellular transport71/2311337/187233.70e-069.74e-0571
GO:00064708CervixCCprotein dephosphorylation60/2311281/187231.33e-052.68e-0460
GO:00436668CervixCCregulation of phosphoprotein phosphatase activity18/231158/187231.40e-041.70e-0318
GO:003530310CervixCCregulation of dephosphorylation31/2311128/187231.52e-041.83e-0331
GO:003530410CervixCCregulation of protein dephosphorylation24/231190/187231.73e-042.04e-0324
GO:00109218CervixCCregulation of phosphatase activity22/231184/187234.18e-044.23e-0322
GO:00163117CervixCCdephosphorylation73/2311417/187231.23e-039.87e-0373
GO:00109223CervixCCpositive regulation of phosphatase activity11/231134/187231.87e-031.39e-0211
GO:00094109CervixCCresponse to xenobiotic stimulus78/2311462/187232.39e-031.70e-0278
GO:00325162CervixCCpositive regulation of phosphoprotein phosphatase activity8/231121/187232.44e-031.71e-028
GO:0006913ColorectumADnucleocytoplasmic transport102/3918301/187231.00e-074.85e-06102
GO:0051169ColorectumADnuclear transport102/3918301/187231.00e-074.85e-06102
GO:0032386ColorectumADregulation of intracellular transport109/3918337/187235.33e-071.95e-05109
GO:0016311ColorectumADdephosphorylation123/3918417/187231.84e-053.82e-04123
GO:0046822ColorectumADregulation of nucleocytoplasmic transport41/3918106/187232.17e-054.33e-0441
GO:0006470ColorectumADprotein dephosphorylation88/3918281/187232.56e-054.89e-0488
GO:0035303ColorectumADregulation of dephosphorylation46/3918128/187236.20e-051.04e-0346
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0520516CervixCCProteoglycans in cancer60/1267205/84659.13e-081.18e-067.00e-0760
hsa0451010CervixCCFocal adhesion59/1267203/84651.53e-071.84e-061.09e-0659
hsa0481016CervixCCRegulation of actin cytoskeleton64/1267229/84652.24e-072.59e-061.53e-0664
hsa049218CervixCCOxytocin signaling pathway34/1267154/84651.12e-023.42e-022.02e-0234
hsa046115CervixCCPlatelet activation28/1267124/84651.50e-024.45e-022.63e-0228
hsa0520517CervixCCProteoglycans in cancer60/1267205/84659.13e-081.18e-067.00e-0760
hsa0451014CervixCCFocal adhesion59/1267203/84651.53e-071.84e-061.09e-0659
hsa0481017CervixCCRegulation of actin cytoskeleton64/1267229/84652.24e-072.59e-061.53e-0664
hsa0492111CervixCCOxytocin signaling pathway34/1267154/84651.12e-023.42e-022.02e-0234
hsa0461113CervixCCPlatelet activation28/1267124/84651.50e-024.45e-022.63e-0228
hsa05205ColorectumADProteoglycans in cancer70/2092205/84651.37e-038.46e-035.39e-0370
hsa04810ColorectumADRegulation of actin cytoskeleton75/2092229/84653.36e-031.76e-021.12e-0275
hsa04510ColorectumADFocal adhesion67/2092203/84654.40e-032.17e-021.38e-0267
hsa052051ColorectumADProteoglycans in cancer70/2092205/84651.37e-038.46e-035.39e-0370
hsa048101ColorectumADRegulation of actin cytoskeleton75/2092229/84653.36e-031.76e-021.12e-0275
hsa045101ColorectumADFocal adhesion67/2092203/84654.40e-032.17e-021.38e-0267
hsa052052ColorectumSERProteoglycans in cancer58/1580205/84654.37e-043.82e-032.77e-0358
hsa048102ColorectumSERRegulation of actin cytoskeleton60/1580229/84652.74e-032.02e-021.47e-0260
hsa052053ColorectumSERProteoglycans in cancer58/1580205/84654.37e-043.82e-032.77e-0358
hsa048103ColorectumSERRegulation of actin cytoskeleton60/1580229/84652.74e-032.02e-021.47e-0260
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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
PPP1R12ASNVMissense_Mutationc.2279N>Ap.Arg760Lysp.R760KO14974protein_codingtolerated(0.11)possibly_damaging(0.745)TCGA-A2-A0YK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
PPP1R12ASNVMissense_Mutationc.1072N>Ap.Glu358Lysp.E358KO14974protein_codingtolerated(0.09)probably_damaging(0.98)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
PPP1R12ASNVMissense_Mutationc.961N>Cp.Glu321Glnp.E321QO14974protein_codingdeleterious(0)probably_damaging(0.968)TCGA-AO-A0J4-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
PPP1R12AdeletionFrame_Shift_Delc.882delAp.Lys294AsnfsTer8p.K294Nfs*8O14974protein_codingTCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PPP1R12ASNVMissense_Mutationnovelc.580N>Tp.Arg194Trpp.R194WO14974protein_codingdeleterious(0)probably_damaging(0.967)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PPP1R12ASNVMissense_Mutationc.2614N>Cp.Asp872Hisp.D872HO14974protein_codingdeleterious(0.01)probably_damaging(0.995)TCGA-C5-A1BQ-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
PPP1R12ASNVMissense_Mutationc.995N>Tp.Ser332Phep.S332FO14974protein_codingdeleterious(0.04)benign(0.172)TCGA-C5-A1MH-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinPD
PPP1R12ASNVMissense_Mutationc.2614N>Cp.Asp872Hisp.D872HO14974protein_codingdeleterious(0.01)probably_damaging(0.995)TCGA-C5-A3HL-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
PPP1R12ASNVMissense_Mutationnovelc.2552G>Ap.Arg851Lysp.R851KO14974protein_codingdeleterious(0.01)probably_damaging(0.931)TCGA-DG-A2KK-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
PPP1R12ASNVMissense_Mutationc.2081N>Cp.Arg694Thrp.R694TO14974protein_codingdeleterious(0)probably_damaging(0.966)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
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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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