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: PPM1N

Gene summary for PPM1N

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PPM1N

Gene ID

147699

Gene nameprotein phosphatase, Mg2+/Mn2+ dependent 1N (putative)
Gene AliasPPM1N
Cytomap19q13.32
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q8N819


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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
147699PPM1NC21HumanOral cavityOSCC8.63e-031.12e-010.2678
147699PPM1NC30HumanOral cavityOSCC1.33e-052.05e-010.3055
147699PPM1NC43HumanOral cavityOSCC3.67e-072.30e-010.1704
147699PPM1NC46HumanOral cavityOSCC3.03e-376.68e-010.1673
147699PPM1NC51HumanOral cavityOSCC3.00e-032.05e-010.2674
147699PPM1NC08HumanOral cavityOSCC2.10e-061.18e-010.1919
147699PPM1NC09HumanOral cavityOSCC7.87e-031.23e-010.1431
147699PPM1NLN22HumanOral cavityOSCC5.72e-054.85e-010.1733
147699PPM1NLN46HumanOral cavityOSCC1.33e-226.82e-010.1666
147699PPM1NLP15HumanOral cavityLP4.58e-047.61e-010.2174
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:004312218Oral cavityOSCCregulation of I-kappaB kinase/NF-kappaB signaling155/7305249/187237.79e-144.14e-12155
GO:000724910Oral cavityOSCCI-kappaB kinase/NF-kappaB signaling169/7305281/187234.69e-132.25e-11169
GO:000647015Oral cavityOSCCprotein dephosphorylation162/7305281/187231.56e-104.56e-09162
GO:00163119Oral cavityOSCCdephosphorylation220/7305417/187236.33e-091.34e-07220
GO:001605510Oral cavityOSCCWnt signaling pathway227/7305444/187231.10e-071.87e-06227
GO:019873810Oral cavityOSCCcell-cell signaling by wnt227/7305446/187231.75e-072.86e-06227
GO:003011110Oral cavityOSCCregulation of Wnt signaling pathway165/7305328/187231.87e-051.80e-04165
GO:00902639Oral cavityOSCCpositive regulation of canonical Wnt signaling pathway62/7305106/187233.72e-053.31e-0462
GO:006082810Oral cavityOSCCregulation of canonical Wnt signaling pathway128/7305253/187231.11e-048.16e-04128
GO:006007010Oral cavityOSCCcanonical Wnt signaling pathway148/7305303/187232.89e-041.82e-03148
GO:00301779Oral cavityOSCCpositive regulation of Wnt signaling pathway73/7305140/187231.06e-035.46e-0373
GO:004312219Oral cavityLPregulation of I-kappaB kinase/NF-kappaB signaling103/4623249/187234.48e-091.90e-07103
GO:000724917Oral cavityLPI-kappaB kinase/NF-kappaB signaling110/4623281/187234.94e-081.70e-06110
GO:001605515Oral cavityLPWnt signaling pathway140/4623444/187235.80e-045.35e-03140
GO:019873815Oral cavityLPcell-cell signaling by wnt140/4623446/187237.12e-046.38e-03140
GO:006082815Oral cavityLPregulation of canonical Wnt signaling pathway82/4623253/187233.23e-032.18e-0282
GO:003011115Oral cavityLPregulation of Wnt signaling pathway103/4623328/187233.29e-032.21e-02103
GO:000647016Oral cavityLPprotein dephosphorylation89/4623281/187234.60e-032.93e-0289
GO:009026315Oral cavityLPpositive regulation of canonical Wnt signaling pathway38/4623106/187236.67e-033.89e-0238
GO:006007015Oral cavityLPcanonical Wnt signaling pathway94/4623303/187236.97e-033.96e-0294
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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
PPM1NSNVMissense_Mutationnovelc.754N>Cp.Ser252Prop.S252PQ8N819protein_codingdeleterious(0)probably_damaging(0.997)TCGA-S3-AA11-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyletrozoleCR
PPM1NSNVMissense_Mutationrs367762624c.625G>Cp.Glu209Glnp.E209QQ8N819protein_codingdeleterious(0.03)possibly_damaging(0.5)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PPM1NSNVMissense_Mutationc.944G>Ap.Ser315Asnp.S315NQ8N819protein_codingdeleterious(0.01)probably_damaging(0.946)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
PPM1NSNVMissense_Mutationnovelc.941G>Ap.Gly314Aspp.G314DQ8N819protein_codingdeleterious(0.01)possibly_damaging(0.566)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
PPM1NSNVMissense_Mutationnovelc.1226N>Gp.Lys409Argp.K409RQ8N819protein_codingtolerated(0.09)benign(0.048)TCGA-CK-4948-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownSD
PPM1NSNVMissense_Mutationc.1145N>Tp.Gly382Valp.G382VQ8N819protein_codingdeleterious(0)probably_damaging(0.999)TCGA-CK-4950-01Colorectumcolon adenocarcinomaFemale>=65III/IVChemotherapyfolfoxSD
PPM1NSNVMissense_Mutationc.1203N>Tp.Gln401Hisp.Q401HQ8N819protein_codingdeleterious(0.04)possibly_damaging(0.76)TCGA-D5-6928-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PPM1NSNVMissense_Mutationc.859N>Ap.Gly287Argp.G287RQ8N819protein_codingtolerated(0.31)benign(0.18)TCGA-G4-6586-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PPM1NSNVMissense_Mutationnovelc.1156N>Cp.Asp386Hisp.D386HQ8N819protein_codingtolerated(0.55)benign(0.003)TCGA-AG-3883-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownSD
PPM1NSNVMissense_Mutationnovelc.965T>Cp.Ile322Thrp.I322TQ8N819protein_codingdeleterious(0.01)possibly_damaging(0.821)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
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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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