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: PPM1F

Gene summary for PPM1F

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PPM1F

Gene ID

9647

Gene nameprotein phosphatase, Mg2+/Mn2+ dependent 1F
Gene AliasCAMKP
Cytomap22q11.22
Gene Typeprotein-coding
GO ID

GO:0001667

UniProtAcc

P49593


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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
9647PPM1FLZE24THumanEsophagusESCC7.58e-033.91e-020.0596
9647PPM1FP2T-EHumanEsophagusESCC6.25e-036.52e-020.1177
9647PPM1FP4T-EHumanEsophagusESCC3.44e-077.68e-020.1323
9647PPM1FP8T-EHumanEsophagusESCC2.93e-093.06e-020.0889
9647PPM1FP9T-EHumanEsophagusESCC1.84e-141.43e-010.1131
9647PPM1FP10T-EHumanEsophagusESCC1.76e-087.72e-020.116
9647PPM1FP12T-EHumanEsophagusESCC8.82e-084.67e-020.1122
9647PPM1FP15T-EHumanEsophagusESCC4.55e-108.79e-020.1149
9647PPM1FP16T-EHumanEsophagusESCC1.19e-121.83e-010.1153
9647PPM1FP17T-EHumanEsophagusESCC2.79e-031.54e-010.1278
9647PPM1FP20T-EHumanEsophagusESCC1.57e-038.12e-020.1124
9647PPM1FP21T-EHumanEsophagusESCC5.03e-101.11e-010.1617
9647PPM1FP22T-EHumanEsophagusESCC1.24e-045.84e-020.1236
9647PPM1FP23T-EHumanEsophagusESCC2.28e-151.62e-010.108
9647PPM1FP24T-EHumanEsophagusESCC5.19e-056.35e-020.1287
9647PPM1FP26T-EHumanEsophagusESCC1.60e-181.47e-010.1276
9647PPM1FP27T-EHumanEsophagusESCC1.05e-025.95e-020.1055
9647PPM1FP28T-EHumanEsophagusESCC2.43e-068.34e-020.1149
9647PPM1FP30T-EHumanEsophagusESCC2.09e-155.68e-010.137
9647PPM1FP31T-EHumanEsophagusESCC4.86e-063.94e-020.1251
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:0097193111EsophagusESCCintrinsic apoptotic signaling pathway222/8552288/187235.87e-282.02e-25222
GO:001657015EsophagusESCChistone modification323/8552463/187232.61e-267.88e-24323
GO:0045862111EsophagusESCCpositive regulation of proteolysis256/8552372/187237.88e-209.43e-18256
GO:0010563111EsophagusESCCnegative regulation of phosphorus metabolic process274/8552442/187232.32e-129.41e-11274
GO:0045936111EsophagusESCCnegative regulation of phosphate metabolic process273/8552441/187233.18e-121.25e-10273
GO:0051348111EsophagusESCCnegative regulation of transferase activity177/8552268/187231.08e-114.00e-10177
GO:2000116111EsophagusESCCregulation of cysteine-type endopeptidase activity158/8552235/187231.67e-115.90e-10158
GO:0043281111EsophagusESCCregulation of cysteine-type endopeptidase activity involved in apoptotic process143/8552209/187232.12e-117.31e-10143
GO:1902905111EsophagusESCCpositive regulation of supramolecular fiber organization142/8552209/187235.51e-111.76e-09142
GO:1902903111EsophagusESCCregulation of supramolecular fiber organization237/8552383/187239.06e-112.75e-09237
GO:0042326111EsophagusESCCnegative regulation of phosphorylation237/8552385/187231.86e-105.33e-09237
GO:0150115110EsophagusESCCcell-substrate junction organization77/8552101/187233.46e-109.57e-0977
GO:0001933111EsophagusESCCnegative regulation of protein phosphorylation213/8552342/187233.54e-109.76e-09213
GO:0010952111EsophagusESCCpositive regulation of peptidase activity133/8552197/187234.31e-101.14e-08133
GO:000704418EsophagusESCCcell-substrate junction assembly73/855295/187235.27e-101.35e-0873
GO:0052547111EsophagusESCCregulation of peptidase activity275/8552461/187237.54e-101.88e-08275
GO:001631110EsophagusESCCdephosphorylation251/8552417/187231.26e-092.99e-08251
GO:003367319EsophagusESCCnegative regulation of kinase activity154/8552237/187231.38e-093.27e-08154
GO:000646920EsophagusESCCnegative regulation of protein kinase activity140/8552212/187231.53e-093.56e-08140
GO:005149520EsophagusESCCpositive regulation of cytoskeleton organization147/8552226/187232.93e-096.38e-08147
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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
PPM1FSNVMissense_Mutationnovelc.686N>Tp.Gly229Valp.G229VP49593protein_codingtolerated(0.15)benign(0.158)TCGA-A2-A0YK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
PPM1FSNVMissense_Mutationc.1055N>Gp.Glu352Glyp.E352GP49593protein_codingdeleterious(0)probably_damaging(0.995)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PPM1FSNVMissense_Mutationnovelc.1024G>Ap.Asp342Asnp.D342NP49593protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AR-A2LH-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
PPM1FSNVMissense_Mutationc.661N>Tp.Pro221Serp.P221SP49593protein_codingtolerated(0.35)possibly_damaging(0.472)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PPM1FSNVMissense_Mutationc.1267N>Ap.Gly423Argp.G423RP49593protein_codingtolerated(0.3)benign(0)TCGA-BH-A202-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinCR
PPM1FinsertionNonsense_Mutationnovelc.221_222insCCATGGTTAGATGCTGGTGGAAGCTTGTCTGp.Leu75HisfsTer3p.L75Hfs*3P49593protein_codingTCGA-BH-A0E7-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
PPM1FSNVMissense_Mutationrs550518307c.409N>Ap.Ala137Thrp.A137TP49593protein_codingdeleterious(0.02)benign(0.019)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PPM1FSNVMissense_Mutationnovelc.1090N>Ap.Asp364Asnp.D364NP49593protein_codingdeleterious(0)probably_damaging(0.999)TCGA-DG-A2KM-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
PPM1FSNVMissense_Mutationrs549205418c.905N>Ap.Arg302Hisp.R302HP49593protein_codingdeleterious(0)probably_damaging(0.997)TCGA-EX-A69M-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
PPM1FSNVMissense_Mutationnovelc.1261N>Cp.Glu421Glnp.E421QP49593protein_codingtolerated(0.06)benign(0.116)TCGA-HM-A4S6-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
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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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