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: PPME1

Gene summary for PPME1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PPME1

Gene ID

51400

Gene nameprotein phosphatase methylesterase 1
Gene AliasABDH19
Cytomap11q13.4
Gene Typeprotein-coding
GO ID

GO:0000086

UniProtAcc

Q9Y570


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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
51400PPME1LZE2THumanEsophagusESCC4.11e-036.17e-010.082
51400PPME1LZE4THumanEsophagusESCC5.63e-145.15e-010.0811
51400PPME1LZE7THumanEsophagusESCC1.10e-031.17e-010.0667
51400PPME1LZE8THumanEsophagusESCC8.38e-124.29e-010.067
51400PPME1LZE20THumanEsophagusESCC3.98e-063.03e-010.0662
51400PPME1LZE21D1HumanEsophagusHGIN8.82e-031.85e-010.0632
51400PPME1LZE22THumanEsophagusESCC1.15e-191.36e+000.068
51400PPME1LZE24THumanEsophagusESCC3.52e-215.91e-010.0596
51400PPME1LZE22D3HumanEsophagusHGIN2.07e-055.07e-010.0653
51400PPME1LZE21THumanEsophagusESCC4.41e-023.51e-010.0655
51400PPME1P1T-EHumanEsophagusESCC1.16e-064.01e-010.0875
51400PPME1P2T-EHumanEsophagusESCC5.04e-681.15e+000.1177
51400PPME1P4T-EHumanEsophagusESCC2.66e-459.92e-010.1323
51400PPME1P5T-EHumanEsophagusESCC1.24e-428.62e-010.1327
51400PPME1P8T-EHumanEsophagusESCC8.51e-193.14e-010.0889
51400PPME1P9T-EHumanEsophagusESCC1.43e-072.66e-010.1131
51400PPME1P10T-EHumanEsophagusESCC7.70e-353.85e-010.116
51400PPME1P11T-EHumanEsophagusESCC9.30e-124.49e-010.1426
51400PPME1P12T-EHumanEsophagusESCC4.21e-329.63e-010.1122
51400PPME1P15T-EHumanEsophagusESCC2.18e-215.30e-010.1149
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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
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
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
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:00447729EsophagusHGINmitotic cell cycle phase transition89/2587424/187232.80e-057.21e-0489
GO:004477216EsophagusESCCmitotic cell cycle phase transition281/8552424/187234.63e-184.45e-16281
GO:00448394EsophagusESCCcell cycle G2/M phase transition103/8552148/187233.09e-096.67e-08103
GO:00000864EsophagusESCCG2/M transition of mitotic cell cycle96/8552137/187236.00e-091.23e-0796
GO:00064824EsophagusESCCprotein demethylation24/855233/187231.50e-037.06e-0324
GO:00082144EsophagusESCCprotein dealkylation24/855233/187231.50e-037.06e-0324
GO:00447722LiverHCCmitotic cell cycle phase transition240/7958424/187232.47e-096.84e-08240
GO:0000086LiverHCCG2/M transition of mitotic cell cycle75/7958137/187232.52e-031.22e-0275
GO:0044839LiverHCCcell cycle G2/M phase transition79/7958148/187234.82e-032.03e-0279
GO:00447728Oral cavityOSCCmitotic cell cycle phase transition255/7305424/187235.29e-196.98e-17255
GO:00000863Oral cavityOSCCG2/M transition of mitotic cell cycle84/7305137/187239.99e-081.70e-0684
GO:00448393Oral cavityOSCCcell cycle G2/M phase transition89/7305148/187231.51e-072.51e-0689
GO:004477222Oral cavityEOLPmitotic cell cycle phase transition81/2218424/187238.32e-061.59e-0481
GO:004477231Oral cavityNEOLPmitotic cell cycle phase transition67/2005424/187237.30e-045.98e-0367
GO:00064823Oral cavityNEOLPprotein demethylation9/200533/187236.45e-033.32e-029
GO:00082143Oral cavityNEOLPprotein dealkylation9/200533/187236.45e-033.32e-029
GO:004477210SkinAKmitotic cell cycle phase transition83/1910424/187233.81e-093.05e-0783
GO:00064825SkinAKprotein demethylation10/191033/187231.22e-039.31e-0310
GO:00082145SkinAKprotein dealkylation10/191033/187231.22e-039.31e-0310
GO:00000865SkinAKG2/M transition of mitotic cell cycle26/1910137/187231.35e-031.00e-0226
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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
PPME1SNVMissense_Mutationc.143N>Gp.Gln48Argp.Q48RQ9Y570protein_codingtolerated(0.16)benign(0.009)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
PPME1SNVMissense_Mutationrs780960664c.341N>Ap.Ser114Asnp.S114NQ9Y570protein_codingdeleterious(0)benign(0.003)TCGA-B6-A0RE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PPME1SNVMissense_Mutationc.95N>Cp.Arg32Prop.R32PQ9Y570protein_codingdeleterious(0.04)possibly_damaging(0.67)TCGA-BH-A1F8-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownPD
PPME1SNVMissense_Mutationnovelc.338N>Ap.Arg113Glnp.R113QQ9Y570protein_codingdeleterious(0)probably_damaging(0.998)TCGA-VS-A958-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PPME1SNVMissense_Mutationrs79972734c.287N>Tp.Thr96Metp.T96MQ9Y570protein_codingdeleterious(0)possibly_damaging(0.828)TCGA-AA-A01R-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapy5-fluorouracilPD
PPME1SNVMissense_Mutationc.1002N>Tp.Leu334Phep.L334FQ9Y570protein_codingdeleterious(0)probably_damaging(1)TCGA-EI-6882-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
PPME1SNVMissense_Mutationnovelc.338G>Ap.Arg113Glnp.R113QQ9Y570protein_codingdeleterious(0)probably_damaging(0.998)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
PPME1SNVMissense_Mutationrs199766005c.115C>Tp.Arg39Trpp.R39WQ9Y570protein_codingdeleterious(0)benign(0.1)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
PPME1SNVMissense_Mutationc.977N>Ap.Cys326Tyrp.C326YQ9Y570protein_codingdeleterious(0)possibly_damaging(0.891)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PPME1SNVMissense_Mutationnovelc.569N>Ap.Ala190Glup.A190EQ9Y570protein_codingdeleterious(0)possibly_damaging(0.881)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
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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
51400PPME1ENZYME, DRUGGABLE GENOMEinhibitor252166809
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