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: PPM1A

Gene summary for PPM1A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PPM1A

Gene ID

5494

Gene nameprotein phosphatase, Mg2+/Mn2+ dependent 1A
Gene AliasPP2C-ALPHA
Cytomap14q23.1
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

A0A024R6A5


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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
5494PPM1ALZE4THumanEsophagusESCC9.89e-076.53e-020.0811
5494PPM1ALZE7THumanEsophagusESCC7.38e-051.15e-010.0667
5494PPM1ALZE20THumanEsophagusESCC1.26e-072.50e-010.0662
5494PPM1ALZE22THumanEsophagusESCC2.12e-052.54e-010.068
5494PPM1ALZE24THumanEsophagusESCC7.26e-152.87e-010.0596
5494PPM1AP1T-EHumanEsophagusESCC2.97e-042.12e-010.0875
5494PPM1AP2T-EHumanEsophagusESCC2.55e-193.10e-010.1177
5494PPM1AP4T-EHumanEsophagusESCC2.58e-203.06e-010.1323
5494PPM1AP5T-EHumanEsophagusESCC2.53e-145.09e-020.1327
5494PPM1AP8T-EHumanEsophagusESCC1.51e-304.89e-010.0889
5494PPM1AP9T-EHumanEsophagusESCC3.83e-101.22e-010.1131
5494PPM1AP10T-EHumanEsophagusESCC1.79e-284.98e-010.116
5494PPM1AP11T-EHumanEsophagusESCC3.18e-073.76e-010.1426
5494PPM1AP12T-EHumanEsophagusESCC4.33e-275.91e-010.1122
5494PPM1AP15T-EHumanEsophagusESCC1.25e-328.23e-010.1149
5494PPM1AP16T-EHumanEsophagusESCC2.45e-182.27e-010.1153
5494PPM1AP17T-EHumanEsophagusESCC2.51e-072.29e-010.1278
5494PPM1AP19T-EHumanEsophagusESCC3.77e-045.11e-010.1662
5494PPM1AP20T-EHumanEsophagusESCC3.26e-131.72e-010.1124
5494PPM1AP21T-EHumanEsophagusESCC2.06e-301.87e-010.1617
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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
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
∗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:0043254111EsophagusESCCregulation of protein-containing complex assembly278/8552428/187233.81e-162.77e-14278
GO:004354313EsophagusESCCprotein acylation165/8552243/187231.69e-127.14e-11165
GO:004312318EsophagusESCCpositive regulation of I-kappaB kinase/NF-kappaB signaling132/8552186/187232.07e-128.58e-11132
GO:0043122110EsophagusESCCregulation of I-kappaB kinase/NF-kappaB signaling167/8552249/187236.11e-122.32e-10167
GO:000724919EsophagusESCCI-kappaB kinase/NF-kappaB signaling183/8552281/187233.02e-111.01e-09183
GO:001605517EsophagusESCCWnt signaling pathway268/8552444/187232.32e-106.58e-09268
GO:019873817EsophagusESCCcell-cell signaling by wnt269/8552446/187232.41e-106.79e-09269
GO:001631110EsophagusESCCdephosphorylation251/8552417/187231.26e-092.99e-08251
GO:000647018EsophagusESCCprotein dephosphorylation177/8552281/187233.13e-096.72e-08177
GO:00715599EsophagusESCCresponse to transforming growth factor beta157/8552256/187232.95e-074.23e-06157
GO:003011117EsophagusESCCregulation of Wnt signaling pathway194/8552328/187235.39e-077.14e-06194
GO:006007016EsophagusESCCcanonical Wnt signaling pathway180/8552303/187239.15e-071.17e-05180
GO:006082817EsophagusESCCregulation of canonical Wnt signaling pathway153/8552253/187231.38e-061.67e-05153
GO:00715609EsophagusESCCcellular response to transforming growth factor beta stimulus151/8552250/187231.78e-062.10e-05151
GO:00071799EsophagusESCCtransforming growth factor beta receptor signaling pathway121/8552198/187238.26e-068.03e-05121
GO:00421573EsophagusESCClipoprotein metabolic process86/8552135/187231.78e-051.57e-0486
GO:00064973EsophagusESCCprotein lipidation62/855292/187232.08e-051.80e-0462
GO:00421583EsophagusESCClipoprotein biosynthetic process64/855296/187232.61e-052.20e-0464
GO:009026316EsophagusESCCpositive regulation of canonical Wnt signaling pathway69/8552106/187234.22e-053.39e-0469
GO:003017716EsophagusESCCpositive regulation of Wnt signaling pathway87/8552140/187236.18e-054.73e-0487
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0401014Oral cavityOSCCMAPK signaling pathway165/3704302/84657.11e-052.74e-041.40e-04165
hsa0401015Oral cavityOSCCMAPK signaling pathway165/3704302/84657.11e-052.74e-041.40e-04165
hsa0401023Oral cavityEOLPMAPK signaling pathway68/1218302/84657.48e-053.40e-042.01e-0468
hsa0401033Oral cavityEOLPMAPK signaling pathway68/1218302/84657.48e-053.40e-042.01e-0468
hsa0401041Oral cavityNEOLPMAPK signaling pathway59/1112302/84659.40e-044.67e-032.94e-0359
hsa0401051Oral cavityNEOLPMAPK signaling pathway59/1112302/84659.40e-044.67e-032.94e-0359
hsa0401010ProstateBPHMAPK signaling pathway87/1718302/84652.05e-041.13e-036.98e-0487
hsa0401013ProstateBPHMAPK signaling pathway87/1718302/84652.05e-041.13e-036.98e-0487
hsa0401022ProstateTumorMAPK signaling pathway87/1791302/84658.46e-043.94e-032.45e-0387
hsa0401032ProstateTumorMAPK signaling pathway87/1791302/84658.46e-043.94e-032.45e-0387
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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
PPM1ASNVMissense_Mutationnovelc.413C>Gp.Ser138Cysp.S138CP35813protein_codingdeleterious(0.04)probably_damaging(0.985)TCGA-E9-A3Q9-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapycyclophosphaneCR
PPM1ASNVMissense_Mutationc.1027G>Ap.Glu343Lysp.E343KP35813protein_codingtolerated(0.09)possibly_damaging(0.764)TCGA-EW-A1J5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
PPM1AinsertionFrame_Shift_Insnovelc.541_542insGTATCATTAGCATCATCAATACCCTAGTp.Ile181SerfsTer11p.I181Sfs*11P35813protein_codingTCGA-AO-A03T-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
PPM1ASNVMissense_Mutationnovelc.710N>Gp.His237Argp.H237RP35813protein_codingdeleterious(0)benign(0.279)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PPM1ASNVMissense_Mutationc.245A>Cp.Lys82Thrp.K82TP35813protein_codingtolerated(0.06)probably_damaging(0.999)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
PPM1ASNVMissense_Mutationc.562A>Gp.Met188Valp.M188VP35813protein_codingtolerated(0.07)benign(0.001)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
PPM1ASNVMissense_Mutationc.317N>Ap.Arg106Hisp.R106HP35813protein_codingdeleterious(0.03)probably_damaging(0.998)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PPM1ASNVMissense_Mutationnovelc.643N>Gp.Ile215Valp.I215VP35813protein_codingtolerated(0.23)benign(0.387)TCGA-AA-3877-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PPM1ASNVMissense_Mutationrs755451132c.1223G>Ap.Arg408Hisp.R408HP35813protein_codingtolerated(0.14)benign(0.013)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
PPM1ASNVMissense_Mutationc.316N>Tp.Arg106Cysp.R106CP35813protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
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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
5494PPM1AENZYME, KINASE, TUMOR SUPPRESSORVP-102
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