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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: PPM1D

Gene summary for PPM1D

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PPM1D

Gene ID

8493

Gene nameprotein phosphatase, Mg2+/Mn2+ dependent 1D
Gene AliasIDDGIP
Cytomap17q23.2
Gene Typeprotein-coding
GO ID

GO:0000086

UniProtAcc

A0A0S2Z4M2


Top

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
8493PPM1DLZE4THumanEsophagusESCC2.44e-103.27e-010.0811
8493PPM1DLZE7THumanEsophagusESCC6.68e-032.13e-010.0667
8493PPM1DLZE20THumanEsophagusESCC1.86e-031.27e-010.0662
8493PPM1DLZE24THumanEsophagusESCC1.56e-183.74e-010.0596
8493PPM1DLZE21THumanEsophagusESCC3.29e-042.95e-010.0655
8493PPM1DP1T-EHumanEsophagusESCC2.40e-085.14e-010.0875
8493PPM1DP2T-EHumanEsophagusESCC4.58e-386.77e-010.1177
8493PPM1DP4T-EHumanEsophagusESCC1.08e-051.65e-010.1323
8493PPM1DP5T-EHumanEsophagusESCC5.83e-056.27e-020.1327
8493PPM1DP8T-EHumanEsophagusESCC1.44e-152.35e-010.0889
8493PPM1DP9T-EHumanEsophagusESCC1.94e-051.57e-010.1131
8493PPM1DP10T-EHumanEsophagusESCC3.86e-112.22e-010.116
8493PPM1DP11T-EHumanEsophagusESCC1.29e-114.08e-010.1426
8493PPM1DP12T-EHumanEsophagusESCC2.08e-255.24e-010.1122
8493PPM1DP15T-EHumanEsophagusESCC9.23e-264.91e-010.1149
8493PPM1DP16T-EHumanEsophagusESCC1.77e-194.00e-010.1153
8493PPM1DP20T-EHumanEsophagusESCC7.86e-153.04e-010.1124
8493PPM1DP21T-EHumanEsophagusESCC9.89e-061.10e-010.1617
8493PPM1DP22T-EHumanEsophagusESCC2.03e-112.98e-010.1236
8493PPM1DP23T-EHumanEsophagusESCC8.75e-449.17e-010.108
Page: 1 2 3 

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
∗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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:004477216EsophagusESCCmitotic cell cycle phase transition281/8552424/187234.63e-184.45e-16281
GO:0071496111EsophagusESCCcellular response to external stimulus215/8552320/187234.29e-152.43e-13215
GO:0072331111EsophagusESCCsignal transduction by p53 class mediator121/8552163/187239.61e-144.69e-12121
GO:0031668111EsophagusESCCcellular response to extracellular stimulus168/8552246/187234.93e-132.23e-11168
GO:0031669110EsophagusESCCcellular response to nutrient levels148/8552215/187234.58e-121.76e-10148
GO:0031667111EsophagusESCCresponse to nutrient levels289/8552474/187239.25e-123.47e-10289
GO:000931419EsophagusESCCresponse to radiation277/8552456/187234.42e-111.43e-09277
GO:0009267110EsophagusESCCcellular response to starvation110/8552156/187232.63e-107.37e-09110
GO:00434143EsophagusESCCmacromolecule methylation199/8552316/187233.44e-109.57e-09199
GO:004259419EsophagusESCCresponse to starvation133/8552197/187234.31e-101.14e-08133
GO:001631110EsophagusESCCdephosphorylation251/8552417/187231.26e-092.99e-08251
GO:00322592EsophagusESCCmethylation222/8552364/187232.26e-095.09e-08222
GO:004277014EsophagusESCCsignal transduction in response to DNA damage117/8552172/187232.38e-095.32e-08117
GO:00448394EsophagusESCCcell cycle G2/M phase transition103/8552148/187233.09e-096.67e-08103
GO:000647018EsophagusESCCprotein dephosphorylation177/8552281/187233.13e-096.72e-08177
GO:00000864EsophagusESCCG2/M transition of mitotic cell cycle96/8552137/187236.00e-091.23e-0796
GO:00400295EsophagusESCCregulation of gene expression, epigenetic74/8552105/187232.24e-073.42e-0674
GO:00063673EsophagusESCCtranscription initiation from RNA polymerase II promoter56/855277/187231.30e-061.59e-0556
GO:0030330110EsophagusESCCDNA damage response, signal transduction by p53 class mediator53/855272/187231.34e-061.63e-0553
GO:000635211EsophagusESCCDNA-templated transcription, initiation86/8552130/187231.88e-062.19e-0586
Page: 1 2 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0411524EsophagusESCCp53 signaling pathway65/420574/84653.88e-126.50e-113.33e-1165
hsa0411534EsophagusESCCp53 signaling pathway65/420574/84653.88e-126.50e-113.33e-1165
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
PPM1DSNVMissense_Mutationc.356N>Gp.His119Argp.H119RO15297protein_codingdeleterious(0.03)benign(0.104)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PPM1DSNVMissense_Mutationrs772026101c.879A>Cp.Glu293Aspp.E293DO15297protein_codingtolerated(0.15)possibly_damaging(0.851)TCGA-D8-A1X7-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyHormone Therapydoxorubicine+cyclophosphamide+tamoxifenSD
PPM1DSNVMissense_Mutationc.1547C>Tp.Ser516Leup.S516LO15297protein_codingdeleterious_low_confidence(0.01)benign(0.033)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PPM1DinsertionFrame_Shift_Insnovelc.1542_1543insGTAAAp.Met515ValfsTer9p.M515Vfs*9O15297protein_codingTCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
PPM1DdeletionFrame_Shift_Delrs766595966c.1529delNp.Asn512IlefsTer2p.N512Ifs*2O15297protein_codingTCGA-E2-A14O-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyarimidexSD
PPM1DSNVMissense_Mutationrs150055145c.1058N>Ap.Arg353Glnp.R353QO15297protein_codingtolerated(0.09)possibly_damaging(0.711)TCGA-VS-A8QA-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PPM1DSNVMissense_Mutationrs371199697c.1373N>Ap.Arg458Glnp.R458QO15297protein_codingtolerated_low_confidence(0.16)benign(0.416)TCGA-A6-6141-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapy5-fuSD
PPM1DSNVMissense_Mutationc.1255N>Ap.Val419Ilep.V419IO15297protein_codingtolerated(0.51)benign(0)TCGA-AA-A01P-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
PPM1DSNVMissense_Mutationc.1442C>Tp.Ala481Valp.A481VO15297protein_codingdeleterious_low_confidence(0.02)benign(0.045)TCGA-AA-A01R-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapy5-fluorouracilPD
PPM1DSNVMissense_Mutationnovelc.743N>Ap.Arg248Glnp.R248QO15297protein_codingdeleterious(0)probably_damaging(1)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
Page: 1 2 3 4 5 6 7 

Top

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
8493PPM1DKINASE, SERINE THREONINE KINASE, ENZYMEDOXORUBICINDOXORUBICIN25466181
Page: 1