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: PPP6C

Gene summary for PPP6C

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PPP6C

Gene ID

5537

Gene nameprotein phosphatase 6 catalytic subunit
Gene AliasPP6
Cytomap9q33.3
Gene Typeprotein-coding
GO ID

GO:0000082

UniProtAcc

O00743


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
5537PPP6CLZE2THumanEsophagusESCC1.52e-033.70e-010.082
5537PPP6CLZE4THumanEsophagusESCC1.87e-176.12e-010.0811
5537PPP6CLZE7THumanEsophagusESCC6.37e-115.07e-010.0667
5537PPP6CLZE8THumanEsophagusESCC5.69e-063.76e-010.067
5537PPP6CLZE20THumanEsophagusESCC3.52e-064.66e-010.0662
5537PPP6CLZE22D1HumanEsophagusHGIN3.31e-03-1.02e-020.0595
5537PPP6CLZE24THumanEsophagusESCC5.45e-226.54e-010.0596
5537PPP6CLZE21THumanEsophagusESCC8.27e-082.16e-010.0655
5537PPP6CLZE6THumanEsophagusESCC9.84e-125.81e-010.0845
5537PPP6CP1T-EHumanEsophagusESCC6.41e-084.64e-010.0875
5537PPP6CP2T-EHumanEsophagusESCC1.22e-458.17e-010.1177
5537PPP6CP4T-EHumanEsophagusESCC1.36e-348.81e-010.1323
5537PPP6CP5T-EHumanEsophagusESCC3.20e-162.49e-010.1327
5537PPP6CP8T-EHumanEsophagusESCC1.41e-539.41e-010.0889
5537PPP6CP9T-EHumanEsophagusESCC3.20e-225.69e-010.1131
5537PPP6CP10T-EHumanEsophagusESCC4.36e-395.59e-010.116
5537PPP6CP11T-EHumanEsophagusESCC1.75e-198.59e-010.1426
5537PPP6CP12T-EHumanEsophagusESCC9.86e-375.67e-010.1122
5537PPP6CP15T-EHumanEsophagusESCC4.13e-307.95e-010.1149
5537PPP6CP16T-EHumanEsophagusESCC1.38e-223.86e-010.1153
Page: 1 2 3 4 5 

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
∗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:004819317EsophagusHGINGolgi vesicle transport83/2587296/187238.59e-118.89e-0983
GO:005165616EsophagusHGINestablishment of organelle localization90/2587390/187234.27e-071.94e-0590
GO:00068889EsophagusHGINendoplasmic reticulum to Golgi vesicle-mediated transport40/2587130/187234.67e-072.07e-0540
GO:000690020EsophagusHGINvesicle budding from membrane23/258761/187232.85e-069.93e-0523
GO:00447729EsophagusHGINmitotic cell cycle phase transition89/2587424/187232.80e-057.21e-0489
GO:00160509EsophagusHGINvesicle organization65/2587300/187231.24e-042.54e-0365
GO:000647017EsophagusHGINprotein dephosphorylation61/2587281/187231.86e-043.51e-0361
GO:00000827EsophagusHGING1/S transition of mitotic cell cycle48/2587214/187233.97e-046.07e-0348
GO:00448437EsophagusHGINcell cycle G1/S phase transition52/2587241/187236.19e-048.58e-0352
GO:00901146EsophagusHGINCOPII-coated vesicle budding11/258729/187231.08e-031.32e-0211
GO:005165010EsophagusHGINestablishment of vesicle localization35/2587161/187233.89e-033.54e-0235
GO:00482075EsophagusHGINvesicle targeting, rough ER to cis-Golgi6/258713/187234.97e-034.18e-026
GO:00482085EsophagusHGINCOPII vesicle coating6/258713/187234.97e-034.18e-026
GO:00481996EsophagusHGINvesicle targeting, to, from or within Golgi8/258721/187235.00e-034.19e-028
GO:00069017EsophagusHGINvesicle coating7/258717/187235.21e-034.30e-027
GO:005164810EsophagusHGINvesicle localization37/2587177/187236.03e-034.87e-0237
GO:004819318EsophagusESCCGolgi vesicle transport231/8552296/187231.82e-309.63e-28231
GO:005165617EsophagusESCCestablishment of organelle localization273/8552390/187239.13e-231.81e-20273
GO:001605014EsophagusESCCvesicle organization211/8552300/187232.85e-182.87e-16211
GO:004477216EsophagusESCCmitotic cell cycle phase transition281/8552424/187234.63e-184.45e-16281
Page: 1 2 3 4 5 6 7 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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
PPP6CSNVMissense_Mutationrs781486938c.649N>Ap.Glu217Lysp.E217KO00743protein_codingtolerated(0.05)benign(0.031)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PPP6CSNVMissense_Mutationrs768855518c.1013N>Tp.Thr338Metp.T338MO00743protein_codingtolerated(0.22)probably_damaging(0.945)TCGA-AR-A256-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinPD
PPP6CSNVMissense_Mutationnovelc.745N>Tp.Ala249Serp.A249SO00743protein_codingdeleterious(0)probably_damaging(0.999)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PPP6CSNVMissense_Mutationnovelc.543N>Cp.Lys181Asnp.K181NO00743protein_codingtolerated(0.14)benign(0.062)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PPP6CSNVMissense_Mutationc.663A>Cp.Glu221Aspp.E221DO00743protein_codingdeleterious(0.01)possibly_damaging(0.907)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
PPP6CSNVMissense_Mutationnovelc.704A>Cp.Asp235Alap.D235AO00743protein_codingdeleterious(0)probably_damaging(1)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
PPP6CSNVMissense_Mutationc.56N>Gp.Leu19Argp.L19RO00743protein_codingdeleterious(0)probably_damaging(0.998)TCGA-CK-5916-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
PPP6CSNVMissense_Mutationc.811N>Gp.Cys271Glyp.C271GO00743protein_codingdeleterious(0)probably_damaging(1)TCGA-CM-6166-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
PPP6CSNVMissense_Mutationnovelc.75N>Cp.Lys25Asnp.K25NO00743protein_codingdeleterious(0)possibly_damaging(0.603)TCGA-SS-A7HO-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyoxaliplatinPD
PPP6CSNVMissense_Mutationc.835N>Ap.Glu279Lysp.E279KO00743protein_codingdeleterious(0)benign(0.113)TCGA-AG-3892-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
Page: 1 2 3 4 

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
Page: 1