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: PPL

Gene summary for PPL

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PPL

Gene ID

5493

Gene nameperiplakin
Gene AliasPPL
Cytomap16p13.3
Gene Typeprotein-coding
GO ID

GO:0006950

UniProtAcc

O60437


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
5493PPLCA_HPV_1HumanCervixCC2.43e-05-2.09e-010.0264
5493PPLCCI_2HumanCervixCC3.54e-025.45e-010.5249
5493PPLCCI_3HumanCervixCC2.11e-046.31e-010.516
5493PPLH2HumanCervixHSIL_HPV1.77e-125.69e-010.0632
5493PPLL1HumanCervixCC4.00e-054.56e-010.0802
5493PPLLZE2THumanEsophagusESCC4.41e-056.97e-010.082
5493PPLLZE4THumanEsophagusESCC9.61e-067.44e-020.0811
5493PPLLZE8THumanEsophagusESCC1.84e-041.71e-010.067
5493PPLLZE20THumanEsophagusESCC1.36e-061.94e-010.0662
5493PPLLZE21D1HumanEsophagusHGIN3.14e-032.29e-010.0632
5493PPLLZE22THumanEsophagusESCC1.40e-027.15e-010.068
5493PPLLZE24THumanEsophagusESCC1.13e-127.92e-010.0596
5493PPLLZE21THumanEsophagusESCC3.77e-036.88e-010.0655
5493PPLP1T-EHumanEsophagusESCC4.28e-141.08e+000.0875
5493PPLP2T-EHumanEsophagusESCC2.03e-052.48e-010.1177
5493PPLP4T-EHumanEsophagusESCC2.06e-082.02e-010.1323
5493PPLP5T-EHumanEsophagusESCC1.58e-03-5.00e-020.1327
5493PPLP8T-EHumanEsophagusESCC2.07e-511.08e+000.0889
5493PPLP9T-EHumanEsophagusESCC1.06e-034.42e-020.1131
5493PPLP10T-EHumanEsophagusESCC1.10e-057.04e-020.116
Page: 1 2 3 4 5 6 

check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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
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.

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:000647011LiverCirrhoticprotein dephosphorylation96/4634281/187232.32e-042.11e-0396
GO:00107611LiverCirrhoticfibroblast migration23/463447/187232.84e-042.51e-0323
GO:000717911LiverCirrhotictransforming growth factor beta receptor signaling pathway71/4634198/187233.02e-042.65e-0371
GO:1901990LiverCirrhoticregulation of mitotic cell cycle phase transition100/4634299/187234.13e-043.41e-03100
GO:003010011LiverCirrhoticregulation of endocytosis74/4634211/187234.86e-043.90e-0374
GO:00713566LiverCirrhoticcellular response to tumor necrosis factor79/4634229/187235.68e-044.45e-0379
GO:19016171LiverCirrhoticorganic hydroxy compound biosynthetic process81/4634237/187236.73e-045.06e-0381
GO:000828611LiverCirrhoticinsulin receptor signaling pathway44/4634116/187231.09e-037.59e-0344
GO:001631111LiverCirrhoticdephosphorylation130/4634417/187231.58e-031.03e-02130
GO:2000045LiverCirrhoticregulation of G1/S transition of mitotic cell cycle51/4634142/187231.91e-031.20e-0251
GO:00064656LiverCirrhoticsignal peptide processing9/463414/187231.99e-031.23e-029
GO:00000821LiverCirrhoticG1/S transition of mitotic cell cycle72/4634214/187232.07e-031.28e-0272
GO:004580711LiverCirrhoticpositive regulation of endocytosis38/4634100/187232.22e-031.35e-0238
GO:000166712LiverCirrhoticameboidal-type cell migration145/4634475/187232.23e-031.36e-02145
GO:000717811LiverCirrhotictransmembrane receptor protein serine/threonine kinase signaling pathway111/4634355/187232.98e-031.70e-02111
GO:00510514LiverCirrhoticnegative regulation of transport141/4634470/187235.06e-032.62e-02141
GO:00511706LiverCirrhoticimport into nucleus54/4634159/187235.59e-032.83e-0254
GO:00028311LiverCirrhoticregulation of response to biotic stimulus101/4634327/187236.58e-033.25e-02101
GO:00448431LiverCirrhoticcell cycle G1/S phase transition77/4634241/187236.68e-033.30e-0277
GO:00353037LiverCirrhoticregulation of dephosphorylation44/4634128/187239.13e-034.21e-0244
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 

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
PPLSNVMissense_Mutationnovelc.3422N>Ap.Ala1141Aspp.A1141DO60437protein_codingtolerated(0.27)benign(0.075)TCGA-A2-A0EX-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
PPLSNVMissense_Mutationrs371832541c.2354N>Gp.Gln785Argp.Q785RO60437protein_codingtolerated(0.22)benign(0.045)TCGA-A8-A06T-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
PPLSNVMissense_Mutationnovelc.1802T>Gp.Leu601Argp.L601RO60437protein_codingtolerated(0.52)benign(0.009)TCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PPLSNVMissense_Mutationnovelc.1801C>Ap.Leu601Metp.L601MO60437protein_codingtolerated(0.1)benign(0.039)TCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PPLSNVMissense_Mutationrs767752605c.470N>Cp.Asp157Alap.D157AO60437protein_codingdeleterious(0.04)benign(0.356)TCGA-AR-A1AY-01Breastbreast invasive carcinomaFemale>=65I/IIUnspecificDoxorubicinSD
PPLSNVMissense_Mutationnovelc.3992N>Tp.Ser1331Phep.S1331FO60437protein_codingdeleterious(0.04)benign(0.223)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PPLSNVMissense_Mutationnovelc.2977N>Ap.Val993Metp.V993MO60437protein_codingtolerated(0.09)possibly_damaging(0.483)TCGA-C8-A8HQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PPLSNVMissense_Mutationc.2404G>Cp.Glu802Glnp.E802QO60437protein_codingdeleterious(0)probably_damaging(0.994)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
PPLSNVMissense_Mutationc.1774N>Ap.Asp592Asnp.D592NO60437protein_codingtolerated(0.73)benign(0.005)TCGA-D8-A1Y0-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapycyclophosphamide+methotrexatum+fluorouracillumSD
PPLSNVMissense_Mutationrs370359256c.4894N>Ap.Glu1632Lysp.E1632KO60437protein_codingdeleterious(0.02)probably_damaging(0.994)TCGA-E9-A1RA-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 

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