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: PKP2

Gene summary for PKP2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PKP2

Gene ID

5318

Gene nameplakophilin 2
Gene AliasARVD9
Cytomap12p11.21
Gene Typeprotein-coding
GO ID

GO:0001508

UniProtAcc

Q99959


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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
5318PKP2HTA11_3410_2000001011HumanColorectumAD3.31e-15-6.59e-010.0155
5318PKP2HTA11_347_2000001011HumanColorectumAD5.33e-218.75e-01-0.1954
5318PKP2HTA11_83_2000001011HumanColorectumSER8.56e-045.38e-01-0.1526
5318PKP2HTA11_866_3004761011HumanColorectumAD1.73e-10-6.37e-010.096
5318PKP2HTA11_10711_2000001011HumanColorectumAD2.05e-02-4.72e-010.0338
5318PKP2HTA11_99999965062_69753HumanColorectumMSI-H3.04e-027.72e-010.3487
5318PKP2HTA11_99999971662_82457HumanColorectumMSS2.49e-03-3.45e-010.3859
5318PKP2HTA11_99999973899_84307HumanColorectumMSS1.88e-05-7.32e-010.2585
5318PKP2HTA11_99999974143_84620HumanColorectumMSS1.11e-28-7.68e-010.3005
5318PKP2F007HumanColorectumFAP2.31e-08-6.99e-010.1176
5318PKP2A002-C-010HumanColorectumFAP1.10e-09-4.26e-010.242
5318PKP2A001-C-207HumanColorectumFAP3.47e-04-4.59e-010.1278
5318PKP2A015-C-203HumanColorectumFAP1.08e-35-7.11e-01-0.1294
5318PKP2A015-C-204HumanColorectumFAP1.89e-03-3.52e-01-0.0228
5318PKP2A014-C-040HumanColorectumFAP1.19e-04-5.22e-01-0.1184
5318PKP2A002-C-201HumanColorectumFAP1.38e-18-6.39e-010.0324
5318PKP2A002-C-203HumanColorectumFAP1.17e-10-4.81e-010.2786
5318PKP2A001-C-119HumanColorectumFAP1.13e-09-6.61e-01-0.1557
5318PKP2A001-C-108HumanColorectumFAP1.14e-20-3.68e-01-0.0272
5318PKP2A002-C-205HumanColorectumFAP3.48e-29-7.25e-01-0.1236
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
∗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:0072659ColorectumADprotein localization to plasma membrane122/3918284/187232.86e-171.49e-14122
GO:1990778ColorectumADprotein localization to cell periphery129/3918333/187235.51e-141.15e-11129
GO:0032970ColorectumADregulation of actin filament-based process142/3918397/187234.05e-125.90e-10142
GO:0045216ColorectumADcell-cell junction organization80/3918200/187235.57e-104.58e-0880
GO:0034329ColorectumADcell junction assembly136/3918420/187232.02e-081.15e-06136
GO:0007043ColorectumADcell-cell junction assembly57/3918146/187234.18e-071.61e-0557
GO:0034109ColorectumADhomotypic cell-cell adhesion40/391890/187234.37e-071.67e-0540
GO:0002028ColorectumADregulation of sodium ion transport36/391890/187232.89e-055.37e-0436
GO:0098901ColorectumADregulation of cardiac muscle cell action potential15/391827/187238.20e-051.29e-0315
GO:0098911ColorectumADregulation of ventricular cardiac muscle cell action potential9/391812/187239.01e-051.38e-039
GO:0002934ColorectumADdesmosome organization8/391810/187231.09e-041.62e-038
GO:0030048ColorectumADactin filament-based movement44/3918127/187232.31e-042.99e-0344
GO:0010765ColorectumADpositive regulation of sodium ion transport17/391835/187232.48e-043.13e-0317
GO:0090257ColorectumADregulation of muscle system process73/3918252/187231.46e-031.24e-0273
GO:0086004ColorectumADregulation of cardiac muscle cell contraction15/391834/187231.96e-031.58e-0215
GO:00726591ColorectumSERprotein localization to plasma membrane92/2897284/187236.36e-131.86e-1092
GO:00329701ColorectumSERregulation of actin filament-based process115/2897397/187234.16e-128.80e-10115
GO:19907781ColorectumSERprotein localization to cell periphery98/2897333/187236.09e-119.57e-0998
GO:00452161ColorectumSERcell-cell junction organization63/2897200/187239.15e-097.80e-0763
GO:00070431ColorectumSERcell-cell junction assembly45/2897146/187232.23e-069.31e-0545
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05412ColorectumFAPArrhythmogenic right ventricular cardiomyopathy23/140477/84652.58e-031.19e-027.23e-0323
hsa054121ColorectumFAPArrhythmogenic right ventricular cardiomyopathy23/140477/84652.58e-031.19e-027.23e-0323
hsa054122ColorectumCRCArrhythmogenic right ventricular cardiomyopathy18/109177/84657.90e-033.77e-022.55e-0218
hsa054123ColorectumCRCArrhythmogenic right ventricular cardiomyopathy18/109177/84657.90e-033.77e-022.55e-0218
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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
PKP2SNVMissense_Mutationrs368986542c.2293N>Cp.Glu765Glnp.E765QQ99959protein_codingdeleterious(0.01)possibly_damaging(0.761)TCGA-A2-A0CX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
PKP2SNVMissense_Mutationnovelc.1548N>Tp.Lys516Asnp.K516NQ99959protein_codingdeleterious(0)probably_damaging(0.992)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PKP2SNVMissense_Mutationrs397517027c.473N>Ap.Arg158Lysp.R158KQ99959protein_codingtolerated(0.37)benign(0.018)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
PKP2SNVMissense_Mutationrs144018320c.2150N>Tp.Pro717Leup.P717LQ99959protein_codingdeleterious(0)probably_damaging(0.961)TCGA-BH-A0HY-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytaxotereCR
PKP2SNVMissense_Mutationc.2306N>Gp.Glu769Glyp.E769GQ99959protein_codingdeleterious(0.03)benign(0.003)TCGA-E9-A1ND-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyaromasinSD
PKP2SNVMissense_Mutationrs370868564c.1064N>Ap.Arg355Glnp.R355QQ99959protein_codingdeleterious(0.02)possibly_damaging(0.732)TCGA-OL-A5DA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PKP2insertionFrame_Shift_Insnovelc.1726_1727insGAAGTTGGAGAATATGTCTp.Met576ArgfsTer11p.M576Rfs*11Q99959protein_codingTCGA-A2-A0CP-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
PKP2deletionFrame_Shift_Delnovelc.385delNp.Gln129SerfsTer13p.Q129Sfs*13Q99959protein_codingTCGA-AQ-A7U7-01Breastbreast invasive carcinomaFemale<65III/IVTargeted Molecular therapyrituximabCR
PKP2SNVMissense_Mutationc.1936N>Cp.Gly646Argp.G646RQ99959protein_codingdeleterious(0)probably_damaging(0.997)TCGA-C5-A1BJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PKP2SNVMissense_Mutationnovelc.475N>Ap.Ala159Thrp.A159TQ99959protein_codingtolerated(0.44)benign(0.015)TCGA-C5-A905-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
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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
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