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: PLK2

Gene summary for PLK2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PLK2

Gene ID

10769

Gene namepolo like kinase 2
Gene AliasSNK
Cytomap5q11.2
Gene Typeprotein-coding
GO ID

GO:0000075

UniProtAcc

A0A087WUH9


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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
10769PLK2GSM4909282HumanBreastIDC9.91e-08-3.64e-01-0.0288
10769PLK2GSM4909286HumanBreastIDC2.91e-10-3.50e-010.1081
10769PLK2GSM4909287HumanBreastIDC7.37e-05-3.57e-010.2057
10769PLK2GSM4909290HumanBreastIDC6.21e-06-4.22e-010.2096
10769PLK2GSM4909291HumanBreastIDC5.67e-04-4.08e-010.1753
10769PLK2GSM4909293HumanBreastIDC3.94e-05-2.94e-010.1581
10769PLK2GSM4909296HumanBreastIDC1.56e-17-4.40e-010.1524
10769PLK2GSM4909297HumanBreastIDC3.60e-07-1.64e-010.1517
10769PLK2GSM4909301HumanBreastIDC1.24e-02-2.20e-010.1577
10769PLK2GSM4909302HumanBreastIDC3.63e-12-4.58e-010.1545
10769PLK2GSM4909304HumanBreastIDC1.33e-16-4.74e-010.1636
10769PLK2GSM4909306HumanBreastIDC3.31e-11-3.84e-010.1564
10769PLK2GSM4909309HumanBreastIDC5.46e-07-4.12e-010.0483
10769PLK2GSM4909311HumanBreastIDC1.71e-29-5.29e-010.1534
10769PLK2GSM4909312HumanBreastIDC6.64e-24-5.14e-010.1552
10769PLK2GSM4909315HumanBreastIDC4.51e-10-3.55e-010.21
10769PLK2GSM4909316HumanBreastIDC1.18e-02-4.54e-010.21
10769PLK2GSM4909317HumanBreastIDC1.77e-07-4.23e-010.1355
10769PLK2GSM4909318HumanBreastIDC4.75e-04-5.54e-010.2031
10769PLK2GSM4909319HumanBreastIDC2.92e-30-5.30e-010.1563
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
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
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.

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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:20000451LiverHCCregulation of G1/S transition of mitotic cell cycle77/7958142/187233.13e-031.45e-0277
GO:0044774LiverHCCmitotic DNA integrity checkpoint49/795885/187233.44e-031.55e-0249
GO:0032886LiverHCCregulation of microtubule-based process123/7958240/187233.69e-031.64e-02123
GO:00448191LiverHCCmitotic G1/S transition checkpoint21/795831/187234.01e-031.76e-0221
GO:0050777LiverHCCnegative regulation of immune response101/7958194/187234.40e-031.90e-02101
GO:00466052LiverHCCregulation of centrosome cycle30/795849/187236.31e-032.57e-0230
GO:006099611LiverHCCdendritic spine development54/795899/187231.03e-023.86e-0254
GO:001635811LiverHCCdendrite development121/7958243/187231.26e-024.56e-02121
GO:000166721LiverHCCameboidal-type cell migration226/7958475/187231.35e-024.81e-02226
GO:00609981LiverHCCregulation of dendritic spine development35/795861/187231.35e-024.82e-0235
GO:001049820Oral cavityOSCCproteasomal protein catabolic process336/7305490/187235.45e-418.63e-38336
GO:004316120Oral cavityOSCCproteasome-mediated ubiquitin-dependent protein catabolic process285/7305412/187235.68e-365.99e-33285
GO:000989620Oral cavityOSCCpositive regulation of catabolic process307/7305492/187232.29e-267.64e-24307
GO:003133120Oral cavityOSCCpositive regulation of cellular catabolic process273/7305427/187236.39e-262.02e-23273
GO:004217620Oral cavityOSCCregulation of protein catabolic process254/7305391/187231.07e-253.22e-23254
GO:004586220Oral cavityOSCCpositive regulation of proteolysis236/7305372/187236.53e-221.38e-19236
GO:190336220Oral cavityOSCCregulation of cellular protein catabolic process174/7305255/187232.04e-213.70e-19174
GO:190305020Oral cavityOSCCregulation of proteolysis involved in cellular protein catabolic process152/7305221/187232.16e-193.15e-17152
GO:00447728Oral cavityOSCCmitotic cell cycle phase transition255/7305424/187235.29e-196.98e-17255
GO:006113620Oral cavityOSCCregulation of proteasomal protein catabolic process132/7305187/187231.57e-181.81e-16132
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa040689EsophagusESCCFoxO signaling pathway89/4205131/84651.56e-057.98e-054.09e-0589
hsa0406814EsophagusESCCFoxO signaling pathway89/4205131/84651.56e-057.98e-054.09e-0589
hsa040682LiverCirrhoticFoxO signaling pathway52/2530131/84659.98e-033.32e-022.05e-0252
hsa040683LiverCirrhoticFoxO signaling pathway52/2530131/84659.98e-033.32e-022.05e-0252
hsa040684LiverHCCFoxO signaling pathway85/4020131/84653.99e-052.16e-041.20e-0485
hsa040685LiverHCCFoxO signaling pathway85/4020131/84653.99e-052.16e-041.20e-0485
hsa040688Oral cavityOSCCFoxO signaling pathway85/3704131/84657.50e-074.33e-062.21e-0685
hsa0406813Oral cavityOSCCFoxO signaling pathway85/3704131/84657.50e-074.33e-062.21e-0685
hsa0406841Oral cavityNEOLPFoxO signaling pathway27/1112131/84651.07e-023.54e-022.22e-0227
hsa0406851Oral cavityNEOLPFoxO signaling pathway27/1112131/84651.07e-023.54e-022.22e-0227
hsa040687ProstateBPHFoxO signaling pathway54/1718131/84653.05e-083.59e-072.22e-0754
hsa0406812ProstateBPHFoxO signaling pathway54/1718131/84653.05e-083.59e-072.22e-0754
hsa0406822ProstateTumorFoxO signaling pathway54/1791131/84651.32e-071.51e-069.36e-0754
hsa0406832ProstateTumorFoxO signaling pathway54/1791131/84651.32e-071.51e-069.36e-0754
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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
PLK2SNVMissense_Mutationc.1468N>Cp.Asp490Hisp.D490HQ9NYY3protein_codingdeleterious(0.03)benign(0.438)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
PLK2SNVMissense_Mutationnovelc.1034N>Ap.Ser345Tyrp.S345YQ9NYY3protein_codingdeleterious(0.04)benign(0.212)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PLK2SNVMissense_Mutationnovelc.412N>Tp.His138Tyrp.H138YQ9NYY3protein_codingdeleterious(0.02)possibly_damaging(0.808)TCGA-B6-A0IA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PLK2SNVMissense_Mutationnovelc.622C>Gp.Leu208Valp.L208VQ9NYY3protein_codingdeleterious(0.03)possibly_damaging(0.879)TCGA-OL-A5S0-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxolCR
PLK2insertionFrame_Shift_Insnovelc.1417_1418insCAAAp.Asp473AlafsTer19p.D473Afs*19Q9NYY3protein_codingTCGA-A8-A07G-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilCR
PLK2insertionNonsense_Mutationnovelc.1416_1417insTAGGCCCCTAAAGATATCAGAAGCATAAAATTATAAAp.Asp473Terp.D473*Q9NYY3protein_codingTCGA-A8-A07G-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilCR
PLK2insertionFrame_Shift_Insnovelc.409_410insATTTACGACTp.Leu137HisfsTer7p.L137Hfs*7Q9NYY3protein_codingTCGA-B6-A0IA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PLK2deletionFrame_Shift_Delnovelc.1327delNp.Asp443MetfsTer5p.D443Mfs*5Q9NYY3protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
PLK2SNVMissense_Mutationnovelc.1961C>Ap.Thr654Asnp.T654NQ9NYY3protein_codingdeleterious(0)probably_damaging(0.99)TCGA-VS-A9UP-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
PLK2SNVMissense_Mutationnovelc.1207N>Gp.Lys403Glup.K403EQ9NYY3protein_codingtolerated(1)benign(0.001)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
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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
10769PLK2CLINICALLY ACTIONABLE, KINASE, DRUGGABLE GENOME, ENZYME, SERINE THREONINE KINASEUS8598172, 1
10769PLK2CLINICALLY ACTIONABLE, KINASE, DRUGGABLE GENOME, ENZYME, SERINE THREONINE KINASEinhibitor178102294BI-2536
10769PLK2CLINICALLY ACTIONABLE, KINASE, DRUGGABLE GENOME, ENZYME, SERINE THREONINE KINASEinhibitor249565601ONVANSERTIB
10769PLK2CLINICALLY ACTIONABLE, KINASE, DRUGGABLE GENOME, ENZYME, SERINE THREONINE KINASEBI2536
10769PLK2CLINICALLY ACTIONABLE, KINASE, DRUGGABLE GENOME, ENZYME, SERINE THREONINE KINASEWORTMANNINWORTMANNIN17135248
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