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: VRK3

Gene summary for VRK3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

VRK3

Gene ID

51231

Gene nameVRK serine/threonine kinase 3
Gene AliasVRK3
Cytomap19q13.33
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

Q8IV63


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
51231VRK3HTA11_2487_2000001011HumanColorectumSER1.35e-042.83e-01-0.1808
51231VRK3HTA11_347_2000001011HumanColorectumAD1.83e-134.54e-01-0.1954
51231VRK3HTA11_2112_2000001011HumanColorectumSER1.40e-025.18e-01-0.2196
51231VRK3HTA11_3361_2000001011HumanColorectumAD6.28e-043.64e-01-0.1207
51231VRK3HTA11_696_2000001011HumanColorectumAD1.18e-073.44e-01-0.1464
51231VRK3HTA11_866_2000001011HumanColorectumAD3.40e-032.44e-01-0.1001
51231VRK3HTA11_1391_2000001011HumanColorectumAD3.76e-073.49e-01-0.059
51231VRK3HTA11_546_2000001011HumanColorectumAD3.03e-023.29e-01-0.0842
51231VRK3HTA11_7696_3000711011HumanColorectumAD9.00e-113.79e-010.0674
51231VRK3HTA11_99999965104_69814HumanColorectumMSS6.30e-084.83e-010.281
51231VRK3LZE4THumanEsophagusESCC1.01e-041.41e-010.0811
51231VRK3LZE7THumanEsophagusESCC1.51e-042.40e-010.0667
51231VRK3LZE8THumanEsophagusESCC3.89e-051.06e-010.067
51231VRK3LZE24THumanEsophagusESCC2.63e-204.94e-010.0596
51231VRK3LZE6THumanEsophagusESCC3.66e-051.74e-010.0845
51231VRK3P1T-EHumanEsophagusESCC9.04e-063.37e-010.0875
51231VRK3P2T-EHumanEsophagusESCC1.49e-222.92e-010.1177
51231VRK3P4T-EHumanEsophagusESCC2.27e-183.54e-010.1323
51231VRK3P5T-EHumanEsophagusESCC5.02e-111.20e-010.1327
51231VRK3P8T-EHumanEsophagusESCC1.65e-438.35e-010.0889
Page: 1 2 3 4 5 6 

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
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:0016311ColorectumADdephosphorylation123/3918417/187231.84e-053.82e-04123
GO:0006470ColorectumADprotein dephosphorylation88/3918281/187232.56e-054.89e-0488
GO:0035303ColorectumADregulation of dephosphorylation46/3918128/187236.20e-051.04e-0346
GO:0035304ColorectumADregulation of protein dephosphorylation33/391890/187234.23e-044.77e-0333
GO:0043409ColorectumADnegative regulation of MAPK cascade57/3918180/187234.61e-045.14e-0357
GO:0010921ColorectumADregulation of phosphatase activity30/391884/187231.24e-031.09e-0230
GO:0018105ColorectumADpeptidyl-serine phosphorylation88/3918315/187231.73e-031.43e-0288
GO:0010922ColorectumADpositive regulation of phosphatase activity15/391834/187231.96e-031.58e-0215
GO:0035306ColorectumADpositive regulation of dephosphorylation22/391859/187232.86e-032.14e-0222
GO:0018209ColorectumADpeptidyl-serine modification92/3918338/187233.19e-032.36e-0292
GO:0043666ColorectumADregulation of phosphoprotein phosphatase activity21/391858/187235.25e-033.47e-0221
GO:00064701ColorectumSERprotein dephosphorylation65/2897281/187234.44e-046.51e-0365
GO:00434091ColorectumSERnegative regulation of MAPK cascade45/2897180/187235.81e-047.98e-0345
GO:00109211ColorectumSERregulation of phosphatase activity24/289784/187231.61e-031.71e-0224
GO:00353031ColorectumSERregulation of dephosphorylation33/2897128/187231.71e-031.78e-0233
GO:00353041ColorectumSERregulation of protein dephosphorylation25/289790/187232.00e-031.98e-0225
GO:00436661ColorectumSERregulation of phosphoprotein phosphatase activity18/289758/187232.18e-032.11e-0218
GO:00163111ColorectumSERdephosphorylation86/2897417/187232.73e-032.46e-0286
GO:00181051ColorectumSERpeptidyl-serine phosphorylation66/2897315/187235.47e-034.06e-0266
GO:00353032ColorectumMSSregulation of dephosphorylation41/3467128/187231.64e-042.33e-0341
Page: 1 2 3 4 5 

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
VRK3SNVMissense_Mutationc.1378N>Ap.Leu460Metp.L460MQ8IV63protein_codingtolerated(0.41)benign(0.031)TCGA-A2-A0CW-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
VRK3SNVMissense_Mutationnovelc.330G>Cp.Gln110Hisp.Q110HQ8IV63protein_codingdeleterious(0.01)benign(0.007)TCGA-AC-A5XS-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
VRK3SNVMissense_Mutationc.926N>Gp.Ala309Glyp.A309GQ8IV63protein_codingdeleterious(0.01)probably_damaging(0.913)TCGA-BH-A1EY-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
VRK3SNVMissense_Mutationc.26G>Ap.Gly9Aspp.G9DQ8IV63protein_codingdeleterious(0)probably_damaging(0.998)TCGA-D8-A1Y1-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenPD
VRK3deletionIn_Frame_Delnovelc.410_430delNNNNNNNNNNNNNNNNNNNNNp.Pro137_Ser143delp.P137_S143delQ8IV63protein_codingTCGA-B6-A0IJ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
VRK3insertionIn_Frame_Insnovelc.398_399insGTTp.Thr133_Arg134insPhep.T133_R134insFQ8IV63protein_codingTCGA-BH-A0BM-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
VRK3insertionFrame_Shift_Insnovelc.397_398insTGGAGGAGCTGGGATTTGAACCCTGGTCAGCCTGGp.Thr133MetfsTer20p.T133Mfs*20Q8IV63protein_codingTCGA-BH-A0BM-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
VRK3SNVMissense_Mutationnovelc.844N>Ap.Ser282Thrp.S282TQ8IV63protein_codingtolerated(0.14)benign(0.007)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
VRK3SNVMissense_Mutationnovelc.74N>Ap.Ser25Tyrp.S25YQ8IV63protein_codingdeleterious(0.04)possibly_damaging(0.596)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
VRK3SNVMissense_Mutationrs771945391c.1106N>Cp.Arg369Prop.R369PQ8IV63protein_codingdeleterious(0)probably_damaging(1)TCGA-C5-A8YT-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
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