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: VRK2

Gene summary for VRK2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

VRK2

Gene ID

7444

Gene nameVRK serine/threonine kinase 2
Gene AliasVRK2
Cytomap2p16.1
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

Q86Y07


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
7444VRK2CCI_1HumanCervixCC2.87e-067.52e-010.528
7444VRK2CCI_2HumanCervixCC1.61e-121.14e+000.5249
7444VRK2CCI_3HumanCervixCC5.30e-159.00e-010.516
7444VRK2LZE2THumanEsophagusESCC3.98e-054.20e-010.082
7444VRK2LZE4THumanEsophagusESCC1.11e-205.39e-010.0811
7444VRK2LZE7THumanEsophagusESCC5.92e-116.01e-010.0667
7444VRK2LZE8THumanEsophagusESCC1.52e-051.77e-010.067
7444VRK2LZE20THumanEsophagusESCC4.64e-041.94e-010.0662
7444VRK2LZE22THumanEsophagusESCC3.86e-032.90e-010.068
7444VRK2LZE24THumanEsophagusESCC2.32e-143.99e-010.0596
7444VRK2LZE21THumanEsophagusESCC1.23e-084.04e-010.0655
7444VRK2LZE6THumanEsophagusESCC3.97e-072.51e-010.0845
7444VRK2P1T-EHumanEsophagusESCC1.57e-073.69e-010.0875
7444VRK2P2T-EHumanEsophagusESCC3.39e-396.06e-010.1177
7444VRK2P4T-EHumanEsophagusESCC4.55e-174.19e-010.1323
7444VRK2P5T-EHumanEsophagusESCC1.71e-234.97e-010.1327
7444VRK2P8T-EHumanEsophagusESCC2.44e-113.01e-010.0889
7444VRK2P9T-EHumanEsophagusESCC5.63e-184.33e-010.1131
7444VRK2P10T-EHumanEsophagusESCC1.49e-173.09e-010.116
7444VRK2P11T-EHumanEsophagusESCC9.68e-114.69e-010.1426
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
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:000697910CervixCCresponse to oxidative stress102/2311446/187232.99e-104.36e-08102
GO:006219710CervixCCcellular response to chemical stress76/2311337/187231.01e-075.25e-0676
GO:003459910CervixCCcellular response to oxidative stress63/2311288/187233.58e-069.50e-0563
GO:00181057CervixCCpeptidyl-serine phosphorylation63/2311315/187236.65e-059.47e-0463
GO:00182096CervixCCpeptidyl-serine modification66/2311338/187239.58e-051.25e-0366
GO:00192213CervixCCcytokine-mediated signaling pathway84/2311472/187233.25e-043.44e-0384
GO:0006979111EsophagusESCCresponse to oxidative stress303/8552446/187237.15e-221.30e-19303
GO:0062197111EsophagusESCCcellular response to chemical stress234/8552337/187235.37e-195.97e-17234
GO:0034599111EsophagusESCCcellular response to oxidative stress197/8552288/187233.76e-152.15e-13197
GO:004677710EsophagusESCCprotein autophosphorylation138/8552227/187232.98e-063.38e-05138
GO:00182099EsophagusESCCpeptidyl-serine modification196/8552338/187233.07e-063.47e-05196
GO:00607595EsophagusESCCregulation of response to cytokine stimulus103/8552162/187233.14e-063.53e-05103
GO:001810515EsophagusESCCpeptidyl-serine phosphorylation184/8552315/187233.22e-063.61e-05184
GO:00019595EsophagusESCCregulation of cytokine-mediated signaling pathway95/8552150/187239.48e-069.04e-0595
GO:000697922LiverHCCresponse to oxidative stress281/7958446/187239.75e-191.24e-16281
GO:006219722LiverHCCcellular response to chemical stress216/7958337/187236.86e-165.44e-14216
GO:003459922LiverHCCcellular response to oxidative stress183/7958288/187233.65e-131.93e-11183
GO:001810511LiverHCCpeptidyl-serine phosphorylation169/7958315/187233.86e-053.81e-04169
GO:001820911LiverHCCpeptidyl-serine modification177/7958338/187231.45e-041.17e-03177
GO:00467775LiverHCCprotein autophosphorylation123/7958227/187232.40e-041.80e-03123
Page: 1 2 3 

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
VRK2SNVMissense_Mutationc.271N>Ap.Glu91Lysp.E91KQ86Y07protein_codingtolerated(1)benign(0)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
VRK2SNVMissense_Mutationc.556N>Cp.Asp186Hisp.D186HQ86Y07protein_codingdeleterious(0)probably_damaging(1)TCGA-C8-A12T-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
VRK2SNVMissense_Mutationnovelc.946C>Ap.His316Asnp.H316NQ86Y07protein_codingtolerated(0.11)benign(0)TCGA-PE-A5DC-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
VRK2insertionNonsense_Mutationnovelc.833_834insAATACCCCAAAp.Trp278Terp.W278*Q86Y07protein_codingTCGA-B6-A0IJ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
VRK2insertionFrame_Shift_Insnovelc.834_835insTGTGATGCTTTGGCATp.Ala279CysfsTer14p.A279Cfs*14Q86Y07protein_codingTCGA-B6-A0IJ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
VRK2deletionFrame_Shift_Delnovelc.614delAp.Asn205IlefsTer10p.N205Ifs*10Q86Y07protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
VRK2deletionFrame_Shift_Delrs768472226c.1089delAp.Val364SerfsTer21p.V364Sfs*21Q86Y07protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
VRK2deletionFrame_Shift_Delnovelc.621delNp.Gly209AlafsTer6p.G209Afs*6Q86Y07protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
VRK2SNVMissense_Mutationnovelc.608A>Gp.Gln203Argp.Q203RQ86Y07protein_codingtolerated(0.08)benign(0.019)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
VRK2SNVMissense_Mutationnovelc.808N>Ap.Glu270Lysp.E270KQ86Y07protein_codingdeleterious(0.02)benign(0.197)TCGA-ZJ-AAXU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
Page: 1 2 3 4 5 6 7 8 

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