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: VRK1

Gene summary for VRK1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

VRK1

Gene ID

7443

Gene nameVRK serine/threonine kinase 1
Gene AliasPCH1
Cytomap14q32.2
Gene Typeprotein-coding
GO ID

GO:0000278

UniProtAcc

Q99986


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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
7443VRK1LZE2THumanEsophagusESCC4.98e-023.97e-010.082
7443VRK1LZE7THumanEsophagusESCC1.40e-052.31e-010.0667
7443VRK1LZE24THumanEsophagusESCC4.21e-041.46e-010.0596
7443VRK1LZE6THumanEsophagusESCC1.54e-021.86e-010.0845
7443VRK1P2T-EHumanEsophagusESCC3.84e-235.35e-010.1177
7443VRK1P4T-EHumanEsophagusESCC2.09e-134.80e-010.1323
7443VRK1P5T-EHumanEsophagusESCC3.18e-215.30e-010.1327
7443VRK1P8T-EHumanEsophagusESCC5.36e-072.27e-010.0889
7443VRK1P9T-EHumanEsophagusESCC2.61e-041.71e-010.1131
7443VRK1P10T-EHumanEsophagusESCC9.72e-254.72e-010.116
7443VRK1P12T-EHumanEsophagusESCC1.90e-173.51e-010.1122
7443VRK1P15T-EHumanEsophagusESCC2.39e-104.17e-010.1149
7443VRK1P16T-EHumanEsophagusESCC2.45e-153.50e-010.1153
7443VRK1P17T-EHumanEsophagusESCC1.27e-044.52e-010.1278
7443VRK1P20T-EHumanEsophagusESCC9.90e-082.44e-010.1124
7443VRK1P21T-EHumanEsophagusESCC1.40e-072.73e-010.1617
7443VRK1P22T-EHumanEsophagusESCC3.77e-072.35e-010.1236
7443VRK1P23T-EHumanEsophagusESCC3.75e-092.32e-010.108
7443VRK1P24T-EHumanEsophagusESCC4.92e-113.63e-010.1287
7443VRK1P26T-EHumanEsophagusESCC2.18e-113.79e-010.1276
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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.

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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:001657015EsophagusESCChistone modification323/8552463/187232.61e-267.88e-24323
GO:0022411111EsophagusESCCcellular component disassembly305/8552443/187231.94e-234.57e-21305
GO:190300816EsophagusESCCorganelle disassembly89/8552114/187231.36e-125.80e-1189
GO:000699713EsophagusESCCnucleus organization96/8552133/187234.66e-101.21e-0896
GO:000699811EsophagusESCCnuclear envelope organization39/855247/187231.48e-072.35e-0639
GO:007176312EsophagusESCCnuclear membrane organization29/855233/187235.30e-077.04e-0629
GO:00070308EsophagusESCCGolgi organization101/8552157/187231.78e-062.10e-05101
GO:004677710EsophagusESCCprotein autophosphorylation138/8552227/187232.98e-063.38e-05138
GO:00182099EsophagusESCCpeptidyl-serine modification196/8552338/187233.07e-063.47e-05196
GO:001810515EsophagusESCCpeptidyl-serine phosphorylation184/8552315/187233.22e-063.61e-05184
GO:00483083EsophagusESCCorganelle inheritance14/855215/187231.47e-049.85e-0414
GO:00483133EsophagusESCCGolgi inheritance14/855215/187231.47e-049.85e-0414
GO:00165721EsophagusESCChistone phosphorylation27/855239/187232.52e-031.08e-0227
GO:001810710EsophagusESCCpeptidyl-threonine phosphorylation66/8552116/187239.76e-033.37e-0266
GO:001821010EsophagusESCCpeptidyl-threonine modification70/8552125/187231.29e-024.25e-0270
GO:002241119Oral cavityOSCCcellular component disassembly283/7305443/187239.57e-273.37e-24283
GO:00165707Oral cavityOSCChistone modification270/7305463/187231.59e-171.50e-15270
GO:19030088Oral cavityOSCCorganelle disassembly85/7305114/187231.15e-146.93e-1385
GO:00069974Oral cavityOSCCnucleus organization85/7305133/187235.12e-091.12e-0785
GO:00717633Oral cavityOSCCnuclear membrane organization29/730533/187238.40e-091.76e-0729
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
VRK1SNVMissense_Mutationc.25N>Ap.Ala9Thrp.A9TQ99986protein_codingtolerated(0.08)benign(0.039)TCGA-AR-A24N-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
VRK1SNVMissense_Mutationnovelc.280G>Ap.Glu94Lysp.E94KQ99986protein_codingdeleterious(0)possibly_damaging(0.665)TCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
VRK1SNVMissense_Mutationnovelc.547C>Tp.Leu183Phep.L183FQ99986protein_codingdeleterious(0)probably_damaging(0.992)TCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
VRK1SNVMissense_Mutationrs757917768c.692A>Gp.Asp231Glyp.D231GQ99986protein_codingdeleterious(0)probably_damaging(0.994)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
VRK1SNVMissense_Mutationrs200927943c.962G>Ap.Arg321Hisp.R321HQ99986protein_codingdeleterious(0.02)possibly_damaging(0.724)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
VRK1SNVMissense_Mutationrs868247202c.97N>Ap.Ala33Thrp.A33TQ99986protein_codingtolerated(0.34)benign(0)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
VRK1SNVMissense_Mutationc.664N>Ap.Asp222Asnp.D222NQ99986protein_codingtolerated(1)benign(0.275)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
VRK1SNVMissense_Mutationc.631N>Cp.Lys211Glnp.K211QQ99986protein_codingdeleterious(0)possibly_damaging(0.715)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
VRK1SNVMissense_Mutationc.569N>Ap.Pro190Hisp.P190HQ99986protein_codingdeleterious(0)probably_damaging(0.984)TCGA-DM-A1HB-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
VRK1SNVMissense_Mutationc.817G>Tp.Asp273Tyrp.D273YQ99986protein_codingdeleterious(0.01)possibly_damaging(0.749)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<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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