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: CLK4

Gene summary for CLK4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CLK4

Gene ID

57396

Gene nameCDC like kinase 4
Gene AliasCLK4
Cytomap5q35.3
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q9HAZ1


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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
57396CLK4LZE7THumanEsophagusESCC4.47e-072.19e-010.0667
57396CLK4LZE8THumanEsophagusESCC3.11e-051.50e-010.067
57396CLK4LZE24THumanEsophagusESCC7.02e-112.82e-010.0596
57396CLK4LZE6THumanEsophagusESCC3.62e-031.51e-010.0845
57396CLK4P1T-EHumanEsophagusESCC2.07e-021.62e-010.0875
57396CLK4P2T-EHumanEsophagusESCC1.81e-316.63e-010.1177
57396CLK4P4T-EHumanEsophagusESCC1.43e-102.00e-010.1323
57396CLK4P5T-EHumanEsophagusESCC1.14e-131.78e-010.1327
57396CLK4P8T-EHumanEsophagusESCC8.94e-191.82e-010.0889
57396CLK4P9T-EHumanEsophagusESCC1.59e-041.12e-010.1131
57396CLK4P10T-EHumanEsophagusESCC1.97e-121.20e-010.116
57396CLK4P11T-EHumanEsophagusESCC3.69e-124.81e-010.1426
57396CLK4P12T-EHumanEsophagusESCC7.78e-203.79e-010.1122
57396CLK4P15T-EHumanEsophagusESCC9.28e-101.04e-010.1149
57396CLK4P16T-EHumanEsophagusESCC6.38e-253.90e-010.1153
57396CLK4P17T-EHumanEsophagusESCC1.35e-021.38e-010.1278
57396CLK4P20T-EHumanEsophagusESCC7.66e-143.01e-010.1124
57396CLK4P21T-EHumanEsophagusESCC1.42e-065.29e-020.1617
57396CLK4P22T-EHumanEsophagusESCC1.14e-182.95e-010.1236
57396CLK4P23T-EHumanEsophagusESCC2.72e-121.95e-010.108
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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
∗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:0008380111EsophagusESCCRNA splicing336/8552434/187231.74e-423.67e-39336
GO:0043484111EsophagusESCCregulation of RNA splicing116/8552148/187233.18e-162.38e-14116
GO:004677710EsophagusESCCprotein autophosphorylation138/8552227/187232.98e-063.38e-05138
GO:00182124EsophagusESCCpeptidyl-tyrosine modification202/8552378/187231.34e-036.39e-03202
GO:00181084EsophagusESCCpeptidyl-tyrosine phosphorylation200/8552375/187231.60e-037.45e-03200
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0513428EsophagusESCCLegionellosis42/420557/84651.83e-046.90e-043.53e-0442
hsa0513436EsophagusESCCLegionellosis42/420557/84651.83e-046.90e-043.53e-0442
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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
CLK4SNVMissense_Mutationc.115G>Cp.Glu39Glnp.E39QQ9HAZ1protein_codingdeleterious_low_confidence(0.01)benign(0.202)TCGA-A8-A06Q-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
CLK4SNVMissense_Mutationnovelc.761N>Tp.Ser254Ilep.S254IQ9HAZ1protein_codingdeleterious(0.01)possibly_damaging(0.828)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CLK4SNVMissense_Mutationnovelc.1172N>Ap.Arg391Glnp.R391QQ9HAZ1protein_codingdeleterious(0.03)possibly_damaging(0.722)TCGA-AR-A2LH-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
CLK4SNVMissense_Mutationc.1324N>Ap.Asp442Asnp.D442NQ9HAZ1protein_codingtolerated(0.2)benign(0.036)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CLK4SNVMissense_Mutationrs372852819c.383N>Tp.Ser128Leup.S128LQ9HAZ1protein_codingtolerated(0.14)benign(0.017)TCGA-VS-A8EC-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycarboplatinCR
CLK4SNVMissense_Mutationnovelc.1361N>Ap.Arg454Lysp.R454KQ9HAZ1protein_codingtolerated(1)benign(0.001)TCGA-VS-A9UV-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownPD
CLK4SNVMissense_Mutationnovelc.454G>Ap.Gly152Argp.G152RQ9HAZ1protein_codingdeleterious(0.02)possibly_damaging(0.672)TCGA-AY-4070-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapy5-fuPD
CLK4SNVMissense_Mutationc.785A>Gp.His262Argp.H262RQ9HAZ1protein_codingdeleterious(0)benign(0.353)TCGA-AZ-6598-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CLK4SNVMissense_Mutationnovelc.761N>Ap.Ser254Asnp.S254NQ9HAZ1protein_codingtolerated(1)benign(0.026)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
CLK4SNVMissense_Mutationnovelc.1224G>Cp.Lys408Asnp.K408NQ9HAZ1protein_codingdeleterious(0.01)possibly_damaging(0.576)TCGA-DM-A1D9-01Colorectumcolon adenocarcinomaFemale>=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
57396CLK4SERINE THREONINE KINASE, KINASE, TYROSINE KINASE, DRUGGABLE GENOME, ENZYMETAE-684TAE-684
57396CLK4SERINE THREONINE KINASE, KINASE, TYROSINE KINASE, DRUGGABLE GENOME, ENZYMEBMS-387032BMS-387032
57396CLK4SERINE THREONINE KINASE, KINASE, TYROSINE KINASE, DRUGGABLE GENOME, ENZYMEFASUDILFASUDIL
57396CLK4SERINE THREONINE KINASE, KINASE, TYROSINE KINASE, DRUGGABLE GENOME, ENZYMEIMATINIBIMATINIB
57396CLK4SERINE THREONINE KINASE, KINASE, TYROSINE KINASE, DRUGGABLE GENOME, ENZYMESB-202190SB-202190
57396CLK4SERINE THREONINE KINASE, KINASE, TYROSINE KINASE, DRUGGABLE GENOME, ENZYMEERLOTINIBERLOTINIB
57396CLK4SERINE THREONINE KINASE, KINASE, TYROSINE KINASE, DRUGGABLE GENOME, ENZYMELEUCETTAMINE BLEUCETTAMINE B22998443
57396CLK4SERINE THREONINE KINASE, KINASE, TYROSINE KINASE, DRUGGABLE GENOME, ENZYMEGNF-PF-3023CHEMBL535331
57396CLK4SERINE THREONINE KINASE, KINASE, TYROSINE KINASE, DRUGGABLE GENOME, ENZYMELY-2090314LY-2090314
57396CLK4SERINE THREONINE KINASE, KINASE, TYROSINE KINASE, DRUGGABLE GENOME, ENZYMETCMDC-125758CHEMBL546797
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