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: NEK4

Gene summary for NEK4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NEK4

Gene ID

6787

Gene nameNIMA related kinase 4
Gene AliasNRK2
Cytomap3p21.1
Gene Typeprotein-coding
GO ID

GO:0000278

UniProtAcc

P51957


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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
6787NEK4NAFLD1HumanLiverNAFLD3.88e-032.74e-01-0.04
6787NEK4HCC1_MengHumanLiverHCC1.59e-11-8.64e-020.0246
6787NEK4HCC1HumanLiverHCC5.74e-042.93e+000.5336
6787NEK4HCC2HumanLiverHCC1.10e-093.10e+000.5341
6787NEK4S014HumanLiverHCC2.07e-042.89e-010.2254
6787NEK4S015HumanLiverHCC4.22e-022.78e-010.2375
6787NEK4S016HumanLiverHCC1.59e-032.42e-010.2243
6787NEK4S027HumanLiverHCC5.21e-035.06e-010.2446
6787NEK4S028HumanLiverHCC2.38e-146.82e-010.2503
6787NEK4S029HumanLiverHCC7.26e-095.85e-010.2581
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:00075687LiverNAFLDaging53/1882339/187237.78e-049.77e-0353
GO:20010206LiverNAFLDregulation of response to DNA damage stimulus36/1882219/187232.14e-032.08e-0236
GO:00075692LiverNAFLDcell aging23/1882132/187236.18e-034.62e-0223
GO:200102021LiverHCCregulation of response to DNA damage stimulus128/7958219/187231.31e-061.90e-05128
GO:000756822LiverHCCaging185/7958339/187234.28e-065.50e-05185
GO:00075691LiverHCCcell aging73/7958132/187232.00e-031.01e-0273
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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
NEK4SNVMissense_Mutationnovelc.151G>Ap.Glu51Lysp.E51KP51957protein_codingdeleterious(0)possibly_damaging(0.809)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
NEK4SNVMissense_Mutationrs763564376c.2496N>Cp.Leu832Phep.L832FP51957protein_codingdeleterious(0)probably_damaging(0.999)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NEK4insertionNonsense_Mutationnovelc.96_97insAATTGATATGCCCAGTGATTTCATCTGTCAGTCTGCTGGGGTACAp.Tyr32_Val33insAsnTerTyrAlaGlnTerPheHisLeuSerValCysTrpGlyThrp.Y32_V33insN*YAQ*FHLSVCWGTP51957protein_codingTCGA-A7-A0CJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
NEK4SNVMissense_Mutationc.403N>Gp.Gln135Glup.Q135EP51957protein_codingdeleterious(0)probably_damaging(0.996)TCGA-C5-A3HE-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
NEK4SNVMissense_Mutationc.1344N>Gp.Ile448Metp.I448MP51957protein_codingtolerated(0.19)benign(0.127)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
NEK4SNVMissense_Mutationc.592N>Ap.Glu198Lysp.E198KP51957protein_codingdeleterious(0)probably_damaging(1)TCGA-EK-A2RJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
NEK4SNVMissense_Mutationc.2035N>Ap.Asp679Asnp.D679NP51957protein_codingdeleterious(0)possibly_damaging(0.884)TCGA-IR-A3LH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NEK4SNVMissense_Mutationnovelc.618N>Gp.Phe206Leup.F206LP51957protein_codingdeleterious(0)probably_damaging(1)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
NEK4SNVMissense_Mutationc.2519A>Tp.Asn840Ilep.N840IP51957protein_codingdeleterious(0.01)possibly_damaging(0.736)TCGA-A6-6781-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinSD
NEK4SNVMissense_Mutationrs771909270c.1897N>Tp.Pro633Serp.P633SP51957protein_codingtolerated(0.13)possibly_damaging(0.719)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
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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
6787NEK4KINASE, SERINE THREONINE KINASE, DRUGGABLE GENOME, ENZYMETAMATINIBR-406
6787NEK4KINASE, SERINE THREONINE KINASE, DRUGGABLE GENOME, ENZYMEDOVITINIBDOVITINIB
6787NEK4KINASE, SERINE THREONINE KINASE, DRUGGABLE GENOME, ENZYMEBAY-613606CHEMBL541400
6787NEK4KINASE, SERINE THREONINE KINASE, DRUGGABLE GENOME, ENZYMEGW441756XGW441756X
6787NEK4KINASE, SERINE THREONINE KINASE, DRUGGABLE GENOME, ENZYMETAE-684TAE-684
6787NEK4KINASE, SERINE THREONINE KINASE, DRUGGABLE GENOME, ENZYMESNS-314SNS-314
6787NEK4KINASE, SERINE THREONINE KINASE, DRUGGABLE GENOME, ENZYMECENISERTIBCENISERTIB
6787NEK4KINASE, SERINE THREONINE KINASE, DRUGGABLE GENOME, ENZYMECYC-116CYC-116
6787NEK4KINASE, SERINE THREONINE KINASE, DRUGGABLE GENOME, ENZYMEPHA-767491CHEMBL225519
6787NEK4KINASE, SERINE THREONINE KINASE, DRUGGABLE GENOME, ENZYMESP-600125SP-600125
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