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: NEK2

Gene summary for NEK2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NEK2

Gene ID

4751

Gene nameNIMA related kinase 2
Gene AliasHsPK21
Cytomap1q32.3
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

F6U4U2


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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
4751NEK2LZE2THumanEsophagusESCC3.16e-037.32e-010.082
4751NEK2P2T-EHumanEsophagusESCC9.56e-083.38e-010.1177
4751NEK2P4T-EHumanEsophagusESCC8.76e-053.53e-010.1323
4751NEK2P5T-EHumanEsophagusESCC4.12e-112.45e-010.1327
4751NEK2P21T-EHumanEsophagusESCC8.40e-041.69e-010.1617
4751NEK2P24T-EHumanEsophagusESCC2.05e-073.04e-010.1287
4751NEK2P28T-EHumanEsophagusESCC1.78e-039.94e-020.1149
4751NEK2P32T-EHumanEsophagusESCC9.44e-072.53e-010.1666
4751NEK2P52T-EHumanEsophagusESCC9.20e-062.37e-010.1555
4751NEK2P74T-EHumanEsophagusESCC5.09e-085.73e-010.1479
4751NEK2P75T-EHumanEsophagusESCC7.90e-031.73e-010.1125
4751NEK2P76T-EHumanEsophagusESCC8.84e-053.39e-010.1207
4751NEK2P79T-EHumanEsophagusESCC1.66e-021.32e-010.1154
4751NEK2P83T-EHumanEsophagusESCC1.26e-073.80e-010.1738
4751NEK2P91T-EHumanEsophagusESCC2.72e-029.43e-010.1828
4751NEK2P107T-EHumanEsophagusESCC2.60e-093.12e-010.171
4751NEK2P130T-EHumanEsophagusESCC4.24e-188.39e-010.1676
4751NEK2P2_cSCCHumanSkincSCC2.98e-042.28e-01-0.024
4751NEK2P4_cSCCHumanSkincSCC4.65e-082.53e-01-0.00290000000000005
4751NEK2P10_cSCCHumanSkincSCC1.79e-082.89e-010.1017
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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
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:014001414EsophagusESCCmitotic nuclear division218/8552287/187236.17e-261.78e-23218
GO:000007011EsophagusESCCmitotic sister chromatid segregation138/8552168/187231.37e-222.63e-20138
GO:00008194EsophagusESCCsister chromatid segregation157/8552202/187238.41e-211.33e-18157
GO:0051098111EsophagusESCCregulation of binding251/8552363/187236.73e-208.46e-18251
GO:003304416EsophagusESCCregulation of chromosome organization145/8552187/187233.80e-194.31e-17145
GO:000705911EsophagusESCCchromosome segregation238/8552346/187231.72e-181.82e-16238
GO:190285015EsophagusESCCmicrotubule cytoskeleton organization involved in mitosis116/8552147/187231.25e-169.91e-15116
GO:000734615EsophagusESCCregulation of mitotic cell cycle293/8552457/187238.00e-165.64e-14293
GO:000170119EsophagusESCCin utero embryonic development243/8552367/187231.00e-156.86e-14243
GO:000705214EsophagusESCCmitotic spindle organization97/8552120/187232.17e-151.33e-1397
GO:000705114EsophagusESCCspindle organization134/8552184/187235.70e-142.87e-12134
GO:005105215EsophagusESCCregulation of DNA metabolic process232/8552359/187232.40e-131.13e-11232
GO:00482853EsophagusESCCorganelle fission301/8552488/187234.64e-132.12e-11301
GO:00988133EsophagusESCCnuclear chromosome segregation187/8552281/187231.00e-124.36e-11187
GO:000072319EsophagusESCCtelomere maintenance99/8552131/187232.68e-121.08e-1099
GO:007189716EsophagusESCCDNA biosynthetic process127/8552180/187231.04e-113.85e-10127
GO:00002802EsophagusESCCnuclear division270/8552439/187231.17e-114.24e-10270
GO:005105417EsophagusESCCpositive regulation of DNA metabolic process139/8552201/187231.20e-114.33e-10139
GO:200057319EsophagusESCCpositive regulation of DNA biosynthetic process56/855266/187234.51e-111.45e-0956
GO:003220417EsophagusESCCregulation of telomere maintenance65/855280/187236.02e-111.90e-0965
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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
NEK2SNVMissense_Mutationc.463N>Ap.Val155Ilep.V155IP51955protein_codingtolerated(0.12)possibly_damaging(0.742)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
NEK2SNVMissense_Mutationc.112N>Cp.Glu38Glnp.E38QP51955protein_codingdeleterious(0.03)possibly_damaging(0.806)TCGA-EK-A2PM-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
NEK2SNVMissense_Mutationc.887N>Tp.Ser296Leup.S296LP51955protein_codingtolerated(0.71)benign(0)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
NEK2SNVMissense_Mutationc.908T>Cp.Leu303Serp.L303SP51955protein_codingtolerated(0.43)benign(0)TCGA-AD-5900-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
NEK2SNVMissense_Mutationnovelc.433N>Ap.Ala145Thrp.A145TP51955protein_codingdeleterious(0)probably_damaging(0.973)TCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
NEK2SNVMissense_Mutationc.554C>Tp.Pro185Leup.P185LP51955protein_codingdeleterious(0)probably_damaging(1)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
NEK2SNVMissense_Mutationc.527T>Gp.Phe176Cysp.F176CP51955protein_codingdeleterious(0.03)probably_damaging(0.988)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
NEK2SNVMissense_Mutationc.1268N>Ap.Arg423Glnp.R423QP51955protein_codingdeleterious_low_confidence(0.04)possibly_damaging(0.685)TCGA-AG-A015-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownPD
NEK2SNVMissense_Mutationrs763584429c.1010N>Ap.Arg337Hisp.R337HP51955protein_codingdeleterious(0.01)probably_damaging(0.96)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
NEK2SNVMissense_Mutationc.1327N>Tp.Gly443Cysp.G443CP51955protein_codingdeleterious_low_confidence(0)probably_damaging(0.995)TCGA-A5-A0VP-01Endometriumuterine corpus endometrioid carcinomaFemale>=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
4751NEK2ENZYME, KINASE, DRUGGABLE GENOME, SERINE THREONINE KINASEAZD-1775ADAVOSERTIB
4751NEK2ENZYME, KINASE, DRUGGABLE GENOME, SERINE THREONINE KINASEDNDI1417467CHEMBL1997335
4751NEK2ENZYME, KINASE, DRUGGABLE GENOME, SERINE THREONINE KINASEinhibitorHESPERADINHESPERADIN19035792
4751NEK2ENZYME, KINASE, DRUGGABLE GENOME, SERINE THREONINE KINASEGW441756XGW441756X
4751NEK2ENZYME, KINASE, DRUGGABLE GENOME, SERINE THREONINE KINASETAMATINIBR-406
4751NEK2ENZYME, KINASE, DRUGGABLE GENOME, SERINE THREONINE KINASETAE-684TAE-684
4751NEK2ENZYME, KINASE, DRUGGABLE GENOME, SERINE THREONINE KINASEDACTOLISIBDACTOLISIB
4751NEK2ENZYME, KINASE, DRUGGABLE GENOME, SERINE THREONINE KINASECENISERTIBCENISERTIB
4751NEK2ENZYME, KINASE, DRUGGABLE GENOME, SERINE THREONINE KINASEinhibitor249565829
4751NEK2ENZYME, KINASE, DRUGGABLE GENOME, SERINE THREONINE KINASEPAZOPANIBPAZOPANIB
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