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: NEK1

Gene summary for NEK1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NEK1

Gene ID

4750

Gene nameNIMA related kinase 1
Gene AliasALS24
Cytomap4q33
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q96PY6


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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
4750NEK1LZE4THumanEsophagusESCC8.72e-123.92e-010.0811
4750NEK1LZE7THumanEsophagusESCC2.09e-021.74e-010.0667
4750NEK1LZE8THumanEsophagusESCC3.25e-071.44e-010.067
4750NEK1LZE24THumanEsophagusESCC4.66e-061.62e-010.0596
4750NEK1P2T-EHumanEsophagusESCC3.44e-345.23e-010.1177
4750NEK1P4T-EHumanEsophagusESCC6.34e-102.77e-010.1323
4750NEK1P5T-EHumanEsophagusESCC2.37e-069.91e-020.1327
4750NEK1P8T-EHumanEsophagusESCC2.39e-081.16e-010.0889
4750NEK1P9T-EHumanEsophagusESCC9.92e-102.99e-010.1131
4750NEK1P10T-EHumanEsophagusESCC2.67e-111.49e-010.116
4750NEK1P11T-EHumanEsophagusESCC2.44e-103.71e-010.1426
4750NEK1P12T-EHumanEsophagusESCC1.80e-326.00e-010.1122
4750NEK1P15T-EHumanEsophagusESCC1.45e-142.84e-010.1149
4750NEK1P16T-EHumanEsophagusESCC3.59e-234.22e-010.1153
4750NEK1P17T-EHumanEsophagusESCC3.61e-052.43e-010.1278
4750NEK1P19T-EHumanEsophagusESCC4.84e-022.26e-010.1662
4750NEK1P20T-EHumanEsophagusESCC1.06e-061.57e-010.1124
4750NEK1P21T-EHumanEsophagusESCC3.45e-131.36e-010.1617
4750NEK1P22T-EHumanEsophagusESCC7.29e-112.12e-010.1236
4750NEK1P23T-EHumanEsophagusESCC2.40e-069.92e-020.108
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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
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:00427697EsophagusESCCDNA damage response, detection of DNA damage12/855213/187236.18e-043.32e-0312
GO:00182124EsophagusESCCpeptidyl-tyrosine modification202/8552378/187231.34e-036.39e-03202
GO:00181084EsophagusESCCpeptidyl-tyrosine phosphorylation200/8552375/187231.60e-037.45e-03200
GO:001657021LiverHCChistone modification283/7958463/187232.68e-162.33e-14283
GO:00447722LiverHCCmitotic cell cycle phase transition240/7958424/187232.47e-096.84e-08240
GO:000734611LiverHCCregulation of mitotic cell cycle255/7958457/187234.96e-091.30e-07255
GO:0007059LiverHCCchromosome segregation197/7958346/187233.57e-087.87e-07197
GO:19019901LiverHCCregulation of mitotic cell cycle phase transition167/7958299/187231.96e-062.71e-05167
GO:19019871LiverHCCregulation of cell cycle phase transition211/7958390/187232.11e-062.89e-05211
GO:00427702LiverHCCsignal transduction in response to DNA damage103/7958172/187233.05e-064.04e-05103
GO:00000751LiverHCCcell cycle checkpoint100/7958169/187238.75e-061.02e-04100
GO:0045786LiverHCCnegative regulation of cell cycle204/7958385/187231.84e-051.99e-04204
GO:0045930LiverHCCnegative regulation of mitotic cell cycle130/7958235/187234.69e-054.50e-04130
GO:0007093LiverHCCmitotic cell cycle checkpoint77/7958129/187236.00e-055.50e-0477
GO:00000771LiverHCCDNA damage checkpoint68/7958115/187232.33e-041.77e-0368
GO:0031570LiverHCCDNA integrity checkpoint71/7958123/187234.64e-043.08e-0371
GO:1901988LiverHCCnegative regulation of cell cycle phase transition132/7958249/187234.97e-043.25e-03132
GO:0010948LiverHCCnegative regulation of cell cycle process152/7958294/187238.50e-045.08e-03152
GO:0044773LiverHCCmitotic DNA damage checkpoint48/795881/187231.72e-038.96e-0348
GO:004276911LiverHCCDNA damage response, detection of DNA damage11/795813/187232.38e-031.16e-0211
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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
NEK1SNVMissense_Mutationnovelc.2695G>Ap.Glu899Lysp.E899KQ96PY6protein_codingtolerated(0.1)benign(0.311)TCGA-AR-A2LE-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenPD
NEK1SNVMissense_Mutationrs776493440c.2094N>Ap.Met698Ilep.M698IQ96PY6protein_codingtolerated(0.52)benign(0.001)TCGA-AR-A2LN-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyletrozoleSD
NEK1SNVMissense_Mutationc.1261N>Ap.Val421Ilep.V421IQ96PY6protein_codingtolerated(0.32)benign(0.015)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
NEK1deletionFrame_Shift_Delc.1457delGp.Gly486AspfsTer22p.G486Dfs*22Q96PY6protein_codingTCGA-BH-A0DH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
NEK1SNVMissense_Mutationnovelc.1697G>Ap.Gly566Glup.G566EQ96PY6protein_codingdeleterious(0.01)probably_damaging(0.993)TCGA-C5-A7X5-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycarboplatinPD
NEK1SNVMissense_Mutationrs764750478c.2305N>Gp.His769Aspp.H769DQ96PY6protein_codingtolerated(0.23)benign(0)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NEK1SNVMissense_Mutationc.2305C>Tp.His769Tyrp.H769YQ96PY6protein_codingtolerated(0.88)benign(0)TCGA-VS-A9UD-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
NEK1SNVMissense_Mutationnovelc.2911N>Ap.Glu971Lysp.E971KQ96PY6protein_codingtolerated(0.27)benign(0)TCGA-ZJ-AAXU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
NEK1insertionFrame_Shift_Insnovelc.1897_1898insAp.Ile633AsnfsTer28p.I633Nfs*28Q96PY6protein_codingTCGA-EA-A3HS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
NEK1SNVMissense_Mutationc.1562G>Ap.Arg521Lysp.R521KQ96PY6protein_codingtolerated(0.08)benign(0.053)TCGA-AA-3488-01Colorectumcolon adenocarcinomaMale<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
4750NEK1ENZYME, DRUGGABLE GENOME, KINASE, SERINE THREONINE KINASE, TYROSINE KINASEinhibitor249565860
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