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: NEK6

Gene summary for NEK6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NEK6

Gene ID

10783

Gene nameNIMA related kinase 6
Gene AliasSID6-1512
Cytomap9q33.3
Gene Typeprotein-coding
GO ID

GO:0000070

UniProtAcc

Q9HC98


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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
10783NEK6LZE4THumanEsophagusESCC1.68e-051.13e-010.0811
10783NEK6LZE8THumanEsophagusESCC2.63e-039.52e-020.067
10783NEK6LZE20THumanEsophagusESCC2.27e-073.69e-010.0662
10783NEK6P1T-EHumanEsophagusESCC2.61e-054.46e-010.0875
10783NEK6P2T-EHumanEsophagusESCC3.64e-153.06e-010.1177
10783NEK6P4T-EHumanEsophagusESCC1.68e-173.71e-010.1323
10783NEK6P5T-EHumanEsophagusESCC1.50e-142.09e-010.1327
10783NEK6P8T-EHumanEsophagusESCC6.81e-631.15e+000.0889
10783NEK6P9T-EHumanEsophagusESCC6.68e-061.91e-010.1131
10783NEK6P10T-EHumanEsophagusESCC5.84e-223.50e-010.116
10783NEK6P11T-EHumanEsophagusESCC1.91e-279.59e-010.1426
10783NEK6P12T-EHumanEsophagusESCC4.51e-202.95e-010.1122
10783NEK6P15T-EHumanEsophagusESCC8.56e-174.50e-010.1149
10783NEK6P16T-EHumanEsophagusESCC4.77e-172.43e-010.1153
10783NEK6P17T-EHumanEsophagusESCC4.10e-064.86e-010.1278
10783NEK6P19T-EHumanEsophagusESCC4.93e-139.11e-010.1662
10783NEK6P21T-EHumanEsophagusESCC2.03e-448.62e-010.1617
10783NEK6P22T-EHumanEsophagusESCC4.65e-152.42e-010.1236
10783NEK6P23T-EHumanEsophagusESCC4.80e-072.41e-010.108
10783NEK6P24T-EHumanEsophagusESCC4.74e-183.12e-010.1287
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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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
ThyroidThe 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.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗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:0071763LiverCirrhoticnuclear membrane organization15/463433/187237.61e-033.60e-0215
GO:00512252LiverCirrhoticspindle assembly41/4634117/187238.08e-033.79e-0241
GO:0000819LiverCirrhoticsister chromatid segregation65/4634202/187231.01e-024.52e-0265
GO:002241112LiverHCCcellular component disassembly282/7958443/187231.02e-191.38e-17282
GO:003304421LiverHCCregulation of chromosome organization125/7958187/187231.35e-115.40e-10125
GO:014001411LiverHCCmitotic nuclear division174/7958287/187233.74e-101.23e-08174
GO:0000070LiverHCCmitotic sister chromatid segregation110/7958168/187231.42e-094.25e-08110
GO:00008191LiverHCCsister chromatid segregation128/7958202/187231.59e-094.73e-08128
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:000705111LiverHCCspindle organization116/7958184/187231.40e-083.40e-07116
GO:0007059LiverHCCchromosome segregation197/7958346/187233.57e-087.87e-07197
GO:000705211LiverHCCmitotic spindle organization80/7958120/187237.43e-081.50e-0680
GO:190285011LiverHCCmicrotubule cytoskeleton organization involved in mitosis93/7958147/187232.91e-075.09e-0693
GO:005122511LiverHCCspindle assembly75/7958117/187231.92e-062.67e-0575
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:0098813LiverHCCnuclear chromosome segregation157/7958281/187233.82e-064.95e-05157
GO:000756822LiverHCCaging185/7958339/187234.28e-065.50e-05185
GO:00717631LiverHCCnuclear membrane organization27/795833/187234.31e-065.50e-0527
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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
NEK6SNVMissense_Mutationc.469N>Cp.Glu157Glnp.E157QQ9HC98protein_codingdeleterious(0.01)probably_damaging(0.997)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
NEK6SNVMissense_Mutationnovelc.686N>Ap.Arg229Hisp.R229HQ9HC98protein_codingdeleterious(0)probably_damaging(0.996)TCGA-BH-A18L-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
NEK6SNVMissense_Mutationc.808N>Gp.Leu270Valp.L270VQ9HC98protein_codingtolerated(0.11)possibly_damaging(0.664)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NEK6insertionFrame_Shift_Insnovelc.607_608insCTGATGCCCGTTGGAACp.Met203ThrfsTer24p.M203Tfs*24Q9HC98protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NEK6SNVMissense_Mutationrs879292381c.577N>Ap.Ala193Thrp.A193TQ9HC98protein_codingdeleterious(0)probably_damaging(0.989)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NEK6SNVMissense_Mutationc.341N>Tp.Glu114Valp.E114VQ9HC98protein_codingdeleterious(0.01)possibly_damaging(0.886)TCGA-C5-A1MI-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
NEK6SNVMissense_Mutationrs750746819c.217N>Tp.Arg73Cysp.R73CQ9HC98protein_codingtolerated_low_confidence(0.11)benign(0.006)TCGA-MA-AA3W-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NEK6SNVMissense_Mutationc.959N>Cp.Ile320Thrp.I320TQ9HC98protein_codingdeleterious(0)probably_damaging(0.972)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
NEK6SNVMissense_Mutationc.661N>Cp.Lys221Glnp.K221QQ9HC98protein_codingdeleterious(0.03)probably_damaging(0.999)TCGA-AA-3966-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NEK6SNVMissense_Mutationrs183673274c.230N>Tp.Ala77Valp.A77VQ9HC98protein_codingtolerated(0.1)benign(0.051)TCGA-AD-A5EJ-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
10783NEK6DRUGGABLE GENOME, KINASE, ENZYME, SERINE THREONINE KINASEinhibitor249565885
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