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:014001414EsophagusESCCmitotic nuclear division218/8552287/187236.17e-261.78e-23218
GO:0022411111EsophagusESCCcellular component disassembly305/8552443/187231.94e-234.57e-21305
GO:000007011EsophagusESCCmitotic sister chromatid segregation138/8552168/187231.37e-222.63e-20138
GO:00008194EsophagusESCCsister chromatid segregation157/8552202/187238.41e-211.33e-18157
GO:003304416EsophagusESCCregulation of chromosome organization145/8552187/187233.80e-194.31e-17145
GO:000705911EsophagusESCCchromosome segregation238/8552346/187231.72e-181.82e-16238
GO:004477216EsophagusESCCmitotic cell cycle phase transition281/8552424/187234.63e-184.45e-16281
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:000705214EsophagusESCCmitotic spindle organization97/8552120/187232.17e-151.33e-1397
GO:000705114EsophagusESCCspindle organization134/8552184/187235.70e-142.87e-12134
GO:00482853EsophagusESCCorganelle fission301/8552488/187234.64e-132.12e-11301
GO:00988133EsophagusESCCnuclear chromosome segregation187/8552281/187231.00e-124.36e-11187
GO:004312318EsophagusESCCpositive regulation of I-kappaB kinase/NF-kappaB signaling132/8552186/187232.07e-128.58e-11132
GO:0043122110EsophagusESCCregulation of I-kappaB kinase/NF-kappaB signaling167/8552249/187236.11e-122.32e-10167
GO:00002802EsophagusESCCnuclear division270/8552439/187231.17e-114.24e-10270
GO:000724919EsophagusESCCI-kappaB kinase/NF-kappaB signaling183/8552281/187233.02e-111.01e-09183
GO:190198713EsophagusESCCregulation of cell cycle phase transition242/8552390/187233.86e-111.26e-09242
GO:190199013EsophagusESCCregulation of mitotic cell cycle phase transition191/8552299/187231.35e-103.94e-09191
GO:000699713EsophagusESCCnucleus organization96/8552133/187234.66e-101.21e-0896
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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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