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: NEK7

Gene summary for NEK7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NEK7

Gene ID

140609

Gene nameNIMA related kinase 7
Gene AliasNEK7
Cytomap1q31.3
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

A0A024R964


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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
140609NEK7CCI_1HumanCervixCC8.61e-141.64e+000.528
140609NEK7CCI_2HumanCervixCC1.45e-059.19e-010.5249
140609NEK7CCI_3HumanCervixCC1.15e-171.30e+000.516
140609NEK7HTA11_3410_2000001011HumanColorectumAD5.26e-18-5.93e-010.0155
140609NEK7HTA11_2487_2000001011HumanColorectumSER4.16e-04-4.54e-01-0.1808
140609NEK7HTA11_3361_2000001011HumanColorectumAD6.69e-03-4.74e-01-0.1207
140609NEK7HTA11_83_2000001011HumanColorectumSER2.29e-02-4.38e-01-0.1526
140609NEK7HTA11_696_2000001011HumanColorectumAD3.71e-09-3.70e-01-0.1464
140609NEK7HTA11_866_2000001011HumanColorectumAD6.62e-03-2.87e-01-0.1001
140609NEK7HTA11_866_3004761011HumanColorectumAD1.32e-06-4.71e-010.096
140609NEK7HTA11_9408_2000001011HumanColorectumAD3.51e-02-6.43e-010.0451
140609NEK7HTA11_7696_3000711011HumanColorectumAD1.74e-10-4.19e-010.0674
140609NEK7HTA11_99999970781_79442HumanColorectumMSS2.17e-14-4.42e-010.294
140609NEK7HTA11_99999971662_82457HumanColorectumMSS3.66e-07-3.44e-010.3859
140609NEK7HTA11_99999973899_84307HumanColorectumMSS1.90e-04-5.63e-010.2585
140609NEK7HTA11_99999974143_84620HumanColorectumMSS3.51e-20-5.43e-010.3005
140609NEK7A015-C-203HumanColorectumFAP1.73e-21-2.62e-01-0.1294
140609NEK7A015-C-204HumanColorectumFAP5.56e-03-7.47e-02-0.0228
140609NEK7A014-C-040HumanColorectumFAP1.09e-02-2.75e-01-0.1184
140609NEK7A002-C-201HumanColorectumFAP6.06e-11-3.05e-010.0324
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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
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:00073466CervixCCregulation of mitotic cell cycle88/2311457/187231.26e-052.60e-0488
GO:00510528CervixCCregulation of DNA metabolic process65/2311359/187239.25e-047.84e-0365
GO:20002789CervixCCregulation of DNA biosynthetic process23/2311106/187234.65e-032.81e-0223
GO:00519738CervixCCpositive regulation of telomerase activity10/231134/187236.40e-033.58e-0210
GO:00007239CervixCCtelomere maintenance26/2311131/187239.33e-034.66e-0226
GO:0051052ColorectumADregulation of DNA metabolic process116/3918359/187232.47e-071.00e-05116
GO:0051054ColorectumADpositive regulation of DNA metabolic process73/3918201/187233.27e-071.29e-0573
GO:2001252ColorectumADpositive regulation of chromosome organization35/391882/187236.90e-061.72e-0435
GO:2000278ColorectumADregulation of DNA biosynthetic process41/3918106/187232.17e-054.33e-0441
GO:2000573ColorectumADpositive regulation of DNA biosynthetic process28/391866/187236.35e-051.05e-0328
GO:0051972ColorectumADregulation of telomerase activity22/391847/187236.45e-051.07e-0322
GO:0032206ColorectumADpositive regulation of telomere maintenance23/391852/187231.31e-041.88e-0323
GO:0051973ColorectumADpositive regulation of telomerase activity17/391834/187231.59e-042.20e-0317
GO:0032204ColorectumADregulation of telomere maintenance31/391880/187232.01e-042.67e-0331
GO:0033044ColorectumADregulation of chromosome organization60/3918187/187232.25e-042.94e-0360
GO:0007051ColorectumADspindle organization58/3918184/187234.71e-045.20e-0358
GO:0000723ColorectumADtelomere maintenance43/3918131/187239.77e-049.20e-0343
GO:0010833ColorectumADtelomere maintenance via telomere lengthening29/391881/187231.42e-031.22e-0229
GO:0071897ColorectumADDNA biosynthetic process55/3918180/187231.46e-031.24e-0255
GO:1904358ColorectumADpositive regulation of telomere maintenance via telomere lengthening16/391837/187231.81e-031.49e-0216
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa046213CervixCCNOD-like receptor signaling pathway41/1267186/84655.90e-031.95e-021.15e-0241
hsa0462112CervixCCNOD-like receptor signaling pathway41/1267186/84655.90e-031.95e-021.15e-0241
hsa0462122EsophagusESCCNOD-like receptor signaling pathway116/4205186/84652.90e-041.03e-035.30e-04116
hsa0462132EsophagusESCCNOD-like receptor signaling pathway116/4205186/84652.90e-041.03e-035.30e-04116
hsa046212LungIACNOD-like receptor signaling pathway38/1053186/84651.23e-038.24e-035.47e-0338
hsa0462111LungIACNOD-like receptor signaling pathway38/1053186/84651.23e-038.24e-035.47e-0338
hsa046218Oral cavityOSCCNOD-like receptor signaling pathway108/3704186/84655.13e-052.07e-041.05e-04108
hsa0462113Oral cavityOSCCNOD-like receptor signaling pathway108/3704186/84655.13e-052.07e-041.05e-04108
hsa046214Oral cavityEOLPNOD-like receptor signaling pathway48/1218186/84652.51e-051.31e-047.70e-0548
hsa046215Oral cavityEOLPNOD-like receptor signaling pathway48/1218186/84652.51e-051.31e-047.70e-0548
hsa046216Oral cavityNEOLPNOD-like receptor signaling pathway39/1112186/84651.79e-037.91e-034.98e-0339
hsa046217Oral cavityNEOLPNOD-like receptor signaling pathway39/1112186/84651.79e-037.91e-034.98e-0339
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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
NEK7SNVMissense_Mutationnovelc.472A>Gp.Met158Valp.M158VQ8TDX7protein_codingdeleterious(0)possibly_damaging(0.626)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NEK7SNVMissense_Mutationnovelc.109N>Cp.Glu37Glnp.E37QQ8TDX7protein_codingtolerated(0.29)benign(0.021)TCGA-MA-AA41-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
NEK7SNVMissense_Mutationc.249N>Gp.Ile83Metp.I83MQ8TDX7protein_codingtolerated(0.08)probably_damaging(0.93)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NEK7SNVMissense_Mutationc.288A>Cp.Lys96Asnp.K96NQ8TDX7protein_codingdeleterious(0.01)possibly_damaging(0.776)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
NEK7SNVMissense_Mutationc.661T>Cp.Ser221Prop.S221PQ8TDX7protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
NEK7SNVMissense_Mutationnovelc.464G>Ap.Arg155Glnp.R155QQ8TDX7protein_codingtolerated(0.06)benign(0.149)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
NEK7insertionFrame_Shift_Insnovelc.185_186insAp.Val65SerfsTer5p.V65Sfs*5Q8TDX7protein_codingTCGA-AA-3877-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NEK7SNVMissense_Mutationnovelc.551N>Ap.Arg184Glnp.R184QQ8TDX7protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
NEK7SNVMissense_Mutationnovelc.624N>Gp.Ile208Metp.I208MQ8TDX7protein_codingtolerated(0.11)possibly_damaging(0.714)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
NEK7SNVMissense_Mutationnovelc.708N>Ap.Phe236Leup.F236LQ8TDX7protein_codingdeleterious(0)probably_damaging(1)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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
140609NEK7ENZYME, SERINE THREONINE KINASE, KINASE, DRUGGABLE GENOMEinhibitor249565885
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