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: NUCKS1

Gene summary for NUCKS1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NUCKS1

Gene ID

64710

Gene namenuclear casein kinase and cyclin dependent kinase substrate 1
Gene AliasJC7
Cytomap1q32.1
Gene Typeprotein-coding
GO ID

GO:0000724

UniProtAcc

Q9H1E3


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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
64710NUCKS1P7HumanProstateTumor2.18e-149.09e-01-0.1025
64710NUCKS1P10HumanProstateTumor5.55e-098.03e-01-0.0902
64710NUCKS1GSM5353215_PA_AUG_PB_1B_S2HumanProstateTumor2.06e-167.36e-010.1557
64710NUCKS1GSM5353216_PA_PB1A_Pool_1_3_S50_L002HumanProstateTumor1.22e-055.37e-010.159
64710NUCKS1GSM5353217_PA_PB1A_Pool_2_S107_L004HumanProstateTumor1.73e-097.83e-010.156
64710NUCKS1GSM5353221_PA_PB2A_Pool_1_3_S25_L001HumanProstateTumor6.53e-115.30e-010.1633
64710NUCKS1GSM5353222_PA_PB2B_Pool_1_3_S52_L002HumanProstateTumor3.28e-184.95e-010.1608
64710NUCKS1GSM5353223_PA_PB2B_Pool_2_S26_L001HumanProstateTumor1.42e-196.31e-010.1604
64710NUCKS1GSM5353224_PA_PR5186_Pool_1_2_3_S27_L001HumanProstateTumor4.36e-064.64e-010.1621
64710NUCKS1GSM5353225_PA_PR5196-1_Pool_1_2_3_S53_L002HumanProstateTumor6.14e-043.38e-010.1619
64710NUCKS1GSM5353227_PA_PR5199-193K_Pool_1_2_3_S55_L002HumanProstateTumor3.31e-215.25e-010.1602
64710NUCKS1GSM5353228_PA_PR5199-640K_Pool_1_3_S108_L004HumanProstateTumor3.80e-03-5.48e-020.1537
64710NUCKS1GSM5353232_PA_PR5249_T1_S3_L001HumanProstateTumor4.15e-112.17e-010.1439
64710NUCKS1GSM5353236_PA_PR5251_T1_S7_L001HumanProstateTumor6.34e-176.85e-010.1608
64710NUCKS1GSM5353237_PA_PR5251_T2_S8_L001HumanProstateTumor1.32e-116.91e-010.1622
64710NUCKS1GSM5353240_PA_PR5254_T1_S15_L001HumanProstateTumor1.25e-183.47e-010.1575
64710NUCKS1GSM5353243_PA_PR5261_T1_S23_L002HumanProstateTumor7.03e-403.80e-010.1545
64710NUCKS1GSM5353244_PA_PR5261_T2_S24_L002HumanProstateTumor3.26e-295.03e-010.1569
64710NUCKS1GSM5353247_PA_PR5269_3_S27_L002HumanProstateTumor1.79e-032.14e-010.1532
64710NUCKS1GSM5353248_PA_PR5269_4_S28_L002HumanProstateTumor5.25e-163.69e-010.1541
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
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:001603214BreastIDCviral process75/1434415/187231.98e-124.02e-1075
GO:001905814BreastIDCviral life cycle61/1434317/187231.61e-112.77e-0961
GO:001907914BreastIDCviral genome replication32/1434131/187232.82e-092.46e-0732
GO:004440314BreastIDCbiological process involved in symbiotic interaction52/1434290/187236.55e-095.03e-0752
GO:005109814BreastIDCregulation of binding57/1434363/187231.59e-078.76e-0657
GO:007147913BreastIDCcellular response to ionizing radiation18/143472/187235.67e-061.85e-0418
GO:001021213BreastIDCresponse to ionizing radiation28/1434148/187236.85e-062.09e-0428
GO:000931412BreastIDCresponse to radiation62/1434456/187236.91e-062.10e-0462
GO:007121413BreastIDCcellular response to abiotic stimulus48/1434331/187231.37e-053.53e-0448
GO:010400413BreastIDCcellular response to environmental stimulus48/1434331/187231.37e-053.53e-0448
GO:00434348BreastIDCresponse to peptide hormone54/1434414/187238.25e-051.61e-0354
GO:007147813BreastIDCcellular response to radiation29/1434186/187231.91e-043.15e-0329
GO:00517025BreastIDCbiological process involved in interaction with symbiont18/143494/187232.46e-043.85e-0318
GO:004259313BreastIDCglucose homeostasis34/1434258/187231.34e-031.39e-0234
GO:003350013BreastIDCcarbohydrate homeostasis34/1434259/187231.43e-031.46e-0234
GO:00447883BreastIDCmodulation by host of viral process8/143430/187231.48e-031.50e-028
GO:00518513BreastIDCmodulation by host of symbiont process12/143460/187231.73e-031.69e-0212
GO:00447943BreastIDCpositive regulation by host of viral process5/143413/187232.00e-031.90e-025
GO:00439221BreastIDCnegative regulation by host of viral transcription5/143414/187232.92e-032.53e-025
GO:000167813BreastIDCcellular glucose homeostasis24/1434172/187233.07e-032.60e-0224
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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
NUCKS1SNVMissense_Mutationc.256C>Tp.His86Tyrp.H86YQ9H1E3protein_codingtolerated(0.46)benign(0.091)TCGA-BH-A0DX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
NUCKS1SNVMissense_Mutationrs771629435c.635C>Tp.Pro212Leup.P212LQ9H1E3protein_codingtolerated(0.29)benign(0.061)TCGA-GM-A2DD-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilCR
NUCKS1SNVMissense_Mutationrs754971187c.274N>Ap.Gln92Lysp.Q92KQ9H1E3protein_codingtolerated(1)benign(0.444)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
NUCKS1SNVMissense_Mutationnovelc.218C>Ap.Ser73Tyrp.S73YQ9H1E3protein_codingdeleterious(0.02)probably_damaging(0.983)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
NUCKS1SNVMissense_Mutationrs762593780c.89N>Tp.Ser30Leup.S30LQ9H1E3protein_codingtolerated(0.15)possibly_damaging(0.572)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
NUCKS1SNVMissense_Mutationrs551812416c.572N>Ap.Arg191Hisp.R191HQ9H1E3protein_codingdeleterious(0.05)benign(0.001)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
NUCKS1SNVMissense_Mutationnovelc.295N>Ap.Ala99Thrp.A99TQ9H1E3protein_codingdeleterious(0)probably_damaging(0.981)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
NUCKS1SNVMissense_Mutationc.98N>Tp.Pro33Leup.P33LQ9H1E3protein_codingdeleterious(0)possibly_damaging(0.535)TCGA-AP-A0LG-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
NUCKS1SNVMissense_Mutationrs758268939c.446N>Tp.Ser149Leup.S149LQ9H1E3protein_codingdeleterious(0)probably_damaging(0.947)TCGA-B5-A0JR-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
NUCKS1SNVMissense_Mutationnovelc.343N>Ap.Glu115Lysp.E115KQ9H1E3protein_codingtolerated(0.1)possibly_damaging(0.452)TCGA-B5-A3FA-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
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