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: CSNK2B

Gene summary for CSNK2B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CSNK2B

Gene ID

1460

Gene namecasein kinase 2 beta
Gene AliasCK2B
Cytomap6p21.33
Gene Typeprotein-coding
GO ID

GO:0001667

UniProtAcc

A0A1U9X7J2


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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
1460CSNK2BCA_HPV_1HumanCervixCC2.11e-03-1.68e-010.0264
1460CSNK2BN_HPV_2HumanCervixN_HPV7.03e-031.12e-01-0.0131
1460CSNK2BCCI_1HumanCervixCC8.24e-06-5.08e-010.528
1460CSNK2BCCI_2HumanCervixCC3.20e-05-5.08e-010.5249
1460CSNK2BCCI_3HumanCervixCC3.50e-08-5.08e-010.516
1460CSNK2BCCII_1HumanCervixCC8.11e-12-5.08e-010.3249
1460CSNK2Bsample3HumanCervixCC5.58e-071.96e-010.1387
1460CSNK2BT3HumanCervixCC2.74e-072.19e-010.1389
1460CSNK2BHTA11_3410_2000001011HumanColorectumAD5.63e-183.46e-010.0155
1460CSNK2BHTA11_2487_2000001011HumanColorectumSER7.75e-245.54e-01-0.1808
1460CSNK2BHTA11_2951_2000001011HumanColorectumAD3.03e-063.36e-010.0216
1460CSNK2BHTA11_1938_2000001011HumanColorectumAD2.05e-206.33e-01-0.0811
1460CSNK2BHTA11_78_2000001011HumanColorectumAD3.40e-204.49e-01-0.1088
1460CSNK2BHTA11_347_2000001011HumanColorectumAD5.03e-527.85e-01-0.1954
1460CSNK2BHTA11_411_2000001011HumanColorectumSER6.42e-189.53e-01-0.2602
1460CSNK2BHTA11_2112_2000001011HumanColorectumSER2.75e-127.74e-01-0.2196
1460CSNK2BHTA11_3361_2000001011HumanColorectumAD1.74e-185.72e-01-0.1207
1460CSNK2BHTA11_83_2000001011HumanColorectumSER4.15e-235.85e-01-0.1526
1460CSNK2BHTA11_696_2000001011HumanColorectumAD2.49e-457.53e-01-0.1464
1460CSNK2BHTA11_866_2000001011HumanColorectumAD9.10e-254.62e-01-0.1001
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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
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:000717819ThyroidPTCtransmembrane receptor protein serine/threonine kinase signaling pathway156/5968355/187231.02e-061.51e-05156
GO:001810717ThyroidPTCpeptidyl-threonine phosphorylation62/5968116/187231.16e-061.69e-0562
GO:003530324ThyroidPTCregulation of dephosphorylation67/5968128/187231.19e-061.72e-0567
GO:0001667112ThyroidPTCameboidal-type cell migration198/5968475/187233.36e-064.34e-05198
GO:006056219ThyroidPTCepithelial tube morphogenesis141/5968325/187237.52e-068.73e-05141
GO:001631116ThyroidPTCdephosphorylation174/5968417/187231.20e-051.31e-04174
GO:1901654113ThyroidPTCresponse to ketone90/5968194/187231.56e-051.65e-0490
GO:000647020ThyroidPTCprotein dephosphorylation123/5968281/187231.69e-051.77e-04123
GO:0010631111ThyroidPTCepithelial cell migration149/5968357/187234.83e-054.33e-04149
GO:001092116ThyroidPTCregulation of phosphatase activity44/596884/187237.53e-056.48e-0444
GO:0090132111ThyroidPTCepithelium migration149/5968360/187237.89e-056.74e-04149
GO:0090130111ThyroidPTCtissue migration150/5968365/187231.13e-049.01e-04150
GO:0010632111ThyroidPTCregulation of epithelial cell migration123/5968292/187231.33e-041.05e-03123
GO:004366620ThyroidPTCregulation of phosphoprotein phosphatase activity32/596858/187232.01e-041.50e-0332
GO:00900925ThyroidPTCregulation of transmembrane receptor protein serine/threonine kinase signaling pathway108/5968256/187233.07e-042.14e-03108
GO:0003158111ThyroidPTCendothelium development62/5968136/187235.45e-043.48e-0362
GO:003110017ThyroidPTCanimal organ regeneration37/596876/187231.64e-039.02e-0337
GO:009742118ThyroidPTCliver regeneration20/596835/187231.75e-039.51e-0320
GO:003357410ThyroidPTCresponse to testosterone23/596842/187231.77e-039.59e-0323
GO:000975519ThyroidPTChormone-mediated signaling pathway80/5968190/187231.84e-039.91e-0380
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0502018CervixCCPrion disease98/1267273/84652.64e-181.42e-168.42e-1798
hsa0501018CervixCCAlzheimer disease113/1267384/84659.67e-143.92e-122.32e-12113
hsa0502218CervixCCPathways of neurodegeneration - multiple diseases128/1267476/84652.87e-129.29e-115.50e-11128
hsa0452020CervixCCAdherens junction33/126793/84656.99e-077.31e-064.32e-0633
hsa043109CervixCCWnt signaling pathway43/1267171/84653.03e-041.64e-039.68e-0443
hsa0502019CervixCCPrion disease98/1267273/84652.64e-181.42e-168.42e-1798
hsa0501019CervixCCAlzheimer disease113/1267384/84659.67e-143.92e-122.32e-12113
hsa0502219CervixCCPathways of neurodegeneration - multiple diseases128/1267476/84652.87e-129.29e-115.50e-11128
hsa04520110CervixCCAdherens junction33/126793/84656.99e-077.31e-064.32e-0633
hsa0431012CervixCCWnt signaling pathway43/1267171/84653.03e-041.64e-039.68e-0443
hsa0502044CervixN_HPVPrion disease39/349273/84656.07e-124.13e-103.23e-1039
hsa0502244CervixN_HPVPathways of neurodegeneration - multiple diseases47/349476/84651.48e-083.13e-072.45e-0747
hsa0501044CervixN_HPVAlzheimer disease41/349384/84651.50e-083.13e-072.45e-0741
hsa0413724CervixN_HPVMitophagy - animal10/34972/84656.84e-045.03e-033.93e-0310
hsa0502054CervixN_HPVPrion disease39/349273/84656.07e-124.13e-103.23e-1039
hsa0502254CervixN_HPVPathways of neurodegeneration - multiple diseases47/349476/84651.48e-083.13e-072.45e-0747
hsa0501054CervixN_HPVAlzheimer disease41/349384/84651.50e-083.13e-072.45e-0741
hsa0413734CervixN_HPVMitophagy - animal10/34972/84656.84e-045.03e-033.93e-0310
hsa05010ColorectumADAlzheimer disease174/2092384/84651.82e-199.26e-185.91e-18174
hsa05020ColorectumADPrion disease133/2092273/84652.47e-188.29e-175.29e-17133
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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
CSNK2BSNVMissense_Mutationnovelc.70G>Ap.Glu24Lysp.E24KP67870protein_codingdeleterious(0.01)possibly_damaging(0.904)TCGA-EW-A1PB-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
CSNK2BSNVMissense_Mutationnovelc.283N>Ap.Ala95Thrp.A95TP67870protein_codingtolerated(0.18)benign(0.035)TCGA-S3-A6ZH-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinCR
CSNK2BSNVMissense_Mutationc.608N>Tp.Ala203Valp.A203VP67870protein_codingtolerated(0.11)benign(0)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CSNK2BSNVMissense_Mutationc.377N>Gp.Asp126Glyp.D126GP67870protein_codingdeleterious(0)probably_damaging(0.993)TCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CSNK2BSNVMissense_Mutationc.52N>Ap.Gly18Serp.G18SP67870protein_codingdeleterious(0.02)probably_damaging(1)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
CSNK2BSNVMissense_Mutationnovelc.553N>Tp.Pro185Serp.P185SP67870protein_codingdeleterious(0.02)benign(0.409)TCGA-G4-6320-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyoxaliplatinSD
CSNK2BSNVMissense_Mutationnovelc.638C>Tp.Thr213Metp.T213MP67870protein_codingtolerated_low_confidence(0.13)benign(0.033)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
CSNK2BSNVMissense_Mutationnovelc.295G>Ap.Glu99Lysp.E99KP67870protein_codingdeleterious(0.02)benign(0.053)TCGA-AX-A2HH-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CSNK2BSNVMissense_Mutationc.253N>Ap.Ala85Thrp.A85TP67870protein_codingdeleterious(0.01)probably_damaging(0.961)TCGA-D1-A1NY-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinSD
CSNK2BSNVMissense_Mutationnovelc.101N>Gp.Phe34Cysp.F34CP67870protein_codingdeleterious(0)probably_damaging(0.999)TCGA-E6-A1M0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
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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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