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: CSNK2A1

Gene summary for CSNK2A1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CSNK2A1

Gene ID

1457

Gene namecasein kinase 2 alpha 1
Gene AliasCK2A1
Cytomap20p13
Gene Typeprotein-coding
GO ID

GO:0001558

UniProtAcc

P68400


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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
1457CSNK2A1GSM4909292HumanBreastIDC4.51e-055.92e-010.1236
1457CSNK2A1GSM4909293HumanBreastIDC4.40e-256.13e-010.1581
1457CSNK2A1GSM4909296HumanBreastIDC1.70e-04-1.01e-010.1524
1457CSNK2A1GSM4909297HumanBreastIDC6.24e-04-7.29e-020.1517
1457CSNK2A1GSM4909298HumanBreastIDC1.95e-022.13e-010.1551
1457CSNK2A1GSM4909311HumanBreastIDC1.33e-18-9.43e-020.1534
1457CSNK2A1GSM4909312HumanBreastIDC5.15e-089.35e-020.1552
1457CSNK2A1GSM4909317HumanBreastIDC7.08e-064.04e-010.1355
1457CSNK2A1GSM4909319HumanBreastIDC6.61e-18-1.95e-010.1563
1457CSNK2A1GSM4909320HumanBreastIDC2.00e-05-2.10e-020.1575
1457CSNK2A1GSM4909321HumanBreastIDC4.32e-09-1.27e-010.1559
1457CSNK2A1ctrl6HumanBreastPrecancer2.48e-023.24e-01-0.0061
1457CSNK2A1M2HumanBreastIDC4.29e-023.39e-010.21
1457CSNK2A1P1HumanBreastIDC2.83e-098.31e-020.1527
1457CSNK2A1DCIS2HumanBreastDCIS6.46e-551.62e-010.0085
1457CSNK2A1CA_HPV_3HumanCervixCC7.54e-051.41e-020.0414
1457CSNK2A1CCI_2HumanCervixCC3.21e-035.26e-010.5249
1457CSNK2A1CCI_3HumanCervixCC5.26e-045.16e-010.516
1457CSNK2A1sample3HumanCervixCC4.64e-051.20e-010.1387
1457CSNK2A1T3HumanCervixCC2.84e-031.30e-010.1389
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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
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
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
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:20012339BreastPrecancerregulation of apoptotic signaling pathway65/1080356/187237.70e-173.17e-1465
GO:00525479BreastPrecancerregulation of peptidase activity71/1080461/187232.72e-146.94e-1271
GO:00525489BreastPrecancerregulation of endopeptidase activity67/1080432/187231.06e-132.36e-1167
GO:00064578BreastPrecancerprotein folding43/1080212/187233.48e-137.45e-1143
GO:20001169BreastPrecancerregulation of cysteine-type endopeptidase activity43/1080235/187231.30e-111.83e-0943
GO:00432819BreastPrecancerregulation of cysteine-type endopeptidase activity involved in apoptotic process40/1080209/187231.59e-112.07e-0940
GO:20012349BreastPrecancernegative regulation of apoptotic signaling pathway39/1080224/187235.35e-104.77e-0839
GO:00458619BreastPrecancernegative regulation of proteolysis50/1080351/187232.99e-092.39e-0750
GO:00610778BreastPrecancerchaperone-mediated protein folding19/108067/187234.22e-093.28e-0719
GO:00513468BreastPrecancernegative regulation of hydrolase activity50/1080379/187233.85e-082.34e-0650
GO:00104668BreastPrecancernegative regulation of peptidase activity38/1080262/187231.46e-077.82e-0638
GO:00109519BreastPrecancernegative regulation of endopeptidase activity37/1080252/187231.55e-078.05e-0637
GO:20001179BreastPrecancernegative regulation of cysteine-type endopeptidase activity19/108086/187233.36e-071.58e-0519
GO:19033629BreastPrecancerregulation of cellular protein catabolic process36/1080255/187236.03e-072.55e-0536
GO:00421769BreastPrecancerregulation of protein catabolic process47/1080391/187231.50e-065.58e-0547
GO:00431548BreastPrecancernegative regulation of cysteine-type endopeptidase activity involved in apoptotic process17/108078/187231.69e-066.08e-0517
GO:19030509BreastPrecancerregulation of proteolysis involved in cellular protein catabolic process31/1080221/187234.10e-061.27e-0431
GO:00313309BreastPrecancernegative regulation of cellular catabolic process34/1080262/187238.16e-062.20e-0434
GO:19033638BreastPrecancernegative regulation of cellular protein catabolic process14/108075/187238.54e-051.63e-0314
GO:00098959BreastPrecancernegative regulation of catabolic process36/1080320/187239.92e-051.83e-0336
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0502016BreastPrecancerPrion disease95/684273/84651.39e-371.46e-351.12e-3595
hsa0501016BreastPrecancerAlzheimer disease103/684384/84651.03e-294.66e-283.57e-28103
hsa0502216BreastPrecancerPathways of neurodegeneration - multiple diseases112/684476/84656.96e-272.44e-251.87e-25112
hsa0413716BreastPrecancerMitophagy - animal15/68472/84655.22e-043.93e-033.01e-0315
hsa0452018BreastPrecancerAdherens junction17/68493/84651.11e-037.57e-035.80e-0317
hsa0502017BreastPrecancerPrion disease95/684273/84651.39e-371.46e-351.12e-3595
hsa0501017BreastPrecancerAlzheimer disease103/684384/84651.03e-294.66e-283.57e-28103
hsa0502217BreastPrecancerPathways of neurodegeneration - multiple diseases112/684476/84656.96e-272.44e-251.87e-25112
hsa0413717BreastPrecancerMitophagy - animal15/68472/84655.22e-043.93e-033.01e-0315
hsa0452019BreastPrecancerAdherens junction17/68493/84651.11e-037.57e-035.80e-0317
hsa0502023BreastIDCPrion disease102/867273/84653.70e-344.01e-323.00e-32102
hsa0501023BreastIDCAlzheimer disease107/867384/84651.70e-237.88e-225.90e-22107
hsa0502223BreastIDCPathways of neurodegeneration - multiple diseases116/867476/84653.63e-201.18e-188.82e-19116
hsa0413723BreastIDCMitophagy - animal17/86772/84657.61e-046.04e-034.52e-0317
hsa0502033BreastIDCPrion disease102/867273/84653.70e-344.01e-323.00e-32102
hsa0501033BreastIDCAlzheimer disease107/867384/84651.70e-237.88e-225.90e-22107
hsa0502233BreastIDCPathways of neurodegeneration - multiple diseases116/867476/84653.63e-201.18e-188.82e-19116
hsa0413733BreastIDCMitophagy - animal17/86772/84657.61e-046.04e-034.52e-0317
hsa0502043BreastDCISPrion disease100/846273/84651.44e-331.55e-311.14e-31100
hsa0501043BreastDCISAlzheimer disease105/846384/84653.23e-231.49e-211.10e-21105
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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
CSNK2A1SNVMissense_Mutationrs61730061c.398T>Cp.Ile133Thrp.I133TP68400protein_codingdeleterious(0.02)probably_damaging(0.937)TCGA-AN-A0XP-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
CSNK2A1SNVMissense_Mutationc.228N>Tp.Lys76Asnp.K76NP68400protein_codingdeleterious(0)probably_damaging(0.982)TCGA-BH-A0W7-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
CSNK2A1SNVMissense_Mutationc.785N>Gp.Asn262Serp.N262SP68400protein_codingtolerated(0.13)benign(0.006)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CSNK2A1SNVMissense_Mutationnovelc.134N>Cp.Leu45Serp.L45SP68400protein_codingdeleterious(0)probably_damaging(0.998)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CSNK2A1SNVMissense_Mutationc.989N>Tp.Asp330Valp.D330VP68400protein_codingdeleterious(0.01)benign(0.001)TCGA-AA-3489-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
CSNK2A1SNVMissense_Mutationc.1154N>Ap.Ala385Aspp.A385DP68400protein_codingdeleterious_low_confidence(0)benign(0.056)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CSNK2A1SNVMissense_Mutationc.811N>Tp.Asp271Tyrp.D271YP68400protein_codingdeleterious(0.01)probably_damaging(0.991)TCGA-AA-3949-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
CSNK2A1SNVMissense_Mutationc.420T>Gp.Ile140Metp.I140MP68400protein_codingdeleterious(0)possibly_damaging(0.787)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
CSNK2A1SNVMissense_Mutationc.833G>Ap.Arg278Glnp.R278QP68400protein_codingdeleterious(0)possibly_damaging(0.874)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
CSNK2A1SNVMissense_Mutationc.848N>Ap.Arg283Hisp.R283HP68400protein_codingtolerated(0.06)possibly_damaging(0.877)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<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
1457CSNK2A1KINASE, TRANSCRIPTION FACTOR, ENZYME, DRUGGABLE GENOME, SERINE THREONINE KINASE, TUMOR SUPPRESSORinhibitor249565806SILMITASERTIB
1457CSNK2A1KINASE, TRANSCRIPTION FACTOR, ENZYME, DRUGGABLE GENOME, SERINE THREONINE KINASE, TUMOR SUPPRESSORCX-4945SILMITASERTIB
1457CSNK2A1KINASE, TRANSCRIPTION FACTOR, ENZYME, DRUGGABLE GENOME, SERINE THREONINE KINASE, TUMOR SUPPRESSORTAMATINIBR-406
1457CSNK2A1KINASE, TRANSCRIPTION FACTOR, ENZYME, DRUGGABLE GENOME, SERINE THREONINE KINASE, TUMOR SUPPRESSORinhibitor249565820
1457CSNK2A1KINASE, TRANSCRIPTION FACTOR, ENZYME, DRUGGABLE GENOME, SERINE THREONINE KINASE, TUMOR SUPPRESSORAZAKENPAULLONEAZAKENPAULLONE
1457CSNK2A1KINASE, TRANSCRIPTION FACTOR, ENZYME, DRUGGABLE GENOME, SERINE THREONINE KINASE, TUMOR SUPPRESSORHEPARINHEPARIN7794926
1457CSNK2A1KINASE, TRANSCRIPTION FACTOR, ENZYME, DRUGGABLE GENOME, SERINE THREONINE KINASE, TUMOR SUPPRESSORinhibitorHESPERADINHESPERADIN19035792
1457CSNK2A1KINASE, TRANSCRIPTION FACTOR, ENZYME, DRUGGABLE GENOME, SERINE THREONINE KINASE, TUMOR SUPPRESSORMLN-8054MLN-8054
1457CSNK2A1KINASE, TRANSCRIPTION FACTOR, ENZYME, DRUGGABLE GENOME, SERINE THREONINE KINASE, TUMOR SUPPRESSORSP-600125SP-600125
1457CSNK2A1KINASE, TRANSCRIPTION FACTOR, ENZYME, DRUGGABLE GENOME, SERINE THREONINE KINASE, TUMOR SUPPRESSORCYC-116CYC-116
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