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: CSNK1E

Gene summary for CSNK1E

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CSNK1E

Gene ID

1454

Gene namecasein kinase 1 epsilon
Gene AliasCKIe
Cytomap22q13.1
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

P49674


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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
1454CSNK1Esample3HumanCervixCC1.67e-082.65e-010.1387
1454CSNK1EH2HumanCervixHSIL_HPV1.08e-145.29e-010.0632
1454CSNK1ET1HumanCervixCC1.48e-135.10e-010.0918
1454CSNK1ET3HumanCervixCC2.32e-062.55e-010.1389
1454CSNK1EHTA11_3410_2000001011HumanColorectumAD2.65e-265.99e-010.0155
1454CSNK1EHTA11_2487_2000001011HumanColorectumSER5.70e-074.47e-01-0.1808
1454CSNK1EHTA11_2951_2000001011HumanColorectumAD3.53e-141.11e+000.0216
1454CSNK1EHTA11_1938_2000001011HumanColorectumAD1.41e-301.04e+00-0.0811
1454CSNK1EHTA11_78_2000001011HumanColorectumAD3.98e-156.92e-01-0.1088
1454CSNK1EHTA11_347_2000001011HumanColorectumAD1.85e-246.86e-01-0.1954
1454CSNK1EHTA11_411_2000001011HumanColorectumSER2.79e-048.92e-01-0.2602
1454CSNK1EHTA11_2112_2000001011HumanColorectumSER1.03e-035.27e-01-0.2196
1454CSNK1EHTA11_3361_2000001011HumanColorectumAD2.19e-126.79e-01-0.1207
1454CSNK1EHTA11_83_2000001011HumanColorectumSER2.13e-126.17e-01-0.1526
1454CSNK1EHTA11_696_2000001011HumanColorectumAD1.51e-429.46e-01-0.1464
1454CSNK1EHTA11_866_2000001011HumanColorectumAD1.16e-418.99e-01-0.1001
1454CSNK1EHTA11_1391_2000001011HumanColorectumAD3.12e-291.09e+00-0.059
1454CSNK1EHTA11_2992_2000001011HumanColorectumSER6.18e-035.34e-01-0.1706
1454CSNK1EHTA11_546_2000001011HumanColorectumAD9.13e-199.10e-01-0.0842
1454CSNK1EHTA11_9341_2000001011HumanColorectumSER7.14e-044.93e-01-0.00410000000000005
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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
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:004217610CervixCCregulation of protein catabolic process104/2311391/187239.39e-159.36e-12104
GO:004586210CervixCCpositive regulation of proteolysis95/2311372/187231.84e-126.86e-1095
GO:190336210CervixCCregulation of cellular protein catabolic process72/2311255/187235.98e-122.10e-0972
GO:004573210CervixCCpositive regulation of protein catabolic process65/2311231/187237.44e-111.39e-0865
GO:001049810CervixCCproteasomal protein catabolic process111/2311490/187238.98e-111.58e-08111
GO:000989610CervixCCpositive regulation of catabolic process109/2311492/187235.26e-106.99e-08109
GO:190305010CervixCCregulation of proteolysis involved in cellular protein catabolic process60/2311221/187231.82e-091.98e-0760
GO:00160557CervixCCWnt signaling pathway98/2311444/187234.82e-094.65e-0798
GO:01987387CervixCCcell-cell signaling by wnt98/2311446/187236.16e-095.58e-0798
GO:200005810CervixCCregulation of ubiquitin-dependent protein catabolic process47/2311164/187231.63e-081.25e-0647
GO:004316110CervixCCproteasome-mediated ubiquitin-dependent protein catabolic process91/2311412/187231.65e-081.25e-0691
GO:00301117CervixCCregulation of Wnt signaling pathway76/2311328/187233.05e-082.08e-0676
GO:003133110CervixCCpositive regulation of cellular catabolic process91/2311427/187239.64e-085.25e-0691
GO:005109810CervixCCregulation of binding80/2311363/187231.32e-076.42e-0680
GO:190336410CervixCCpositive regulation of cellular protein catabolic process43/2311155/187231.80e-078.28e-0643
GO:006113610CervixCCregulation of proteasomal protein catabolic process48/2311187/187234.63e-071.77e-0548
GO:003243410CervixCCregulation of proteasomal ubiquitin-dependent protein catabolic process38/2311134/187234.99e-071.88e-0538
GO:00608287CervixCCregulation of canonical Wnt signaling pathway58/2311253/187231.83e-065.89e-0558
GO:00600707CervixCCcanonical Wnt signaling pathway66/2311303/187232.47e-067.35e-0566
GO:00485118CervixCCrhythmic process65/2311298/187232.79e-068.04e-0565
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa043908CervixCCHippo signaling pathway40/1267157/84653.64e-041.82e-031.07e-0340
hsa0439013CervixCCHippo signaling pathway40/1267157/84653.64e-041.82e-031.07e-0340
hsa0502224CervixHSIL_HPVPathways of neurodegeneration - multiple diseases46/459476/84658.10e-051.08e-038.72e-0446
hsa0501024CervixHSIL_HPVAlzheimer disease38/459384/84652.13e-042.31e-031.86e-0338
hsa0502234CervixHSIL_HPVPathways of neurodegeneration - multiple diseases46/459476/84658.10e-051.08e-038.72e-0446
hsa0501034CervixHSIL_HPVAlzheimer disease38/459384/84652.13e-042.31e-031.86e-0338
hsa05010ColorectumADAlzheimer disease174/2092384/84651.82e-199.26e-185.91e-18174
hsa05022ColorectumADPathways of neurodegeneration - multiple diseases201/2092476/84654.54e-181.27e-168.09e-17201
hsa04310ColorectumADWnt signaling pathway56/2092171/84651.03e-023.93e-022.51e-0256
hsa050101ColorectumADAlzheimer disease174/2092384/84651.82e-199.26e-185.91e-18174
hsa050221ColorectumADPathways of neurodegeneration - multiple diseases201/2092476/84654.54e-181.27e-168.09e-17201
hsa043101ColorectumADWnt signaling pathway56/2092171/84651.03e-023.93e-022.51e-0256
hsa050102ColorectumSERAlzheimer disease146/1580384/84656.52e-202.40e-181.75e-18146
hsa050222ColorectumSERPathways of neurodegeneration - multiple diseases168/1580476/84656.23e-192.07e-171.50e-17168
hsa050103ColorectumSERAlzheimer disease146/1580384/84656.52e-202.40e-181.75e-18146
hsa050223ColorectumSERPathways of neurodegeneration - multiple diseases168/1580476/84656.23e-192.07e-171.50e-17168
hsa050104ColorectumMSSAlzheimer disease169/1875384/84651.21e-221.01e-206.21e-21169
hsa050224ColorectumMSSPathways of neurodegeneration - multiple diseases192/1875476/84652.79e-201.04e-186.36e-19192
hsa043102ColorectumMSSWnt signaling pathway53/1875171/84654.24e-031.86e-021.14e-0253
hsa04390ColorectumMSSHippo signaling pathway48/1875157/84658.32e-033.10e-021.90e-0248
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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
CSNK1ESNVMissense_Mutationnovelc.29G>Tp.Arg10Leup.R10LP49674protein_codingdeleterious_low_confidence(0.01)possibly_damaging(0.82)TCGA-A7-A4SC-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
CSNK1ESNVMissense_Mutationc.874N>Tp.Met292Leup.M292LP49674protein_codingtolerated_low_confidence(0.25)benign(0)TCGA-AN-A0XU-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CSNK1ESNVMissense_Mutationrs771808437c.821N>Ap.Arg274Hisp.R274HP49674protein_codingdeleterious_low_confidence(0)probably_damaging(0.972)TCGA-B6-A0RU-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
CSNK1ESNVMissense_Mutationc.795C>Gp.Asp265Glup.D265EP49674protein_codingdeleterious_low_confidence(0.01)benign(0.043)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
CSNK1ESNVMissense_Mutationc.385N>Ap.Val129Ilep.V129IP49674protein_codingtolerated_low_confidence(1)benign(0.007)TCGA-A6-3809-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CSNK1ESNVMissense_Mutationrs749796700c.1103N>Tp.Ser368Leup.S368LP49674protein_codingdeleterious_low_confidence(0.04)benign(0.079)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CSNK1ESNVMissense_Mutationc.799T>Gp.Ser267Alap.S267AP49674protein_codingtolerated_low_confidence(0.27)benign(0.014)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
CSNK1ESNVMissense_Mutationc.379N>Tp.Arg127Trpp.R127WP49674protein_codingdeleterious_low_confidence(0)probably_damaging(1)TCGA-AA-3845-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
CSNK1ESNVMissense_Mutationnovelc.158N>Tp.Ser53Ilep.S53IP49674protein_codingdeleterious_low_confidence(0)probably_damaging(0.987)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
CSNK1ESNVMissense_Mutationc.256N>Tp.Gly86Trpp.G86WP49674protein_codingdeleterious_low_confidence(0)probably_damaging(1)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
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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
1454CSNK1ESERINE THREONINE KINASE, KINASE, ENZYME, DRUGGABLE GENOME, DNA REPAIRinhibitor310264697UMBRALISIB
1454CSNK1ESERINE THREONINE KINASE, KINASE, ENZYME, DRUGGABLE GENOME, DNA REPAIRinhibitorHTS-466284CHEMBL26145419035792
1454CSNK1ESERINE THREONINE KINASE, KINASE, ENZYME, DRUGGABLE GENOME, DNA REPAIRinhibitor328083473CHEMBL1951415
1454CSNK1ESERINE THREONINE KINASE, KINASE, ENZYME, DRUGGABLE GENOME, DNA REPAIRheroinDIACETYLMORPHINE
1454CSNK1ESERINE THREONINE KINASE, KINASE, ENZYME, DRUGGABLE GENOME, DNA REPAIRinhibitor249565730CHEMBL2069623
1454CSNK1ESERINE THREONINE KINASE, KINASE, ENZYME, DRUGGABLE GENOME, DNA REPAIRSB-202190SB-20219022951114
1454CSNK1ESERINE THREONINE KINASE, KINASE, ENZYME, DRUGGABLE GENOME, DNA REPAIRinhibitor178102608IC261
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