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
1454CSNK1EGSM5252133_BPH389PrSFHumanProstateBPH4.01e-051.26e+00-0.2027
1454CSNK1EGSM5252134_BPH511PrG_Fcol_3GEXHumanProstateBPH3.37e-063.83e-01-0.1433
1454CSNK1EGSM5252135_BPH511PrPUr_Fcol_3GEXHumanProstateBPH2.74e-198.76e-01-0.1833
1454CSNK1EGSM5252137_BPH556PrGA2_FcolHumanProstateBPH6.41e-065.89e-01-0.23
1454CSNK1E047563_1562-all-cellsHumanProstateBPH1.87e-08-1.40e-010.0791
1454CSNK1E048752_1579-all-cellsHumanProstateBPH4.33e-031.97e-010.1008
1454CSNK1E052097_1595-all-cellsHumanProstateBPH6.18e-042.28e-010.0972
1454CSNK1EDong_P1HumanProstateTumor7.75e-28-6.79e-020.035
1454CSNK1EDong_P3HumanProstateTumor4.24e-10-1.10e-010.0278
1454CSNK1EDong_P4HumanProstateTumor2.66e-05-8.49e-020.0292
1454CSNK1EDong_P5HumanProstateTumor9.56e-24-2.60e-010.053
1454CSNK1EDong_P6HumanProstateTumor4.64e-02-4.19e-010.0371
1454CSNK1EGSM5353227_PA_PR5199-193K_Pool_1_2_3_S55_L002HumanProstateTumor2.75e-04-2.68e-010.1602
1454CSNK1EGSM5353240_PA_PR5254_T1_S15_L001HumanProstateTumor2.36e-03-3.93e-020.1575
1454CSNK1EGSM5353243_PA_PR5261_T1_S23_L002HumanProstateTumor3.20e-09-1.52e-010.1545
1454CSNK1EGSM5353244_PA_PR5261_T2_S24_L002HumanProstateTumor3.10e-04-8.96e-020.1569
1454CSNK1EGSM5353247_PA_PR5269_3_S27_L002HumanProstateTumor1.22e-031.95e-010.1532
1454CSNK1EP4_S8_cSCCHumanSkincSCC1.15e-031.10e-01-0.3095
1454CSNK1EP1_cSCCHumanSkincSCC3.74e-106.29e-010.0292
1454CSNK1EP2_cSCCHumanSkincSCC3.19e-022.54e-01-0.024
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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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