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: CLK1

Gene summary for CLK1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CLK1

Gene ID

1195

Gene nameCDC like kinase 1
Gene AliasCLK
Cytomap2q33.1
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

P49759


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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
1195CLK1GSM4909277HumanBreastPrecancer5.06e-067.47e-010.0177
1195CLK1GSM4909280HumanBreastPrecancer8.53e-044.80e-010.0305
1195CLK1GSM4909282HumanBreastIDC3.40e-08-4.20e-01-0.0288
1195CLK1GSM4909285HumanBreastIDC3.35e-09-3.99e-010.21
1195CLK1GSM4909286HumanBreastIDC2.43e-07-3.58e-010.1081
1195CLK1GSM4909290HumanBreastIDC1.55e-02-3.50e-010.2096
1195CLK1GSM4909294HumanBreastIDC2.18e-09-4.28e-010.2022
1195CLK1GSM4909296HumanBreastIDC7.18e-13-4.05e-010.1524
1195CLK1GSM4909297HumanBreastIDC5.42e-09-1.45e-010.1517
1195CLK1GSM4909298HumanBreastIDC3.95e-04-2.69e-010.1551
1195CLK1GSM4909302HumanBreastIDC6.63e-04-3.58e-010.1545
1195CLK1GSM4909306HumanBreastIDC2.76e-02-3.04e-010.1564
1195CLK1GSM4909308HumanBreastIDC2.02e-02-2.97e-010.158
1195CLK1GSM4909311HumanBreastIDC1.41e-27-5.12e-010.1534
1195CLK1GSM4909312HumanBreastIDC7.69e-09-3.47e-010.1552
1195CLK1GSM4909319HumanBreastIDC6.09e-29-5.20e-010.1563
1195CLK1GSM4909320HumanBreastIDC9.53e-07-5.39e-010.1575
1195CLK1GSM4909321HumanBreastIDC3.89e-15-4.40e-010.1559
1195CLK1ctrl6HumanBreastPrecancer9.59e-105.83e-01-0.0061
1195CLK1brca1HumanBreastPrecancer1.21e-06-3.69e-01-0.0338
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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
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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:000961521Oral cavityEOLPresponse to virus81/2218367/187231.71e-087.66e-0781
GO:001604924Oral cavityEOLPcell growth97/2218482/187239.06e-083.15e-0697
GO:001821015Oral cavityEOLPpeptidyl-threonine modification35/2218125/187237.33e-071.85e-0535
GO:001810715Oral cavityEOLPpeptidyl-threonine phosphorylation33/2218116/187231.02e-062.51e-0533
GO:001635815Oral cavityEOLPdendrite development55/2218243/187231.43e-063.42e-0555
GO:004677713Oral cavityEOLPprotein autophosphorylation49/2218227/187232.04e-053.21e-0449
GO:004858815Oral cavityEOLPdevelopmental cell growth49/2218234/187234.67e-056.20e-0449
GO:00488137Oral cavityEOLPdendrite morphogenesis34/2218146/187237.56e-059.19e-0434
GO:00309005Oral cavityEOLPforebrain development68/2218379/187232.97e-042.79e-0368
GO:001619722Oral cavityEOLPendosomal transport45/2218230/187234.63e-044.07e-0345
GO:190018021Oral cavityEOLPregulation of protein localization to nucleus30/2218136/187235.23e-044.52e-0330
GO:004867515Oral cavityEOLPaxon extension27/2218120/187237.04e-045.78e-0327
GO:00182121Oral cavityEOLPpeptidyl-tyrosine modification65/2218378/187231.25e-039.02e-0365
GO:00181081Oral cavityEOLPpeptidyl-tyrosine phosphorylation64/2218375/187231.65e-031.09e-0264
GO:00219554Oral cavityEOLPcentral nervous system neuron axonogenesis11/221835/187231.74e-031.14e-0211
GO:199013815Oral cavityEOLPneuron projection extension34/2218172/187231.80e-031.17e-0234
GO:190382821Oral cavityEOLPnegative regulation of cellular protein localization25/2218117/187232.33e-031.43e-0225
GO:00219542Oral cavityEOLPcentral nervous system neuron development19/221881/187232.49e-031.52e-0219
GO:006056015Oral cavityEOLPdevelopmental growth involved in morphogenesis41/2218234/187236.54e-033.21e-0241
GO:000740910Oral cavityEOLPaxonogenesis66/2218418/187238.99e-034.13e-0266
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0513422BreastIDCLegionellosis19/86757/84651.89e-063.07e-052.29e-0519
hsa0513432BreastIDCLegionellosis19/86757/84651.89e-063.07e-052.29e-0519
hsa0513427EsophagusHGINLegionellosis18/138357/84653.20e-032.54e-022.02e-0218
hsa05134112EsophagusHGINLegionellosis18/138357/84653.20e-032.54e-022.02e-0218
hsa0513428EsophagusESCCLegionellosis42/420557/84651.83e-046.90e-043.53e-0442
hsa0513436EsophagusESCCLegionellosis42/420557/84651.83e-046.90e-043.53e-0442
hsa0513412LiverCirrhoticLegionellosis28/253057/84651.71e-038.01e-034.94e-0328
hsa0513413LiverCirrhoticLegionellosis28/253057/84651.71e-038.01e-034.94e-0328
hsa0513425Oral cavityOSCCLegionellosis42/370457/84654.18e-062.15e-051.10e-0542
hsa05134111Oral cavityOSCCLegionellosis42/370457/84654.18e-062.15e-051.10e-0542
hsa0513426Oral cavityLPLegionellosis33/241857/84653.29e-063.23e-052.08e-0533
hsa0513435Oral cavityLPLegionellosis33/241857/84653.29e-063.23e-052.08e-0533
hsa0513443Oral cavityEOLPLegionellosis18/121857/84657.27e-042.73e-031.61e-0318
hsa0513453Oral cavityEOLPLegionellosis18/121857/84657.27e-042.73e-031.61e-0318
hsa0513461Oral cavityNEOLPLegionellosis15/111257/84655.58e-032.17e-021.36e-0215
hsa0513471Oral cavityNEOLPLegionellosis15/111257/84655.58e-032.17e-021.36e-0215
hsa0513420ProstateBPHLegionellosis22/171857/84651.10e-034.99e-033.09e-0322
hsa05134110ProstateBPHLegionellosis22/171857/84651.10e-034.99e-033.09e-0322
hsa0513424ProstateTumorLegionellosis22/179157/84651.95e-037.98e-034.95e-0322
hsa0513434ProstateTumorLegionellosis22/179157/84651.95e-037.98e-034.95e-0322
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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
CLK1SNVMissense_Mutationc.247N>Cp.Asn83Hisp.N83HP49759protein_codingdeleterious_low_confidence(0)benign(0.047)TCGA-A8-A07R-01Breastbreast invasive carcinomaFemale>=65III/IVAncillaryzoledronicSD
CLK1SNVMissense_Mutationc.246N>Tp.Glu82Aspp.E82DP49759protein_codingdeleterious_low_confidence(0.03)benign(0.003)TCGA-A8-A07R-01Breastbreast invasive carcinomaFemale>=65III/IVAncillaryzoledronicSD
CLK1SNVMissense_Mutationc.436T>Gp.Ser146Alap.S146AP49759protein_codingtolerated(0.05)probably_damaging(0.977)TCGA-AO-A1KS-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
CLK1SNVMissense_Mutationc.937N>Gp.Gln313Glup.Q313EP49759protein_codingdeleterious(0.01)possibly_damaging(0.881)TCGA-C8-A12T-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CLK1SNVMissense_Mutationc.157G>Cp.Asp53Hisp.D53HP49759protein_codingdeleterious_low_confidence(0.02)benign(0.024)TCGA-EK-A2PG-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
CLK1SNVMissense_Mutationrs758189196c.1037N>Tp.Ala346Valp.A346VP49759protein_codingtolerated(0.65)benign(0.003)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CLK1SNVMissense_Mutationc.605N>Cp.Arg202Thrp.R202TP49759protein_codingdeleterious(0.01)possibly_damaging(0.58)TCGA-FU-A3YQ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CLK1SNVMissense_Mutationc.737N>Ap.Arg246Hisp.R246HP49759protein_codingtolerated(0.14)benign(0.023)TCGA-Q1-A5R3-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPR
CLK1SNVMissense_Mutationnovelc.552G>Tp.Glu184Aspp.E184DP49759protein_codingtolerated(0.05)benign(0.337)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
CLK1SNVMissense_Mutationc.974A>Cp.Lys325Thrp.K325TP49759protein_codingdeleterious(0)possibly_damaging(0.793)TCGA-AA-3977-01Colorectumcolon 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
1195CLK1SERINE THREONINE KINASE, KINASE, DRUGGABLE GENOME, ENZYME, TYROSINE KINASEinhibitor249565795
1195CLK1SERINE THREONINE KINASE, KINASE, DRUGGABLE GENOME, ENZYME, TYROSINE KINASEinhibitorHESPERADINHESPERADIN19035792
1195CLK1SERINE THREONINE KINASE, KINASE, DRUGGABLE GENOME, ENZYME, TYROSINE KINASEinhibitor249565842
1195CLK1SERINE THREONINE KINASE, KINASE, DRUGGABLE GENOME, ENZYME, TYROSINE KINASEHARMINEHARMINE22998443
1195CLK1SERINE THREONINE KINASE, KINASE, DRUGGABLE GENOME, ENZYME, TYROSINE KINASEinhibitor249565735
1195CLK1SERINE THREONINE KINASE, KINASE, DRUGGABLE GENOME, ENZYME, TYROSINE KINASEinhibitor249565841
1195CLK1SERINE THREONINE KINASE, KINASE, DRUGGABLE GENOME, ENZYME, TYROSINE KINASELEUCETTAMINE BLEUCETTAMINE B22998443
1195CLK1SERINE THREONINE KINASE, KINASE, DRUGGABLE GENOME, ENZYME, TYROSINE KINASENU-2058CHEMBL269881
1195CLK1SERINE THREONINE KINASE, KINASE, DRUGGABLE GENOME, ENZYME, TYROSINE KINASETG003
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