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: DCLK1

Gene summary for DCLK1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DCLK1

Gene ID

9201

Gene namedoublecortin like kinase 1
Gene AliasCL1
Cytomap13q13.3
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

O15075


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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
9201DCLK1RNA-P17T-P17T-2HumanLungIAC3.19e-068.99e-010.3371
9201DCLK1RNA-P17T-P17T-4HumanLungIAC1.06e-068.17e-010.343
9201DCLK1RNA-P17T-P17T-6HumanLungIAC5.58e-101.10e+000.3385
9201DCLK1RNA-P17T-P17T-8HumanLungIAC5.66e-036.54e-010.3329
9201DCLK1EOLP-1HumanOral cavityEOLP5.49e-041.82e-01-0.0202
9201DCLK1EOLP-2HumanOral cavityEOLP3.08e-041.75e-01-0.0203
9201DCLK1NEOLP-1HumanOral cavityNEOLP2.29e-339.88e-01-0.0194
9201DCLK1NEOLP-2HumanOral cavityNEOLP4.61e-155.27e-01-0.0196
9201DCLK1NEOLP-3HumanOral cavityNEOLP6.47e-103.57e-01-0.0191
9201DCLK1ATC13HumanThyroidATC1.55e-285.88e-010.34
9201DCLK1ATC4HumanThyroidATC2.81e-021.23e-010.34
9201DCLK1ATC5HumanThyroidATC9.98e-306.44e-010.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
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:00181056LungIACpeptidyl-serine phosphorylation69/2061315/187231.48e-081.87e-0669
GO:00182095LungIACpeptidyl-serine modification70/2061338/187231.23e-071.10e-0570
GO:00163586LungIACdendrite development55/2061243/187231.35e-071.18e-0555
GO:00605605LungIACdevelopmental growth involved in morphogenesis52/2061234/187235.39e-073.32e-0552
GO:00160496LungIACcell growth89/2061482/187236.10e-073.67e-0589
GO:00485885LungIACdevelopmental cell growth49/2061234/187236.67e-062.43e-0449
GO:00488134LungIACdendrite morphogenesis34/2061146/187231.68e-054.79e-0434
GO:00486755LungIACaxon extension29/2061120/187233.29e-058.29e-0429
GO:19901384LungIACneuron projection extension37/2061172/187234.69e-051.08e-0337
GO:00615646LungIACaxon development78/2061467/187231.12e-042.15e-0378
GO:00074096LungIACaxonogenesis71/2061418/187231.33e-042.48e-0371
GO:00161976LungIACendosomal transport43/2061230/187233.53e-045.50e-0343
GO:00096156LungIACresponse to virus61/2061367/187236.75e-049.12e-0361
GO:0001764LungIACneuron migration31/2061156/187237.89e-041.02e-0231
GO:00345047LungIACprotein localization to nucleus50/2061290/187238.71e-041.11e-0250
GO:00219552LungIACcentral nervous system neuron axonogenesis11/206135/187239.48e-041.15e-0211
GO:00309002LungIACforebrain development61/2061379/187231.52e-031.61e-0261
GO:0021954LungIACcentral nervous system neuron development18/206181/187232.68e-032.46e-0218
GO:001810514Oral cavityEOLPpeptidyl-serine phosphorylation84/2218315/187233.32e-131.05e-1084
GO:001820914Oral cavityEOLPpeptidyl-serine modification87/2218338/187231.07e-122.46e-1087
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
DCLK1SNVMissense_Mutationnovelc.1243N>Ap.Glu415Lysp.E415KO15075protein_codingtolerated(0.1)benign(0.34)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DCLK1SNVMissense_Mutationnovelc.1162G>Cp.Glu388Glnp.E388QO15075protein_codingtolerated(0.21)benign(0.059)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
DCLK1SNVMissense_Mutationc.2125N>Ap.Tyr709Asnp.Y709NO15075protein_codingtolerated_low_confidence(0.3)benign(0.005)TCGA-E2-A1AZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
DCLK1SNVMissense_Mutationc.178C>Tp.Arg60Cysp.R60CO15075protein_codingdeleterious(0.02)benign(0.151)TCGA-E2-A1B0-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
DCLK1SNVMissense_Mutationc.913N>Gp.Ser305Glyp.S305GO15075protein_codingtolerated(0.14)possibly_damaging(0.496)TCGA-EW-A1IZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
DCLK1insertionFrame_Shift_Insnovelc.531_532insCTCTTGGGp.Glu178LeufsTer21p.E178Lfs*21O15075protein_codingTCGA-BH-A0B8-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
DCLK1insertionNonsense_Mutationnovelc.529_530insTAATTCTAATCTGAAGTAAAAATAATTTGGTCp.Arg177LeufsTer5p.R177Lfs*5O15075protein_codingTCGA-BH-A0B8-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
DCLK1SNVMissense_Mutationrs769128085c.989C>Tp.Ser330Leup.S330LO15075protein_codingdeleterious(0.02)possibly_damaging(0.747)TCGA-MA-AA42-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
DCLK1SNVMissense_Mutationnovelc.194N>Cp.Gly65Alap.G65AO15075protein_codingdeleterious(0)probably_damaging(0.998)TCGA-VS-A950-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
DCLK1SNVMissense_Mutationnovelc.1103A>Cp.Asn368Thrp.N368TO15075protein_codingtolerated(0.58)benign(0.006)TCGA-VS-A9V4-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
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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
9201DCLK1KINASE, SERINE THREONINE KINASE, DRUGGABLE GENOME, ENZYMETAE-684TAE-684
9201DCLK1KINASE, SERINE THREONINE KINASE, DRUGGABLE GENOME, ENZYMECENISERTIBCENISERTIB
9201DCLK1KINASE, SERINE THREONINE KINASE, DRUGGABLE GENOME, ENZYMEinhibitor249565887
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