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: DYRK1B

Gene summary for DYRK1B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DYRK1B

Gene ID

9149

Gene namedual specificity tyrosine phosphorylation regulated kinase 1B
Gene AliasAOMS3
Cytomap19q13.2
Gene Typeprotein-coding
GO ID

GO:0000768

UniProtAcc

A0A024R0I0


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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
9149DYRK1BHCC1_MengHumanLiverHCC7.68e-212.43e-020.0246
9149DYRK1BHCC2_MengHumanLiverHCC1.62e-087.64e-020.0107
9149DYRK1BS014HumanLiverHCC7.43e-197.33e-010.2254
9149DYRK1BS015HumanLiverHCC1.45e-167.42e-010.2375
9149DYRK1BS016HumanLiverHCC2.01e-288.56e-010.2243
9149DYRK1BS028HumanLiverHCC1.59e-042.99e-010.2503
9149DYRK1BS029HumanLiverHCC4.84e-052.83e-010.2581
9149DYRK1BC38HumanOral cavityOSCC2.21e-025.29e-010.172
9149DYRK1BC46HumanOral cavityOSCC2.00e-021.51e-010.1673
9149DYRK1BLN22HumanOral cavityOSCC9.15e-141.16e+000.1733
9149DYRK1BSYSMH1HumanOral cavityOSCC2.88e-021.24e-010.1127
9149DYRK1Bmale-WTAHumanThyroidPTC6.14e-081.12e-010.1037
9149DYRK1BPTC01HumanThyroidPTC1.91e-071.34e-010.1899
9149DYRK1BPTC04HumanThyroidPTC1.44e-119.98e-020.1927
9149DYRK1BPTC05HumanThyroidPTC3.28e-092.68e-010.2065
9149DYRK1BPTC06HumanThyroidPTC1.83e-132.76e-010.2057
9149DYRK1BPTC07HumanThyroidPTC8.60e-201.83e-010.2044
9149DYRK1BATC13HumanThyroidATC1.70e-621.18e+000.34
9149DYRK1BATC1HumanThyroidATC9.05e-031.80e-010.2878
9149DYRK1BATC5HumanThyroidATC1.78e-631.27e+000.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:001810511LiverHCCpeptidyl-serine phosphorylation169/7958315/187233.86e-053.81e-04169
GO:001820911LiverHCCpeptidyl-serine modification177/7958338/187231.45e-041.17e-03177
GO:00467775LiverHCCprotein autophosphorylation123/7958227/187232.40e-041.80e-03123
GO:001810711LiverHCCpeptidyl-threonine phosphorylation68/7958116/187233.31e-042.33e-0368
GO:001821011LiverHCCpeptidyl-threonine modification71/7958125/187238.68e-045.14e-0371
GO:00182098Oral cavityOSCCpeptidyl-serine modification175/7305338/187231.09e-061.46e-05175
GO:001810510Oral cavityOSCCpeptidyl-serine phosphorylation164/7305315/187231.51e-061.99e-05164
GO:00467779Oral cavityOSCCprotein autophosphorylation123/7305227/187232.31e-062.93e-05123
GO:00182123Oral cavityOSCCpeptidyl-tyrosine modification180/7305378/187233.63e-042.22e-03180
GO:00181083Oral cavityOSCCpeptidyl-tyrosine phosphorylation177/7305375/187236.86e-043.83e-03177
GO:00181079Oral cavityOSCCpeptidyl-threonine phosphorylation60/7305116/187233.59e-031.50e-0260
GO:00182109Oral cavityOSCCpeptidyl-threonine modification64/7305125/187233.68e-031.52e-0264
GO:00426927Oral cavityOSCCmuscle cell differentiation175/7305384/187234.79e-031.92e-02175
GO:004677716ThyroidPTCprotein autophosphorylation110/5968227/187231.25e-072.44e-06110
GO:001810518ThyroidPTCpeptidyl-serine phosphorylation143/5968315/187232.94e-075.04e-06143
GO:001820916ThyroidPTCpeptidyl-serine modification151/5968338/187234.61e-077.51e-06151
GO:001821017ThyroidPTCpeptidyl-threonine modification66/5968125/187239.50e-071.43e-0566
GO:001810717ThyroidPTCpeptidyl-threonine phosphorylation62/5968116/187231.16e-061.69e-0562
GO:00182126ThyroidPTCpeptidyl-tyrosine modification142/5968378/187231.02e-024.14e-02142
GO:001810519ThyroidATCpeptidyl-serine phosphorylation153/6293315/187232.28e-084.42e-07153
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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
DYRK1BSNVMissense_Mutationc.615N>Gp.His205Glnp.H205QQ9Y463protein_codingtolerated(0.25)benign(0.05)TCGA-AO-A0J2-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
DYRK1BSNVMissense_Mutationc.1579N>Gp.Gln527Glup.Q527EQ9Y463protein_codingtolerated_low_confidence(0.28)benign(0.006)TCGA-BH-A0W5-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexCR
DYRK1BSNVMissense_Mutationnovelc.344N>Tp.Ser115Leup.S115LQ9Y463protein_codingdeleterious(0.02)possibly_damaging(0.523)TCGA-C8-A8HQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
DYRK1BdeletionFrame_Shift_Delnovelc.339delNp.Ile113MetfsTer14p.I113Mfs*14Q9Y463protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
DYRK1BSNVMissense_Mutationrs753581092c.1079C>Tp.Thr360Metp.T360MQ9Y463protein_codingtolerated(0.22)possibly_damaging(0.722)TCGA-AA-3506-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
DYRK1BSNVMissense_Mutationc.334N>Ap.Glu112Lysp.E112KQ9Y463protein_codingtolerated(0.11)benign(0.157)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
DYRK1BSNVMissense_Mutationrs773857931c.1811C>Tp.Pro604Leup.P604LQ9Y463protein_codingdeleterious_low_confidence(0.03)benign(0.001)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
DYRK1BSNVMissense_Mutationc.727G>Ap.Glu243Lysp.E243KQ9Y463protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
DYRK1BSNVMissense_Mutationnovelc.830G>Ap.Arg277Hisp.R277HQ9Y463protein_codingdeleterious(0)probably_damaging(1)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
DYRK1BSNVMissense_Mutationrs753581092c.1079N>Tp.Thr360Metp.T360MQ9Y463protein_codingtolerated(0.22)possibly_damaging(0.722)TCGA-G4-6320-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyoxaliplatinSD
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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
9149DYRK1BKINASE, DRUGGABLE GENOME, SERINE THREONINE KINASE, TYROSINE KINASE, ENZYMERG-1530RG-1530
9149DYRK1BKINASE, DRUGGABLE GENOME, SERINE THREONINE KINASE, TYROSINE KINASE, ENZYMEPMID28766366-Compound-Scheme9EHT1610
9149DYRK1BKINASE, DRUGGABLE GENOME, SERINE THREONINE KINASE, TYROSINE KINASE, ENZYMEinhibitor315661343
9149DYRK1BKINASE, DRUGGABLE GENOME, SERINE THREONINE KINASE, TYROSINE KINASE, ENZYMECENISERTIBCENISERTIB
9149DYRK1BKINASE, DRUGGABLE GENOME, SERINE THREONINE KINASE, TYROSINE KINASE, ENZYMEPMID28766366-Compound-Scheme25-4
9149DYRK1BKINASE, DRUGGABLE GENOME, SERINE THREONINE KINASE, TYROSINE KINASE, ENZYMEPMID28766366-Compound-Scheme21Left
9149DYRK1BKINASE, DRUGGABLE GENOME, SERINE THREONINE KINASE, TYROSINE KINASE, ENZYMEBMS-387032BMS-387032
9149DYRK1BKINASE, DRUGGABLE GENOME, SERINE THREONINE KINASE, TYROSINE KINASE, ENZYMEinhibitor249565807
9149DYRK1BKINASE, DRUGGABLE GENOME, SERINE THREONINE KINASE, TYROSINE KINASE, ENZYMEPMID28766366-Compound-Scheme4Upper
9149DYRK1BKINASE, DRUGGABLE GENOME, SERINE THREONINE KINASE, TYROSINE KINASE, ENZYMEAZD-1080AZD-1080
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