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: DSTYK

Gene summary for DSTYK

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DSTYK

Gene ID

25778

Gene namedual serine/threonine and tyrosine protein kinase
Gene AliasCAKUT1
Cytomap1q32.1
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

Q6XUX3


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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
25778DSTYKLZE4THumanEsophagusESCC8.43e-061.78e-010.0811
25778DSTYKLZE24THumanEsophagusESCC4.39e-101.58e-010.0596
25778DSTYKLZE21THumanEsophagusESCC4.50e-031.56e-010.0655
25778DSTYKP2T-EHumanEsophagusESCC2.94e-183.30e-010.1177
25778DSTYKP4T-EHumanEsophagusESCC3.07e-031.35e-010.1323
25778DSTYKP5T-EHumanEsophagusESCC3.43e-051.23e-010.1327
25778DSTYKP8T-EHumanEsophagusESCC3.96e-071.18e-010.0889
25778DSTYKP9T-EHumanEsophagusESCC5.74e-041.79e-010.1131
25778DSTYKP10T-EHumanEsophagusESCC6.96e-102.12e-010.116
25778DSTYKP12T-EHumanEsophagusESCC1.98e-081.89e-010.1122
25778DSTYKP15T-EHumanEsophagusESCC1.72e-112.72e-010.1149
25778DSTYKP16T-EHumanEsophagusESCC4.28e-111.51e-010.1153
25778DSTYKP17T-EHumanEsophagusESCC1.04e-031.16e-010.1278
25778DSTYKP20T-EHumanEsophagusESCC1.61e-027.24e-020.1124
25778DSTYKP21T-EHumanEsophagusESCC1.30e-021.31e-010.1617
25778DSTYKP22T-EHumanEsophagusESCC5.55e-102.13e-010.1236
25778DSTYKP23T-EHumanEsophagusESCC1.87e-071.68e-010.108
25778DSTYKP24T-EHumanEsophagusESCC5.36e-051.02e-010.1287
25778DSTYKP26T-EHumanEsophagusESCC8.69e-122.96e-010.1276
25778DSTYKP27T-EHumanEsophagusESCC1.30e-031.12e-010.1055
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:003367420EsophagusESCCpositive regulation of kinase activity260/8552467/187237.26e-067.22e-05260
GO:00182124EsophagusESCCpeptidyl-tyrosine modification202/8552378/187231.34e-036.39e-03202
GO:00181084EsophagusESCCpeptidyl-tyrosine phosphorylation200/8552375/187231.60e-037.45e-03200
GO:003367411LiverHCCpositive regulation of kinase activity230/7958467/187231.72e-038.95e-03230
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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
DSTYKSNVMissense_Mutationnovelc.2140C>Ap.His714Asnp.H714NQ6XUX3protein_codingtolerated(0.05)possibly_damaging(0.786)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
DSTYKSNVMissense_Mutationc.2667N>Cp.Trp889Cysp.W889CQ6XUX3protein_codingdeleterious(0)probably_damaging(1)TCGA-A8-A09W-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
DSTYKSNVMissense_Mutationrs778420247c.895N>Ap.Glu299Lysp.E299KQ6XUX3protein_codingtolerated(0.12)benign(0.085)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
DSTYKSNVMissense_Mutationc.1822N>Ap.Glu608Lysp.E608KQ6XUX3protein_codingdeleterious(0.04)probably_damaging(0.948)TCGA-BH-A0HP-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapydoxorubicinSD
DSTYKSNVMissense_Mutationc.2341N>Gp.Lys781Glup.K781EQ6XUX3protein_codingdeleterious(0)benign(0.386)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
DSTYKinsertionNonsense_Mutationnovelc.2018_2019insCCTGTAAAGCAATGGAAATAAATCTTCCTGAGGGACCTAGAp.Gly674LeufsTer2p.G674Lfs*2Q6XUX3protein_codingTCGA-A2-A04Y-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
DSTYKinsertionFrame_Shift_Insnovelc.2259_2260insGGGTTTTGCCATGTTGGCCAGGCTGGTCTCCAACAp.Arg754GlyfsTer16p.R754Gfs*16Q6XUX3protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DSTYKinsertionNonsense_Mutationnovelc.1185_1186insCCATGAGACp.Arg395_Lys396insProTerAspp.R395_K396insP*DQ6XUX3protein_codingTCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DSTYKinsertionFrame_Shift_Insnovelc.2683_2684insTGTGTGTGp.Lys895MetfsTer19p.K895Mfs*19Q6XUX3protein_codingTCGA-BH-A0BJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
DSTYKinsertionFrame_Shift_Insnovelc.2682_2683insTGTATGCATATATTTGTGTGTATATGTATATp.Lys895CysfsTer11p.K895Cfs*11Q6XUX3protein_codingTCGA-BH-A0BJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
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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
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