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: STK39

Gene summary for STK39

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

STK39

Gene ID

27347

Gene nameserine/threonine kinase 39
Gene AliasDCHT
Cytomap2q24.3
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

Q9UEW8


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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
27347STK39CCI_1HumanCervixCC1.80e-181.12e+000.528
27347STK39CCI_2HumanCervixCC6.28e-121.01e+000.5249
27347STK39CCI_3HumanCervixCC6.22e-075.63e-010.516
27347STK39HTA11_3410_2000001011HumanColorectumAD3.32e-16-5.59e-010.0155
27347STK39HTA11_2951_2000001011HumanColorectumAD5.84e-06-9.30e-010.0216
27347STK39HTA11_2112_2000001011HumanColorectumSER6.83e-05-7.35e-01-0.2196
27347STK39HTA11_3361_2000001011HumanColorectumAD6.18e-16-8.90e-01-0.1207
27347STK39HTA11_696_2000001011HumanColorectumAD1.63e-03-3.21e-01-0.1464
27347STK39HTA11_866_2000001011HumanColorectumAD2.58e-11-4.97e-01-0.1001
27347STK39HTA11_2992_2000001011HumanColorectumSER7.47e-05-5.80e-01-0.1706
27347STK39HTA11_5212_2000001011HumanColorectumAD5.03e-08-7.95e-01-0.2061
27347STK39HTA11_5216_2000001011HumanColorectumSER4.74e-04-7.15e-01-0.1462
27347STK39HTA11_9341_2000001011HumanColorectumSER1.88e-02-5.99e-01-0.00410000000000005
27347STK39HTA11_866_3004761011HumanColorectumAD2.63e-13-6.97e-010.096
27347STK39HTA11_4255_2000001011HumanColorectumSER1.26e-08-6.93e-010.0446
27347STK39HTA11_9408_2000001011HumanColorectumAD6.45e-07-7.89e-010.0451
27347STK39HTA11_10711_2000001011HumanColorectumAD3.87e-04-5.06e-010.0338
27347STK39HTA11_7696_3000711011HumanColorectumAD1.04e-11-5.03e-010.0674
27347STK39HTA11_6818_2000001011HumanColorectumAD3.69e-08-5.79e-010.0112
27347STK39HTA11_11156_2000001011HumanColorectumAD3.54e-02-9.18e-010.0397
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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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
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
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
∗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:00321035CervixCCpositive regulation of response to external stimulus95/2311427/187235.44e-095.03e-0795
GO:00603267CervixCCcell chemotaxis73/2311310/187232.82e-081.96e-0673
GO:006219710CervixCCcellular response to chemical stress76/2311337/187231.01e-075.25e-0676
GO:00305957CervixCCleukocyte chemotaxis57/2311230/187231.48e-077.07e-0657
GO:00310988CervixCCstress-activated protein kinase signaling cascade58/2311247/187238.02e-072.89e-0558
GO:00509007CervixCCleukocyte migration78/2311369/187231.09e-063.80e-0578
GO:00026857CervixCCregulation of leukocyte migration50/2311210/187232.95e-068.31e-0550
GO:00514038CervixCCstress-activated MAPK cascade55/2311239/187232.96e-068.31e-0555
GO:00026888CervixCCregulation of leukocyte chemotaxis34/2311122/187233.00e-068.38e-0534
GO:005087810CervixCCregulation of body fluid levels78/2311379/187233.20e-068.77e-0578
GO:00712148CervixCCcellular response to abiotic stimulus69/2311331/187237.36e-061.73e-0469
GO:01040048CervixCCcellular response to environmental stimulus69/2311331/187237.36e-061.73e-0469
GO:00509203CervixCCregulation of chemotaxis51/2311223/187238.03e-061.86e-0451
GO:00703027CervixCCregulation of stress-activated protein kinase signaling cascade46/2311195/187239.35e-062.11e-0446
GO:00026878CervixCCpositive regulation of leukocyte migration35/2311135/187231.25e-052.60e-0435
GO:00716755CervixCCregulation of mononuclear cell migration31/2311115/187231.67e-053.22e-0431
GO:00018949CervixCCtissue homeostasis57/2311268/187232.43e-054.21e-0457
GO:00434104CervixCCpositive regulation of MAPK cascade90/2311480/187232.92e-054.83e-0490
GO:00328727CervixCCregulation of stress-activated MAPK cascade44/2311192/187233.09e-055.10e-0444
GO:00507273CervixCCregulation of inflammatory response75/2311386/187233.95e-056.18e-0475
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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
STK39SNVMissense_Mutationc.1466N>Ap.Ala489Aspp.A489DQ9UEW8protein_codingdeleterious(0)probably_damaging(0.978)TCGA-AC-A2FF-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
STK39insertionNonsense_Mutationnovelc.210_211insTAGAGCTTGGCTCTCTGGTTTGTGATCAACCTCAp.Ser71Terp.S71*Q9UEW8protein_codingTCGA-AN-A0FS-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
STK39insertionNonsense_Mutationnovelc.1193_1194insCTGGTCATCTTTTGATTAAGAGATCGTATTTGATTTp.Ala398_Ala399insTrpSerSerPheAspTerGluIleValPheAspLeup.A398_A399insWSSFD*EIVFDLQ9UEW8protein_codingTCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
STK39deletionFrame_Shift_Delnovelc.1269delCp.Glu424AsnfsTer29p.E424Nfs*29Q9UEW8protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
STK39insertionFrame_Shift_Insnovelc.973_974insTCCTTCCAAAAp.Arg325IlefsTer12p.R325Ifs*12Q9UEW8protein_codingTCGA-E2-A15P-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
STK39SNVMissense_Mutationc.361N>Tp.Val121Leup.V121LQ9UEW8protein_codingtolerated(0.07)possibly_damaging(0.546)TCGA-DG-A2KK-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
STK39SNVMissense_Mutationnovelc.1582T>Gp.Ser528Alap.S528AQ9UEW8protein_codingtolerated(0.14)benign(0.045)TCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
STK39SNVMissense_Mutationnovelc.564N>Cp.Gln188Hisp.Q188HQ9UEW8protein_codingtolerated(0.28)possibly_damaging(0.859)TCGA-VS-A94X-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
STK39SNVMissense_Mutationnovelc.562N>Gp.Gln188Glup.Q188EQ9UEW8protein_codingdeleterious(0)probably_damaging(0.981)TCGA-ZJ-AAXD-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
STK39SNVMissense_Mutationc.442G>Ap.Asp148Asnp.D148NQ9UEW8protein_codingdeleterious(0.02)probably_damaging(1)TCGA-AA-3510-01Colorectumcolon 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
27347STK39KINASE, DRUGGABLE GENOME, SERINE THREONINE KINASE, ENZYMElosartanLOSARTAN21993215
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