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: STK3

Gene summary for STK3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

STK3

Gene ID

6788

Gene nameserine/threonine kinase 3
Gene AliasKRS1
Cytomap8q22.2
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q13188


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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
6788STK3CCI_1HumanCervixCC1.50e-301.68e+000.528
6788STK3CCI_2HumanCervixCC8.46e-242.36e+000.5249
6788STK3CCI_3HumanCervixCC1.44e-241.37e+000.516
6788STK3CCII_1HumanCervixCC6.56e-053.51e-010.3249
6788STK3sample3HumanCervixCC4.75e-021.66e-010.1387
6788STK3HTA11_3410_2000001011HumanColorectumAD1.42e-20-5.94e-010.0155
6788STK3HTA11_2487_2000001011HumanColorectumSER2.05e-08-5.21e-01-0.1808
6788STK3HTA11_1938_2000001011HumanColorectumAD3.06e-06-3.92e-01-0.0811
6788STK3HTA11_3361_2000001011HumanColorectumAD2.02e-10-5.71e-01-0.1207
6788STK3HTA11_83_2000001011HumanColorectumSER7.47e-07-6.17e-01-0.1526
6788STK3HTA11_696_2000001011HumanColorectumAD5.99e-13-4.40e-01-0.1464
6788STK3HTA11_866_2000001011HumanColorectumAD1.02e-07-3.95e-01-0.1001
6788STK3HTA11_2992_2000001011HumanColorectumSER1.44e-02-6.37e-01-0.1706
6788STK3HTA11_5212_2000001011HumanColorectumAD1.52e-05-6.85e-01-0.2061
6788STK3HTA11_7862_2000001011HumanColorectumAD3.68e-06-5.62e-01-0.0179
6788STK3HTA11_866_3004761011HumanColorectumAD1.62e-09-5.05e-010.096
6788STK3HTA11_4255_2000001011HumanColorectumSER1.97e-02-5.11e-010.0446
6788STK3HTA11_9408_2000001011HumanColorectumAD1.47e-02-7.78e-010.0451
6788STK3HTA11_8622_2000001021HumanColorectumSER6.41e-04-6.54e-010.0528
6788STK3HTA11_10711_2000001011HumanColorectumAD6.51e-04-4.64e-010.0338
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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
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
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
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:0048608110SkinSCCISreproductive structure development47/919424/187231.60e-071.85e-0547
GO:0061458111SkinSCCISreproductive system development47/919427/187231.98e-072.10e-0547
GO:2001236112SkinSCCISregulation of extrinsic apoptotic signaling pathway24/919151/187233.42e-073.03e-0524
GO:0051403110SkinSCCISstress-activated MAPK cascade31/919239/187237.71e-075.68e-0531
GO:006007018SkinSCCIScanonical Wnt signaling pathway36/919303/187238.82e-076.24e-0536
GO:0031098110SkinSCCISstress-activated protein kinase signaling cascade31/919247/187231.57e-069.08e-0531
GO:006082819SkinSCCISregulation of canonical Wnt signaling pathway31/919253/187232.62e-061.28e-0431
GO:003287219SkinSCCISregulation of stress-activated MAPK cascade26/919192/187232.64e-061.28e-0426
GO:190204119SkinSCCISregulation of extrinsic apoptotic signaling pathway via death domain receptors12/91949/187233.12e-061.49e-0412
GO:2001235111SkinSCCISpositive regulation of apoptotic signaling pathway20/919126/187233.27e-061.53e-0420
GO:007030219SkinSCCISregulation of stress-activated protein kinase signaling cascade26/919195/187233.53e-061.62e-0426
GO:0051099112SkinSCCISpositive regulation of binding24/919173/187234.14e-061.82e-0424
GO:004349115SkinSCCISprotein kinase B signaling27/919211/187235.07e-062.09e-0427
GO:000725417SkinSCCISJNK cascade23/919167/187237.39e-062.80e-0423
GO:0051098112SkinSCCISregulation of binding38/919363/187239.41e-063.35e-0438
GO:200123819SkinSCCISpositive regulation of extrinsic apoptotic signaling pathway11/91948/187231.59e-054.98e-0411
GO:190204315SkinSCCISpositive regulation of extrinsic apoptotic signaling pathway via death domain receptors6/91913/187231.75e-055.38e-046
GO:005189715SkinSCCISpositive regulation of protein kinase B signaling18/919120/187232.22e-056.50e-0418
GO:004544416SkinSCCISfat cell differentiation27/919229/187232.30e-056.52e-0427
GO:0001890111SkinSCCISplacenta development20/919144/187232.53e-057.02e-0420
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa043908CervixCCHippo signaling pathway40/1267157/84653.64e-041.82e-031.07e-0340
hsa040109CervixCCMAPK signaling pathway62/1267302/84654.89e-031.67e-029.86e-0362
hsa0439013CervixCCHippo signaling pathway40/1267157/84653.64e-041.82e-031.07e-0340
hsa0401012CervixCCMAPK signaling pathway62/1267302/84654.89e-031.67e-029.86e-0362
hsa04390ColorectumMSSHippo signaling pathway48/1875157/84658.32e-033.10e-021.90e-0248
hsa043901ColorectumMSSHippo signaling pathway48/1875157/84658.32e-033.10e-021.90e-0248
hsa043902ColorectumFAPHippo signaling pathway41/1404157/84651.49e-037.91e-034.81e-0341
hsa04010ColorectumFAPMAPK signaling pathway68/1404302/84654.00e-031.67e-021.02e-0268
hsa043903ColorectumFAPHippo signaling pathway41/1404157/84651.49e-037.91e-034.81e-0341
hsa040101ColorectumFAPMAPK signaling pathway68/1404302/84654.00e-031.67e-021.02e-0268
hsa040102ColorectumCRCMAPK signaling pathway56/1091302/84652.76e-031.77e-021.20e-0256
hsa043904ColorectumCRCHippo signaling pathway32/1091157/84655.17e-032.72e-021.84e-0232
hsa040103ColorectumCRCMAPK signaling pathway56/1091302/84652.76e-031.77e-021.20e-0256
hsa043905ColorectumCRCHippo signaling pathway32/1091157/84655.17e-032.72e-021.84e-0232
hsa043909EndometriumAEHHippo signaling pathway38/1197157/84654.79e-043.38e-032.47e-0338
hsa0439014EndometriumAEHHippo signaling pathway38/1197157/84654.79e-043.38e-032.47e-0338
hsa0439023EndometriumEECHippo signaling pathway39/1237157/84654.54e-043.47e-032.59e-0339
hsa0439033EndometriumEECHippo signaling pathway39/1237157/84654.54e-043.47e-032.59e-0339
hsa0439018EsophagusESCCHippo signaling pathway92/4205157/84651.46e-023.31e-021.69e-0292
hsa0439019EsophagusESCCHippo signaling pathway92/4205157/84651.46e-023.31e-021.69e-0292
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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
STK3SNVMissense_Mutationc.533N>Tp.Gly178Valp.G178VQ13188protein_codingdeleterious(0)probably_damaging(1)TCGA-AN-A041-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
STK3SNVMissense_Mutationrs545643657c.1306N>Ap.Glu436Lysp.E436KQ13188protein_codingtolerated(0.62)benign(0.007)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
STK3SNVMissense_Mutationnovelc.1419N>Tp.Leu473Phep.L473FQ13188protein_codingtolerated(0.63)benign(0.013)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
STK3insertionNonsense_Mutationnovelc.775_776insAGAAATCAGp.Phe259delinsTerp.F259delins*Q13188protein_codingTCGA-A7-A26I-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanSD
STK3insertionFrame_Shift_Insnovelc.1417_1418insCCp.Leu473SerfsTer2p.L473Sfs*2Q13188protein_codingTCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
STK3insertionFrame_Shift_Insnovelc.719_720insCCTCAGACCAAAGAAGp.Glu241LeufsTer9p.E241Lfs*9Q13188protein_codingTCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
STK3SNVMissense_Mutationc.244N>Ap.Ala82Thrp.A82TQ13188protein_codingdeleterious(0.02)probably_damaging(0.981)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
STK3SNVMissense_Mutationnovelc.541N>Tp.Leu181Phep.L181FQ13188protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-EA-A3Y4-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
STK3SNVMissense_Mutationc.721N>Cp.Glu241Glnp.E241QQ13188protein_codingdeleterious(0.04)probably_damaging(0.987)TCGA-LP-A4AV-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
STK3SNVMissense_Mutationc.425N>Ap.Arg142Glnp.R142QQ13188protein_codingtolerated(0.06)possibly_damaging(0.723)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
6788STK3DRUGGABLE GENOME, KINASE, SERINE THREONINE KINASE, ENZYMESOTRASTAURINSOTRASTAURIN
6788STK3DRUGGABLE GENOME, KINASE, SERINE THREONINE KINASE, ENZYMEALSTERPAULLONEALSTERPAULLONE
6788STK3DRUGGABLE GENOME, KINASE, SERINE THREONINE KINASE, ENZYMESP-600125SP-60012523634759
6788STK3DRUGGABLE GENOME, KINASE, SERINE THREONINE KINASE, ENZYMEinhibitor249565869CEP-11981
6788STK3DRUGGABLE GENOME, KINASE, SERINE THREONINE KINASE, ENZYMEBAY-613606CHEMBL541400
6788STK3DRUGGABLE GENOME, KINASE, SERINE THREONINE KINASE, ENZYMETAE-684TAE-684
6788STK3DRUGGABLE GENOME, KINASE, SERINE THREONINE KINASE, ENZYMELAUROGUADINELAUROGUADINE
6788STK3DRUGGABLE GENOME, KINASE, SERINE THREONINE KINASE, ENZYMEPF-562271PF-00562271
6788STK3DRUGGABLE GENOME, KINASE, SERINE THREONINE KINASE, ENZYMEGW441756XGW441756X
6788STK3DRUGGABLE GENOME, KINASE, SERINE THREONINE KINASE, ENZYMEILORASERTIBILORASERTIB
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