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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: STK11

Gene summary for STK11

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

STK11

Gene ID

6794

Gene nameserine/threonine kinase 11
Gene AliasLKB1
Cytomap19p13.3
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

A0A0S2Z4D1


Top

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
6794STK11HCC1_MengHumanLiverHCC3.09e-09-3.18e-020.0246
6794STK11HCC2_MengHumanLiverHCC1.02e-301.64e-010.0107
6794STK11HCC2HumanLiverHCC5.96e-052.06e+000.5341
6794STK11S014HumanLiverHCC3.61e-022.38e-010.2254
6794STK11S027HumanLiverHCC4.42e-045.55e-010.2446
6794STK11S028HumanLiverHCC1.01e-074.25e-010.2503
6794STK11S029HumanLiverHCC3.60e-094.57e-010.2581
6794STK11C04HumanOral cavityOSCC3.66e-086.95e-010.2633
6794STK11C30HumanOral cavityOSCC1.52e-085.78e-010.3055
6794STK11C38HumanOral cavityOSCC6.07e-037.04e-010.172
6794STK11C51HumanOral cavityOSCC8.45e-075.78e-010.2674
6794STK11SYSMH1HumanOral cavityOSCC1.81e-051.90e-010.1127
6794STK11SYSMH2HumanOral cavityOSCC1.98e-083.77e-010.2326
6794STK11SYSMH3HumanOral cavityOSCC3.75e-247.00e-010.2442
6794STK11SYSMH5HumanOral cavityOSCC4.19e-021.44e-010.0647
6794STK11male-WTAHumanThyroidPTC2.05e-142.07e-010.1037
6794STK11female-WTAHumanThyroidPTC2.08e-022.12e-010.0726
6794STK11PTC01HumanThyroidPTC6.53e-041.05e-010.1899
6794STK11PTC04HumanThyroidPTC5.50e-163.27e-010.1927
6794STK11PTC05HumanThyroidPTC6.73e-216.00e-010.2065
Page: 1 2 

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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:00432762ThyroidPTCanoikis18/596834/187238.65e-033.62e-0218
GO:005085210ThyroidPTCT cell receptor signaling pathway52/5968123/187239.58e-033.93e-0252
GO:199084513ThyroidPTCadaptive thermogenesis64/5968157/187231.14e-024.50e-0264
GO:00518969ThyroidPTCregulation of protein kinase B signaling74/5968185/187231.16e-024.58e-0274
GO:0009896210ThyroidATCpositive regulation of catabolic process290/6293492/187232.15e-311.94e-28290
GO:0031331210ThyroidATCpositive regulation of cellular catabolic process258/6293427/187232.09e-301.65e-27258
GO:003238632ThyroidATCregulation of intracellular transport203/6293337/187236.16e-241.85e-21203
GO:003450423ThyroidATCprotein localization to nucleus175/6293290/187236.23e-211.23e-18175
GO:1903829210ThyroidATCpositive regulation of cellular protein localization167/6293276/187233.32e-205.38e-18167
GO:003238825ThyroidATCpositive regulation of intracellular transport131/6293202/187238.20e-201.24e-17131
GO:009719335ThyroidATCintrinsic apoptotic signaling pathway171/6293288/187231.86e-192.67e-17171
GO:001050632ThyroidATCregulation of autophagy180/6293317/187231.34e-171.46e-15180
GO:001605525ThyroidATCWnt signaling pathway234/6293444/187234.64e-174.31e-15234
GO:019873825ThyroidATCcell-cell signaling by wnt234/6293446/187239.26e-178.25e-15234
GO:005165625ThyroidATCestablishment of organelle localization206/6293390/187232.62e-151.84e-13206
GO:003011125ThyroidATCregulation of Wnt signaling pathway177/6293328/187231.83e-141.05e-12177
GO:007233135ThyroidATCsignal transduction by p53 class mediator102/6293163/187233.16e-141.75e-12102
GO:001604927ThyroidATCcell growth241/6293482/187234.27e-142.35e-12241
GO:003134623ThyroidATCpositive regulation of cell projection organization186/6293353/187237.99e-144.23e-12186
GO:190179635ThyroidATCregulation of signal transduction by p53 class mediator66/629393/187231.86e-139.20e-1266
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0414021LiverHCCAutophagy - animal99/4020141/84653.08e-084.70e-072.61e-0799
hsa0453042LiverHCCTight junction110/4020169/84652.45e-062.28e-051.27e-05110
hsa040684LiverHCCFoxO signaling pathway85/4020131/84653.99e-052.16e-041.20e-0485
hsa0421121LiverHCCLongevity regulating pathway61/402089/84654.46e-052.37e-041.32e-0461
hsa0415241LiverHCCAMPK signaling pathway77/4020121/84652.32e-041.11e-036.18e-0477
hsa041502LiverHCCmTOR signaling pathway95/4020156/84654.70e-041.99e-031.11e-0395
hsa049202LiverHCCAdipocytokine signaling pathway45/402069/84652.19e-037.55e-034.20e-0345
hsa0414031LiverHCCAutophagy - animal99/4020141/84653.08e-084.70e-072.61e-0799
hsa0453052LiverHCCTight junction110/4020169/84652.45e-062.28e-051.27e-05110
hsa040685LiverHCCFoxO signaling pathway85/4020131/84653.99e-052.16e-041.20e-0485
hsa0421131LiverHCCLongevity regulating pathway61/402089/84654.46e-052.37e-041.32e-0461
hsa0415251LiverHCCAMPK signaling pathway77/4020121/84652.32e-041.11e-036.18e-0477
hsa0415011LiverHCCmTOR signaling pathway95/4020156/84654.70e-041.99e-031.11e-0395
hsa049203LiverHCCAdipocytokine signaling pathway45/402069/84652.19e-037.55e-034.20e-0345
hsa041409Oral cavityOSCCAutophagy - animal94/3704141/84652.73e-082.38e-071.21e-0794
hsa040688Oral cavityOSCCFoxO signaling pathway85/3704131/84657.50e-074.33e-062.21e-0685
hsa0453030Oral cavityOSCCTight junction102/3704169/84658.68e-063.93e-052.00e-05102
hsa041504Oral cavityOSCCmTOR signaling pathway90/3704156/84652.87e-049.15e-044.66e-0490
hsa041516Oral cavityOSCCPI3K-Akt signaling pathway185/3704354/84656.26e-041.86e-039.49e-04185
hsa041529Oral cavityOSCCAMPK signaling pathway71/3704121/84656.29e-041.86e-039.49e-0471
Page: 1 2 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
STK11SNVMissense_Mutationc.234G>Cp.Lys78Asnp.K78NQ15831protein_codingdeleterious(0)probably_damaging(1)TCGA-C8-A12K-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
STK11SNVMissense_Mutationc.336G>Tp.Gln112Hisp.Q112HQ15831protein_codingtolerated(0.11)benign(0.066)TCGA-D8-A1Y3-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicine+cyclophosphamideSD
STK11insertionNonsense_Mutationc.178_179insAp.Tyr60Terp.Y60*Q15831protein_codingTCGA-BH-A1EN-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
STK11SNVMissense_Mutationrs730881979c.526G>Ap.Asp176Asnp.D176NQ15831protein_codingdeleterious(0)probably_damaging(1)TCGA-C5-A3HE-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
STK11SNVMissense_Mutationc.332T>Ap.Ile111Asnp.I111NQ15831protein_codingdeleterious(0)probably_damaging(1)TCGA-C5-A7CL-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinPD
STK11SNVMissense_Mutationc.881C>Tp.Pro294Leup.P294LQ15831protein_codingdeleterious(0.02)probably_damaging(0.959)TCGA-C5-A7CL-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinPD
STK11SNVMissense_Mutationc.949G>Ap.Glu317Lysp.E317KQ15831protein_codingtolerated(0.51)benign(0.071)TCGA-C5-A7X3-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinSD
STK11SNVMissense_Mutationc.949N>Ap.Glu317Lysp.E317KQ15831protein_codingtolerated(0.51)benign(0.071)TCGA-C5-A8XK-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
STK11SNVMissense_Mutationnovelc.1123N>Cp.Glu375Glnp.E375QQ15831protein_codingtolerated(0.18)benign(0.099)TCGA-C5-A8XK-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
STK11SNVMissense_Mutationc.536N>Ap.Pro179Glnp.P179QQ15831protein_codingdeleterious(0)probably_damaging(1)TCGA-EK-A2R8-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
Page: 1 2 3 4 5 6 7 8 9 10 11 

Top

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
6794STK11KINASE, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, SERINE THREONINE KINASE, ENZYME, TUMOR SUPPRESSOR, DRUG RESISTANCEEVEROLIMUSEVEROLIMUS21189378
6794STK11KINASE, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, SERINE THREONINE KINASE, ENZYME, TUMOR SUPPRESSOR, DRUG RESISTANCESAR245409VOXTALISIB24634413
6794STK11KINASE, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, SERINE THREONINE KINASE, ENZYME, TUMOR SUPPRESSOR, DRUG RESISTANCEinhibitorTOZASERTIBTOZASERTIB19035792
6794STK11KINASE, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, SERINE THREONINE KINASE, ENZYME, TUMOR SUPPRESSOR, DRUG RESISTANCEATEZOLIZUMABATEZOLIZUMAB29773717
6794STK11KINASE, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, SERINE THREONINE KINASE, ENZYME, TUMOR SUPPRESSOR, DRUG RESISTANCECisplatinCISPLATIN28652249
6794STK11KINASE, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, SERINE THREONINE KINASE, ENZYME, TUMOR SUPPRESSOR, DRUG RESISTANCESapanisertibSAPANISERTIB26574479
6794STK11KINASE, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, SERINE THREONINE KINASE, ENZYME, TUMOR SUPPRESSOR, DRUG RESISTANCESelumetinibSELUMETINIB27821489
6794STK11KINASE, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, SERINE THREONINE KINASE, ENZYME, TUMOR SUPPRESSOR, DRUG RESISTANCESirolimusSIROLIMUS20142330
6794STK11KINASE, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, SERINE THREONINE KINASE, ENZYME, TUMOR SUPPRESSOR, DRUG RESISTANCECI-1040CI-104027821489
6794STK11KINASE, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, SERINE THREONINE KINASE, ENZYME, TUMOR SUPPRESSOR, DRUG RESISTANCERDEA11927821489
Page: 1 2 3