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: 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


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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
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
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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:000989622LiverHCCpositive regulation of catabolic process335/7958492/187233.83e-311.87e-28335
GO:003133122LiverHCCpositive regulation of cellular catabolic process295/7958427/187233.20e-291.45e-26295
GO:190382922LiverHCCpositive regulation of cellular protein localization199/7958276/187231.15e-232.62e-21199
GO:003238621LiverHCCregulation of intracellular transport231/7958337/187231.99e-223.40e-20231
GO:003238821LiverHCCpositive regulation of intracellular transport148/7958202/187235.15e-196.66e-17148
GO:001050621LiverHCCregulation of autophagy210/7958317/187237.59e-188.45e-16210
GO:003450421LiverHCCprotein localization to nucleus194/7958290/187232.84e-172.85e-15194
GO:009719322LiverHCCintrinsic apoptotic signaling pathway184/7958288/187231.50e-138.32e-12184
GO:190018212LiverHCCpositive regulation of protein localization to nucleus67/795887/187235.43e-112.00e-0967
GO:190018012LiverHCCregulation of protein localization to nucleus95/7958136/187239.26e-113.26e-0995
GO:005165621LiverHCCestablishment of organelle localization226/7958390/187234.15e-101.34e-08226
GO:007233122LiverHCCsignal transduction by p53 class mediator108/7958163/187237.14e-102.23e-08108
GO:001604921LiverHCCcell growth269/7958482/187231.84e-095.35e-08269
GO:019873821LiverHCCcell-cell signaling by wnt247/7958446/187232.11e-084.96e-07247
GO:004873222LiverHCCgland development242/7958436/187232.26e-085.28e-07242
GO:000716322LiverHCCestablishment or maintenance of cell polarity133/7958218/187232.48e-085.73e-07133
GO:005165021LiverHCCestablishment of vesicle localization103/7958161/187232.94e-086.69e-07103
GO:001605521LiverHCCWnt signaling pathway245/7958444/187233.68e-088.09e-07245
GO:001631121LiverHCCdephosphorylation230/7958417/187231.00e-071.96e-06230
GO:000155821LiverHCCregulation of cell growth228/7958414/187231.34e-072.55e-06228
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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
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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
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
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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
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
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