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: STK16

Gene summary for STK16

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

STK16

Gene ID

8576

Gene nameserine/threonine kinase 16
Gene AliasKRCT
Cytomap2q35
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

A0A024R440


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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
8576STK16P23T-EHumanEsophagusESCC1.53e-174.01e-010.108
8576STK16P24T-EHumanEsophagusESCC8.39e-174.33e-010.1287
8576STK16P26T-EHumanEsophagusESCC2.70e-253.57e-010.1276
8576STK16P27T-EHumanEsophagusESCC2.77e-234.08e-010.1055
8576STK16P28T-EHumanEsophagusESCC8.96e-163.00e-010.1149
8576STK16P30T-EHumanEsophagusESCC1.07e-226.98e-010.137
8576STK16P31T-EHumanEsophagusESCC4.38e-213.29e-010.1251
8576STK16P32T-EHumanEsophagusESCC2.16e-305.88e-010.1666
8576STK16P36T-EHumanEsophagusESCC1.02e-062.71e-010.1187
8576STK16P37T-EHumanEsophagusESCC2.76e-132.32e-010.1371
8576STK16P38T-EHumanEsophagusESCC6.68e-042.07e-010.127
8576STK16P39T-EHumanEsophagusESCC7.95e-071.38e-010.0894
8576STK16P40T-EHumanEsophagusESCC8.38e-142.33e-010.109
8576STK16P42T-EHumanEsophagusESCC7.63e-102.65e-010.1175
8576STK16P44T-EHumanEsophagusESCC1.94e-092.96e-010.1096
8576STK16P47T-EHumanEsophagusESCC1.22e-092.13e-010.1067
8576STK16P48T-EHumanEsophagusESCC5.87e-102.04e-010.0959
8576STK16P49T-EHumanEsophagusESCC6.10e-161.32e+000.1768
8576STK16P52T-EHumanEsophagusESCC7.21e-132.90e-010.1555
8576STK16P54T-EHumanEsophagusESCC1.83e-153.44e-010.0975
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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
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
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:00715599EsophagusESCCresponse to transforming growth factor beta157/8552256/187232.95e-074.23e-06157
GO:00715609EsophagusESCCcellular response to transforming growth factor beta stimulus151/8552250/187231.78e-062.10e-05151
GO:004677710EsophagusESCCprotein autophosphorylation138/8552227/187232.98e-063.38e-05138
GO:00182124EsophagusESCCpeptidyl-tyrosine modification202/8552378/187231.34e-036.39e-03202
GO:00181084EsophagusESCCpeptidyl-tyrosine phosphorylation200/8552375/187231.60e-037.45e-03200
GO:007155911LiverCirrhoticresponse to transforming growth factor beta96/4634256/187233.55e-066.09e-0596
GO:007156011LiverCirrhoticcellular response to transforming growth factor beta stimulus93/4634250/187237.34e-061.13e-0493
GO:007155921LiverHCCresponse to transforming growth factor beta141/7958256/187233.08e-053.16e-04141
GO:007156021LiverHCCcellular response to transforming growth factor beta stimulus137/7958250/187235.47e-055.14e-04137
GO:00467775LiverHCCprotein autophosphorylation123/7958227/187232.40e-041.80e-03123
GO:00715598Oral cavityOSCCresponse to transforming growth factor beta140/7305256/187232.34e-073.70e-06140
GO:00715608Oral cavityOSCCcellular response to transforming growth factor beta stimulus137/7305250/187232.68e-074.15e-06137
GO:00467779Oral cavityOSCCprotein autophosphorylation123/7305227/187232.31e-062.93e-05123
GO:00182123Oral cavityOSCCpeptidyl-tyrosine modification180/7305378/187233.63e-042.22e-03180
GO:00181083Oral cavityOSCCpeptidyl-tyrosine phosphorylation177/7305375/187236.86e-043.83e-03177
GO:007155917SkincSCCresponse to transforming growth factor beta95/4864256/187235.21e-055.31e-0495
GO:007156025SkincSCCcellular response to transforming growth factor beta stimulus92/4864250/187239.65e-058.99e-0492
GO:004677715SkincSCCprotein autophosphorylation84/4864227/187231.53e-041.35e-0384
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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
STK16SNVMissense_Mutationrs371450121c.418N>Ap.His140Asnp.H140NO75716protein_codingdeleterious(0.01)probably_damaging(1)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
STK16SNVMissense_Mutationc.313A>Gp.Thr105Alap.T105AO75716protein_codingdeleterious(0.01)possibly_damaging(0.484)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
STK16insertionFrame_Shift_Insnovelc.267_268insACCTCAAAGATTTCTATATCTCTGCTCCTGAGGAGCTCACGp.Ala90ThrfsTer35p.A90Tfs*35O75716protein_codingTCGA-A8-A06P-01Breastbreast invasive carcinomaFemale<65III/IVUnspecificSD
STK16insertionFrame_Shift_Insnovelc.280_281insCCACTCACp.Trp95ThrfsTer19p.W95Tfs*19O75716protein_codingTCGA-BH-A0BJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
STK16SNVMissense_Mutationc.701N>Tp.Pro234Leup.P234LO75716protein_codingdeleterious(0)probably_damaging(1)TCGA-C5-A1MK-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycarboplatinPD
STK16SNVMissense_Mutationnovelc.158G>Tp.Cys53Phep.C53FO75716protein_codingdeleterious(0)probably_damaging(1)TCGA-EK-A2RL-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapytaxolPD
STK16SNVMissense_Mutationnovelc.277G>Ap.Glu93Lysp.E93KO75716protein_codingtolerated(0.08)probably_damaging(0.999)TCGA-HM-A4S6-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
STK16SNVMissense_Mutationc.112N>Cp.Glu38Glnp.E38QO75716protein_codingdeleterious(0.02)probably_damaging(0.988)TCGA-AA-3966-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
STK16SNVMissense_Mutationnovelc.827A>Gp.Asp276Glyp.D276GO75716protein_codingdeleterious(0.01)benign(0.318)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
STK16SNVMissense_Mutationrs548466076c.149N>Ap.Arg50Glnp.R50QO75716protein_codingdeleterious(0.03)probably_damaging(1)TCGA-G4-6302-01Colorectumcolon adenocarcinomaFemale>=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
8576STK16DRUGGABLE GENOME, SERINE THREONINE KINASE, KINASE, ENZYMEinhibitor249565890
8576STK16DRUGGABLE GENOME, SERINE THREONINE KINASE, KINASE, ENZYMEinhibitorHESPERADINHESPERADIN19035792
8576STK16DRUGGABLE GENOME, SERINE THREONINE KINASE, KINASE, ENZYMEinhibitor348353651
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