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: STK10

Gene summary for STK10

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

STK10

Gene ID

6793

Gene nameserine/threonine kinase 10
Gene AliasLOK
Cytomap5q35.1
Gene Typeprotein-coding
GO ID

GO:0002376

UniProtAcc

O94804


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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
6793STK10LZE7THumanEsophagusESCC9.10e-031.26e-010.0667
6793STK10LZE6THumanEsophagusESCC2.75e-021.40e-010.0845
6793STK10P1T-EHumanEsophagusESCC1.98e-021.90e-010.0875
6793STK10P2T-EHumanEsophagusESCC3.04e-024.46e-020.1177
6793STK10P4T-EHumanEsophagusESCC1.31e-036.92e-020.1323
6793STK10P5T-EHumanEsophagusESCC7.05e-152.96e-010.1327
6793STK10P8T-EHumanEsophagusESCC4.39e-041.81e-020.0889
6793STK10P11T-EHumanEsophagusESCC5.52e-074.33e-010.1426
6793STK10P12T-EHumanEsophagusESCC1.68e-077.13e-020.1122
6793STK10P15T-EHumanEsophagusESCC7.54e-039.64e-020.1149
6793STK10P17T-EHumanEsophagusESCC3.82e-072.21e-010.1278
6793STK10P20T-EHumanEsophagusESCC1.85e-077.55e-020.1124
6793STK10P21T-EHumanEsophagusESCC8.65e-091.96e-010.1617
6793STK10P22T-EHumanEsophagusESCC3.43e-033.52e-020.1236
6793STK10P23T-EHumanEsophagusESCC4.22e-082.10e-010.108
6793STK10P24T-EHumanEsophagusESCC2.63e-081.53e-010.1287
6793STK10P26T-EHumanEsophagusESCC1.39e-036.40e-020.1276
6793STK10P27T-EHumanEsophagusESCC4.45e-058.83e-020.1055
6793STK10P28T-EHumanEsophagusESCC1.18e-121.80e-010.1149
6793STK10P30T-EHumanEsophagusESCC3.90e-032.10e-010.137
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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
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:004677710EsophagusESCCprotein autophosphorylation138/8552227/187232.98e-063.38e-05138
GO:000268515EsophagusESCCregulation of leukocyte migration114/8552210/187237.26e-032.63e-02114
GO:000715918EsophagusESCCleukocyte cell-cell adhesion192/8552371/187231.03e-023.51e-02192
GO:00467775LiverHCCprotein autophosphorylation123/7958227/187232.40e-041.80e-03123
GO:00467779Oral cavityOSCCprotein autophosphorylation123/7305227/187232.31e-062.93e-05123
GO:000268510Oral cavityOSCCregulation of leukocyte migration108/7305210/187231.63e-041.13e-03108
GO:000715916Oral cavityOSCCleukocyte cell-cell adhesion178/7305371/187232.44e-041.57e-03178
GO:005090010Oral cavityOSCCleukocyte migration176/7305369/187233.80e-042.31e-03176
GO:00716758Oral cavityOSCCregulation of mononuclear cell migration60/7305115/187232.78e-031.21e-0260
GO:20004013Oral cavityOSCCregulation of lymphocyte migration34/730561/187235.90e-032.25e-0234
GO:000715917Oral cavityEOLPleukocyte cell-cell adhesion86/2218371/187235.01e-104.11e-0886
GO:005090014Oral cavityEOLPleukocyte migration74/2218369/187233.40e-067.35e-0574
GO:004677713Oral cavityEOLPprotein autophosphorylation49/2218227/187232.04e-053.21e-0449
GO:00704862Oral cavityEOLPleukocyte aggregation6/221813/187232.24e-031.39e-026
GO:000268514Oral cavityEOLPregulation of leukocyte migration38/2218210/187235.04e-032.65e-0238
GO:000715923Oral cavityNEOLPleukocyte cell-cell adhesion70/2005371/187231.65e-064.05e-0570
GO:005090023Oral cavityNEOLPleukocyte migration67/2005369/187231.04e-051.96e-0467
GO:004677722Oral cavityNEOLPprotein autophosphorylation45/2005227/187233.28e-054.87e-0445
GO:000268523Oral cavityNEOLPregulation of leukocyte migration40/2005210/187232.14e-042.27e-0340
GO:007167514Oral cavityNEOLPregulation of mononuclear cell migration24/2005115/187231.00e-037.68e-0324
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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
STK10SNVMissense_Mutationc.2125N>Cp.Ala709Prop.A709PO94804protein_codingdeleterious(0.03)benign(0.22)TCGA-A8-A07L-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyCR
STK10SNVMissense_Mutationnovelc.1888N>Cp.Asp630Hisp.D630HO94804protein_codingdeleterious(0)probably_damaging(0.981)TCGA-A8-A08R-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
STK10SNVMissense_Mutationnovelc.543N>Tp.Lys181Asnp.K181NO94804protein_codingdeleterious(0)probably_damaging(0.969)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
STK10SNVMissense_Mutationnovelc.2278N>Ap.Gln760Lysp.Q760KO94804protein_codingtolerated(0.06)probably_damaging(0.999)TCGA-AO-A0J9-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamidePD
STK10SNVMissense_Mutationc.1057N>Tp.Asn353Tyrp.N353YO94804protein_codingdeleterious(0.02)benign(0.071)TCGA-B6-A0RE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
STK10SNVMissense_Mutationc.2484N>Ap.Asn828Lysp.N828KO94804protein_codingtolerated(0.09)possibly_damaging(0.849)TCGA-BH-A0BG-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
STK10SNVMissense_Mutationc.761N>Tp.Pro254Leup.P254LO94804protein_codingdeleterious(0)probably_damaging(1)TCGA-BH-A18V-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
STK10SNVMissense_Mutationc.1591N>Tp.Arg531Cysp.R531CO94804protein_codingdeleterious(0)probably_damaging(1)TCGA-BH-A1FN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
STK10SNVMissense_Mutationnovelc.2106G>Cp.Gln702Hisp.Q702HO94804protein_codingdeleterious(0)probably_damaging(0.997)TCGA-BH-A2L8-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
STK10SNVMissense_Mutationnovelc.2836N>Ap.Glu946Lysp.E946KO94804protein_codingdeleterious(0)possibly_damaging(0.606)TCGA-LL-A73Y-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxotereSD
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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
6793STK10SERINE THREONINE KINASE, KINASE, ENZYME, DRUGGABLE GENOMEinhibitor381118815
6793STK10SERINE THREONINE KINASE, KINASE, ENZYME, DRUGGABLE GENOMEinhibitor178102336BOSUTINIB
6793STK10SERINE THREONINE KINASE, KINASE, ENZYME, DRUGGABLE GENOMEinhibitorHESPERADINHESPERADIN19035792
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