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: STK17B

Gene summary for STK17B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

STK17B

Gene ID

9262

Gene nameserine/threonine kinase 17b
Gene AliasDRAK2
Cytomap2q32.3
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

O94768


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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
9262STK17BHTA11_2487_2000001011HumanColorectumSER3.31e-044.42e-01-0.1808
9262STK17BHTA11_347_2000001011HumanColorectumAD4.18e-032.78e-01-0.1954
9262STK17BHTA11_411_2000001011HumanColorectumSER4.65e-026.13e-01-0.2602
9262STK17BHTA11_1391_2000001011HumanColorectumAD2.95e-032.82e-01-0.059
9262STK17BLZE2DHumanEsophagusHGIN4.51e-024.61e-010.0642
9262STK17BLZE4THumanEsophagusESCC1.57e-054.13e-010.0811
9262STK17BLZE5THumanEsophagusESCC1.14e-031.64e-010.0514
9262STK17BLZE20THumanEsophagusESCC7.51e-094.46e-010.0662
9262STK17BLZE22D1HumanEsophagusHGIN2.30e-022.54e-010.0595
9262STK17BLZE24THumanEsophagusESCC1.03e-063.89e-010.0596
9262STK17BLZE6THumanEsophagusESCC1.14e-067.91e-010.0845
9262STK17BP1T-EHumanEsophagusESCC1.33e-096.42e-010.0875
9262STK17BP2T-EHumanEsophagusESCC2.30e-141.62e-020.1177
9262STK17BP4T-EHumanEsophagusESCC2.97e-182.77e-010.1323
9262STK17BP5T-EHumanEsophagusESCC9.46e-226.04e-010.1327
9262STK17BP8T-EHumanEsophagusESCC5.58e-082.35e-010.0889
9262STK17BP9T-EHumanEsophagusESCC8.27e-114.33e-020.1131
9262STK17BP10T-EHumanEsophagusESCC1.16e-111.72e-010.116
9262STK17BP11T-EHumanEsophagusESCC8.71e-044.25e-010.1426
9262STK17BP12T-EHumanEsophagusESCC8.21e-195.80e-010.1122
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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
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:0046777ColorectumADprotein autophosphorylation74/3918227/187232.48e-054.76e-0474
GO:00467771ColorectumSERprotein autophosphorylation60/2897227/187231.36e-054.25e-0460
GO:004677710EsophagusESCCprotein autophosphorylation138/8552227/187232.98e-063.38e-05138
GO:00443463EsophagusESCCfibroblast apoptotic process16/855222/187239.46e-033.28e-0216
GO:00467776LungIACprotein autophosphorylation51/2061227/187234.85e-073.10e-0551
GO:00467779Oral cavityOSCCprotein autophosphorylation123/7305227/187232.31e-062.93e-05123
GO:0044346Oral cavityOSCCfibroblast apoptotic process16/730522/187231.40e-036.79e-0316
GO:2000269Oral cavityOSCCregulation of fibroblast apoptotic process13/730519/187239.07e-033.26e-0213
GO:00443461Oral cavityLPfibroblast apoptotic process13/462322/187236.11e-045.58e-0313
GO:20002691Oral cavityLPregulation of fibroblast apoptotic process10/462319/187238.09e-034.40e-0210
GO:004677713Oral cavityEOLPprotein autophosphorylation49/2218227/187232.04e-053.21e-0449
GO:00443462Oral cavityEOLPfibroblast apoptotic process8/221822/187232.64e-031.59e-028
GO:004677722Oral cavityNEOLPprotein autophosphorylation45/2005227/187233.28e-054.87e-0445
GO:00467778ProstateBPHprotein autophosphorylation52/3107227/187238.26e-033.59e-0252
GO:004677712ProstateTumorprotein autophosphorylation54/3246227/187237.93e-033.52e-0254
GO:004677716ThyroidPTCprotein autophosphorylation110/5968227/187231.25e-072.44e-06110
GO:00443465ThyroidPTCfibroblast apoptotic process13/596822/187237.65e-033.25e-0213
GO:004677717ThyroidATCprotein autophosphorylation114/6293227/187231.54e-072.49e-06114
GO:004434612ThyroidATCfibroblast apoptotic process16/629322/187232.03e-041.35e-0316
GO:20002693ThyroidATCregulation of fibroblast apoptotic process13/629319/187232.03e-039.63e-0313
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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
STK17BSNVMissense_Mutationnovelc.895N>Ap.Glu299Lysp.E299KO94768protein_codingtolerated(0.86)benign(0)TCGA-AC-A4ZE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
STK17BSNVMissense_Mutationc.964G>Ap.Glu322Lysp.E322KO94768protein_codingtolerated(0.08)possibly_damaging(0.835)TCGA-AN-A0XW-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
STK17BSNVMissense_Mutationc.1023N>Cp.Glu341Aspp.E341DO94768protein_codingdeleterious(0.03)possibly_damaging(0.784)TCGA-DS-A1OC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapygemcitabineSD
STK17BSNVMissense_Mutationc.71A>Cp.Lys24Thrp.K24TO94768protein_codingtolerated(0.09)benign(0.147)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
STK17BSNVMissense_Mutationc.991A>Cp.Asn331Hisp.N331HO94768protein_codingtolerated(0.19)benign(0.305)TCGA-CM-6171-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
STK17BSNVMissense_Mutationnovelc.787N>Gp.Ser263Alap.S263AO94768protein_codingdeleterious(0)probably_damaging(0.987)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
STK17BSNVMissense_Mutationnovelc.404N>Cp.Val135Alap.V135AO94768protein_codingtolerated(0.11)benign(0.181)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
STK17BSNVMissense_Mutationnovelc.187N>Ap.Phe63Ilep.F63IO94768protein_codingdeleterious(0.02)benign(0.377)TCGA-AJ-A3BH-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
STK17BSNVMissense_Mutationrs756886954c.1063N>Tp.Arg355Cysp.R355CO94768protein_codingdeleterious(0)probably_damaging(0.951)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
STK17BSNVMissense_Mutationc.197A>Cp.Lys66Thrp.K66TO94768protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=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
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