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: STK17A

Gene summary for STK17A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

STK17A

Gene ID

9263

Gene nameserine/threonine kinase 17a
Gene AliasDRAK1
Cytomap7p13
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q9UEE5


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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
9263STK17ALZE4THumanEsophagusESCC2.94e-075.48e-020.0811
9263STK17ALZE7THumanEsophagusESCC9.76e-08-2.96e-010.0667
9263STK17ALZE8THumanEsophagusESCC1.98e-06-4.36e-010.067
9263STK17ALZE20THumanEsophagusESCC5.90e-075.85e-010.0662
9263STK17ALZE21D1HumanEsophagusHGIN3.90e-05-5.99e-020.0632
9263STK17ALZE22THumanEsophagusESCC1.35e-038.95e-010.068
9263STK17ALZE24THumanEsophagusESCC1.86e-117.81e-010.0596
9263STK17ALZE6THumanEsophagusESCC8.93e-04-3.73e-010.0845
9263STK17AP1T-EHumanEsophagusESCC1.08e-088.11e-010.0875
9263STK17AP2T-EHumanEsophagusESCC9.53e-391.18e+000.1177
9263STK17AP4T-EHumanEsophagusESCC1.52e-217.74e-010.1323
9263STK17AP5T-EHumanEsophagusESCC5.08e-102.62e-010.1327
9263STK17AP8T-EHumanEsophagusESCC1.63e-289.11e-010.0889
9263STK17AP9T-EHumanEsophagusESCC5.20e-135.83e-010.1131
9263STK17AP11T-EHumanEsophagusESCC4.74e-211.67e+000.1426
9263STK17AP12T-EHumanEsophagusESCC1.80e-188.29e-010.1122
9263STK17AP15T-EHumanEsophagusESCC4.55e-259.87e-010.1149
9263STK17AP16T-EHumanEsophagusESCC1.85e-054.23e-030.1153
9263STK17AP17T-EHumanEsophagusESCC8.42e-111.08e+000.1278
9263STK17AP19T-EHumanEsophagusESCC2.43e-101.48e+000.1662
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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
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
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
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:200037718EsophagusESCCregulation of reactive oxygen species metabolic process100/8552157/187233.87e-064.17e-05100
GO:007259318EsophagusESCCreactive oxygen species metabolic process137/8552239/187231.82e-041.16e-03137
GO:00443463EsophagusESCCfibroblast apoptotic process16/855222/187239.46e-033.28e-0216
GO:200037712LiverCirrhoticregulation of reactive oxygen species metabolic process67/4634157/187236.07e-071.32e-0567
GO:00725937LiverCirrhoticreactive oxygen species metabolic process92/4634239/187231.57e-063.03e-0592
GO:200037722LiverHCCregulation of reactive oxygen species metabolic process92/7958157/187233.34e-053.35e-0492
GO:007259312LiverHCCreactive oxygen species metabolic process124/7958239/187232.05e-031.04e-02124
GO:200037716Oral cavityOSCCregulation of reactive oxygen species metabolic process92/7305157/187234.96e-077.27e-0692
GO:007259316Oral cavityOSCCreactive oxygen species metabolic process122/7305239/187239.73e-057.34e-04122
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:200037717Oral cavityLPregulation of reactive oxygen species metabolic process67/4623157/187235.54e-071.51e-0567
GO:007259317Oral cavityLPreactive oxygen species metabolic process85/4623239/187231.04e-041.26e-0385
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:007259310ProstateBPHreactive oxygen species metabolic process61/3107239/187232.71e-042.13e-0361
GO:200037710ProstateBPHregulation of reactive oxygen species metabolic process42/3107157/187238.41e-045.46e-0342
GO:007259315ProstateTumorreactive oxygen species metabolic process63/3246239/187232.87e-042.32e-0363
GO:200037715ProstateTumorregulation of reactive oxygen species metabolic process42/3246157/187232.02e-031.16e-0242
GO:00443464SkinAKfibroblast apoptotic process8/191022/187239.95e-047.87e-038
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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
STK17ASNVMissense_Mutationc.385N>Cp.Glu129Glnp.E129QQ9UEE5protein_codingdeleterious(0.03)probably_damaging(0.999)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
STK17ASNVMissense_Mutationc.940N>Cp.Glu314Glnp.E314QQ9UEE5protein_codingtolerated(0.39)benign(0.101)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
STK17ASNVMissense_Mutationc.799G>Cp.Asp267Hisp.D267HQ9UEE5protein_codingdeleterious(0.01)possibly_damaging(0.762)TCGA-AN-A0XW-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
STK17ASNVMissense_Mutationc.612G>Cp.Lys204Asnp.K204NQ9UEE5protein_codingdeleterious(0)probably_damaging(0.997)TCGA-D8-A1JL-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
STK17ASNVMissense_Mutationc.886G>Ap.Asp296Asnp.D296NQ9UEE5protein_codingdeleterious(0.01)benign(0.096)TCGA-LP-A4AV-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
STK17ASNVMissense_Mutationnovelc.1199N>Ap.Phe400Tyrp.F400YQ9UEE5protein_codingdeleterious(0.01)probably_damaging(0.989)TCGA-Q1-A6DT-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
STK17ASNVMissense_Mutationnovelc.1174N>Cp.Lys392Glnp.K392QQ9UEE5protein_codingdeleterious(0.02)probably_damaging(0.998)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
STK17ASNVMissense_Mutationc.1061C>Tp.Ser354Leup.S354LQ9UEE5protein_codingtolerated(0.16)benign(0.013)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
STK17ASNVMissense_Mutationc.866N>Cp.Val289Alap.V289AQ9UEE5protein_codingtolerated(0.76)benign(0.001)TCGA-CM-6165-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
STK17ASNVMissense_Mutationnovelc.281N>Gp.Lys94Argp.K94RQ9UEE5protein_codingtolerated(0.12)probably_damaging(1)TCGA-G4-6626-01Colorectumcolon adenocarcinomaMale>=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
9263STK17ASERINE THREONINE KINASE, KINASE, DRUGGABLE GENOME, ENZYMEAZD-1080AZD-1080
9263STK17ASERINE THREONINE KINASE, KINASE, DRUGGABLE GENOME, ENZYMEKD-025CHEMBL2005186
9263STK17ASERINE THREONINE KINASE, KINASE, DRUGGABLE GENOME, ENZYMEILORASERTIBILORASERTIB
9263STK17ASERINE THREONINE KINASE, KINASE, DRUGGABLE GENOME, ENZYMETAE-684TAE-684
9263STK17ASERINE THREONINE KINASE, KINASE, DRUGGABLE GENOME, ENZYMEGW441756XGW441756X
9263STK17ASERINE THREONINE KINASE, KINASE, DRUGGABLE GENOME, ENZYMERG-1530RG-1530
9263STK17ASERINE THREONINE KINASE, KINASE, DRUGGABLE GENOME, ENZYMEPHA-767491CHEMBL225519
9263STK17ASERINE THREONINE KINASE, KINASE, DRUGGABLE GENOME, ENZYMEGSK-269962AGSK-269962A
9263STK17ASERINE THREONINE KINASE, KINASE, DRUGGABLE GENOME, ENZYMEinhibitor381118877TOMIVOSERTIB
9263STK17ASERINE THREONINE KINASE, KINASE, DRUGGABLE GENOME, ENZYMEinhibitorHESPERADINHESPERADIN19035792
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