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: STK26

Gene summary for STK26

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

STK26

Gene ID

51765

Gene nameserine/threonine kinase 26
Gene AliasMASK
CytomapXq26.2
Gene Typeprotein-coding
GO ID

GO:0000302

UniProtAcc

Q9P289


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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
51765STK26LZE4THumanEsophagusESCC7.99e-041.10e-010.0811
51765STK26LZE7THumanEsophagusESCC1.26e-085.19e-010.0667
51765STK26LZE24THumanEsophagusESCC5.72e-174.34e-010.0596
51765STK26LZE21THumanEsophagusESCC5.90e-041.81e-010.0655
51765STK26LZE6THumanEsophagusESCC1.33e-142.53e-010.0845
51765STK26P2T-EHumanEsophagusESCC8.46e-173.59e-010.1177
51765STK26P4T-EHumanEsophagusESCC7.48e-173.53e-010.1323
51765STK26P5T-EHumanEsophagusESCC1.43e-121.40e-010.1327
51765STK26P8T-EHumanEsophagusESCC2.41e-141.28e-010.0889
51765STK26P9T-EHumanEsophagusESCC1.20e-092.23e-010.1131
51765STK26P10T-EHumanEsophagusESCC8.24e-181.91e-010.116
51765STK26P12T-EHumanEsophagusESCC9.81e-234.27e-010.1122
51765STK26P15T-EHumanEsophagusESCC5.28e-079.05e-020.1149
51765STK26P16T-EHumanEsophagusESCC4.15e-051.07e-020.1153
51765STK26P17T-EHumanEsophagusESCC4.01e-081.49e-010.1278
51765STK26P20T-EHumanEsophagusESCC2.09e-101.89e-010.1124
51765STK26P21T-EHumanEsophagusESCC2.48e-091.12e-010.1617
51765STK26P22T-EHumanEsophagusESCC1.44e-283.65e-010.1236
51765STK26P23T-EHumanEsophagusESCC1.07e-083.65e-010.108
51765STK26P24T-EHumanEsophagusESCC1.74e-122.27e-010.1287
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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
∗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:0006979111EsophagusESCCresponse to oxidative stress303/8552446/187237.15e-221.30e-19303
GO:0062197111EsophagusESCCcellular response to chemical stress234/8552337/187235.37e-195.97e-17234
GO:0034599111EsophagusESCCcellular response to oxidative stress197/8552288/187233.76e-152.15e-13197
GO:0071496111EsophagusESCCcellular response to external stimulus215/8552320/187234.29e-152.43e-13215
GO:0031668111EsophagusESCCcellular response to extracellular stimulus168/8552246/187234.93e-132.23e-11168
GO:0031669110EsophagusESCCcellular response to nutrient levels148/8552215/187234.58e-121.76e-10148
GO:0031667111EsophagusESCCresponse to nutrient levels289/8552474/187239.25e-123.47e-10289
GO:0000302111EsophagusESCCresponse to reactive oxygen species150/8552222/187233.06e-111.02e-09150
GO:0009267110EsophagusESCCcellular response to starvation110/8552156/187232.63e-107.37e-09110
GO:004259419EsophagusESCCresponse to starvation133/8552197/187234.31e-101.14e-08133
GO:0042542111EsophagusESCCresponse to hydrogen peroxide102/8552146/187232.64e-095.81e-08102
GO:003461420EsophagusESCCcellular response to reactive oxygen species103/8552155/187231.34e-072.17e-06103
GO:00703018EsophagusESCCcellular response to hydrogen peroxide68/855298/187231.70e-062.03e-0568
GO:004677710EsophagusESCCprotein autophosphorylation138/8552227/187232.98e-063.38e-05138
GO:003647320EsophagusESCCcell death in response to oxidative stress59/855295/187239.12e-044.65e-0359
GO:00300339EsophagusESCCmicrovillus assembly13/855216/187234.05e-031.62e-0213
GO:190288220EsophagusESCCregulation of response to oxidative stress58/855298/187234.86e-031.88e-0258
GO:190040720EsophagusESCCregulation of cellular response to oxidative stress52/855289/187231.04e-023.56e-0252
GO:190320120EsophagusESCCregulation of oxidative stress-induced cell death44/855274/187231.18e-023.94e-0244
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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
STK26SNVMissense_Mutationc.1177N>Tp.Pro393Serp.P393SQ9P289protein_codingdeleterious_low_confidence(0)probably_damaging(0.979)TCGA-A8-A07J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
STK26SNVMissense_Mutationnovelc.951N>Cp.Glu317Aspp.E317DQ9P289protein_codingtolerated(0.84)benign(0)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
STK26SNVMissense_Mutationc.385T>Gp.Leu129Valp.L129VQ9P289protein_codingdeleterious(0.01)probably_damaging(0.916)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
STK26SNVMissense_Mutationnovelc.1165N>Ap.Glu389Lysp.E389KQ9P289protein_codingdeleterious_low_confidence(0)probably_damaging(0.991)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
STK26SNVMissense_Mutationnovelc.876G>Cp.Lys292Asnp.K292NQ9P289protein_codingdeleterious(0.02)possibly_damaging(0.688)TCGA-MU-A8JM-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
STK26SNVMissense_Mutationnovelc.382N>Tp.Ile128Phep.I128FQ9P289protein_codingdeleterious(0)probably_damaging(0.943)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
STK26SNVMissense_Mutationc.1240N>Ap.Glu414Lysp.E414KQ9P289protein_codingtolerated_low_confidence(0.07)benign(0.014)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
STK26SNVMissense_Mutationc.181N>Ap.Glu61Lysp.E61KQ9P289protein_codingdeleterious(0)probably_damaging(0.966)TCGA-AM-5821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
STK26SNVMissense_Mutationnovelc.77N>Cp.Lys26Thrp.K26TQ9P289protein_codingtolerated(0.05)benign(0.202)TCGA-AG-3892-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
STK26SNVMissense_Mutationnovelc.775N>Tp.Pro259Serp.P259SQ9P289protein_codingdeleterious(0)probably_damaging(0.979)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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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