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: STK38L

Gene summary for STK38L

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

STK38L

Gene ID

23012

Gene nameserine/threonine kinase 38 like
Gene AliasNDR2
Cytomap12p11.23
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q9Y2H1


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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
23012STK38LLZE4THumanEsophagusESCC5.76e-061.59e-010.0811
23012STK38LLZE5THumanEsophagusESCC9.49e-033.89e-010.0514
23012STK38LLZE7THumanEsophagusESCC2.67e-065.49e-010.0667
23012STK38LLZE8THumanEsophagusESCC2.02e-124.27e-010.067
23012STK38LLZE20THumanEsophagusESCC8.58e-079.04e-020.0662
23012STK38LLZE24THumanEsophagusESCC3.67e-084.33e-010.0596
23012STK38LLZE21THumanEsophagusESCC3.91e-051.50e-010.0655
23012STK38LP1T-EHumanEsophagusESCC1.16e-021.28e-010.0875
23012STK38LP2T-EHumanEsophagusESCC2.14e-347.34e-010.1177
23012STK38LP4T-EHumanEsophagusESCC3.78e-311.18e+000.1323
23012STK38LP5T-EHumanEsophagusESCC6.51e-049.96e-020.1327
23012STK38LP8T-EHumanEsophagusESCC8.90e-356.83e-010.0889
23012STK38LP9T-EHumanEsophagusESCC2.12e-091.71e-010.1131
23012STK38LP10T-EHumanEsophagusESCC7.55e-213.74e-010.116
23012STK38LP12T-EHumanEsophagusESCC3.55e-367.54e-010.1122
23012STK38LP15T-EHumanEsophagusESCC1.61e-083.17e-010.1149
23012STK38LP16T-EHumanEsophagusESCC1.45e-902.10e+000.1153
23012STK38LP17T-EHumanEsophagusESCC4.22e-051.50e-010.1278
23012STK38LP19T-EHumanEsophagusESCC3.59e-045.95e-010.1662
23012STK38LP20T-EHumanEsophagusESCC6.98e-134.59e-010.1124
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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
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
∗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:00182099EsophagusESCCpeptidyl-serine modification196/8552338/187233.07e-063.47e-05196
GO:001810515EsophagusESCCpeptidyl-serine phosphorylation184/8552315/187233.22e-063.61e-05184
GO:00182098Oral cavityOSCCpeptidyl-serine modification175/7305338/187231.09e-061.46e-05175
GO:001810510Oral cavityOSCCpeptidyl-serine phosphorylation164/7305315/187231.51e-061.99e-05164
GO:001810514Oral cavityEOLPpeptidyl-serine phosphorylation84/2218315/187233.32e-131.05e-1084
GO:001820914Oral cavityEOLPpeptidyl-serine modification87/2218338/187231.07e-122.46e-1087
GO:001810522Oral cavityNEOLPpeptidyl-serine phosphorylation70/2005315/187231.97e-091.24e-0770
GO:001820922Oral cavityNEOLPpeptidyl-serine modification72/2005338/187237.84e-094.09e-0772
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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
STK38LSNVMissense_Mutationc.108N>Gp.Ile36Metp.I36MQ9Y2H1protein_codingtolerated(0.65)benign(0.127)TCGA-A2-A0D0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
STK38LSNVMissense_Mutationnovelc.416G>Tp.Arg139Ilep.R139IQ9Y2H1protein_codingdeleterious(0)probably_damaging(0.994)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
STK38LSNVMissense_Mutationnovelc.261N>Tp.Leu87Phep.L87FQ9Y2H1protein_codingtolerated(0.07)benign(0.03)TCGA-AC-A23E-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
STK38LSNVMissense_Mutationrs746501951c.215N>Ap.Arg72Hisp.R72HQ9Y2H1protein_codingdeleterious(0.01)benign(0.238)TCGA-AO-A0J9-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamidePD
STK38LSNVMissense_Mutationc.839N>Tp.Ala280Valp.A280VQ9Y2H1protein_codingdeleterious(0.01)possibly_damaging(0.85)TCGA-B6-A0WV-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
STK38LSNVMissense_Mutationc.1307G>Tp.Trp436Leup.W436LQ9Y2H1protein_codingtolerated(1)benign(0.042)TCGA-EW-A1IZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
STK38LinsertionNonsense_Mutationnovelc.480_481insCAAAGCCAGGATCCTAGGCTGGGTAGAGATTCTGGTTAAAAAGTTGTTp.Lys160_Arg161insGlnSerGlnAspProArgLeuGlyArgAspSerGlyTerLysValValp.K160_R161insQSQDPRLGRDSG*KVVQ9Y2H1protein_codingTCGA-AN-A0FN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
STK38LSNVMissense_Mutationc.697N>Cp.Gly233Argp.G233RQ9Y2H1protein_codingdeleterious(0)probably_damaging(0.944)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
STK38LSNVMissense_Mutationnovelc.717N>Tp.Lys239Asnp.K239NQ9Y2H1protein_codingtolerated(0.11)probably_damaging(0.991)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
STK38LSNVMissense_Mutationc.108N>Gp.Ile36Metp.I36MQ9Y2H1protein_codingtolerated(0.65)benign(0.127)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
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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
23012STK38LDRUGGABLE GENOME, KINASE, ENZYME, SERINE THREONINE KINASEinhibitor249565890
23012STK38LDRUGGABLE GENOME, KINASE, ENZYME, SERINE THREONINE KINASEinhibitorHESPERADINHESPERADIN19035792
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