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Download fileIV-KAPhE is a multi-label kinase-phosphosite assignment method that nests a multi-label model of in vitro assignment in a model of in vivo functional association.
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posted on 13.05.2022, 17:43 by Brandon M. InvergoNaïve Bayes+ consists of sub-models for each kinase, trained from kinase-specific, high-throughput in vitro kinase-substrate relationships. These sub-models together comprise a final, multi-label Naïve Bayes model. IV-KAPhE is a monolithic, multi-kinase Random Forest model trained from all literature-derived kinase-substrate annotations and random pairs as negative cases.
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div >< pphosphorylation evidence ”).intracellular signaling processesdensely connected kinasephosphoproteomic specificity data>- kinase assignmentsignaling redundancyphosphorylation siteslabel kinasevivo </vitro </substrate networksubstrate assaystatistical modelsmall subsetsites targetedsimilar scopesignificant crossrobust basisprotein kinasespointing eithermultiple kinaseslimited knowledgekaphe outperformskaphe (“<human datacoverage assignmentbiochemical constraints