Ontology highlight
ABSTRACT: Motivation
Signaling and metabolic pathways are finely regulated by a network of protein phosphorylation events. Unraveling the nature of this intricate network, composed of kinases, target proteins and their interactions, is therefore of crucial importance. Although thousands of kinase-specific phosphorylations (KsP) have been annotated in model organisms their kinase-target network is far from being complete, with less studied organisms lagging behind.Results
In this work, we achieved an automated and accurate identification of kinase domains, inferring the residues that most likely contribute to peptide specificity. We integrated this information with the target peptides of known human KsP to predict kinase-specific interactions in other eukaryotes through a deep neural network, outperforming similar methods. We analyzed the differential conservation of kinase specificity among eukaryotes revealing the high conservation of the specificity of tyrosine kinases. With this approach we discovered 1590 novel KsP of potential clinical relevance in the human proteome.Availability and implementation
http://akid.bio.uniroma2.it.Supplementary information
Supplementary data are available at Bioinformatics online.
SUBMITTER: Parca L
PROVIDER: S-EPMC6361239 | biostudies-literature | 2019 Feb
REPOSITORIES: biostudies-literature
Parca Luca L Ariano Bruno B Cabibbo Andrea A Paoletti Marco M Tamburrini Annalaura A Palmeri Antonio A Ausiello Gabriele G Helmer-Citterich Manuela M
Bioinformatics (Oxford, England) 20190201 3
<h4>Motivation</h4>Signaling and metabolic pathways are finely regulated by a network of protein phosphorylation events. Unraveling the nature of this intricate network, composed of kinases, target proteins and their interactions, is therefore of crucial importance. Although thousands of kinase-specific phosphorylations (KsP) have been annotated in model organisms their kinase-target network is far from being complete, with less studied organisms lagging behind.<h4>Results</h4>In this work, we a ...[more]