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Improved intra-array and interarray normalization of peptide microarray phosphorylation for phosphorylome and kinome profiling by rational selection of relevant spots

Massive parallel analysis using array technology has become the mainstay for analysis of genomes and transcriptomes. Analogously, the predominance of phosphorylation as a regulator of cellular metabolism has fostered the development of peptide arrays of kinase consensus substrates that allow the cha...

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Autores principales: Scholma, Jetse, Fuhler, Gwenny M., Joore, Jos, Hulsman, Marc, Schivo, Stefano, List, Alan F., Reinders, Marcel J. T., Peppelenbosch, Maikel P., Post, Janine N.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4881024/
https://www.ncbi.nlm.nih.gov/pubmed/27225531
http://dx.doi.org/10.1038/srep26695
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author Scholma, Jetse
Fuhler, Gwenny M.
Joore, Jos
Hulsman, Marc
Schivo, Stefano
List, Alan F.
Reinders, Marcel J. T.
Peppelenbosch, Maikel P.
Post, Janine N.
author_facet Scholma, Jetse
Fuhler, Gwenny M.
Joore, Jos
Hulsman, Marc
Schivo, Stefano
List, Alan F.
Reinders, Marcel J. T.
Peppelenbosch, Maikel P.
Post, Janine N.
author_sort Scholma, Jetse
collection PubMed
description Massive parallel analysis using array technology has become the mainstay for analysis of genomes and transcriptomes. Analogously, the predominance of phosphorylation as a regulator of cellular metabolism has fostered the development of peptide arrays of kinase consensus substrates that allow the charting of cellular phosphorylation events (often called kinome profiling). However, whereas the bioinformatical framework for expression array analysis is well-developed, no advanced analysis tools are yet available for kinome profiling. Especially intra-array and interarray normalization of peptide array phosphorylation remain problematic, due to the absence of “housekeeping” kinases and the obvious fallacy of the assumption that different experimental conditions should exhibit equal amounts of kinase activity. Here we describe the development of analysis tools that reliably quantify phosphorylation of peptide arrays and that allow normalization of the signals obtained. We provide a method for intraslide gradient correction and spot quality control. We describe a novel interarray normalization procedure, named repetitive signal enhancement, RSE, which provides a mathematical approach to limit the false negative results occuring with the use of other normalization procedures. Using in silico and biological experiments we show that employing such protocols yields superior insight into cellular physiology as compared to classical analysis tools for kinome profiling.
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spelling pubmed-48810242016-06-08 Improved intra-array and interarray normalization of peptide microarray phosphorylation for phosphorylome and kinome profiling by rational selection of relevant spots Scholma, Jetse Fuhler, Gwenny M. Joore, Jos Hulsman, Marc Schivo, Stefano List, Alan F. Reinders, Marcel J. T. Peppelenbosch, Maikel P. Post, Janine N. Sci Rep Article Massive parallel analysis using array technology has become the mainstay for analysis of genomes and transcriptomes. Analogously, the predominance of phosphorylation as a regulator of cellular metabolism has fostered the development of peptide arrays of kinase consensus substrates that allow the charting of cellular phosphorylation events (often called kinome profiling). However, whereas the bioinformatical framework for expression array analysis is well-developed, no advanced analysis tools are yet available for kinome profiling. Especially intra-array and interarray normalization of peptide array phosphorylation remain problematic, due to the absence of “housekeeping” kinases and the obvious fallacy of the assumption that different experimental conditions should exhibit equal amounts of kinase activity. Here we describe the development of analysis tools that reliably quantify phosphorylation of peptide arrays and that allow normalization of the signals obtained. We provide a method for intraslide gradient correction and spot quality control. We describe a novel interarray normalization procedure, named repetitive signal enhancement, RSE, which provides a mathematical approach to limit the false negative results occuring with the use of other normalization procedures. Using in silico and biological experiments we show that employing such protocols yields superior insight into cellular physiology as compared to classical analysis tools for kinome profiling. Nature Publishing Group 2016-05-26 /pmc/articles/PMC4881024/ /pubmed/27225531 http://dx.doi.org/10.1038/srep26695 Text en Copyright © 2016, Macmillan Publishers Limited http://creativecommons.org/licenses/by/4.0/ This work is licensed under a Creative Commons Attribution 4.0 International License. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license, users will need to obtain permission from the license holder to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/
spellingShingle Article
Scholma, Jetse
Fuhler, Gwenny M.
Joore, Jos
Hulsman, Marc
Schivo, Stefano
List, Alan F.
Reinders, Marcel J. T.
Peppelenbosch, Maikel P.
Post, Janine N.
Improved intra-array and interarray normalization of peptide microarray phosphorylation for phosphorylome and kinome profiling by rational selection of relevant spots
title Improved intra-array and interarray normalization of peptide microarray phosphorylation for phosphorylome and kinome profiling by rational selection of relevant spots
title_full Improved intra-array and interarray normalization of peptide microarray phosphorylation for phosphorylome and kinome profiling by rational selection of relevant spots
title_fullStr Improved intra-array and interarray normalization of peptide microarray phosphorylation for phosphorylome and kinome profiling by rational selection of relevant spots
title_full_unstemmed Improved intra-array and interarray normalization of peptide microarray phosphorylation for phosphorylome and kinome profiling by rational selection of relevant spots
title_short Improved intra-array and interarray normalization of peptide microarray phosphorylation for phosphorylome and kinome profiling by rational selection of relevant spots
title_sort improved intra-array and interarray normalization of peptide microarray phosphorylation for phosphorylome and kinome profiling by rational selection of relevant spots
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4881024/
https://www.ncbi.nlm.nih.gov/pubmed/27225531
http://dx.doi.org/10.1038/srep26695
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