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Protein–RNA specificity by high-throughput principal component analysis of NMR spectra
Defining the RNA target selectivity of the proteins regulating mRNA metabolism is a key issue in RNA biology. Here we present a novel use of principal component analysis (PCA) to extract the RNA sequence preference of RNA binding proteins. We show that PCA can be used to compare the changes in the n...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4381048/ https://www.ncbi.nlm.nih.gov/pubmed/25586222 http://dx.doi.org/10.1093/nar/gku1372 |
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author | Collins, Katherine M. Oregioni, Alain Robertson, Laura E. Kelly, Geoff Ramos, Andres |
author_facet | Collins, Katherine M. Oregioni, Alain Robertson, Laura E. Kelly, Geoff Ramos, Andres |
author_sort | Collins, Katherine M. |
collection | PubMed |
description | Defining the RNA target selectivity of the proteins regulating mRNA metabolism is a key issue in RNA biology. Here we present a novel use of principal component analysis (PCA) to extract the RNA sequence preference of RNA binding proteins. We show that PCA can be used to compare the changes in the nuclear magnetic resonance (NMR) spectrum of a protein upon binding a set of quasi-degenerate RNAs and define the nucleobase specificity. We couple this application of PCA to an automated NMR spectra recording and processing protocol and obtain an unbiased and high-throughput NMR method for the analysis of nucleobase preference in protein–RNA interactions. We test the method on the RNA binding domains of three important regulators of RNA metabolism. |
format | Online Article Text |
id | pubmed-4381048 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-43810482015-04-03 Protein–RNA specificity by high-throughput principal component analysis of NMR spectra Collins, Katherine M. Oregioni, Alain Robertson, Laura E. Kelly, Geoff Ramos, Andres Nucleic Acids Res Methods Online Defining the RNA target selectivity of the proteins regulating mRNA metabolism is a key issue in RNA biology. Here we present a novel use of principal component analysis (PCA) to extract the RNA sequence preference of RNA binding proteins. We show that PCA can be used to compare the changes in the nuclear magnetic resonance (NMR) spectrum of a protein upon binding a set of quasi-degenerate RNAs and define the nucleobase specificity. We couple this application of PCA to an automated NMR spectra recording and processing protocol and obtain an unbiased and high-throughput NMR method for the analysis of nucleobase preference in protein–RNA interactions. We test the method on the RNA binding domains of three important regulators of RNA metabolism. Oxford University Press 2015-03-31 2015-01-13 /pmc/articles/PMC4381048/ /pubmed/25586222 http://dx.doi.org/10.1093/nar/gku1372 Text en © The Author(s) 2015. Published by Oxford University Press on behalf of Nucleic Acids Research. http://creativecommons.org/licenses/by/4.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Methods Online Collins, Katherine M. Oregioni, Alain Robertson, Laura E. Kelly, Geoff Ramos, Andres Protein–RNA specificity by high-throughput principal component analysis of NMR spectra |
title | Protein–RNA specificity by high-throughput principal component analysis of NMR spectra |
title_full | Protein–RNA specificity by high-throughput principal component analysis of NMR spectra |
title_fullStr | Protein–RNA specificity by high-throughput principal component analysis of NMR spectra |
title_full_unstemmed | Protein–RNA specificity by high-throughput principal component analysis of NMR spectra |
title_short | Protein–RNA specificity by high-throughput principal component analysis of NMR spectra |
title_sort | protein–rna specificity by high-throughput principal component analysis of nmr spectra |
topic | Methods Online |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4381048/ https://www.ncbi.nlm.nih.gov/pubmed/25586222 http://dx.doi.org/10.1093/nar/gku1372 |
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