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Detection of Alpha-Rod Protein Repeats Using a Neural Network and Application to Huntingtin
A growing number of solved protein structures display an elongated structural domain, denoted here as alpha-rod, composed of stacked pairs of anti-parallel alpha-helices. Alpha-rods are flexible and expose a large surface, which makes them suitable for protein interaction. Although most likely origi...
Autores principales: | , , , , , , , , , , |
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Formato: | Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2009
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2647740/ https://www.ncbi.nlm.nih.gov/pubmed/19282972 http://dx.doi.org/10.1371/journal.pcbi.1000304 |
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author | Palidwor, Gareth A. Shcherbinin, Sergey Huska, Matthew R. Rasko, Tamas Stelzl, Ulrich Arumughan, Anup Foulle, Raphaele Porras, Pablo Sanchez-Pulido, Luis Wanker, Erich E. Andrade-Navarro, Miguel A. |
author_facet | Palidwor, Gareth A. Shcherbinin, Sergey Huska, Matthew R. Rasko, Tamas Stelzl, Ulrich Arumughan, Anup Foulle, Raphaele Porras, Pablo Sanchez-Pulido, Luis Wanker, Erich E. Andrade-Navarro, Miguel A. |
author_sort | Palidwor, Gareth A. |
collection | PubMed |
description | A growing number of solved protein structures display an elongated structural domain, denoted here as alpha-rod, composed of stacked pairs of anti-parallel alpha-helices. Alpha-rods are flexible and expose a large surface, which makes them suitable for protein interaction. Although most likely originating by tandem duplication of a two-helix unit, their detection using sequence similarity between repeats is poor. Here, we show that alpha-rod repeats can be detected using a neural network. The network detects more repeats than are identified by domain databases using multiple profiles, with a low level of false positives (<10%). We identify alpha-rod repeats in approximately 0.4% of proteins in eukaryotic genomes. We then investigate the results for all human proteins, identifying alpha-rod repeats for the first time in six protein families, including proteins STAG1-3, SERAC1, and PSMD1-2 & 5. We also characterize a short version of these repeats in eight protein families of Archaeal, Bacterial, and Fungal species. Finally, we demonstrate the utility of these predictions in directing experimental work to demarcate three alpha-rods in huntingtin, a protein mutated in Huntington's disease. Using yeast two hybrid analysis and an immunoprecipitation technique, we show that the huntingtin fragments containing alpha-rods associate with each other. This is the first definition of domains in huntingtin and the first validation of predicted interactions between fragments of huntingtin, which sets up directions toward functional characterization of this protein. An implementation of the repeat detection algorithm is available as a Web server with a simple graphical output: http://www.ogic.ca/projects/ard. This can be further visualized using BiasViz, a graphic tool for representation of multiple sequence alignments. |
format | Text |
id | pubmed-2647740 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2009 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-26477402009-03-13 Detection of Alpha-Rod Protein Repeats Using a Neural Network and Application to Huntingtin Palidwor, Gareth A. Shcherbinin, Sergey Huska, Matthew R. Rasko, Tamas Stelzl, Ulrich Arumughan, Anup Foulle, Raphaele Porras, Pablo Sanchez-Pulido, Luis Wanker, Erich E. Andrade-Navarro, Miguel A. PLoS Comput Biol Research Article A growing number of solved protein structures display an elongated structural domain, denoted here as alpha-rod, composed of stacked pairs of anti-parallel alpha-helices. Alpha-rods are flexible and expose a large surface, which makes them suitable for protein interaction. Although most likely originating by tandem duplication of a two-helix unit, their detection using sequence similarity between repeats is poor. Here, we show that alpha-rod repeats can be detected using a neural network. The network detects more repeats than are identified by domain databases using multiple profiles, with a low level of false positives (<10%). We identify alpha-rod repeats in approximately 0.4% of proteins in eukaryotic genomes. We then investigate the results for all human proteins, identifying alpha-rod repeats for the first time in six protein families, including proteins STAG1-3, SERAC1, and PSMD1-2 & 5. We also characterize a short version of these repeats in eight protein families of Archaeal, Bacterial, and Fungal species. Finally, we demonstrate the utility of these predictions in directing experimental work to demarcate three alpha-rods in huntingtin, a protein mutated in Huntington's disease. Using yeast two hybrid analysis and an immunoprecipitation technique, we show that the huntingtin fragments containing alpha-rods associate with each other. This is the first definition of domains in huntingtin and the first validation of predicted interactions between fragments of huntingtin, which sets up directions toward functional characterization of this protein. An implementation of the repeat detection algorithm is available as a Web server with a simple graphical output: http://www.ogic.ca/projects/ard. This can be further visualized using BiasViz, a graphic tool for representation of multiple sequence alignments. Public Library of Science 2009-03-13 /pmc/articles/PMC2647740/ /pubmed/19282972 http://dx.doi.org/10.1371/journal.pcbi.1000304 Text en Palidwor et al. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited. |
spellingShingle | Research Article Palidwor, Gareth A. Shcherbinin, Sergey Huska, Matthew R. Rasko, Tamas Stelzl, Ulrich Arumughan, Anup Foulle, Raphaele Porras, Pablo Sanchez-Pulido, Luis Wanker, Erich E. Andrade-Navarro, Miguel A. Detection of Alpha-Rod Protein Repeats Using a Neural Network and Application to Huntingtin |
title | Detection of Alpha-Rod Protein Repeats Using a Neural Network and
Application to Huntingtin |
title_full | Detection of Alpha-Rod Protein Repeats Using a Neural Network and
Application to Huntingtin |
title_fullStr | Detection of Alpha-Rod Protein Repeats Using a Neural Network and
Application to Huntingtin |
title_full_unstemmed | Detection of Alpha-Rod Protein Repeats Using a Neural Network and
Application to Huntingtin |
title_short | Detection of Alpha-Rod Protein Repeats Using a Neural Network and
Application to Huntingtin |
title_sort | detection of alpha-rod protein repeats using a neural network and
application to huntingtin |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2647740/ https://www.ncbi.nlm.nih.gov/pubmed/19282972 http://dx.doi.org/10.1371/journal.pcbi.1000304 |
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