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The Trypanosoma brucei MitoCarta and its regulation and splicing pattern during development
It has long been known that trypanosomes regulate mitochondrial biogenesis during the life cycle of the parasite; however, the mitochondrial protein inventory (MitoCarta) and its regulation remain unknown. We present a novel computational method for genome-wide prediction of mitochondrial proteins u...
Autores principales: | , , , , , , , , |
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Formato: | Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2010
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2995047/ https://www.ncbi.nlm.nih.gov/pubmed/20660476 http://dx.doi.org/10.1093/nar/gkq618 |
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author | Zhang, Xiaobai Cui, Juan Nilsson, Daniel Gunasekera, Kapila Chanfon, Astrid Song, Xiaofeng Wang, Huinan Xu, Ying Ochsenreiter, Torsten |
author_facet | Zhang, Xiaobai Cui, Juan Nilsson, Daniel Gunasekera, Kapila Chanfon, Astrid Song, Xiaofeng Wang, Huinan Xu, Ying Ochsenreiter, Torsten |
author_sort | Zhang, Xiaobai |
collection | PubMed |
description | It has long been known that trypanosomes regulate mitochondrial biogenesis during the life cycle of the parasite; however, the mitochondrial protein inventory (MitoCarta) and its regulation remain unknown. We present a novel computational method for genome-wide prediction of mitochondrial proteins using a support vector machine-based classifier with ∼90% prediction accuracy. Using this method, we predicted the mitochondrial localization of 468 proteins with high confidence and have experimentally verified the localization of a subset of these proteins. We then applied a recently developed parallel sequencing technology to determine the expression profiles and the splicing patterns of a total of 1065 predicted MitoCarta transcripts during the development of the parasite, and showed that 435 of the transcripts significantly changed their expressions while 630 remain unchanged in any of the three life stages analyzed. Furthermore, we identified 298 alternatively splicing events, a small subset of which could lead to dual localization of the corresponding proteins. |
format | Text |
id | pubmed-2995047 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2010 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-29950472010-12-01 The Trypanosoma brucei MitoCarta and its regulation and splicing pattern during development Zhang, Xiaobai Cui, Juan Nilsson, Daniel Gunasekera, Kapila Chanfon, Astrid Song, Xiaofeng Wang, Huinan Xu, Ying Ochsenreiter, Torsten Nucleic Acids Res Computational Biology It has long been known that trypanosomes regulate mitochondrial biogenesis during the life cycle of the parasite; however, the mitochondrial protein inventory (MitoCarta) and its regulation remain unknown. We present a novel computational method for genome-wide prediction of mitochondrial proteins using a support vector machine-based classifier with ∼90% prediction accuracy. Using this method, we predicted the mitochondrial localization of 468 proteins with high confidence and have experimentally verified the localization of a subset of these proteins. We then applied a recently developed parallel sequencing technology to determine the expression profiles and the splicing patterns of a total of 1065 predicted MitoCarta transcripts during the development of the parasite, and showed that 435 of the transcripts significantly changed their expressions while 630 remain unchanged in any of the three life stages analyzed. Furthermore, we identified 298 alternatively splicing events, a small subset of which could lead to dual localization of the corresponding proteins. Oxford University Press 2010-11 2010-07-26 /pmc/articles/PMC2995047/ /pubmed/20660476 http://dx.doi.org/10.1093/nar/gkq618 Text en © The Author(s) 2010. Published by Oxford University Press. http://creativecommons.org/licenses/by-nc/2.5 This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/2.5), which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Computational Biology Zhang, Xiaobai Cui, Juan Nilsson, Daniel Gunasekera, Kapila Chanfon, Astrid Song, Xiaofeng Wang, Huinan Xu, Ying Ochsenreiter, Torsten The Trypanosoma brucei MitoCarta and its regulation and splicing pattern during development |
title | The Trypanosoma brucei MitoCarta and its regulation and splicing pattern during development |
title_full | The Trypanosoma brucei MitoCarta and its regulation and splicing pattern during development |
title_fullStr | The Trypanosoma brucei MitoCarta and its regulation and splicing pattern during development |
title_full_unstemmed | The Trypanosoma brucei MitoCarta and its regulation and splicing pattern during development |
title_short | The Trypanosoma brucei MitoCarta and its regulation and splicing pattern during development |
title_sort | trypanosoma brucei mitocarta and its regulation and splicing pattern during development |
topic | Computational Biology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2995047/ https://www.ncbi.nlm.nih.gov/pubmed/20660476 http://dx.doi.org/10.1093/nar/gkq618 |
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