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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...

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Autores principales: Zhang, Xiaobai, Cui, Juan, Nilsson, Daniel, Gunasekera, Kapila, Chanfon, Astrid, Song, Xiaofeng, Wang, Huinan, Xu, Ying, Ochsenreiter, Torsten
Formato: Texto
Lenguaje:English
Publicado: Oxford University Press 2010
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.
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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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