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Genome-wide transcription start site mapping of Bradyrhizobium japonicum grown free-living or in symbiosis – a rich resource to identify new transcripts, proteins and to study gene regulation

BACKGROUND: Differential RNA-sequencing (dRNA-seq) is indispensable for determination of primary transcriptomes. However, using dRNA-seq data to map transcriptional start sites (TSSs) and promoters genome-wide is a bioinformatics challenge. We performed dRNA-seq of Bradyrhizobium japonicum USDA 110,...

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Autores principales: Čuklina, Jelena, Hahn, Julia, Imakaev, Maxim, Omasits, Ulrich, Förstner, Konrad U., Ljubimov, Nikolay, Goebel, Melanie, Pessi, Gabriella, Fischer, Hans-Martin, Ahrens, Christian H., Gelfand, Mikhail S., Evguenieva-Hackenberg, Elena
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4842269/
https://www.ncbi.nlm.nih.gov/pubmed/27107716
http://dx.doi.org/10.1186/s12864-016-2602-9
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author Čuklina, Jelena
Hahn, Julia
Imakaev, Maxim
Omasits, Ulrich
Förstner, Konrad U.
Ljubimov, Nikolay
Goebel, Melanie
Pessi, Gabriella
Fischer, Hans-Martin
Ahrens, Christian H.
Gelfand, Mikhail S.
Evguenieva-Hackenberg, Elena
author_facet Čuklina, Jelena
Hahn, Julia
Imakaev, Maxim
Omasits, Ulrich
Förstner, Konrad U.
Ljubimov, Nikolay
Goebel, Melanie
Pessi, Gabriella
Fischer, Hans-Martin
Ahrens, Christian H.
Gelfand, Mikhail S.
Evguenieva-Hackenberg, Elena
author_sort Čuklina, Jelena
collection PubMed
description BACKGROUND: Differential RNA-sequencing (dRNA-seq) is indispensable for determination of primary transcriptomes. However, using dRNA-seq data to map transcriptional start sites (TSSs) and promoters genome-wide is a bioinformatics challenge. We performed dRNA-seq of Bradyrhizobium japonicum USDA 110, the nitrogen-fixing symbiont of soybean, and developed algorithms to map TSSs and promoters. RESULTS: A specialized machine learning procedure for TSS recognition allowed us to map 15,923 TSSs: 14,360 in free-living bacteria, 4329 in symbiosis with soybean and 2766 in both conditions. Further, we provide proteomic evidence for 4090 proteins, among them 107 proteins corresponding to new genes and 178 proteins with N-termini different from the existing annotation (72 and 109 of them with TSS support, respectively). Guided by proteomics evidence, previously identified TSSs and TSSs experimentally validated here, we assign a score threshold to flag 14 % of the mapped TSSs as a class of lower confidence. However, this class of lower confidence contains valid TSSs of low-abundant transcripts. Moreover, we developed a de novo algorithm to identify promoter motifs upstream of mapped TSSs, which is publicly available, and found motifs mainly used in symbiosis (similar to RpoN-dependent promoters) or under both conditions (similar to RpoD-dependent promoters). Mapped TSSs and putative promoters, proteomic evidence and updated gene annotation were combined into an annotation file. CONCLUSIONS: The genome-wide TSS and promoter maps along with the extended genome annotation of B. japonicum represent a valuable resource for future systems biology studies and for detailed analyses of individual non-coding transcripts and ORFs. Our data will also provide new insights into bacterial gene regulation during the agriculturally important symbiosis between rhizobia and legumes. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12864-016-2602-9) contains supplementary material, which is available to authorized users.
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spelling pubmed-48422692016-04-25 Genome-wide transcription start site mapping of Bradyrhizobium japonicum grown free-living or in symbiosis – a rich resource to identify new transcripts, proteins and to study gene regulation Čuklina, Jelena Hahn, Julia Imakaev, Maxim Omasits, Ulrich Förstner, Konrad U. Ljubimov, Nikolay Goebel, Melanie Pessi, Gabriella Fischer, Hans-Martin Ahrens, Christian H. Gelfand, Mikhail S. Evguenieva-Hackenberg, Elena BMC Genomics Research Article BACKGROUND: Differential RNA-sequencing (dRNA-seq) is indispensable for determination of primary transcriptomes. However, using dRNA-seq data to map transcriptional start sites (TSSs) and promoters genome-wide is a bioinformatics challenge. We performed dRNA-seq of Bradyrhizobium japonicum USDA 110, the nitrogen-fixing symbiont of soybean, and developed algorithms to map TSSs and promoters. RESULTS: A specialized machine learning procedure for TSS recognition allowed us to map 15,923 TSSs: 14,360 in free-living bacteria, 4329 in symbiosis with soybean and 2766 in both conditions. Further, we provide proteomic evidence for 4090 proteins, among them 107 proteins corresponding to new genes and 178 proteins with N-termini different from the existing annotation (72 and 109 of them with TSS support, respectively). Guided by proteomics evidence, previously identified TSSs and TSSs experimentally validated here, we assign a score threshold to flag 14 % of the mapped TSSs as a class of lower confidence. However, this class of lower confidence contains valid TSSs of low-abundant transcripts. Moreover, we developed a de novo algorithm to identify promoter motifs upstream of mapped TSSs, which is publicly available, and found motifs mainly used in symbiosis (similar to RpoN-dependent promoters) or under both conditions (similar to RpoD-dependent promoters). Mapped TSSs and putative promoters, proteomic evidence and updated gene annotation were combined into an annotation file. CONCLUSIONS: The genome-wide TSS and promoter maps along with the extended genome annotation of B. japonicum represent a valuable resource for future systems biology studies and for detailed analyses of individual non-coding transcripts and ORFs. Our data will also provide new insights into bacterial gene regulation during the agriculturally important symbiosis between rhizobia and legumes. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12864-016-2602-9) contains supplementary material, which is available to authorized users. BioMed Central 2016-04-23 /pmc/articles/PMC4842269/ /pubmed/27107716 http://dx.doi.org/10.1186/s12864-016-2602-9 Text en © Čuklina et al. 2016 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated.
spellingShingle Research Article
Čuklina, Jelena
Hahn, Julia
Imakaev, Maxim
Omasits, Ulrich
Förstner, Konrad U.
Ljubimov, Nikolay
Goebel, Melanie
Pessi, Gabriella
Fischer, Hans-Martin
Ahrens, Christian H.
Gelfand, Mikhail S.
Evguenieva-Hackenberg, Elena
Genome-wide transcription start site mapping of Bradyrhizobium japonicum grown free-living or in symbiosis – a rich resource to identify new transcripts, proteins and to study gene regulation
title Genome-wide transcription start site mapping of Bradyrhizobium japonicum grown free-living or in symbiosis – a rich resource to identify new transcripts, proteins and to study gene regulation
title_full Genome-wide transcription start site mapping of Bradyrhizobium japonicum grown free-living or in symbiosis – a rich resource to identify new transcripts, proteins and to study gene regulation
title_fullStr Genome-wide transcription start site mapping of Bradyrhizobium japonicum grown free-living or in symbiosis – a rich resource to identify new transcripts, proteins and to study gene regulation
title_full_unstemmed Genome-wide transcription start site mapping of Bradyrhizobium japonicum grown free-living or in symbiosis – a rich resource to identify new transcripts, proteins and to study gene regulation
title_short Genome-wide transcription start site mapping of Bradyrhizobium japonicum grown free-living or in symbiosis – a rich resource to identify new transcripts, proteins and to study gene regulation
title_sort genome-wide transcription start site mapping of bradyrhizobium japonicum grown free-living or in symbiosis – a rich resource to identify new transcripts, proteins and to study gene regulation
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4842269/
https://www.ncbi.nlm.nih.gov/pubmed/27107716
http://dx.doi.org/10.1186/s12864-016-2602-9
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