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Akiyama T, Kim M. Bet-hedging: Bacterial ribosome dynamics during growth transitions. Curr Biol 2023; 33:R1186-R1188. [PMID: 37989094 DOI: 10.1016/j.cub.2023.10.007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2023]
Abstract
It is known that bacteria reduce their ribosome numbers during nutrient starvation. New research shows that this regulation leads to the formation of two subpopulations with distinct ribosomal RNA levels. The distinct levels affect the growth recovery when nutrients become available, suggesting a possible bet-hedging strategy.
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Affiliation(s)
- Tatsuya Akiyama
- Department of Physics, Emory University, Atlanta, GA 30322, USA; Graduate Division of Biological and Biomedical Sciences, Emory University, Atlanta, GA 30322, USA
| | - Minsu Kim
- Department of Physics, Emory University, Atlanta, GA 30322, USA; Graduate Division of Biological and Biomedical Sciences, Emory University, Atlanta, GA 30322, USA; Antibiotic Research Center, Emory University, Atlanta, GA 30322, USA.
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2
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Raad N, Tandon D, Hapfelmeier S, Polacek N. The stationary phase-specific sRNA FimR2 is a multifunctional regulator of bacterial motility, biofilm formation and virulence. Nucleic Acids Res 2022; 50:11858-11875. [PMID: 36354005 PMCID: PMC9723502 DOI: 10.1093/nar/gkac1025] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2022] [Revised: 10/06/2022] [Accepted: 10/20/2022] [Indexed: 11/11/2022] Open
Abstract
Bacterial pathogens employ a plethora of virulence factors for host invasion, and their use is tightly regulated to maximize infection efficiency and manage resources in a nutrient-limited environment. Here we show that during Escherichia coli stationary phase the 3' UTR-derived small non-coding RNA FimR2 regulates fimbrial and flagellar biosynthesis at the post-transcriptional level, leading to biofilm formation as the dominant mode of survival under conditions of nutrient depletion. FimR2 interacts with the translational regulator CsrA, antagonizing its functions and firmly tightening control over motility and biofilm formation. Generated through RNase E cleavage, FimR2 regulates stationary phase biology by fine-tuning target mRNA levels independently of the chaperones Hfq and ProQ. The Salmonella enterica orthologue of FimR2 induces effector protein secretion by the type III secretion system and stimulates infection, thus linking the sRNA to virulence. This work reveals the importance of bacterial sRNAs in modulating various aspects of bacterial physiology including stationary phase and virulence.
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Affiliation(s)
- Nicole Raad
- Department of Chemistry, Biochemistry, and Pharmaceutical Sciences, University of Bern, Bern, Switzerland,Graduate School for Cellular and Biomedical Sciences, Bern, Switzerland
| | - Disha Tandon
- Graduate School for Cellular and Biomedical Sciences, Bern, Switzerland,Institute for Infectious Diseases, University of Bern, Bern, Switzerland
| | | | - Norbert Polacek
- To whom correspondence should be addressed. Tel: +41 31 684 43 20;
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Khaova EA, Kashevarova NM, Tkachenko AG. Ribosome Hibernation: Molecular Strategy of Bacterial Survival (Review). APPL BIOCHEM MICRO+ 2022. [DOI: 10.1134/s0003683822030061] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
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High-Resolution Differentiation of Enteric Bacteria in Premature Infant Fecal Microbiomes Using a Novel rRNA Amplicon. mBio 2021; 12:mBio.03656-20. [PMID: 33593974 PMCID: PMC8545133 DOI: 10.1128/mbio.03656-20] [Citation(s) in RCA: 21] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/15/2023] Open
Abstract
Identifying and tracking microbial strains as microbiomes evolve are major challenges in the field of microbiome research. We utilized a new sequencing kit that combines DNA extraction with PCR amplification of a large region of the rRNA operon and downstream bioinformatic data analysis. Longitudinal microbiome samples of coadmitted twins from two different neonatal intensive care units (NICUs) were analyzed using an ∼2,500-base amplicon that spans the 16S and 23S rRNA genes and mapped to a new, custom 16S-23S rRNA database. Amplicon sequence variants (ASVs) inferred using DADA2 provided sufficient resolution for the differentiation of rRNA variants from closely related but not previously sequenced Klebsiella, Escherichia coli, and Enterobacter strains, among the first bacteria colonizing the gut of these infants after admission to the NICU. Distinct ASV groups (fingerprints) were monitored between coadmitted twins over time, demonstrating the potential to track the source and spread of both commensals and pathogens. The high-resolution taxonomy obtained from long amplicon sequencing enables the tracking of strains temporally and spatially as microbiomes are established in infants in the hospital environment.
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Raad N, Luidalepp H, Fasnacht M, Polacek N. Transcriptome-Wide Analysis of Stationary Phase Small ncRNAs in E. coli. Int J Mol Sci 2021; 22:1703. [PMID: 33567722 PMCID: PMC7914890 DOI: 10.3390/ijms22041703] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2020] [Revised: 02/05/2021] [Accepted: 02/05/2021] [Indexed: 12/13/2022] Open
Abstract
Almost two-thirds of the microbiome's biomass has been predicted to be in a non-proliferating, and thus dormant, growth state. It is assumed that dormancy goes hand in hand with global downregulation of gene expression. However, it remains largely unknown how bacteria manage to establish this resting phenotype at the molecular level. Recently small non-protein-coding RNAs (sRNAs or ncRNAs) have been suggested to be involved in establishing the non-proliferating state in bacteria. Here, we have deep sequenced the small transcriptome of Escherichia coli in the exponential and stationary phases and analyzed the resulting reads by a novel biocomputational pipeline STARPA (Stable RNA Processing Product Analyzer). Our analysis reveals over 12,000 small transcripts enriched during both growth stages. Differential expression analysis reveals distinct sRNAs enriched in the stationary phase that originate from various genomic regions, including transfer RNA (tRNA) fragments. Furthermore, expression profiling by Northern blot and RT-qPCR analyses confirms the growth phase-dependent expression of several enriched sRNAs. Our study adds to the existing repertoire of bacterial sRNAs and suggests a role for some of these small molecules in establishing and maintaining stationary phase as well as the bacterial stress response. Functional characterization of these detected sRNAs has the potential of unraveling novel regulatory networks central for stationary phase biology.
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Affiliation(s)
- Nicole Raad
- Department of Chemistry, Biochemistry and Pharmaceutical Sciences, University of Bern, Freiestrasse 3, 3012 Bern, Switzerland; (N.R.); (H.L.); (M.F.)
- Graduate School for Cellular and Biomedical Sciences, University of Bern, 3012 Bern, Switzerland
| | - Hannes Luidalepp
- Department of Chemistry, Biochemistry and Pharmaceutical Sciences, University of Bern, Freiestrasse 3, 3012 Bern, Switzerland; (N.R.); (H.L.); (M.F.)
| | - Michel Fasnacht
- Department of Chemistry, Biochemistry and Pharmaceutical Sciences, University of Bern, Freiestrasse 3, 3012 Bern, Switzerland; (N.R.); (H.L.); (M.F.)
- Graduate School for Cellular and Biomedical Sciences, University of Bern, 3012 Bern, Switzerland
| | - Norbert Polacek
- Department of Chemistry, Biochemistry and Pharmaceutical Sciences, University of Bern, Freiestrasse 3, 3012 Bern, Switzerland; (N.R.); (H.L.); (M.F.)
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6
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7
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Fricker R, Brogli R, Luidalepp H, Wyss L, Fasnacht M, Joss O, Zywicki M, Helm M, Schneider A, Cristodero M, Polacek N. A tRNA half modulates translation as stress response in Trypanosoma brucei. Nat Commun 2019; 10:118. [PMID: 30631057 PMCID: PMC6328589 DOI: 10.1038/s41467-018-07949-6] [Citation(s) in RCA: 91] [Impact Index Per Article: 15.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2018] [Accepted: 12/03/2018] [Indexed: 12/17/2022] Open
Abstract
In the absence of extensive transcription control mechanisms the pathogenic parasite Trypanosoma brucei crucially depends on translation regulation to orchestrate gene expression. However, molecular insight into regulating protein biosynthesis is sparse. Here we analyze the small non-coding RNA (ncRNA) interactome of ribosomes in T. brucei during different growth conditions and life stages. Ribosome-associated ncRNAs have recently been recognized as unprecedented regulators of ribosome functions. Our data show that the tRNAThr 3´half is produced during nutrient deprivation and becomes one of the most abundant tRNA-derived RNA fragments (tdRs). tRNAThr halves associate with ribosomes and polysomes and stimulate translation by facilitating mRNA loading during stress recovery once starvation conditions ceased. Blocking or depleting the endogenous tRNAThr halves mitigates this stimulatory effect both in vivo and in vitro. T. brucei and its close relatives lack the well-described mammalian enzymes for tRNA half processing, thus hinting at a unique tdR biogenesis in these parasites.
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MESH Headings
- Polyribosomes/genetics
- Polyribosomes/metabolism
- Protein Biosynthesis/genetics
- Protozoan Proteins/genetics
- Protozoan Proteins/metabolism
- RNA, Messenger/genetics
- RNA, Messenger/metabolism
- RNA, Protozoan/genetics
- RNA, Protozoan/metabolism
- RNA, Small Untranslated/genetics
- RNA, Small Untranslated/metabolism
- RNA, Transfer/genetics
- RNA, Transfer/metabolism
- RNA, Transfer, Thr/genetics
- RNA, Transfer, Thr/metabolism
- Ribosomes/genetics
- Ribosomes/metabolism
- Stress, Physiological
- Trypanosoma brucei brucei/genetics
- Trypanosoma brucei brucei/metabolism
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Affiliation(s)
- Roger Fricker
- Department of Chemistry and Biochemistry, University of Bern, Freiestrasse 3, 3012, Bern, Switzerland
- Graduate School for Cellular and Biomedical Sciences, University of Bern, 3012, Bern, Switzerland
| | - Rebecca Brogli
- Department of Chemistry and Biochemistry, University of Bern, Freiestrasse 3, 3012, Bern, Switzerland
- Graduate School for Cellular and Biomedical Sciences, University of Bern, 3012, Bern, Switzerland
| | - Hannes Luidalepp
- Department of Chemistry and Biochemistry, University of Bern, Freiestrasse 3, 3012, Bern, Switzerland
| | - Leander Wyss
- Department of Chemistry and Biochemistry, University of Bern, Freiestrasse 3, 3012, Bern, Switzerland
- Graduate School for Cellular and Biomedical Sciences, University of Bern, 3012, Bern, Switzerland
| | - Michel Fasnacht
- Department of Chemistry and Biochemistry, University of Bern, Freiestrasse 3, 3012, Bern, Switzerland
- Graduate School for Cellular and Biomedical Sciences, University of Bern, 3012, Bern, Switzerland
| | - Oliver Joss
- Department of Chemistry and Biochemistry, University of Bern, Freiestrasse 3, 3012, Bern, Switzerland
| | - Marek Zywicki
- Department of Computational Biology, Institute of Molecular Biology and Biotechnology, Adam Mickiewicz University, Umultowska 89, 61-614, Poznan, Poland
| | - Mark Helm
- Institute of Pharmacy and Biochemistry, Johannes Gutenberg-University of Mainz, Staudingerweg 5, D-55128, Mainz, Germany
| | - André Schneider
- Department of Chemistry and Biochemistry, University of Bern, Freiestrasse 3, 3012, Bern, Switzerland
| | - Marina Cristodero
- Department of Chemistry and Biochemistry, University of Bern, Freiestrasse 3, 3012, Bern, Switzerland.
| | - Norbert Polacek
- Department of Chemistry and Biochemistry, University of Bern, Freiestrasse 3, 3012, Bern, Switzerland.
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8
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Mleczko AM, Celichowski P, Bąkowska-Żywicka K. Transfer RNA-derived fragments target and regulate ribosome-associated aminoacyl-transfer RNA synthetases. BIOCHIMICA ET BIOPHYSICA ACTA. GENE REGULATORY MECHANISMS 2018; 1861:S1874-9399(17)30380-2. [PMID: 29883755 DOI: 10.1016/j.bbagrm.2018.06.001] [Citation(s) in RCA: 41] [Impact Index Per Article: 5.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/03/2017] [Revised: 06/02/2018] [Accepted: 06/02/2018] [Indexed: 01/08/2023]
Abstract
Ribosome-associated noncoding (ranc) RNAs are a novel class of short regulatory RNAs with functions and origins that have not been well studied. In this present study, we functionally characterized the molecular activity of Saccharomyces cerevisiae transfer RNA (tRNA)-derived fragments (tRFs) during protein biosynthesis. Our results indicate ribosome-associated tRFs derived from both 5' (ranc-5'-tRFs) and 3'-part of tRNAs (ranc-3'-tRFs) have regulatory roles during translation. We demonstrated five 3'-tRFs and one 5'-tRF associate with a small ribosomal subunit and aminoacyl-tRNA synthetases (aa-RSs) in yeast. Furthermore, we discovered that four yeast aa-RSs interact directly with yeast ribosomes. tRFs interactions with ribosome-associated aa-RSs correlate with impaired efficiency of tRNA aminoacylation.
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Affiliation(s)
- Anna M Mleczko
- Institute of Bioorganic Chemistry Polish Academy of Sciences, Noskowskiego St. 12/14, 61-704 Poznan, Poland
| | - Piotr Celichowski
- Institute of Bioorganic Chemistry Polish Academy of Sciences, Noskowskiego St. 12/14, 61-704 Poznan, Poland
| | - Kamilla Bąkowska-Żywicka
- Institute of Bioorganic Chemistry Polish Academy of Sciences, Noskowskiego St. 12/14, 61-704 Poznan, Poland.
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Failmezger J, Rauter M, Nitschel R, Kraml M, Siemann-Herzberg M. Cell-free protein synthesis from non-growing, stressed Escherichia coli. Sci Rep 2017; 7:16524. [PMID: 29184159 PMCID: PMC5705671 DOI: 10.1038/s41598-017-16767-7] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2017] [Accepted: 11/16/2017] [Indexed: 01/01/2023] Open
Abstract
Cell-free protein synthesis is a versatile protein production system. Performance of the protein synthesis depends on highly active cytoplasmic extracts. Extracts from E. coli are believed to work best; they are routinely obtained from exponential growing cells, aiming to capture the most active translation system. Here, we report an active cell-free protein synthesis system derived from cells harvested at non-growth, stressed conditions. We found a downshift of ribosomes and proteins. However, a characterization revealed that the stoichiometry of ribosomes and key translation factors was conserved, pointing to a fully intact translation system. This was emphasized by synthesis rates, which were comparable to those of systems obtained from fast-growing cells. Our approach is less laborious than traditional extract preparation methods and multiplies the yield of extract per cultivation. This simplified growth protocol has the potential to attract new entrants to cell-free protein synthesis and to broaden the pool of applications. In this respect, a translation system originating from heat stressed, non-growing E. coli enabled an extension of endogenous transcription units. This was demonstrated by the sigma factor depending activation of parallel transcription. Our cell-free expression platform adds to the existing versatility of cell-free translation systems and presents a tool for cell-free biology.
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Affiliation(s)
- Jurek Failmezger
- Institute of Biochemical Engineering, University of Stuttgart, Stuttgart, Germany
| | - Michael Rauter
- Institute of Biochemical Engineering, University of Stuttgart, Stuttgart, Germany
| | - Robert Nitschel
- Institute of Biochemical Engineering, University of Stuttgart, Stuttgart, Germany
| | - Michael Kraml
- Institute of Biochemical Engineering, University of Stuttgart, Stuttgart, Germany
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11
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Jaishankar J, Srivastava P. Molecular Basis of Stationary Phase Survival and Applications. Front Microbiol 2017; 8:2000. [PMID: 29085349 PMCID: PMC5650638 DOI: 10.3389/fmicb.2017.02000] [Citation(s) in RCA: 154] [Impact Index Per Article: 19.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2017] [Accepted: 09/28/2017] [Indexed: 12/04/2022] Open
Abstract
Stationary phase is the stage when growth ceases but cells remain metabolically active. Several physical and molecular changes take place during this stage that makes them interesting to explore. The characteristic proteins synthesized in the stationary phase are indispensable as they confer viability to the bacteria. Detailed knowledge of these proteins and the genes synthesizing them is required to understand the survival in such nutrient deprived conditions. The promoters, which drive the expression of these genes, are called stationary phase promoters. These promoters exhibit increased activity in the stationary phase and less or no activity in the exponential phase. The vectors constructed based on these promoters are ideal for large-scale protein production due to the absence of any external inducers. A number of recombinant protein production systems have been developed using these promoters. This review describes the stationary phase survival of bacteria, the promoters involved, their importance, regulation, and applications.
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Affiliation(s)
- Jananee Jaishankar
- Department of Biochemical Engineering and Biotechnology, Indian Institute of Technology, New Delhi, India
| | - Preeti Srivastava
- Department of Biochemical Engineering and Biotechnology, Indian Institute of Technology, New Delhi, India
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12
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Shedlovskiy D, Zinskie JA, Gardner E, Pestov DG, Shcherbik N. Endonucleolytic cleavage in the expansion segment 7 of 25S rRNA is an early marker of low-level oxidative stress in yeast. J Biol Chem 2017; 292:18469-18485. [PMID: 28939771 DOI: 10.1074/jbc.m117.800003] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2017] [Revised: 09/13/2017] [Indexed: 12/29/2022] Open
Abstract
The ability to detect and respond to oxidative stress is crucial to the survival of living organisms. In cells, sensing of increased levels of reactive oxygen species (ROS) activates many defensive mechanisms that limit or repair damage to cell components. The ROS-signaling responses necessary for cell survival under oxidative stress conditions remain incompletely understood, especially for the translational machinery. Here, we found that drug treatments or a genetic deficiency in the thioredoxin system that increase levels of endogenous hydrogen peroxide in the yeast Saccharomyces cerevisiae promote site-specific endonucleolytic cleavage in 25S ribosomal RNA (rRNA) adjacent to the c loop of the expansion segment 7 (ES7), a putative regulatory region located on the surface of the 60S ribosomal subunit. Our data also show that ES7c is cleaved at early stages of the gene expression program that enables cells to successfully counteract oxidative stress and is not a prerequisite or consequence of apoptosis. Moreover, the 60S subunits containing ES7c-cleaved rRNA cofractionate with intact subunits in sucrose gradients and repopulate polysomes after a short starvation-induced translational block, indicating their active role in translation. These results demonstrate that ES7c cleavage in rRNA is an early and sensitive marker of increased ROS levels in yeast cells and suggest that changes in ribosomes may be involved in the adaptive response to oxidative stress.
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Affiliation(s)
| | | | - Ethan Gardner
- From the Department of Cell Biology and Neuroscience and.,the Graduate School for Biomedical Sciences, Rowan University, Stratford, New Jersey 08084
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Gebetsberger J, Wyss L, Mleczko AM, Reuther J, Polacek N. A tRNA-derived fragment competes with mRNA for ribosome binding and regulates translation during stress. RNA Biol 2016; 14:1364-1373. [PMID: 27892771 PMCID: PMC5711459 DOI: 10.1080/15476286.2016.1257470] [Citation(s) in RCA: 136] [Impact Index Per Article: 15.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/03/2023] Open
Abstract
Posttranscriptional processing of RNA molecules is a common strategy to enlarge the structural and functional repertoire of RNomes observed in all 3 domains of life. Fragmentation of RNA molecules of basically all functional classes has been reported to yield smaller non-protein coding RNAs (ncRNAs) that typically possess different roles compared with their parental transcripts. Here we show that a valine tRNA-derived fragment (Val-tRF) that is produced under certain stress conditions in the halophilic archaeon Haloferax volcanii is capable of binding to the small ribosomal subunit. As a consequence of Val-tRF binding mRNA is displaced from the initiation complex which results in global translation attenuation in vivo and in vitro. The fact that the archaeal Val-tRF also inhibits eukaryal as well as bacterial protein biosynthesis implies a functionally conserved mode of action. While tRFs and tRNA halves have been amply identified in recent RNA-seq project, Val-tRF described herein represents one of the first functionally characterized tRNA processing products to date.
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Affiliation(s)
- Jennifer Gebetsberger
- a Department of Chemistry and Biochemistry , University of Bern , Freiestrasse, Bern , Switzerland
| | - Leander Wyss
- a Department of Chemistry and Biochemistry , University of Bern , Freiestrasse, Bern , Switzerland.,b Graduate School for Cellular and Biomedical Sciences, University of Bern , Bern , Switzerland
| | - Anna M Mleczko
- a Department of Chemistry and Biochemistry , University of Bern , Freiestrasse, Bern , Switzerland
| | - Julia Reuther
- a Department of Chemistry and Biochemistry , University of Bern , Freiestrasse, Bern , Switzerland
| | - Norbert Polacek
- a Department of Chemistry and Biochemistry , University of Bern , Freiestrasse, Bern , Switzerland
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Mets T, Lippus M, Schryer D, Liiv A, Kasari V, Paier A, Maiväli Ü, Remme J, Tenson T, Kaldalu N. Toxins MazF and MqsR cleave Escherichia coli rRNA precursors at multiple sites. RNA Biol 2016; 14:124-135. [PMID: 27858580 DOI: 10.1080/15476286.2016.1259784] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022] Open
Abstract
The endoribonuclease toxins of the E. coli toxin-antitoxin systems arrest bacterial growth and protein synthesis by targeting cellular mRNAs. As an exception, E. coli MazF was reported to cleave also 16S rRNA at a single site and separate an anti-Shine-Dalgarno sequence-containing RNA fragment from the ribosome. We noticed extensive rRNA fragmentation in response to induction of the toxins MazF and MqsR, which suggested that these toxins can cleave rRNA at multiple sites. We adapted differential RNA-sequencing to map the toxin-cleaved 5'- and 3'-ends. Our results show that the MazF and MqsR cleavage sites are located within structured rRNA regions and, therefore, are not accessible in assembled ribosomes. Most of the rRNA fragments are located in the aberrant ribosomal subunits that accumulate in response to toxin induction and contain unprocessed rRNA precursors. We did not detect MazF- or MqsR-cleaved rRNA in stationary phase bacteria and in assembled ribosomes. Thus, we conclude that MazF and MqsR cleave rRNA precursors before the ribosomes are assembled and potentially facilitate the decay of surplus rRNA transcripts during stress.
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Affiliation(s)
- Toomas Mets
- a Institute of Technology, University of Tartu , Tartu , Estonia
| | - Markus Lippus
- a Institute of Technology, University of Tartu , Tartu , Estonia
| | - David Schryer
- a Institute of Technology, University of Tartu , Tartu , Estonia
| | - Aivar Liiv
- b Institute of Molecular and Cell Biology, University of Tartu , Tartu , Estonia
| | - Villu Kasari
- a Institute of Technology, University of Tartu , Tartu , Estonia
| | - Anton Paier
- a Institute of Technology, University of Tartu , Tartu , Estonia
| | - Ülo Maiväli
- a Institute of Technology, University of Tartu , Tartu , Estonia
| | - Jaanus Remme
- b Institute of Molecular and Cell Biology, University of Tartu , Tartu , Estonia
| | - Tanel Tenson
- a Institute of Technology, University of Tartu , Tartu , Estonia
| | - Niilo Kaldalu
- a Institute of Technology, University of Tartu , Tartu , Estonia
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