1
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Kim S, Wang YH, Hassan A, Kim S. Re-defining how mRNA degradation is coordinated with transcription and translation in bacteria. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.04.18.588412. [PMID: 38659903 PMCID: PMC11042359 DOI: 10.1101/2024.04.18.588412] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/26/2024]
Abstract
In eukaryotic cells, transcription, translation, and mRNA degradation occur in distinct subcellular regions. How these mRNA processes are organized in bacteria, without employing membrane-bound compartments, remains unclear. Here, we present generalizable principles underlying coordination between these processes in bacteria. In Escherichia coli, we found that co-transcriptional degradation is rare for mRNAs except for those encoding inner membrane proteins, due to membrane localization of the main ribonuclease, RNase E. We further found, by varying ribosome binding sequences, that translation affects mRNA stability not because ribosomes protect mRNA from degradation, but because low translation leads to premature transcription termination in the absence of transcription-translation coupling. Extending our analyses to Bacillus subtilis and Caulobacter crescentus, we established subcellular localization of RNase E (or its homolog) and premature transcription termination in the absence of transcription-translation coupling as key determinants that explain differences in transcriptional and translational coupling to mRNA degradation across genes and species.
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Affiliation(s)
- Seunghyeon Kim
- Department of Physics, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA
| | - Yu-Huan Wang
- Department of Physics, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA
| | - Albur Hassan
- Department of Physics, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA
| | - Sangjin Kim
- Department of Physics, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA
- Center for Biophysics and Quantitative Biology, University of Illinois at Urbana–Champaign, Urbana, IL 61801, USA
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2
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Song Y, Wang Y, Yan S, Nakamura K, Kikukawa T, Ayabe T, Aizawa T. Efficient recombinant production of mouse-derived cryptdin family peptides by a novel facilitation strategy for inclusion body formation. Microb Cell Fact 2023; 22:9. [PMID: 36635697 PMCID: PMC9838031 DOI: 10.1186/s12934-023-02016-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2022] [Accepted: 01/01/2023] [Indexed: 01/14/2023] Open
Abstract
BACKGROUND A number of antimicrobial peptides (AMPs) hold promise as new drugs owing to their potent bactericidal activity and because they are often refractory to the development of drug resistance. Cryptdins (Crps) are a family of antimicrobial peptides found in the small intestine of mice, comprising six isoforms containing three sets of disulfide bonds. Although Crp4 is actively being investigated, there have been few studies to date on the other Crp isoforms. A prerequisite for detailed characterization of the other Crp isoforms is establishment of efficient sample preparation methods. RESULTS To avoid degradation during recombinant expression of Crps in E. coli, co-expression of Crps with the aggregation-prone protein human α-lactalbumin (HLA) was used to promote the formation of stable inclusion bodies. Using this method, the production of Crp4 and Crp6 by the BL21 strain was effective, but the expression of other Crp isoforms was not as efficient. The results of a cell-free system study suggested that Crps were degraded, even though a substantial amounts of Crps were synthesized. Therefore, using the Origami™ B strain, we were able to significantly increase the expression efficiency of Crps by promoting the formation of erroneous intermolecular disulfide bonds between HLA and Crps, thereby promoting protein aggregation and inclusion body formation, which prevented degradation. The various Crp isoforms were successfully refolded in vitro and purified using reversed-phase HPLC. In addition, the yield was further improved by deformylation of formyl-Crps. We measured the antibacterial activity of Crps against both Gram-positive and Gram-negative bacteria. Each Crp isoform exhibited a completely different trend in antimicrobial activity, although conformational analysis by circular dichroism did not reveal any significant steric differences. CONCLUSION In this study, we established a novel and efficient method for the production of the cryptdin family of cysteine-containing antimicrobial peptides. Additionally, we found that there were notable differences in the antibacterial activities of the various Crp family members. The expression system established in this study is expected to provide new insights regarding the mechanisms underlying the different antibacterial activities of the Crp family of peptides.
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Affiliation(s)
- Yuchi Song
- grid.39158.360000 0001 2173 7691Laboratory of Protein Science, Graduate School of Life Science, Hokkaido University, Sapporo, Hokkaido Japan
| | - Yi Wang
- grid.39158.360000 0001 2173 7691Laboratory of Protein Science, Graduate School of Life Science, Hokkaido University, Sapporo, Hokkaido Japan
| | - Shaonan Yan
- grid.39158.360000 0001 2173 7691Laboratory of Protein Science, Graduate School of Life Science, Hokkaido University, Sapporo, Hokkaido Japan
| | - Kiminori Nakamura
- grid.39158.360000 0001 2173 7691Innate Immunity Laboratory, Graduate School of Life Science, Hokkaido University, Sapporo, Hokkaido Japan
| | - Takashi Kikukawa
- grid.39158.360000 0001 2173 7691Laboratory of Biological Information Analysis Science, Graduate School of Life Science, Hokkaido University, Sapporo, Hokkaido Japan
| | - Tokiyoshi Ayabe
- grid.39158.360000 0001 2173 7691Innate Immunity Laboratory, Graduate School of Life Science, Hokkaido University, Sapporo, Hokkaido Japan
| | - Tomoyasu Aizawa
- grid.39158.360000 0001 2173 7691Laboratory of Protein Science, Graduate School of Life Science, Hokkaido University, Sapporo, Hokkaido Japan
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3
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Köbel T, Melo Palhares R, Fromm C, Szymanski W, Angelidou G, Glatter T, Georg J, Berghoff BA, Schindler D. An Easy-to-Use Plasmid Toolset for Efficient Generation and Benchmarking of Synthetic Small RNAs in Bacteria. ACS Synth Biol 2022; 11:2989-3003. [PMID: 36044590 PMCID: PMC9486967 DOI: 10.1021/acssynbio.2c00164] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/24/2023]
Abstract
Synthetic biology approaches life from the perspective of an engineer. Standardized and de novo design of genetic parts to subsequently build reproducible and controllable modules, for example, for circuit design, is a key element. To achieve this, natural systems and elements often serve as a blueprint for researchers. Regulation of protein abundance is controlled at DNA, mRNA, and protein levels. Many tools for the activation or repression of transcription or the destabilization of proteins are available, but easy-to-handle minimal regulatory elements on the mRNA level are preferable when translation needs to be modulated. Regulatory RNAs contribute considerably to regulatory networks in all domains of life. In particular, bacteria use small regulatory RNAs (sRNAs) to regulate mRNA translation. Slowly, sRNAs are attracting the interest of using them for broad applications in synthetic biology. Here, we promote a "plug and play" plasmid toolset to quickly and efficiently create synthetic sRNAs to study sRNA biology or their application in bacteria. We propose a simple benchmarking assay by targeting the acrA gene of Escherichia coli and rendering cells sensitive toward the β-lactam antibiotic oxacillin. We further highlight that it may be necessary to test multiple seed regions and sRNA scaffolds to achieve the desired regulatory effect. The described plasmid toolset allows quick construction and testing of various synthetic sRNAs based on the user's needs.
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Affiliation(s)
- Tania
S. Köbel
- RG
Schindler, Max-Planck-Institute for Terrestrial
Microbiology, Karl-von-Frisch-Street
10, 35043 Marburg, Germany,MaxGENESYS
Biofoundry, Max-Planck-Institute for Terrestrial
Microbiology, Karl-von-Frisch-Street
10, 35043 Marburg, Germany
| | - Rafael Melo Palhares
- RG
Schindler, Max-Planck-Institute for Terrestrial
Microbiology, Karl-von-Frisch-Street
10, 35043 Marburg, Germany,Institute
for Microbiology and Molecular Biology, Justus Liebig University Giessen, Heinrich-Buff-Ring 26-32, 35392 Giessen, Germany
| | - Christin Fromm
- Institute
for Microbiology and Molecular Biology, Justus Liebig University Giessen, Heinrich-Buff-Ring 26-32, 35392 Giessen, Germany
| | - Witold Szymanski
- Mass
Spectrometry and Proteomics Core Facility, Max-Planck-Institute for Terrestrial Microbiology, Karl-von-Frisch-Street 10, 35043 Marburg, Germany
| | - Georgia Angelidou
- Mass
Spectrometry and Proteomics Core Facility, Max-Planck-Institute for Terrestrial Microbiology, Karl-von-Frisch-Street 10, 35043 Marburg, Germany
| | - Timo Glatter
- Mass
Spectrometry and Proteomics Core Facility, Max-Planck-Institute for Terrestrial Microbiology, Karl-von-Frisch-Street 10, 35043 Marburg, Germany
| | - Jens Georg
- Institut
für Biologie III, Albert-Ludwigs-Universität
Freiburg, Schänzlestraße
1, 79104 Freiburg, Germany
| | - Bork A. Berghoff
- Institute
for Microbiology and Molecular Biology, Justus Liebig University Giessen, Heinrich-Buff-Ring 26-32, 35392 Giessen, Germany,
| | - Daniel Schindler
- RG
Schindler, Max-Planck-Institute for Terrestrial
Microbiology, Karl-von-Frisch-Street
10, 35043 Marburg, Germany,MaxGENESYS
Biofoundry, Max-Planck-Institute for Terrestrial
Microbiology, Karl-von-Frisch-Street
10, 35043 Marburg, Germany,
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4
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Sun Y, Shao X, Zhang Y, Han L, Huang J, Xie Y, Liu J, Deng X. Maintenance of tRNA and elongation factors supports T3SS proteins translational elongations in pathogenic bacteria during nutrient starvation. Cell Biosci 2022; 12:147. [PMID: 36064743 PMCID: PMC9446538 DOI: 10.1186/s13578-022-00884-6] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2022] [Accepted: 08/13/2022] [Indexed: 11/10/2022] Open
Abstract
Abstract
Background
Sufficient nutrition contributes to rapid translational elongation and protein synthesis in eukaryotic cells and prokaryotic bacteria. Fast synthesis and accumulation of type III secretion system (T3SS) proteins conduce to the invasion of pathogenic bacteria into the host cells. However, the translational elongation patterns of T3SS proteins in pathogenic bacteria under T3SS-inducing conditions remain unclear. Here, we report a mechanism of translational elongation of T3SS regulators, effectors and structural protein in four model pathogenic bacteria (Pseudomonas syringae, Pseudomonas aeruginosa, Xanthomonas oryzae and Ralstonia solanacearum) and a clinical isolate (Pseudomonas aeruginosa UCBPP-PA14) under nutrient-limiting conditions. We proposed a luminescence reporter system to quantitatively determine the translational elongation rates (ERs) of T3SS regulators, effectors and structural protein under different nutrient-limiting conditions and culture durations.
Results
The translational ERs of T3SS regulators, effectors and structural protein in these pathogenic bacteria were negatively regulated by the nutrient concentration and culture duration. The translational ERs in 0.5× T3SS-inducing medium were the highest of all tested media. In 1× T3SS-inducing medium, the translational ERs were highest at 0 min and then rapidly decreased. The translational ERs of T3SS regulators, effectors and structural protein were inhibited by tRNA degradation and by reduced levels of elongation factors (EFs).
Conclusions
Rapid translational ER and synthesis of T3SS protein need adequate tRNAs and EFs in nutrient-limiting conditions. Numeric presentation of T3SS translation visually indicates the invasion of bacteria and provides new insights into T3SS expression that can be applied to other pathogenic bacteria.
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5
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Neumann T, Tuller T. Modeling the ribosomal small subunit dynamic in Saccharomyces cerevisiae based on TCP-seq data. Nucleic Acids Res 2022; 50:1297-1316. [PMID: 35100399 PMCID: PMC8860609 DOI: 10.1093/nar/gkac021] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2021] [Revised: 12/31/2021] [Accepted: 01/07/2022] [Indexed: 11/13/2022] Open
Abstract
Translation Complex Profile Sequencing (TCP-seq), a protocol that was developed and implemented on Saccharomyces cerevisiae, provides the footprints of the small subunit (SSU) of the ribosome (with additional factors) across the entire transcriptome of the analyzed organism. In this study, based on the TCP-seq data, we developed for the first-time a predictive model of the SSU density and analyzed the effect of transcript features on the dynamics of the SSU scan in the 5′UTR. Among others, our model is based on novel tools for detecting complex statistical relations tailored to TCP-seq. We quantitatively estimated the effect of several important features, including the context of the upstream AUG, the upstream ORF length and the mRNA folding strength. Specifically, we suggest that around 50% of the variance related to the read counts (RC) distribution near a start codon can be attributed to the AUG context score. We provide the first large scale direct quantitative evidence that shows that indeed AUG context affects the small sub-unit movement. In addition, we suggest that strong folding may cause the detachment of the SSU from the mRNA. We also identified a number of novel sequence motifs that can affect the SSU scan; some of these motifs affect transcription factors and RNA binding proteins. The results presented in this study provide a better understanding of the biophysical aspects related to the SSU scan along the 5′UTR and of translation initiation in S. cerevisiae, a fundamental step toward a comprehensive modeling of initiation.
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Affiliation(s)
- Tamar Neumann
- Department of Biomedical Engineering, Tel Aviv University, Tel Aviv 6997801, Israel
| | - Tamir Tuller
- Department of Biomedical Engineering, Tel Aviv University, Tel Aviv 6997801, Israel
- The Sagol School of Neuroscience, Tel-Aviv University, Tel Aviv 6997801, Israel
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6
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Gao NL, He Z, Zhu Q, Jiang P, Hu S, Chen WH. Selection for Cheaper Amino Acids Drives Nucleotide Usage at the Start of Translation in Eukaryotic Genes. GENOMICS PROTEOMICS & BIOINFORMATICS 2021; 19:949-957. [PMID: 33741525 PMCID: PMC9403032 DOI: 10.1016/j.gpb.2021.03.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/12/2018] [Revised: 05/30/2019] [Accepted: 08/18/2019] [Indexed: 12/04/2022]
Abstract
Coding regions have complex interactions among multiple selective forces, which are manifested as biases in nucleotide composition. Previous studies have revealed a decreasing GC gradient from the 5′-end to 3′-end of coding regions in various organisms. We confirmed that this gradient is universal in eukaryotic genes, but the decrease only starts from the ∼ 25th codon. This trend is mostly found in nonsynonymous (ns) sites at which the GC gradient is universal across the eukaryotic genome. Increased GC contents at ns sites result in cheaper amino acids, indicating a universal selection for energy efficiency toward the N-termini of encoded proteins. Within a genome, the decreasing GC gradient is intensified from lowly to highly expressed genes (more and more protein products), further supporting this hypothesis. This reveals a conserved selective constraint for cheaper amino acids at the translation start that drives the increased GC contents at ns sites. Elevated GC contents can facilitate transcription but result in a more stable local secondary structure around the start codon and subsequently impede translation initiation. Conversely, the GC gradients at four-fold and two-fold synonymous sites vary across species. They could decrease or increase, suggesting different constraints acting at the GC contents of different codon sites in different species. This study reveals that the overall GC contents at the translation start are consequences of complex interactions among several major biological processes that shape the nucleotide sequences, especially efficient energy usage.
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Affiliation(s)
- Na L Gao
- Key Laboratory of Molecular Biophysics of the Ministry of Education, Hubei Key Laboratory of Bioinformatics and Molecular-imaging, Department of Bioinformatics and Systems Biology, College of Life Science and Technology, Huazhong University of Science and Technology, Wuhan 430074, China; Institute for Computer Science and Cluster of Excellence on Plant Sciences, Heinrich Heine University, Duesseldorf 40225, Germany
| | - Zilong He
- CAS Key Laboratory of Genome Sciences and Information, Beijing Institute of Genomics, Chinese Academy of Sciences, Beijing 100029, China; State Key Laboratory of Microbial Resources, Institute of Microbiology, Chinese Academy of Sciences, Beijing 100101, China; Beijing Advanced Innovation Center for Big Data-Based Precision Medicine, Interdisciplinary Innovation Institute of Medicine and Engineering, Beihang University, Beijing 100191, China
| | - Qianhui Zhu
- CAS Key Laboratory of Genome Sciences and Information, Beijing Institute of Genomics, Chinese Academy of Sciences, Beijing 100029, China; State Key Laboratory of Microbial Resources, Institute of Microbiology, Chinese Academy of Sciences, Beijing 100101, China; University of Chinese Academy of Sciences, Beijing 100049, China
| | - Puzi Jiang
- Key Laboratory of Molecular Biophysics of the Ministry of Education, Hubei Key Laboratory of Bioinformatics and Molecular-imaging, Department of Bioinformatics and Systems Biology, College of Life Science and Technology, Huazhong University of Science and Technology, Wuhan 430074, China
| | - Songnian Hu
- CAS Key Laboratory of Genome Sciences and Information, Beijing Institute of Genomics, Chinese Academy of Sciences, Beijing 100029, China; State Key Laboratory of Microbial Resources, Institute of Microbiology, Chinese Academy of Sciences, Beijing 100101, China; University of Chinese Academy of Sciences, Beijing 100049, China.
| | - Wei-Hua Chen
- Key Laboratory of Molecular Biophysics of the Ministry of Education, Hubei Key Laboratory of Bioinformatics and Molecular-imaging, Department of Bioinformatics and Systems Biology, College of Life Science and Technology, Huazhong University of Science and Technology, Wuhan 430074, China.
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7
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Algorithms for ribosome traffic engineering and their potential in improving host cells' titer and growth rate. Sci Rep 2020; 10:21202. [PMID: 33273552 PMCID: PMC7713304 DOI: 10.1038/s41598-020-78260-y] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2020] [Accepted: 11/20/2020] [Indexed: 11/08/2022] Open
Abstract
mRNA translation is a fundamental cellular process consuming most of the intracellular energy; thus, it is under extensive evolutionary selection for optimization, and its efficiency can affect the host's growth rate. We describe a generic approach for improving the growth rate (fitness) of any organism by introducing synonymous mutations based on comprehensive computational models. The algorithms introduce silent mutations that may improve the allocation of ribosomes in the cells via the decreasing of their traffic jams during translation respectively. As a result, resources availability in the cell changes leading to improved growth-rate. We demonstrate experimentally the implementation of the method on Saccharomyces cerevisiae: we show that by introducing a few mutations in two computationally selected genes the mutant's titer increased. Our approach can be employed for improving the growth rate of any organism providing the existence of data for inferring models, and with the relevant genomic engineering tools; thus, it is expected to be extremely useful in biotechnology, medicine, and agriculture.
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8
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Lee K, Kang H. Roles of Organellar RNA-Binding Proteins in Plant Growth, Development, and Abiotic Stress Responses. Int J Mol Sci 2020; 21:ijms21124548. [PMID: 32604726 PMCID: PMC7352785 DOI: 10.3390/ijms21124548] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/03/2020] [Revised: 06/23/2020] [Accepted: 06/24/2020] [Indexed: 12/16/2022] Open
Abstract
Organellar gene expression (OGE) in chloroplasts and mitochondria is primarily modulated at post-transcriptional levels, including RNA processing, intron splicing, RNA stability, editing, and translational control. Nucleus-encoded Chloroplast or Mitochondrial RNA-Binding Proteins (nCMRBPs) are key regulatory factors that are crucial for the fine-tuned regulation of post-transcriptional RNA metabolism in organelles. Although the functional roles of nCMRBPs have been studied in plants, their cellular and physiological functions remain largely unknown. Nevertheless, existing studies that have characterized the functions of nCMRBP families, such as chloroplast ribosome maturation and splicing domain (CRM) proteins, pentatricopeptide repeat (PPR) proteins, DEAD-Box RNA helicase (DBRH) proteins, and S1-domain containing proteins (SDPs), have begun to shed light on the role of nCMRBPs in plant growth, development, and stress responses. Here, we review the latest research developments regarding the functional roles of organellar RBPs in RNA metabolism during growth, development, and abiotic stress responses in plants.
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Affiliation(s)
- Kwanuk Lee
- Plant Molecular Biology (Botany), Department of Biology I, Ludwig-Maximilians-University München, 82152 Martinsried, Germany
- Correspondence: (K.L.); (H.K.); Tel.: +49-157-8852-8990 (K.L.); +82-62-530-2181 (H.K.); Fax: +82-62-530-2079 (H.K.)
| | - Hunseung Kang
- Department of Applied Biology and AgriBio Institute of Climate Change Management, Chonnam National University, Gwangju 61186, Korea
- Correspondence: (K.L.); (H.K.); Tel.: +49-157-8852-8990 (K.L.); +82-62-530-2181 (H.K.); Fax: +82-62-530-2079 (H.K.)
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9
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Levin D, Tuller T. Genome-Scale Analysis of Perturbations in Translation Elongation Based on a Computational Model. Sci Rep 2018; 8:16191. [PMID: 30385856 PMCID: PMC6212587 DOI: 10.1038/s41598-018-34496-3] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/20/2018] [Accepted: 10/18/2018] [Indexed: 12/27/2022] Open
Abstract
Perturbations play an important role both in engineered systems and cellular processes. Thus, understanding their effect on protein synthesis should contribute to all biomedical disciplines. Here we describe the first genome-scale analysis of perturbations in translation-related factors in S. cerevisiae. To this end, we used simulations based on a computational model that takes into consideration the fundamental stochastic and bio-physical nature of translation. We found that the initiation rate has a key role in determining the sensitivity to perturbations. For low initiation rates, the first codons of the coding region dominate the sensitivity, which is highly correlated with the ratio between initiation rate and mean elongation rate (r = −0.95), with the open reading frame (ORF) length (r = 0.6) and with protein abundance (r = 0.45). For high initiation rates (that may rise, for example, due to cellular growth), the sensitivity of a gene is dominated by all internal codons and is correlated with the decoding rate. We found that various central intracellular functions are associated with the sensitivity: for example, both genes that are sensitive and genes that are robust to perturbations are over-represented in the group of genes related to translation regulation; this may suggest that robustness to perturbations is a trait that undergoes evolutionary selection in relation to the function of the encoded protein. We believe that the reported results, due to their quantitative value and genome-wide perspective, should contribute to disciplines such as synthetic biology, functional genomics, comparative genomics and molecular evolution.
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Affiliation(s)
- Doron Levin
- Department of Biomedical Engineering, the Engineering Faculty, Tel Aviv University, Tel-Aviv, 69978, Israel
| | - Tamir Tuller
- Department of Biomedical Engineering, the Engineering Faculty, Tel Aviv University, Tel-Aviv, 69978, Israel. .,The Sagol School of Neuroscience, Tel-Aviv University, Tel-Aviv, 69978, Israel.
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10
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Shaham G, Tuller T. Genome scale analysis of Escherichia coli with a comprehensive prokaryotic sequence-based biophysical model of translation initiation and elongation. DNA Res 2018; 25:195-205. [PMID: 29161365 PMCID: PMC6012489 DOI: 10.1093/dnares/dsx049] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2017] [Accepted: 11/04/2017] [Indexed: 11/17/2022] Open
Abstract
Translation initiation in prokaryotes is affected by the mRNA folding and interaction of the ribosome binding site with the ribosomal RNA. The elongation rate is affected, among other factors, by the local biophysical properties of the coding regions, the decoding rates of different codons, and the interactions among ribosomes. Currently, there is no comprehensive biophysical model of translation that enables the prediction of mRNA translation dynamics based only on the transcript sequence and while considering all of these fundamental aspects of translation. In this study, we provide, for the first time, a computational simulative biophysical model of both translation initiation and elongation with all aspects mentioned above. We demonstrate our model performance and advantages focusing on Escherichia coli genes. We further show that the model enables prediction of translation rate, protein levels, and ribosome densities. In addition, our model enables quantifying the effect of silent mutations on translation rate in different parts of the transcript, the relative effect of mutations on translation initiation and elongation, and the effect of mutations on ribosome traffic jams. Thus, unlike previous models, the proposed one provides comprehensive information, facilitating future research in disciplines such as molecular evolution, synthetic biology, and functional genomics. A toolkit to estimate translation dynamics of transcripts is available at: https://www.cs.tau.ac.il/∼tamirtul/transim.
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Affiliation(s)
- Gilad Shaham
- Department of Biomedical Engineering, The Engineering Faculty, Tel Aviv University, Israel
| | - Tamir Tuller
- Department of Biomedical Engineering, The Engineering Faculty, Tel Aviv University, Israel
- The Sagol School of Neuroscience, Tel-Aviv University, Tel-Aviv, Israel
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11
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Nieß A, Failmezger J, Kuschel M, Siemann-Herzberg M, Takors R. Experimentally Validated Model Enables Debottlenecking of in Vitro Protein Synthesis and Identifies a Control Shift under in Vivo Conditions. ACS Synth Biol 2017. [PMID: 28627886 DOI: 10.1021/acssynbio.7b00117] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/04/2023]
Abstract
Cell-free (in vitro) protein synthesis (CFPS) systems provide a versatile tool that can be used to investigate different aspects of the transcription-translation machinery by reducing cells to the basic functions of protein formation. Recent improvements in reaction stability and lysate preparation offer the potential to expand the scope of in vitro biosynthesis from a research tool to a multifunctional and versatile platform for protein production and synthetic biology. To date, even the best-performing CFPS systems are drastically slower than in vivo references. Major limitations are imposed by ribosomal activities that progress in an order of magnitude slower on the mRNA template. Owing to the complex nature of the ribosomal machinery, conventional "trial and error" experiments only provide little insight into how the desired performance could be improved. By applying a DNA-sequence-oriented mechanistic model, we analyzed the major differences between cell-free in vitro and in vivo protein synthesis. We successfully identified major limiting elements of in vitro translation, namely the supply of ternary complexes consisting of EFTu and tRNA. Additionally, we showed that diluted in vitro systems suffer from reduced ribosome numbers. On the basis of our model, we propose a new experimental design predicting 90% increased translation rates, which were well achieved in experiments. Furthermore, we identified a shifting control in the translation rate, which is characterized by availability of the ternary complex under in vitro conditions and the initiation of translation in a living cell. Accordingly, the model can successfully be applied to sensitivity analyses and experimental design.
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Affiliation(s)
- Alexander Nieß
- Institute
of Biochemical Engineering, University of Stuttgart, Stuttgart, D-70569, Germany
| | - Jurek Failmezger
- Institute
of Biochemical Engineering, University of Stuttgart, Stuttgart, D-70569, Germany
| | - Maike Kuschel
- Institute
of Biochemical Engineering, University of Stuttgart, Stuttgart, D-70569, Germany
| | | | - Ralf Takors
- Institute
of Biochemical Engineering, University of Stuttgart, Stuttgart, D-70569, Germany
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12
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Zarai Y, Margaliot M, Tuller T. Ribosome flow model with extended objects. J R Soc Interface 2017; 14:rsif.2017.0128. [PMID: 29021157 DOI: 10.1098/rsif.2017.0128] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2017] [Accepted: 09/18/2017] [Indexed: 02/06/2023] Open
Abstract
We study a deterministic mechanistic model for the flow of ribosomes along the mRNA molecule, called the ribosome flow model with extended objects (RFMEO). This model encapsulates many realistic features of translation including non-homogeneous transition rates along mRNA, the fact that every ribosome covers several codons, and the fact that ribosomes cannot overtake one another. The RFMEO is a mean-field approximation of an important model from statistical mechanics called the totally asymmetric simple exclusion process with extended objects (TASEPEO). We demonstrate that the RFMEO describes biophysical aspects of translation better than previous mean-field approximations, and that its predictions correlate well with those of TASEPEO. However, unlike TASEPEO, the RFMEO is amenable to rigorous analysis using tools from systems and control theory. We show that the ribosome density profile along the mRNA in the RFMEO converges to a unique steady-state density that depends on the length of the mRNA, the transition rates along it, and the number of codons covered by every ribosome, but not on the initial density of ribosomes along the mRNA. In particular, the protein production rate also converges to a unique steady state. Furthermore, if the transition rates along the mRNA are periodic with a common period T then the ribosome density along the mRNA and the protein production rate converge to a unique periodic pattern with period T, that is, the model entrains to periodic excitations in the transition rates. Analysis and simulations of the RFMEO demonstrate several counterintuitive results. For example, increasing the ribosome footprint may sometimes lead to an increase in the production rate. Also, for large values of the footprint the steady-state density along the mRNA may be quite complex (e.g. with quasi-periodic patterns) even for relatively simple (and non-periodic) transition rates along the mRNA. This implies that inferring the transition rates from the ribosome density may be non-trivial. We believe that the RFMEO could be useful for modelling, understanding and re-engineering translation as well as other important biological processes.
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Affiliation(s)
- Yoram Zarai
- Department of Biomedical Engineering, Tel Aviv University, Tel Aviv, Israel
| | - Michael Margaliot
- Department of Electrical Engineering Systems, Tel Aviv University, Tel Aviv, Israel
| | - Tamir Tuller
- Department of Biomedical Engineering, Tel Aviv University, Tel Aviv, Israel
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13
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Raveh A, Margaliot M, Sontag ED, Tuller T. A model for competition for ribosomes in the cell. J R Soc Interface 2016; 13:rsif.2015.1062. [PMID: 26962028 DOI: 10.1098/rsif.2015.1062] [Citation(s) in RCA: 79] [Impact Index Per Article: 8.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
A single mammalian cell includes an order of 10(4)-10(5) mRNA molecules and as many as 10(5)-10(6) ribosomes. Large-scale simultaneous mRNA translation induces correlations between the mRNA molecules, as they all compete for the finite pool of available ribosomes. This has important implications for the cell's functioning and evolution. Developing a better understanding of the intricate correlations between these simultaneous processes, rather than focusing on the translation of a single isolated transcript, should help in gaining a better understanding of mRNA translation regulation and the way elongation rates affect organismal fitness. A model of simultaneous translation is specifically important when dealing with highly expressed genes, as these consume more resources. In addition, such a model can lead to more accurate predictions that are needed in the interconnection of translational modules in synthetic biology. We develop and analyse a general dynamical model for large-scale simultaneous mRNA translation and competition for ribosomes. This is based on combining several ribosome flow models (RFMs) interconnected via a pool of free ribosomes. We use this model to explore the interactions between the various mRNA molecules and ribosomes at steady state. We show that the compound system always converges to a steady state and that it always entrains or phase locks to periodically time-varying transition rates in any of the mRNA molecules. We then study the effect of changing the transition rates in one mRNA molecule on the steady-state translation rates of the other mRNAs that results from the competition for ribosomes. We show that increasing any of the codon translation rates in a specific mRNA molecule yields a local effect, an increase in the translation rate of this mRNA, and also a global effect, the translation rates in the other mRNA molecules all increase or all decrease. These results suggest that the effect of codon decoding rates of endogenous and heterologous mRNAs on protein production is more complicated than previously thought. In addition, we show that increasing the length of an mRNA molecule decreases the production rate of all the mRNAs.
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Affiliation(s)
- Alon Raveh
- School of Electrical Engineering, Tel-Aviv University, Tel-Aviv 69978, Israel
| | - Michael Margaliot
- School of Electrical Engineering and the Sagol School of Neuroscience, Tel-Aviv University, Tel-Aviv 69978, Israel
| | - Eduardo D Sontag
- Department of Mathematics and the Center for Quantitative Biology, Rutgers University, Piscataway, NJ 08854, USA
| | - Tamir Tuller
- Department of Biomedical Engineering and the Sagol School of Neuroscience, Tel-Aviv University, Tel-Aviv 69978, Israel
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14
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Gualerzi CO, Pon CL. Initiation of mRNA translation in bacteria: structural and dynamic aspects. Cell Mol Life Sci 2015; 72:4341-67. [PMID: 26259514 PMCID: PMC4611024 DOI: 10.1007/s00018-015-2010-3] [Citation(s) in RCA: 103] [Impact Index Per Article: 10.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2015] [Revised: 07/28/2015] [Accepted: 07/30/2015] [Indexed: 01/12/2023]
Abstract
Initiation of mRNA translation is a major checkpoint for regulating level and fidelity of protein synthesis. Being rate limiting in protein synthesis, translation initiation also represents the target of many post-transcriptional mechanisms regulating gene expression. The process begins with the formation of an unstable 30S pre-initiation complex (30S pre-IC) containing initiation factors (IFs) IF1, IF2 and IF3, the translation initiation region of an mRNA and initiator fMet-tRNA whose codon and anticodon pair in the P-site following a first-order rearrangement of the 30S pre-IC produces a locked 30S initiation complex (30SIC); this is docked by the 50S subunit to form a 70S complex that, following several conformational changes, positional readjustments of its ligands and ejection of the IFs, becomes a 70S initiation complex productive in initiation dipeptide formation. The first EF-G-dependent translocation marks the beginning of the elongation phase of translation. Here, we review structural, mechanistic and dynamical aspects of this process.
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MESH Headings
- Bacteria/genetics
- Bacteria/metabolism
- Binding Sites/genetics
- Codon, Initiator/genetics
- Codon, Initiator/metabolism
- Models, Genetic
- Nucleic Acid Conformation
- Peptide Initiation Factors/genetics
- Peptide Initiation Factors/metabolism
- Protein Biosynthesis
- RNA, Messenger/chemistry
- RNA, Messenger/genetics
- RNA, Messenger/metabolism
- RNA, Transfer, Met/chemistry
- RNA, Transfer, Met/genetics
- RNA, Transfer, Met/metabolism
- Ribosomes/metabolism
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Affiliation(s)
| | - Cynthia L Pon
- Laboratory of Genetics, University of Camerino, 62032, Camerino, Italy.
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15
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Han JH, Lee K, Lee KH, Jung S, Jeon Y, Pai HS, Kang H. A nuclear-encoded chloroplast-targeted S1 RNA-binding domain protein affects chloroplast rRNA processing and is crucial for the normal growth of Arabidopsis thaliana. THE PLANT JOURNAL : FOR CELL AND MOLECULAR BIOLOGY 2015; 83:277-89. [PMID: 26031782 DOI: 10.1111/tpj.12889] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/03/2014] [Revised: 05/05/2015] [Accepted: 05/13/2015] [Indexed: 05/22/2023]
Abstract
Despite the fact that a variety of nuclear-encoded RNA-binding proteins (RBPs) are targeted to the chloroplast and play essential roles during post-transcriptional RNA metabolism in the chloroplast, the physiological roles of the majority of chloroplast-targeted RBPs remain elusive. Here, we investigated the functional role of a nuclear-encoded S1 domain-containing RBP, designated SDP, in the growth and development of Arabidopsis thaliana. Confocal analysis of the SDP-green fluorescent protein revealed that SDP was localized to the chloroplast. The loss-of-function sdp mutant displayed retarded seed germination and pale-green phenotypes, and grew smaller than the wild-type plants. Chlorophyll a content and photosynthetic activity of the sdp mutant were much lower than those of wild-type plants, and the structures of the chloroplast and the prolamellar body were abnormal in the sdp mutant. The processing of rRNAs in the chloroplast was defective in the sdp mutant, and SDP was able to bind chloroplast 23S, 16S, 5S and 4.5S rRNAs. Notably, SDP possesses RNA chaperone activity. Transcript levels of the nuclear genes involved in chlorophyll biosynthesis were altered in the sdp mutant. Collectively, these results suggest that chloroplast-targeted SDP harboring RNA chaperone activity affects rRNA processing, chloroplast biogenesis and photosynthetic activity, which is crucial for normal growth of Arabidopsis.
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Affiliation(s)
- Ji Hoon Han
- Department of Plant Biotechnology, Chonnam National University, Gwangju, 500-757, Korea
| | - Kwanuk Lee
- Department of Plant Biotechnology, Chonnam National University, Gwangju, 500-757, Korea
| | - Kwang Ho Lee
- Department of Wood Science and Landscape Architecture, College of Agriculture and Life Sciences, Chonnam National University, Gwangju, 500-757, Korea
| | - Sunyo Jung
- School of Life Sciences and Biotechnology, Kyungpook National University, Daegu, 702-701, Korea
| | - Young Jeon
- Department of Systems Biology, Yonsei University, Seoul, 120-749, Korea
| | - Hyun-Sook Pai
- Department of Systems Biology, Yonsei University, Seoul, 120-749, Korea
| | - Hunseung Kang
- Department of Plant Biotechnology, Chonnam National University, Gwangju, 500-757, Korea
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16
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An integrated approach reveals regulatory controls on bacterial translation elongation. Cell 2015; 159:1200-1211. [PMID: 25416955 DOI: 10.1016/j.cell.2014.10.043] [Citation(s) in RCA: 102] [Impact Index Per Article: 10.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/16/2014] [Revised: 08/18/2014] [Accepted: 10/21/2014] [Indexed: 12/16/2022]
Abstract
Ribosomes elongate at a nonuniform rate during translation. Theoretical models and experiments disagree on the in vivo determinants of elongation rate and the mechanism by which elongation rate affects protein levels. To resolve this conflict, we measured transcriptome-wide ribosome occupancy under multiple conditions and used it to formulate a whole-cell model of translation in E. coli. Our model predicts that elongation rates at most codons during nutrient-rich growth are not limited by the intracellular concentrations of aminoacyl-tRNAs. However, elongation pausing during starvation for single amino acids is highly sensitive to the kinetics of tRNA aminoacylation. We further show that translation abortion upon pausing accounts for the observed ribosome occupancy along mRNAs during starvation. Abortion reduces global protein synthesis, but it enhances the translation of a subset of mRNAs. These results suggest a regulatory role for aminoacylation and abortion during stress, and our study provides an experimentally constrained framework for modeling translation.
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17
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Ben-Yehezkel T, Atar S, Zur H, Diament A, Goz E, Marx T, Cohen R, Dana A, Feldman A, Shapiro E, Tuller T. Rationally designed, heterologous S. cerevisiae transcripts expose novel expression determinants. RNA Biol 2015; 12:972-84. [PMID: 26176266 PMCID: PMC4615757 DOI: 10.1080/15476286.2015.1071762] [Citation(s) in RCA: 31] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2015] [Revised: 06/30/2015] [Accepted: 07/07/2015] [Indexed: 01/23/2023] Open
Abstract
Deducing generic causal relations between RNA transcript features and protein expression profiles from endogenous gene expression data remains a major unsolved problem in biology. The analysis of gene expression from heterologous genes contributes significantly to solving this problem, but has been heavily biased toward the study of the effect of 5' transcript regions and to prokaryotes. Here, we employ a synthetic biology driven approach that systematically differentiates the effect of different regions of the transcript on gene expression up to 240 nucleotides into the ORF. This enabled us to discover new causal effects between features in previously unexplored regions of transcripts, and gene expression in natural regimes. We rationally designed, constructed, and analyzed 383 gene variants of the viral HRSVgp04 gene ORF, with multiple synonymous mutations at key positions along the transcript in the eukaryote S. cerevisiae. Our results show that a few silent mutations at the 5'UTR can have a dramatic effect of up to 15 fold change on protein levels, and that even synonymous mutations in positions more than 120 nucleotides downstream from the ORF 5'end can modulate protein levels up to 160%-300%. We demonstrate that the correlation between protein levels and folding energy increases with the significance of the level of selection of the latter in endogenous genes, reinforcing the notion that selection for folding strength in different parts of the ORF is related to translation regulation. Our measured protein abundance correlates notably(correlation up to r = 0.62 (p=0.0013)) with mean relative codon decoding times, based on ribosomal densities (Ribo-Seq) in endogenous genes, supporting the conjecture that translation elongation and adaptation to the tRNA pool can modify protein levels in a causal/direct manner. This report provides an improved understanding of transcript evolution, design principles of gene expression regulation, and suggests simple rules for engineering synthetic gene expression in eukaryotes.
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Affiliation(s)
- Tuval Ben-Yehezkel
- Department of Biomedical Engineering; Tel-Aviv University; Tel-Aviv, Israel
- Department of Biological Chemistry; Weizmann Institute of Science; Rehovot, Israel
- Department of Applied Mathematics and Computer Science; Weizmann Institute of Science; Rehovot, Israel
- These authors equally contributed to this work.
| | - Shimshi Atar
- Department of Biomedical Engineering; Tel-Aviv University; Tel-Aviv, Israel
- These authors equally contributed to this work.
| | - Hadas Zur
- Department of Biomedical Engineering; Tel-Aviv University; Tel-Aviv, Israel
| | - Alon Diament
- Department of Biomedical Engineering; Tel-Aviv University; Tel-Aviv, Israel
| | - Eli Goz
- Department of Biomedical Engineering; Tel-Aviv University; Tel-Aviv, Israel
| | - Tzipy Marx
- Department of Biological Chemistry; Weizmann Institute of Science; Rehovot, Israel
| | - Rafael Cohen
- Department of Biological Chemistry; Weizmann Institute of Science; Rehovot, Israel
| | - Alexandra Dana
- Department of Biomedical Engineering; Tel-Aviv University; Tel-Aviv, Israel
| | - Anna Feldman
- Department of Biomedical Engineering; Tel-Aviv University; Tel-Aviv, Israel
| | - Ehud Shapiro
- Department of Biological Chemistry; Weizmann Institute of Science; Rehovot, Israel
- Department of Applied Mathematics and Computer Science; Weizmann Institute of Science; Rehovot, Israel
| | - Tamir Tuller
- Department of Biomedical Engineering; Tel-Aviv University; Tel-Aviv, Israel
- Sagol School of Neuroscience; Tel-Aviv University; Tel-Aviv, Israel
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18
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Abstract
Dozens of papers have been written about the relationship between codon bias, transcript features and gene translation. Even though answering these questions may sound straightforward, apparently many of these studies seem to contradict each other. In the present article, I provide four major non-mutually exclusive explanations related to this issue: (i) there are dozens of related relevant variables with unknown causal relationships; (ii) various biases in the relevant experimental data; (iii) drawing conclusions from specific examples; and (iv) challenges in experimentally modifying one biological variable without affecting the system via multiple biological feedback mechanisms. Specifically, some of the contradictions can be settled when considering these four points and/or via a multidisciplinary approach. The discussion reported in the present article is also relevant to many other biological/medical questions/fields.
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19
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Chappell J, Takahashi MK, Meyer S, Loughrey D, Watters KE, Lucks J. The centrality of RNA for engineering gene expression. Biotechnol J 2013; 8:1379-95. [PMID: 24124015 PMCID: PMC4033574 DOI: 10.1002/biot.201300018] [Citation(s) in RCA: 62] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2013] [Revised: 07/19/2013] [Accepted: 08/15/2013] [Indexed: 12/25/2022]
Abstract
Synthetic biology holds promise as both a framework for rationally engineering biological systems and a way to revolutionize how we fundamentally understand them. Essential to realizing this promise is the development of strategies and tools to reliably and predictably control and characterize sophisticated patterns of gene expression. Here we review the role that RNA can play towards this goal and make a case for why this versatile, designable, and increasingly characterizable molecule is one of the most powerful substrates for engineering gene expression at our disposal. We discuss current natural and synthetic RNA regulators of gene expression acting at key points of control – transcription, mRNA degradation, and translation. We also consider RNA structural probing and computational RNA structure predication tools as a way to study RNA structure and ultimately function. Finally, we discuss how next-generation sequencing methods are being applied to the study of RNA and to the characterization of RNA's many properties throughout the cell.
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Affiliation(s)
- James Chappell
- School of Chemical and Biomolecular Engineering, Cornell University, Ithaca, NY, USA
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20
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Radzi Noor M, Soulimane T. Bioenergetics at extreme temperature: Thermus thermophilus ba(3)- and caa(3)-type cytochrome c oxidases. BIOCHIMICA ET BIOPHYSICA ACTA-BIOENERGETICS 2012; 1817:638-49. [PMID: 22385645 DOI: 10.1016/j.bbabio.2011.08.004] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/31/2011] [Revised: 08/11/2011] [Accepted: 08/12/2011] [Indexed: 10/28/2022]
Abstract
Seven years into the completion of the genome sequencing projects of the thermophilic bacterium Thermus thermophilus strains HB8 and HB27, many questions remain on its bioenergetic mechanisms. A key fact that is occasionally overlooked is that oxygen has a very limited solubility in water at high temperatures. The HB8 strain is a facultative anaerobe whereas its relative HB27 is strictly aerobic. This has been attributed to the absence of nitrate respiration genes from the HB27 genome that are carried on a mobilizable but highly-unstable plasmid. In T. thermophilus, the nitrate respiration complements the primary aerobic respiration. It is widely known that many organisms encode multiple biochemically-redundant components of the respiratory complexes. In this minireview, the presence of the two cytochrome c oxidases (CcO) in T. thermophilus, the ba(3)- and caa(3)-types, is outlined along with functional considerations. We argue for the distinct evolutionary histories of these two CcO including their respective genetic and molecular organizations, with the caa(3)-oxidase subunits having been initially 'fused'. Coupled with sequence analysis, the ba(3)-oxidase crystal structure has provided evolutionary and functional information; for example, its subunit I is more closely related to archaeal sequences than bacterial and the substrate-enzyme interaction is hydrophobic as the elevated growth temperature weakens the electrostatic interactions common in mesophiles. Discussion on the role of cofactors in intra- and intermolecular electron transfer and proton pumping mechanism is also included.
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Affiliation(s)
- Mohamed Radzi Noor
- Department of Chemical and Environmental Sciences, University of Limerick, Limerick, Ireland
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21
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Deneke C, Rudorf S, Valleriani A. Transient phenomena in gene expression after induction of transcription. PLoS One 2012; 7:e35044. [PMID: 22558114 PMCID: PMC3339862 DOI: 10.1371/journal.pone.0035044] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2011] [Accepted: 03/12/2012] [Indexed: 11/19/2022] Open
Abstract
When transcription of a gene is induced by a stimulus, the number of its mRNA molecules changes with time. Here we discuss how this time evolution depends on the shape of the mRNA lifetime distribution. Analysis of the statistical properties of this change reveals transient effects on polysomes, ribosomal profiles, and rate of protein synthesis. Our studies reveal that transient phenomena in gene expression strongly depend on the specific form of the mRNA lifetime distribution.
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Affiliation(s)
| | | | - Angelo Valleriani
- Department of Theory and Bio-Systems, Max Planck Institute of Colloids and Interfaces, Potsdam, Germany
- * E-mail:
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22
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Abstract
Translation initiation is a crucial step of protein synthesis which largely defines how the composition of the cellular transcriptome is converted to the proteome and controls the response and adaptation to environmental stimuli. The efficiency of translation of individual mRNAs, and hence the basal shape of the proteome, is defined by the structures of the mRNA translation initiation regions. Initiation efficiency can be regulated by small molecules, proteins, or antisense RNAs, underscoring its importance in translational control. Although initiation has been studied in bacteria for decades, many aspects remain poorly understood. Recent evidence has suggested an unexpected diversity of pathways by which mRNAs can be recruited to the bacterial ribosome, the importance of structural dynamics of initiation intermediates, and the complexity of checkpoints for mRNA selection. In this review, we discuss how the ribosome shapes the landscape of translation initiation by non-linear kinetic processing of the transcriptome information. We summarize the major pathways by which mRNAs enter the ribosome depending on the structure of their 5' untranslated regions, the assembly and the structure of initiation intermediates, the individual and synergistic roles of initiation factors, and the mechanisms of mRNA and initiator tRNA selection.
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Affiliation(s)
- Pohl Milón
- Department of Physical Biochemistry, Max Planck Institute of Biophysical Chemistry, Goettingen, Germany
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23
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Quality control of mRNA decoding on the bacterial ribosome. ADVANCES IN PROTEIN CHEMISTRY AND STRUCTURAL BIOLOGY 2012; 86:95-128. [PMID: 22243582 DOI: 10.1016/b978-0-12-386497-0.00003-7] [Citation(s) in RCA: 34] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
Abstract
The ribosome is a major player in providing accurate gene expression in the cell. The fidelity of substrate selection is tightly controlled throughout the translation process, including the initiation, elongation, and termination phases. Although each phase of translation involves different players, that is, translation factors and tRNAs, the general principles of selection appear surprisingly similar for very different substrates. At essentially every step of translation, differences in complex stabilities as well as induced fit are sources of selectivity. A view starts to emerge of how the ribosome uses local and global conformational switches to govern induced-fit mechanisms that ensure fidelity. This review describes the mechanisms of tRNA and mRNA selection at all phases of protein synthesis in bacteria.
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24
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Su JH, Ma XX, He YL, Li JD, Ma XS, Dou YX, Luo XN, Cai XP. Mapping codon usage of the translation initiation region in porcine reproductive and respiratory syndrome virus genome. Virol J 2011; 8:476. [PMID: 22014033 PMCID: PMC3219751 DOI: 10.1186/1743-422x-8-476] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2011] [Accepted: 10/21/2011] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Porcine reproductive and respitatory syndrome virus (PRRSV) is a recently emerged pathogen and severely affects swine populations worldwide. The replication of PRRSV is tightly controlled by viral gene expression and the codon usage of translation initiation region within each gene could potentially regulate the translation rate. Therefore, a better understanding of the codon usage pattern of the initiation translation region would shed light on the regulation of PRRSV gene expression. RESULTS In this study, the codon usage in the translation initiation region and in the whole coding sequence was compared in PRRSV ORF1a and ORFs2-7. To investigate the potential role of codon usage in affecting the translation initiation rate, we established a codon usage model for PRRSV translation initiation region. We observed that some non-preferential codons are preferentially used in the translation initiation region in particular ORFs. Although some positions vary with codons, they intend to use codons with negative CUB. Furthermore, our model of codon usage showed that the conserved pattern of CUB is not directly consensus with the conserved sequence, but shaped under the translation selection. CONCLUSIONS The non-variation pattern with negative CUB in the PRRSV translation initiation region scanned by ribosomes is considered the rate-limiting step in the translation process.
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Affiliation(s)
- Jun-hong Su
- State Key Laboratory of Veterinary Etiological Biology, Lanzhou Veterinary Research Institute, Chinese Academy of Agricultural Sciences, Lanzhou, 730046, PR China
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25
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Valleriani A, Zhang G, Nagar A, Ignatova Z, Lipowsky R. Length-dependent translation of messenger RNA by ribosomes. PHYSICAL REVIEW. E, STATISTICAL, NONLINEAR, AND SOFT MATTER PHYSICS 2011; 83:042903. [PMID: 21599226 DOI: 10.1103/physreve.83.042903] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/15/2010] [Indexed: 05/30/2023]
Abstract
A simple measure for the efficiency of protein synthesis by ribosomes is provided by the steady state amount of protein per messenger RNA (mRNA), the so-called translational ratio, which is proportional to the translation rate. Taking the degradation of mRNA into account, we show theoretically that both the translation rate and the translational ratio decrease with increasing mRNA length, in agreement with available experimental data for the prokaryote Escherichia coli. We also show that, compared to prokaryotes, mRNA degradation in eukaryotes leads to a less rapid decrease of the translational ratio. This finding is consistent with the fact that, compared to prokaryotes, eukaryotes tend to have longer proteins.
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Affiliation(s)
- Angelo Valleriani
- Max Planck Institute of Colloids and Interfaces, Department of Theory and Bio-Systems, D-14424 Potsdam, Germany.
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26
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Hensley CT, Kamneva OK, Levy KM, Labahn SK, Africa LA, Wing HJ. Two promoters and two translation start sites control the expression of the Shigella flexneri outer membrane protease IcsP. Arch Microbiol 2011; 193:263-74. [PMID: 21225241 DOI: 10.1007/s00203-010-0669-2] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2010] [Revised: 12/10/2010] [Accepted: 12/15/2010] [Indexed: 11/26/2022]
Abstract
The Shigella flexneri outer membrane protease IcsP proteolytically cleaves the actin-based motility protein IcsA from the bacterial surface. The icsP gene is monocistronic and lies downstream of an unusually large intergenic region on the Shigella virulence plasmid. In silico analysis of this region predicts a second transcription start site 84 bp upstream of the first. Primer extension analyses and beta-galactosidase assays demonstrate that both transcription start sites are used. Both promoters are regulated by the Shigella virulence gene regulator VirB and both respond similarly to conditions known to influence Shigella virulence gene expression (iron concentration, pH, osmotic pressure, and phase of growth). The newly identified promoter lies upstream of a Shine-Dalgarno sequence and second 5'-ATG-3', which is in frame with the annotated icsP gene. The use of either translation start site leads to the production of IcsP capable of proteolytically cleaving IcsA. A bioinformatic scan of the Shigella genome reveals multiple occurrences of in-frame translation start sites associated with putative Shine-Dalgarno sequences, immediately upstream and downstream of annotated open reading frames. Taken together, our observations support the possibility that the use of in-frame translation start sites may generate different protein isoforms, thereby expanding the proteome encoded by bacterial genomes.
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Affiliation(s)
- Christopher T Hensley
- School of Life Sciences, University of Nevada, 4505 Maryland Parkway, Las Vegas, NV, 89154-4004, USA
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27
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Gualerzi C, Fabbretti A, Brandi L, Milon P, Pon C. Role of the Initiation Factors in mRNA Start Site Selection and fMet-tRNA Recruitment by Bacterial Ribosomes. Isr J Chem 2010. [DOI: 10.1002/ijch.201000006] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
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28
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Na D, Lee S, Lee D. Mathematical modeling of translation initiation for the estimation of its efficiency to computationally design mRNA sequences with desired expression levels in prokaryotes. BMC SYSTEMS BIOLOGY 2010; 4:71. [PMID: 20504310 PMCID: PMC2883959 DOI: 10.1186/1752-0509-4-71] [Citation(s) in RCA: 72] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/01/2009] [Accepted: 05/26/2010] [Indexed: 11/26/2022]
Abstract
Background Within the emerging field of synthetic biology, engineering paradigms have recently been used to design biological systems with novel functionalities. One of the essential challenges hampering the construction of such systems is the need to precisely optimize protein expression levels for robust operation. However, it is difficult to design mRNA sequences for expression at targeted protein levels, since even a few nucleotide modifications around the start codon may alter translational efficiency and dramatically (up to 250-fold) change protein expression. Previous studies have used ad hoc approaches (e.g., random mutagenesis) to obtain the desired translational efficiencies for mRNA sequences. Hence, the development of a mathematical methodology capable of estimating translational efficiency would greatly facilitate the future design of mRNA sequences aimed at yielding desired protein expression levels. Results We herein propose a mathematical model that focuses on translation initiation, which is the rate-limiting step in translation. The model uses mRNA-folding dynamics and ribosome-binding dynamics to estimate translational efficiencies solely from mRNA sequence information. We confirmed the feasibility of our model using previously reported expression data on the MS2 coat protein. For further confirmation, we used our model to design 22 luxR mRNA sequences predicted to have diverse translation efficiencies ranging from 10-5 to 1. The expression levels of these sequences were measured in Escherichia coli and found to be highly correlated (R2 = 0.87) with their estimated translational efficiencies. Moreover, we used our computational method to successfully transform a low-expressing DsRed2 mRNA sequence into a high-expressing mRNA sequence by maximizing its translational efficiency through the modification of only eight nucleotides upstream of the start codon. Conclusions We herein describe a mathematical model that uses mRNA sequence information to estimate translational efficiency. This model could be used to design best-fit mRNA sequences having a desired protein expression level, thereby facilitating protein over-production in biotechnology or the protein expression-level optimization necessary for the construction of robust networks in synthetic biology.
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Affiliation(s)
- Dokyun Na
- Department of Bio and Brain Engineering, KAIST, Yuseong-gu, Daejeon, Republic of Korea
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Dynamic evolution of translation initiation mechanisms in prokaryotes. Proc Natl Acad Sci U S A 2010; 107:6382-7. [PMID: 20308567 DOI: 10.1073/pnas.1002036107] [Citation(s) in RCA: 99] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/16/2023] Open
Abstract
It is generally believed that prokaryotic translation is initiated by the interaction between the Shine-Dalgarno (SD) sequence in the 5' UTR of an mRNA and the anti-SD sequence in the 3' end of a 16S ribosomal RNA. However, there are two exceptional mechanisms, which do not require the SD sequence for translation initiation: one is mediated by a ribosomal protein S1 (RPS1) and the other used leaderless mRNA that lacks its 5' UTR. To understand the evolutionary changes of the mechanisms of translation initiation, we examined how universal the SD sequence is as an effective initiator for translation among prokaryotes. We identified the SD sequence from 277 species (249 eubacteria and 28 archaebacteria). We also devised an SD index that is a proportion of SD-containing genes in which the differences of GC contents are taken into account. We found that the SD indices varied among prokaryotic species, but were similar within each phylum. Although the anti-SD sequence is conserved among species, loss of the SD sequence seems to have occurred multiple times, independently, in different phyla. For those phyla, RPS1-mediated or leaderless mRNA-used mechanisms of translation initiation are considered to be working to a greater extent. Moreover, we also found that some species, such as Cyanobacteria, may acquire new mechanisms of translation initiation. Our findings indicate that, although translation initiation is indispensable for all protein-coding genes in the genome of every species, its mechanisms have dynamically changed during evolution.
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Kudla G, Murray AW, Tollervey D, Plotkin JB. Coding-sequence determinants of gene expression in Escherichia coli. Science 2009; 324:255-8. [PMID: 19359587 DOI: 10.1126/science.1170160] [Citation(s) in RCA: 1058] [Impact Index Per Article: 66.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/02/2022]
Abstract
Synonymous mutations do not alter the encoded protein, but they can influence gene expression. To investigate how, we engineered a synthetic library of 154 genes that varied randomly at synonymous sites, but all encoded the same green fluorescent protein (GFP). When expressed in Escherichia coli, GFP protein levels varied 250-fold across the library. GFP messenger RNA (mRNA) levels, mRNA degradation patterns, and bacterial growth rates also varied, but codon bias did not correlate with gene expression. Rather, the stability of mRNA folding near the ribosomal binding site explained more than half the variation in protein levels. In our analysis, mRNA folding and associated rates of translation initiation play a predominant role in shaping expression levels of individual genes, whereas codon bias influences global translation efficiency and cellular fitness.
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Affiliation(s)
- Grzegorz Kudla
- Department of Biology and Program in Applied Mathematics and Computational Science, University of Pennsylvania, Philadelphia, PA 19104, USA
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31
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Generation and characterization of high affinity humanized fab against hepatitis B surface antigen. Mol Biotechnol 2009; 43:29-40. [PMID: 19326261 DOI: 10.1007/s12033-009-9165-9] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2009] [Accepted: 03/10/2009] [Indexed: 02/06/2023]
Abstract
5S is a mouse monoclonal IgG1 that binds to the 'a' epitope of the Hepatitis B surface antigen (HBsAg) and tested positive in an in vitro test for virus neutralization. We have earlier reported the generation of humanized single chain variable fragment (scFv) from the same. In this article we report the generation of a recombinant Fab molecule by fusing humanized variable domains of 5S with the constant domains of human IgG1. The humanized Fab expressed in E. coli and subsequently purified, retained a high binding affinity (K(D) = 3.63 nmol/L) to HBsAg and bound to the same epitope of HBsAg as the parent molecule. The humanized Fab also maintained antigen binding in the presence of various destabilizing agents like 3 M NaCl, 30% DMSO, 8 M urea, and extreme pH. This high affinity humanized Fab provides a basis for the development of therapeutic molecules that can be safely utilized for the prophylaxis and treatment for Hepatitis B infection.
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32
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Dimelow RJ, Wilkinson SJ. Control of translation initiation: a model-based analysis from limited experimental data. J R Soc Interface 2009; 6:51-61. [PMID: 18567568 DOI: 10.1098/rsif.2008.0221] [Citation(s) in RCA: 26] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
We have built a detailed kinetic model of translation initiation in yeast and have used a novel approach to determine the flux controlling steps based on limited experimental data. An efficient parameter estimation method was adapted in order to fit the most uncertain parameters (rate constants) to in vivo measurements in yeast. However, it was found that there were many other sets of plausible parameter values that also gave a good fit of the model to the data. We therefore used random sampling of this uncertain parameter space to generate a large number of diverse fitted parameter sets. A compact characterization of these parameter sets was provided by considering flux control. In particular, we suggest that the rate of translation initiation is most strongly influenced by one of two reactions: either the guanine nucleotide exchange reaction involving initiation factors eIF2 and eIF2B or the assembly of the multifactor complex from its constituent protein/tRNA containing complexes. It is hoped that the approach presented in this paper will add to our understanding of translation initiation pathway and can be used to identify key system-level properties of other biochemical processes.
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Affiliation(s)
- Richard J Dimelow
- Manchester Interdisciplinary Biocentre, University of Manchester, Manchester M1 7DN, UK.
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33
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Lin YH, Chang BC, Chiang PW, Tang SL. Questionable 16S ribosomal RNA gene annotations are frequent in completed microbial genomes. Gene 2008; 416:44-7. [DOI: 10.1016/j.gene.2008.02.023] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/01/2007] [Revised: 01/18/2008] [Accepted: 02/26/2008] [Indexed: 11/16/2022]
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Santangelo MP, McIntosh D, Bigi F, Armôa GRG, Campos ASD, Ruybal P, Dellagostin OA, McFadden J, Mendum T, Gicquel B, Winter N, Farber M, Cataldi A. Mycobacterium bovis BCG as a delivery system for the RAP-1 antigen from Babesia bovis. Vaccine 2007; 25:1104-13. [PMID: 17049681 DOI: 10.1016/j.vaccine.2006.09.069] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2006] [Revised: 09/15/2006] [Accepted: 09/15/2006] [Indexed: 11/20/2022]
Abstract
Babesia bovis is the causative agent of babesiosis, a tick-borne disease that is a major cause of loss to livestock production in Latin America. Vaccination against Babesia species represents a major challenge against cattle morbidity and mortality in enzootic areas. The aim of this study was to evaluate the capacity of Bacille Calmette-Guerin (BCG) to deliver the rhoptry associated protein (RAP-1) antigen of B. bovis and to stimulate specific cellular and humoral immune responses in mice. Two of five mycobacterial expression vectors efficiently expressed the antigen. These constructs were subsequently studied in vivo following three immunization protocols. The construct with the greatest in vivo stability proved to be the one that induced the strongest immune responses. Our data support the hypothesis that specific T lymphocyte priming by rBCG can be employed as a component of a combined vaccine strategy to induce long-lasting humoral and cellular immune responsiveness towards B. bovis and encourage further work on the application of rBCG to the development of Babesia vaccines.
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Affiliation(s)
- M P Santangelo
- Institute of Biotechnology, CICVyA-INTA, Los Reseros y Las Cabañas, 1712 Castelar, Argentina
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35
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Hsu YH, Chung MW, Li TK. Distribution of gyrase and topoisomerase IV on bacterial nucleoid: implications for nucleoid organization. Nucleic Acids Res 2006; 34:3128-38. [PMID: 16757578 PMCID: PMC1475751 DOI: 10.1093/nar/gkl392] [Citation(s) in RCA: 30] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/04/2023] Open
Abstract
We explored the existence of nucleoid DNA loops in Escherichia coli by studying the distribution of bacterial type II topoisomerases (Topo IIs). Norfloxacin-induced high molecular weight (HMW) DNA fragmentation of nucleoid, an event reminiscent of the excision of eukaryotic chromosomal DNA loops mediated by topoisomerase II (TOP2). The size of the HMW DNA fragments induced by norfloxacin was affected by transcription, translation and growth phases of bacteria. The involvement of bacterial Topo IIs in the generation of these HMW DNA fragments is supported by the following observations: (i) the excised loop-sized DNA fragments were covalently linked to proteins; (ii) the norfloxacin-induced excision of DNA loops was highly reversible; (iii) coumermycin A1 antagonized the excision of DNA loops induced by norfloxacin; (iv) this antagonistic effect was reduced in either gyrase or topo IV mutants conferring coumarin resistance and (v) norfloxacin-induced reversible, gyrase-mediated DNA cleavage in vitro. Importantly, studies on coumarin- and/or quinolone-resistant mutant strains showed that DNA gyrase, rather than topoisomerase IV, plays the major role in the generation of loop-sized HMW DNA fragments. In sum, our study suggests a potential role of Topo IIs in the arrangement of DNA supercoiling loop domains in prokaryotic cells.
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Affiliation(s)
| | | | - Tsai-Kun Li
- To whom correspondence should be addressed. Tel: +886 2 23123456, ext. 8287; Fax: +886 2 23915293;
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36
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Bose B, Khanna N, Acharya SK, Sinha S. High affinity mouse-human chimeric Fab against hepatitis B surface antigen. World J Gastroenterol 2006; 11:7569-78. [PMID: 16437680 PMCID: PMC4727235 DOI: 10.3748/wjg.v11.i48.7569] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/06/2023] Open
Abstract
AIM Passive immunotherapy using antibody against hepatitis B surface antigen (HBsAg) has been advocated in certain cases of Hepatitis B infection. We had earlier reported on the cloning and expression of a high affinity scFv derived from a mouse monoclonal (5S) against HBsAg. However this mouse antibody cannot be used for therapeutic purposes as it may elicit anti-mouse immune responses. Chimerization by replacing mouse constant domains with human ones can reduce the immunogenicity of this antibody. METHODS We cloned the V(H) and V(L) genes of this mouse antibody, and fused them with CH1 domain of human IgG1 and C(L) domain of human kappa chain respectively. These chimeric genes were cloned into a phagemid vector. After initial screening using the phage display system, the chimeric Fab was expressed in soluble form in E. coli. RESULTS The chimeric Fab was purified from the bacterial periplasmic extract. We characterized the chimeric Fab using several in vitro techniques and it was observed that the chimeric molecule retained the high affinity and specificity of the original mouse monoclonal. This chimeric antibody fragment was further expressed in different strains of E. coli to increase the yield. CONCLUSION We have generated a mouse-human chimeric Fab against HBsAg without any significant loss in binding and epitope specificity. This chimeric Fab fragment can be further modified to generate a full-length chimeric antibody for therapeutic uses.
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Affiliation(s)
- Biplab Bose
- Department of Biochemistry, All India Institute of Medical Sciences, Ansari Nagar, New Delhi, PIN-110029, India.
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37
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Chang B, Halgamuge S, Tang SL. Analysis of SD sequences in completed microbial genomes: non-SD-led genes are as common as SD-led genes. Gene 2006; 373:90-9. [PMID: 16574344 DOI: 10.1016/j.gene.2006.01.033] [Citation(s) in RCA: 87] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2005] [Revised: 01/13/2006] [Accepted: 01/16/2006] [Indexed: 11/26/2022]
Abstract
Shine-Dalgarno (SD) sequence has been considered as one of the common features of 5' end untranslated region (5'UTR) of prokaryotic transcripts. However, more leaderless bacteria and archaea mRNAs are being increasingly reported in recent years. To understand the distribution of SD-led genes and non-SD-led genes, we have analyzed 162 completed prokaryotic genomes leading to various new conclusions and validations of previous smaller scale studies. The fact that the number of the SD-led genes among those genomes varies from 11.6% to 90.8% implies that the populations of non-SD-led genes as well as leaderless genes are significant. We found that there is a strong SD conserved region in genomes with high proportion of SD-led genes. Following a t-test we showed that SD sequence content (SDSC) has no correlation with GC content. We observed that the closely related phylogenetic microbes mostly possess a similar SDSC value, and archaeal nonleading genes possess higher SDSC. This study shows that the 5'UTR of prokaryotic genes are highly diverse, particularly when genomes of distantly related organisms are compared, suggesting that more flexible mechanisms are used for translation initiation process in various prokaryotes.
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Affiliation(s)
- Bill Chang
- Bioengineering Group, DoMME, Faculty of Engineering, University of Melbourne, Parkville, Victoria, 3010, Australia
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38
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Strauss B, Kelly K, Ekiert D. Cytochrome oxidase deficiency protects Escherichia coli from cell death but not from filamentation due to thymine deficiency or DNA polymerase inactivation. J Bacteriol 2005; 187:2827-35. [PMID: 15805529 PMCID: PMC1070382 DOI: 10.1128/jb.187.8.2827-2835.2005] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/09/2023] Open
Abstract
Temperature-sensitive DNA polymerase mutants (dnaE) are protected from cell death on incubation at nonpermissive temperature by mutation in the cydA gene controlling cytochrome bd oxidase. Protection is observed in complex (Luria-Bertani [LB]) medium but not on minimal medium. The cydA mutation protects a thymine-deficient strain from death in the absence of thymine on LB but not on minimal medium. Both dnaE and Deltathy mutants filament under nonpermissive conditions. Filamentation per se is not the cause of cell death, because the dnaE cydA double mutant forms long filaments after 24 h of incubation in LB medium at nonpermissive temperature. These filaments have multiply dispersed nucleoids and produce colonies on return to permissive conditions. The protective effect of a deficiency of cydA at high temperature is itself suppressed by overexpression of cytochrome bo3, indicating that the phenomenon is related to energy metabolism rather than to a specific effect of the cydA protein. We propose that filamentation and cell death resulting from thymine deprivation or slowing of DNA synthesis are not sequential events but occur in response to the same or a similar signal which is modulated in complex medium by cytochrome bd oxidase. The events which follow inhibition of replication fork progression due to either polymerase inactivation, thymine deprivation, or hydroxyurea inhibition differ in detail from those following actual DNA damage.
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Affiliation(s)
- Bernard Strauss
- Center for Molecular and Department of Molecular Genetics and Cell Biology, The University of Chicago, Chicago, IL 60637, USA.
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39
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Paulus M, Haslbeck M, Watzele M. RNA stem-loop enhanced expression of previously non-expressible genes. Nucleic Acids Res 2004; 32:e78. [PMID: 15163763 PMCID: PMC419630 DOI: 10.1093/nar/gnh076] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
The key step in bacterial translation is formation of the pre-initiation complex. This requires initial contacts between mRNA, fMet-tRNA and the 30S subunit of the ribosome, steps that limit the initiation of translation. Here we report a method for improving translational initiation, which allows expression of several previously non-expressible genes. This method has potential applications in heterologous protein synthesis and high-throughput expression systems. We introduced a synthetic RNA stem-loop (stem length, 7 bp; DeltaG(0) = -9.9 kcal/mol) in front of various gene sequences. In each case, the stem-loop was inserted 15 nt downstream from the start codon. Insertion of the stem-loop allowed in vitro expression of five previously non-expressible genes and enhanced the expression of all other genes investigated. Analysis of the RNA structure proved that the stem-loop was formed in vitro, and demonstrated that stabilization of the ribosome binding site is due to stem-loop introduction. By theoretical RNA structure analysis we showed that the inserted RNA stem-loop suppresses long-range interactions between the translation initiation domain and gene-specific mRNA sequences. Thus the inserted RNA stem-loop supports the formation of a separate translational initiation domain, which is more accessible to ribosome binding.
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Affiliation(s)
- Michael Paulus
- Roche Diagnostics, Nonnenwald 2, D-82377 Penzberg, Germany
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40
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Zhelyabovskaya OB, Berlin YA, Birikh KR. Artificial genetic selection for an efficient translation initiation site for expression of human RACK1 gene in Escherichia coli. Nucleic Acids Res 2004; 32:e52. [PMID: 15034151 PMCID: PMC390350 DOI: 10.1093/nar/gnh050] [Citation(s) in RCA: 14] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
In bacterial expression systems, translation initiation is usually the rate limiting and the least predictable stage of protein synthesis. Efficiency of a translation initiation site can vary dramatically depending on the sequence context. This is why many standard expression vectors provide very poor expression levels of some genes. This notion persuaded us to develop an artificial genetic selection protocol, which allows one to find for a given target gene an individual efficient ribosome binding site from a random pool. In order to create Darwinian pressure necessary for the genetic selection, we designed a system based on translational coupling, in which microorganism survival in the presence of antibiotic depends on expression of the target gene, while putting no special requirements on this gene. Using this system we obtained superproducing constructs for the human protein RACK1 (receptor for activated C kinase).
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Affiliation(s)
- Olga B Zhelyabovskaya
- Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry, Russian Academy of Sciences, ul. Miklukho-Maklaya 16/10, Moscow 117997, Russia
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41
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Ma J, Campbell A, Karlin S. Correlations between Shine-Dalgarno sequences and gene features such as predicted expression levels and operon structures. J Bacteriol 2002; 184:5733-45. [PMID: 12270832 PMCID: PMC139613 DOI: 10.1128/jb.184.20.5733-5745.2002] [Citation(s) in RCA: 225] [Impact Index Per Article: 9.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
This work assesses relationships for 30 complete prokaryotic genomes between the presence of the Shine-Dalgarno (SD) sequence and other gene features, including expression levels, type of start codon, and distance between successive genes. A significant positive correlation of the presence of an SD sequence and the predicted expression level of a gene based on codon usage biases was ascertained, such that predicted highly expressed genes are more likely to possess a strong SD sequence than average genes. Genes with AUG start codons are more likely than genes with other start codons, GUG or UUG, to possess an SD sequence. Genes in close proximity to upstream genes on the same coding strand in most genomes are significantly higher in SD presence. In light of these results, we discuss the role of the SD sequence in translation initiation and its relationship with predicted gene expression levels and with operon structure in both bacterial and archaeal genomes.
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MESH Headings
- Archaeal Proteins/genetics
- Archaeal Proteins/metabolism
- Bacterial Proteins/genetics
- Bacterial Proteins/metabolism
- Base Sequence
- Codon, Initiator/chemistry
- Codon, Initiator/genetics
- Gene Expression Regulation, Archaeal
- Gene Expression Regulation, Bacterial
- Genome, Archaeal
- Genome, Bacterial
- Models, Biological
- Molecular Sequence Data
- Operon/genetics
- Protein Biosynthesis
- RNA, Messenger/chemistry
- RNA, Messenger/genetics
- RNA, Ribosomal/genetics
- RNA, Ribosomal/metabolism
- Sequence Analysis, DNA
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Affiliation(s)
- Jiong Ma
- Department of Biological Sciences, Stanford University, Stanford, California 94305-2125, USA
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42
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Stenström CM, Isaksson LA. Influences on translation initiation and early elongation by the messenger RNA region flanking the initiation codon at the 3' side. Gene 2002; 288:1-8. [PMID: 12034488 DOI: 10.1016/s0378-1119(02)00501-2] [Citation(s) in RCA: 65] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
The downstream region (DR) located immediately after the initiation codon acts as a translational enhancer and depending on its sequence gene expression can vary considerably. In order to determine the influence of the DR on the apparent translation initiation, we have analyzed several naturally occurring DRs (a stretch of five codons) in a lacZ reporter gene. The efficiency of expression, associated with these DRs did not show any correlation to the expression levels connected with the natural genes. Changes of the iso-codon composition in the DR, thus maintaining the amino acid sequence in the gene product, gave significant variations in gene expression. Thus, the messenger RNA base sequence, and not the encoded amino acid sequence, in the early coding region is the determinant for the apparent efficiency of translation initiation and/or early elongation.
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43
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Delamarche C, Guerdoux-Jamet P, Gras R, Nicolas J. A symbolic-numeric approach to find patterns in genomes. Application to the translation initiation sites of E. coli. Biochimie 1999; 81:1065-72. [PMID: 10575363 DOI: 10.1016/s0300-9084(99)00328-4] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
Abstract
DNA sequence data provided by genome sequencing programs open new research prospects. In this respect, computational investigations are of major importance to discover new 'functional/structural patterns' and to improve biological process knowledge. For example, even though the principal steps of translation initiation in prokaryotes are known, it is difficult to point out the exact pattern of the mRNA that is recognized by the ribosome. In this study, we have carried out a systematic context analysis of the complete genome of E. coli, around codons in competition for translation initiation. Using a combinatorial approach, we first show that it is possible to accurately define the initiation site by looking for the localization of patterns representing various combinations of trinucleotides. We have combined this approach with a statistical analysis based on the frequencies of these patterns. This leads to a decision tree, able to discriminate true and false starts with a recognition level near 90%. Our method may help to precisely localize the beginning of open reading frames, and point to likely mistakes for some genes in the database. The method may be included as a component of a gene recognition system, is not restricted to a particular genome or a two-classes discrimination, and may be applied to a broader class of biological patterns.
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Affiliation(s)
- C Delamarche
- UPRES-A 6026 CNRS, équipe 'Canaux et Récepteurs Membranaires', bâtiment 13, Campus de Beaulieu, 35042 Rennes, cedex France
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Rocha EP, Danchin A, Viari A. Translation in Bacillus subtilis: roles and trends of initiation and termination, insights from a genome analysis. Nucleic Acids Res 1999; 27:3567-76. [PMID: 10446248 PMCID: PMC148602 DOI: 10.1093/nar/27.17.3567] [Citation(s) in RCA: 86] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
We analysed the Bacillus subtilis protein coding sequences termini, and compared it to other genomes. The analysis focused on signals, com-positional biases of nucleotides, oligonucleotides, codons and amino acids and mRNA secondary structure. AUG is the preferred start codon in all genomes, independent of their G+C content, and seems to induce less stable mRNA structures. However, it is not conserved between homologous genes neither is it preferred in highly expressed genes. In B.subtilis the ribosome binding site is very strong. We found that downstream boxes do not seem to exist either in Escherichia coli or in B.subtilis. UAA stop codon usage is correlated with the G+C content and is strongly selected in highly expressed genes. We found less stable mRNA structures at both termini, which we related to mRNA-ribosome and mRNA-release-factor interactions. This pattern seems to impose a peculiar A-rich nucleotide and codon usage bias in these regions. Finally the analysis of all proteins from B.subtilis revealed a similar amino acid bias near both termini of proteins consisting of over-representation of hydrophilic residues. This bias near the stop codon is partially release-factor specific.
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Affiliation(s)
- E P Rocha
- Atelier de BioInformatique, Université Paris VI, 12 Rue Cuvier, 75005 Paris, France.
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45
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O'Connor M, Asai T, Squires CL, Dahlberg AE. Enhancement of translation by the downstream box does not involve base pairing of mRNA with the penultimate stem sequence of 16S rRNA. Proc Natl Acad Sci U S A 1999; 96:8973-8. [PMID: 10430880 PMCID: PMC17717 DOI: 10.1073/pnas.96.16.8973] [Citation(s) in RCA: 84] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
The downstream box (DB) is a sequence element that enhances translation of several bacterial and phage mRNAs. It has been proposed that the DB enhances translation by base pairing transiently to bases 1469-1483 of 16S rRNA, the so-called anti-DB, during the initiation phase of translation. We have tested this model of enhancer action by constructing mutations in the anti-DB that alter its mRNA base-pairing potential and examining expression of a variety of DB-containing mRNAs in strains expressing the mutant anti-DB 16S rRNA. We found that the rRNA mutant was viable and that expression of all tested DB-containing mRNAs was completely unaffected by radical alterations in the proposed anti-DB. These findings lead us to conclude that enhancement of translation by the DB does not involve mRNA-rRNA base pairing.
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MESH Headings
- Bacterial Proteins/genetics
- Base Pairing
- Base Sequence
- Enhancer Elements, Genetic
- Escherichia coli/genetics
- Heat-Shock Proteins/genetics
- Models, Molecular
- Mutagenesis, Site-Directed
- Nucleic Acid Conformation
- Plasmids
- Protein Biosynthesis
- RNA, Messenger/chemistry
- RNA, Messenger/genetics
- RNA, Messenger/metabolism
- RNA, Ribosomal, 16S/chemistry
- RNA, Ribosomal, 16S/genetics
- RNA, Ribosomal, 16S/metabolism
- Sigma Factor
- Transcription Factors/genetics
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Affiliation(s)
- M O'Connor
- J. W. Wilson Laboratory, Department of Molecular and Cellular Biology and Biochemistry, Brown University, Providence, RI 02912, USA. Michael_O'
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Janzen DM, Torgov MY, Abbott SN, Reddy MK. Comparison of the assembly of the bacteriophage T4 clamp loader complex (gp44/62) expressed in a cis versus trans genomic configuration. Virology 1999; 260:64-73. [PMID: 10405357 DOI: 10.1006/viro.1999.9785] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Abstract
Proper formation of the bacteriophage T4 DNA polymerase holoenzyme requires a wide spectrum of protein-protein and protein-DNA interactions among the DNA polymerase gp43, the sliding clamp gp45, and gp44/62, the clamp loader complex (CLC). The 44 and 62 proteins associate to form a tight complex maintained in a 4:1 ratio. The 44 and 62 genes are adjacent to each other on the T4 genome, are cotranscribed, and are translationally coupled. It has been suggested that translational coupling may play a role in the formation of the clamp loader complex and may control its stoichiometry. To examine the effect of coupling on the assembly of the complex, expression in trans of genes 44 and 62 was accomplished by cotransforming Escherichia coli with compatible, inducible plasmid vectors. A gp44/62 complex could be purified from such cells. The complex assembled in trans exhibited stoichiometry and ATPase activity identical to native complex. Burst sizes were determined to gauge the efficiency of clamp loader complex formation. When gp44 was supplied by a plasmid and gp62 was supplied by the T4 genome, complex formation was as efficient as in wild-type virus. However, when gp62 was supplied by plasmid and gp44 was supplied by the T4 genome, efficiency of complex formation was decreased. This decrease in the efficiency of complex formation was temperature dependent, being more pronounced at higher temperatures. At higher temperatures, a larger proportion of gp62 expressed from the plasmid was found to be present in an insoluble form. The decrease in efficiency of complex formation correlated to a decrease in solubility of the gene 62 protein.
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Affiliation(s)
- D M Janzen
- Chemistry Department, University of Wisconsin-Milwaukee, Milwaukee, Wisconsin, 53201-0413, USA
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Parsons LM, Waring AL, Limberger RJ, Shayegani M. The dnaK/dnaJ operon of Haemophilus ducreyi contains a unique combination of regulatory elements. Gene 1999; 233:109-19. [PMID: 10375627 DOI: 10.1016/s0378-1119(99)00149-3] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/13/2023]
Abstract
Haemophilus ducreyi, which causes the genital ulcer disease chancroid, requires high basal levels of the 60-kDa heat-shock (hs) protein GroEL in order to survive and adhere to host cells in the presence of common environmental stresses. In contrast, the 70-kDa hs protein, DnaK, a negative modulator of the hs response in prokaryotes, is not produced at as high a level as GroEL. Because of these differences, we were interested in identifying regulatory elements affecting the expression of the H. ducreyi dnaK/dnaJ operon. First, the genes encoding H. ducreyi DnaK (Hsp70) and DnaJ (Hsp40) were sequenced. The deduced amino acid sequences shared 82.8 and 63. 9% identity with the Escherichia coli DnaK and DnaJ homologs, respectively. Despite the presence of highly similar (but not identical) hs promoter sequences preceding both the H. ducreyi groES/groEL and dnaK/dnaJ operons, transcription levels for groEL were found to exceed that of dnaK. Subsequently, other genetic elements that could contribute to a lower basal expression of dnaK in H. ducreyi were identified. These elements include: (1) a complex promoter for dnaK consisting of four transcriptional start points (two for sigma32 and two for sigma70) identified by primer extension; (2) a putative binding site for Fur (a transcriptional repressor of iron-regulated genes) that overlaps the initiating AUG of dnaK; and (3) the potential for extensive secondary structure of the long leader sequences of the dnaK transcripts, which could interfere with efficient translation of DnaK. This unique combination of regulatory elements may be responsible for the relatively low-level expression of dnaK in this fastidious genital pathogen.
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Affiliation(s)
- L M Parsons
- Wadsworth Center, New York State Department of Health, Albany, New York, and School of Public Health, Department of Biomedical Sciences, University at Albany, Albany, NY 12208, USA.
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Nivinskas R, Malys N, Klausa V, Vaiskunaite R, Gineikiene E. Post-transcriptional control of bacteriophage T4 gene 25 expression: mRNA secondary structure that enhances translational initiation. J Mol Biol 1999; 288:291-304. [PMID: 10329143 DOI: 10.1006/jmbi.1999.2695] [Citation(s) in RCA: 27] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Abstract
Secondary structure of the mRNA in the translational initiation region is an important determinant of translation efficiency. However, the secondary structures that enhance or facilitate translation initiation are rare. We have previously proposed that such structure may exist in the case of bacteriophage T4 gene 25 translational initiation region, which contains three potential Shine-Dalgarno sequences (SD1, SD2, and SD3) with a spacing of 8, 17, and 27 nucleotides from the initiation codon of this gene, respectively. We now present results that clearly demonstrate the existence of a hairpin structure that includes SD1 and SD2 sequences and brings the SD3, the most typical of these Shine-Dalgarno sequences, to a favourable spacing with the initiation codon of gene 25. Using a phage T7 expression system, we show that mutations that prevent the formation of hairpin structure or eliminate the SD3 sequence result in a decreased level of gp25 synthesis. Double mutation in base-pair V restores the level of gene 25 expression that was decreased by either of the two mutations (C-to-G and G-to-C) alone, as predicted by an effect attributable to mRNA secondary structure. We introduced the mutations into the bacteriophage T4 by plasmid-phage recombination. Changes in the plaque and burst sizes of T4 mutants, carrying single and double mutations in the translational initiation region of gene 25, strongly suggest that the predicted mRNA secondary structure controls (enhances) the level of gene 25 expression in vivo. Hybridization of total cellular RNA with a gene 25 specific probe indicated that secondary structure or mutations in the translational initiation region do not notably affect the 25 mRNA stability. Immunoblot analysis of gp25 in Escherichia coli cells infected by T4 mutants showed that mRNA secondary structure increases the level of gp25 synthesis by three- to fourfold. Since the secondary structure increases the level of gp25 synthesis and does not affect mRNA stability, we conclude that this structure enhances translation initiation. We discuss some features of two secondary structures in the translational initiation regions of T4 genes 25 and 38.
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Affiliation(s)
- R Nivinskas
- Institute of Biochemistry, Mokslininku 12, Vilnius, 2600, Lithuania.
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Athanasopoulos V, Praszkier J, Pittard AJ. Analysis of elements involved in pseudoknot-dependent expression and regulation of the repA gene of an IncL/M plasmid. J Bacteriol 1999; 181:1811-9. [PMID: 10074073 PMCID: PMC93579 DOI: 10.1128/jb.181.6.1811-1819.1999] [Citation(s) in RCA: 20] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Replication of the IncL/M plasmid pMU604 is controlled by a small antisense RNA molecule (RNAI), which, by inhibiting the formation of an RNA pseudoknot, regulates translation of the replication initiator protein, RepA. Efficient translation of the repA mRNA was shown to require the translation and correct termination of the leader peptide, RepB, and the formation of the pseudoknot. Although the pseudoknot was essential for the expression of repA, its presence was shown to interfere with the translation of repB. The requirement for pseudoknot formation could in large part be obviated by improving the ribosome binding region of repA, either by replacing the GUG start codon by AUG or by increasing the spacing between the start codon and the Shine-Dalgarno sequence (SD). The spacing between the distal pseudoknot sequence and the repA SD was shown to be suboptimal for maximal expression of repA.
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MESH Headings
- Bacterial Proteins/genetics
- Base Sequence
- Codon, Initiator/genetics
- Codon, Terminator/genetics
- DNA Helicases
- DNA Replication/genetics
- DNA-Binding Proteins
- Escherichia coli/genetics
- Gene Expression Regulation, Bacterial
- Genes, Bacterial
- Molecular Sequence Data
- Mutation
- Nucleic Acid Conformation
- Plasmids/genetics
- Protein Biosynthesis
- Proteins/genetics
- RNA, Antisense/chemistry
- RNA, Antisense/genetics
- RNA, Bacterial/chemistry
- RNA, Bacterial/genetics
- RNA, Messenger/chemistry
- RNA, Messenger/genetics
- Sequence Deletion
- Trans-Activators
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Affiliation(s)
- V Athanasopoulos
- Department of Microbiology and Immunology, The University of Melbourne, Parkville, Victoria 3052, Australia
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Abstract
Studies of the budding yeast Saccharomyces cerevisiae have greatly advanced our understanding of the posttranscriptional steps of eukaryotic gene expression. Given the wide range of experimental tools applicable to S. cerevisiae and the recent determination of its complete genomic sequence, many of the key challenges of the posttranscriptional control field can be tackled particularly effectively by using this organism. This article reviews the current knowledge of the cellular components and mechanisms related to translation and mRNA decay, with the emphasis on the molecular basis for rate control and gene regulation. Recent progress in characterizing translation factors and their protein-protein and RNA-protein interactions has been rapid. Against the background of a growing body of structural information, the review discusses the thermodynamic and kinetic principles that govern the translation process. As in prokaryotic systems, translational initiation is a key point of control. Modulation of the activities of translational initiation factors imposes global regulation in the cell, while structural features of particular 5' untranslated regions, such as upstream open reading frames and effector binding sites, allow for gene-specific regulation. Recent data have revealed many new details of the molecular mechanisms involved while providing insight into the functional overlaps and molecular networking that are apparently a key feature of evolving cellular systems. An overall picture of the mechanisms governing mRNA decay has only very recently begun to develop. The latest work has revealed new information about the mRNA decay pathways, the components of the mRNA degradation machinery, and the way in which these might relate to the translation apparatus. Overall, major challenges still to be addressed include the task of relating principles of posttranscriptional control to cellular compartmentalization and polysome structure and the role of molecular channelling in these highly complex expression systems.
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Affiliation(s)
- J E McCarthy
- Posttranscriptional Control Group, Department of Biomolecular Sciences, University of Manchester Institute of Science and Technology (UMIST), Manchester M60 1QD, United Kingdom.
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