1
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Wu-Chen RA, Feng J, Elhadidy M, Nambiar RB, Liao X, Yue M, Ding T. Long-term exposure to food-grade disinfectants causes cross-resistance to antibiotics in Salmonella enterica serovar Typhimurium strains with different antibiograms and sequence types. Antimicrob Resist Infect Control 2023; 12:145. [PMID: 38093321 PMCID: PMC10717106 DOI: 10.1186/s13756-023-01333-w] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2023] [Accepted: 11/09/2023] [Indexed: 12/17/2023] Open
Abstract
BACKGROUND Disinfectants are important in the food industry to prevent the transmission of pathogens. Excessive use of disinfectants may increase the probability of bacteria experiencing long-term exposure and consequently resistance and cross-resistance to antibiotics. This study aims to investigate the cross-resistance of multidrug-resistant, drug-resistant, and drug-susceptible isolates of Salmonella enterica serovar Typhimurium (S. Typhimurium) with different sequence types (STs) to a group of antibiotics after exposure to different food-grade disinfectants. METHODS A panel of 27 S. Typhimurium strains with different antibiograms and STs were exposed to increasing concentrations of five food-grade disinfectants, including hydrogen peroxide (H2O2), benzalkonium chloride (BAC), chlorine dioxide (ClO2), sodium hypochlorite (NaClO), and ethanol. Recovered evolved strains were analyzed using genomic tools and phenotypic tests. Genetic mutations were screened using breseq pipeline and changes in resistance to antibiotics and to the same disinfectant were determined. The relative fitness of evolved strains was also determined. RESULTS Following exposure to disinfectants, 22 out of 135 evolved strains increased their resistance to antibiotics from a group of 14 clinically important antibiotics. The results also showed that 9 out of 135 evolved strains had decreased resistance to some antibiotics. Genetic mutations were found in evolved strains. A total of 77.78% of ST34, 58.33% of ST19, and 66.67% of the other STs strains exhibited changes in antibiotic resistance. BAC was the disinfectant that induced the highest number of strains to cross-resistance to antibiotics. Besides, H2O2 induced the highest number of strains with decreased resistance to antibiotics. CONCLUSIONS These findings provide a basis for understanding the effect of disinfectants on the antibiotic resistance of S. Typhimurium. This work highlights the link between long-term exposure to disinfectants and the evolution of resistance to antibiotics and provides evidence to promote the regulated use of disinfectants.
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Affiliation(s)
- Ricardo A Wu-Chen
- Department of Food Science and Nutrition, College of Biosystems Engineering and Food Science, Zhejiang University, Hangzhou, 310058, China
| | - Jinsong Feng
- Department of Food Science and Nutrition, College of Biosystems Engineering and Food Science, Zhejiang University, Hangzhou, 310058, China
| | - Mohamed Elhadidy
- Biomedical Sciences Program, University of Science and Technology, Zewail City of Science and Technology, Giza, Egypt
- Center for Genomics, Helmy Institute for Medical Sciences, Zewail City of Science and Technology, Giza, Egypt
- Department of Bacteriology, Mycology and Immunology, Faculty of Veterinary Medicine, Mansoura University, Mansoura, Egypt
| | - Reshma B Nambiar
- College of Animal Sciences, Zhejiang University, Hangzhou, 310058, China
| | - Xinyu Liao
- Department of Food Science and Nutrition, College of Biosystems Engineering and Food Science, Zhejiang University, Hangzhou, 310058, China
- Future Food Laboratory, Innovation Center of Yangtze River Delta, Zhejiang University, Jiaxing, 314100, China
| | - Min Yue
- College of Animal Sciences, Zhejiang University, Hangzhou, 310058, China.
| | - Tian Ding
- Department of Food Science and Nutrition, College of Biosystems Engineering and Food Science, Zhejiang University, Hangzhou, 310058, China.
- Future Food Laboratory, Innovation Center of Yangtze River Delta, Zhejiang University, Jiaxing, 314100, China.
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2
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Radford F, Rinehart J, Isaacs FJ. Mapping the in vivo fitness landscape of a tethered ribosome. SCIENCE ADVANCES 2023; 9:eade8934. [PMID: 37115918 PMCID: PMC10146877 DOI: 10.1126/sciadv.ade8934] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Indexed: 05/03/2023]
Abstract
Fitness landscapes are models of the sequence space of a genetic element that map how each sequence corresponds to its activity and can be used to guide laboratory evolution. The ribosome is a macromolecular machine that is essential for protein synthesis in all organisms. Because of the prevalence of dominant lethal mutations, a comprehensive fitness landscape of the ribosomal peptidyl transfer center (PTC) has not yet been attained. Here, we develop a method to functionally map an orthogonal tethered ribosome (oRiboT), which permits complete mutagenesis of nucleotides located in the PTC and the resulting epistatic interactions. We found that most nucleotides studied showed flexibility to mutation, and identified epistatic interactions between them, which compensate for deleterious mutations. This work provides a basis for a deeper understanding of ribosome function and malleability and could be used to inform design of engineered ribosomes with applications to synthesize next-generation biomaterials and therapeutics.
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Affiliation(s)
- Felix Radford
- Department of Molecular, Cellular, and Developmental Biology, Yale University, New Haven, CT 06520, USA
- Systems Biology Institute, Yale University, West Haven, CT 06516, USA
| | - Jesse Rinehart
- Systems Biology Institute, Yale University, West Haven, CT 06516, USA
- Department of Cellular and Molecular Physiology, Yale School of Medicine, New Haven, CT 06520, USA
| | - Farren J. Isaacs
- Department of Molecular, Cellular, and Developmental Biology, Yale University, New Haven, CT 06520, USA
- Systems Biology Institute, Yale University, West Haven, CT 06516, USA
- Department of Biomedical Engineering, Yale University, New Haven, CT 06520, USA
- Corresponding author.
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3
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Krüger A, Watkins AM, Wellington-Oguri R, Romano J, Kofman C, DeFoe A, Kim Y, Anderson-Lee J, Fisker E, Townley J, d'Aquino AE, Das R, Jewett MC. Community science designed ribosomes with beneficial phenotypes. Nat Commun 2023; 14:961. [PMID: 36810740 PMCID: PMC9944925 DOI: 10.1038/s41467-023-35827-3] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2022] [Accepted: 01/04/2023] [Indexed: 02/23/2023] Open
Abstract
Functional design of ribosomes with mutant ribosomal RNA (rRNA) can expand opportunities for understanding molecular translation, building cells from the bottom-up, and engineering ribosomes with altered capabilities. However, such efforts are hampered by cell viability constraints, an enormous combinatorial sequence space, and limitations on large-scale, 3D design of RNA structures and functions. To address these challenges, we develop an integrated community science and experimental screening approach for rational design of ribosomes. This approach couples Eterna, an online video game that crowdsources RNA sequence design to community scientists in the form of puzzles, with in vitro ribosome synthesis, assembly, and translation in multiple design-build-test-learn cycles. We apply our framework to discover mutant rRNA sequences that improve protein synthesis in vitro and cell growth in vivo, relative to wild type ribosomes, under diverse environmental conditions. This work provides insights into rRNA sequence-function relationships and has implications for synthetic biology.
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Affiliation(s)
- Antje Krüger
- Department of Chemical and Biological Engineering, Chemistry of Life Processes Institute, and Center for Synthetic Biology, Northwestern University, Evanston, IL, 60208, USA.,Resilience US Inc, 9310 Athena Circle, La Jolla, CA, 92037, USA
| | - Andrew M Watkins
- Department of Biochemistry, Stanford University, Stanford, CA, 94305, USA.,Prescient Design, Genentech, 1 DNA Way, South San Francisco, CA, 94080, USA
| | | | - Jonathan Romano
- Department of Biochemistry, Stanford University, Stanford, CA, 94305, USA.,Eterna Massive Open Laboratory, Stanford, CA, 94305, USA.,Department of Computer Science and Engineering, State University of New York at Buffalo, Buffalo, NY, 14260, USA
| | - Camila Kofman
- Department of Chemical and Biological Engineering, Chemistry of Life Processes Institute, and Center for Synthetic Biology, Northwestern University, Evanston, IL, 60208, USA
| | - Alysse DeFoe
- Department of Chemical and Biological Engineering, Chemistry of Life Processes Institute, and Center for Synthetic Biology, Northwestern University, Evanston, IL, 60208, USA
| | - Yejun Kim
- Department of Chemical and Biological Engineering, Chemistry of Life Processes Institute, and Center for Synthetic Biology, Northwestern University, Evanston, IL, 60208, USA
| | | | - Eli Fisker
- Eterna Massive Open Laboratory, Stanford, CA, 94305, USA
| | - Jill Townley
- Eterna Massive Open Laboratory, Stanford, CA, 94305, USA
| | | | - Anne E d'Aquino
- Department of Chemical and Biological Engineering, Chemistry of Life Processes Institute, and Center for Synthetic Biology, Northwestern University, Evanston, IL, 60208, USA
| | - Rhiju Das
- Department of Biochemistry, Stanford University, Stanford, CA, 94305, USA. .,Howard Hughes Medical Institute, Stanford University, Stanford, CA, 94305, USA.
| | - Michael C Jewett
- Department of Chemical and Biological Engineering, Chemistry of Life Processes Institute, and Center for Synthetic Biology, Northwestern University, Evanston, IL, 60208, USA. .,Robert H. Lurie Comprehensive Cancer Center and Simpson Querrey Institute, Northwestern University, Chicago, IL, 60611, USA.
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4
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Kofman C, Watkins AM, Kim D, Willi JA, Wooldredge A, Karim A, Das R, Jewett MC. Computationally-guided design and selection of high performing ribosomal active site mutants. Nucleic Acids Res 2022; 50:13143-13154. [PMID: 36484094 PMCID: PMC9825160 DOI: 10.1093/nar/gkac1036] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/21/2022] [Revised: 10/13/2022] [Accepted: 10/22/2022] [Indexed: 12/14/2022] Open
Abstract
Understanding how modifications to the ribosome affect function has implications for studying ribosome biogenesis, building minimal cells, and repurposing ribosomes for synthetic biology. However, efforts to design sequence-modified ribosomes have been limited because point mutations in the ribosomal RNA (rRNA), especially in the catalytic active site (peptidyl transferase center; PTC), are often functionally detrimental. Moreover, methods for directed evolution of rRNA are constrained by practical considerations (e.g. library size). Here, to address these limitations, we developed a computational rRNA design approach for screening guided libraries of mutant ribosomes. Our method includes in silico library design and selection using a Rosetta stepwise Monte Carlo method (SWM), library construction and in vitro testing of combined ribosomal assembly and translation activity, and functional characterization in vivo. As a model, we apply our method to making modified ribosomes with mutant PTCs. We engineer ribosomes with as many as 30 mutations in their PTCs, highlighting previously unidentified epistatic interactions, and show that SWM helps identify sequences with beneficial phenotypes as compared to random library sequences. We further demonstrate that some variants improve cell growth in vivo, relative to wild type ribosomes. We anticipate that SWM design and selection may serve as a powerful tool for rRNA engineering.
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Affiliation(s)
- Camila Kofman
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, IL 60208, USA
- Chemistry of Life Processes Institute, Northwestern University, Evanston, IL 60208, USA
- Center for Synthetic Biology, Northwestern University, Evanston, IL 60208, USA
| | - Andrew M Watkins
- Department of Biochemistry, Stanford University, Stanford, CA 94305, USA
- Prescient Design, Genentech, South San Francisco, CA 94080, USA
| | - Do Soon Kim
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, IL 60208, USA
- Chemistry of Life Processes Institute, Northwestern University, Evanston, IL 60208, USA
- Center for Synthetic Biology, Northwestern University, Evanston, IL 60208, USA
- Inceptive Nucleics, Inc., Palo Alto, CA 94304, USA
| | - Jessica A Willi
- Chemistry of Life Processes Institute, Northwestern University, Evanston, IL 60208, USA
- Center for Synthetic Biology, Northwestern University, Evanston, IL 60208, USA
| | - Alexandra C Wooldredge
- Chemistry of Life Processes Institute, Northwestern University, Evanston, IL 60208, USA
- Center for Synthetic Biology, Northwestern University, Evanston, IL 60208, USA
| | - Ashty S Karim
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, IL 60208, USA
- Chemistry of Life Processes Institute, Northwestern University, Evanston, IL 60208, USA
- Center for Synthetic Biology, Northwestern University, Evanston, IL 60208, USA
| | - Rhiju Das
- Department of Biochemistry, Stanford University, Stanford, CA 94305, USA
- Department of Physics, Stanford University, Stanford, CA 94305, USA
| | - Michael C Jewett
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, IL 60208, USA
- Chemistry of Life Processes Institute, Northwestern University, Evanston, IL 60208, USA
- Center for Synthetic Biology, Northwestern University, Evanston, IL 60208, USA
- Robert H. Lurie Comprehensive Cancer Center and Simpson Querrey Institute, Northwestern University, Chicago, IL 60611, USA
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5
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Radford F, Elliott SD, Schepartz A, Isaacs FJ. Targeted editing and evolution of engineered ribosomes in vivo by filtered editing. Nat Commun 2022; 13:180. [PMID: 35013328 PMCID: PMC8748908 DOI: 10.1038/s41467-021-27836-x] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/02/2021] [Accepted: 12/13/2021] [Indexed: 12/26/2022] Open
Abstract
Genome editing technologies introduce targeted chromosomal modifications in organisms yet are constrained by the inability to selectively modify repetitive genetic elements. Here we describe filtered editing, a genome editing method that embeds group 1 self-splicing introns into repetitive genetic elements to construct unique genetic addresses that can be selectively modified. We introduce intron-containing ribosomes into the E. coli genome and perform targeted modifications of these ribosomes using CRISPR/Cas9 and multiplex automated genome engineering. Self-splicing of introns post-transcription yields scarless RNA molecules, generating a complex library of targeted combinatorial variants. We use filtered editing to co-evolve the 16S rRNA to tune the ribosome's translational efficiency and the 23S rRNA to isolate antibiotic-resistant ribosome variants without interfering with native translation. This work sets the stage to engineer mutant ribosomes that polymerize abiological monomers with diverse chemistries and expands the scope of genome engineering for precise editing and evolution of repetitive DNA sequences.
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MESH Headings
- Anti-Bacterial Agents/pharmacology
- CRISPR-Cas Systems
- Escherichia coli/drug effects
- Escherichia coli/genetics
- Escherichia coli/metabolism
- Exons
- Gene Editing/methods
- Genetic Engineering
- Genome, Bacterial
- Introns
- Mutagenesis, Site-Directed/methods
- Polymers/chemistry
- Protein Biosynthesis
- RNA Splicing
- RNA, Ribosomal, 16S/genetics
- RNA, Ribosomal, 16S/metabolism
- RNA, Ribosomal, 23S/genetics
- RNA, Ribosomal, 23S/metabolism
- Repetitive Sequences, Nucleic Acid
- Ribosomes/genetics
- Ribosomes/metabolism
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Affiliation(s)
- Felix Radford
- Department of Molecular, Cellular, and Developmental Biology, Yale University, New Haven, CT, 06520, USA
- Systems Biology Institute, Yale University, West Haven, CT, 06516, USA
| | - Shane D Elliott
- Department of Molecular, Cellular, and Developmental Biology, Yale University, New Haven, CT, 06520, USA
| | - Alanna Schepartz
- Department of Chemistry, University of California, Berkeley, CA, 94720, USA
- Department of Molecular and Cell Biology, University of California, Berkeley, CA, 94720, USA
| | - Farren J Isaacs
- Department of Molecular, Cellular, and Developmental Biology, Yale University, New Haven, CT, 06520, USA.
- Systems Biology Institute, Yale University, West Haven, CT, 06516, USA.
- Department of Biomedical Engineering, Yale University, New Haven, CT, 06520, USA.
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6
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Orthogonal translation enables heterologous ribosome engineering in E. coli. Nat Commun 2021; 12:599. [PMID: 33500394 PMCID: PMC7838251 DOI: 10.1038/s41467-020-20759-z] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2020] [Accepted: 12/16/2020] [Indexed: 01/30/2023] Open
Abstract
The ribosome represents a promising avenue for synthetic biology, but its complexity and essentiality have hindered significant engineering efforts. Heterologous ribosomes, comprising rRNAs and r-proteins derived from different microorganisms, may offer opportunities for novel translational functions. Such heterologous ribosomes have previously been evaluated in E. coli via complementation of a genomic ribosome deficiency, but this method fails to guide the engineering of refractory ribosomes. Here, we implement orthogonal ribosome binding site (RBS):antiRBS pairs, in which engineered ribosomes are directed to researcher-defined transcripts, to inform requirements for heterologous ribosome functionality. We discover that optimized rRNA processing and supplementation with cognate r-proteins enhances heterologous ribosome function for rRNAs derived from organisms with ≥76.1% 16S rRNA identity to E. coli. Additionally, some heterologous ribosomes undergo reduced subunit exchange with E. coli-derived subunits. Cumulatively, this work provides a general framework for heterologous ribosome engineering in living cells.
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7
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Hammerling MJ, Yoesep DJ, Jewett MC. Single enzyme RT-PCR of full-length ribosomal RNA. Synth Biol (Oxf) 2020; 5:ysaa028. [PMID: 33409375 PMCID: PMC7772474 DOI: 10.1093/synbio/ysaa028] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2020] [Revised: 11/06/2020] [Accepted: 11/16/2020] [Indexed: 11/14/2022] Open
Abstract
The ribosome is a two-subunit, macromolecular machine composed of RNA and proteins that carries out the polymerization of α-amino acids into polypeptides. Efforts to engineer ribosomal RNA (rRNA) deepen our understanding of molecular translation and provide opportunities to expand the chemistry of life by creating ribosomes with altered properties. Toward these efforts, reverse transcription PCR (RT-PCR) of the entire 16S and 23S rRNAs, which make up the 30S small subunit and 50S large subunit, respectively, is important for isolating desired phenotypes. However, reverse transcription of rRNA is challenging due to extensive secondary structure and post-transcriptional modifications. One key challenge is that existing commercial kits for RT-PCR rely on reverse transcriptases that lack the extreme thermostability and processivity found in many commercial DNA polymerases, which can result in subpar performance on challenging templates. Here, we develop methods employing a synthetic thermostable reverse transcriptase (RTX) to enable and optimize RT-PCR of the complete Escherichia coli 16S and 23S rRNAs. We also characterize the error rate of RTX when traversing the various post-transcriptional modifications of the 23S rRNA. We anticipate that this work will facilitate efforts to study and characterize many naturally occurring long RNAs and to engineer the translation apparatus for synthetic biology.
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Affiliation(s)
- Michael J Hammerling
- Department of Chemical and Biological Engineering, Northwestern University, 2145 Sheridan Road, Evanston, IL 60208, USA
| | - Danielle J Yoesep
- Department of Chemical and Biological Engineering, Northwestern University, 2145 Sheridan Road, Evanston, IL 60208, USA
| | - Michael C Jewett
- Department of Chemical and Biological Engineering, Northwestern University, 2145 Sheridan Road, Evanston, IL 60208, USA
- Center for Synthetic Biology, Northwestern University, 2145 Sheridan Road, Evanston, IL 60208, USA
- Simpson Querrey Institute, Northwestern University, 2145 Sheridan Road, Evanston, IL 60208, USA
- Chemistry of Life Processes Institute, Northwestern University, 2145 Sheridan Road, Evanston, IL 60208, USA
- Robert H. Lurie Comprehensive Cancer Center, Northwestern University, 2145 Sheridan Road, Evanston, IL 60208, USA
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8
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Lee J, Schwarz KJ, Kim DS, Moore JS, Jewett MC. Ribosome-mediated polymerization of long chain carbon and cyclic amino acids into peptides in vitro. Nat Commun 2020; 11:4304. [PMID: 32855412 PMCID: PMC7452890 DOI: 10.1038/s41467-020-18001-x] [Citation(s) in RCA: 42] [Impact Index Per Article: 10.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/20/2020] [Accepted: 07/28/2020] [Indexed: 11/29/2022] Open
Abstract
Ribosome-mediated polymerization of backbone-extended monomers into polypeptides is challenging due to their poor compatibility with the translation apparatus, which evolved to use α-L-amino acids. Moreover, mechanisms to acylate (or charge) these monomers to transfer RNAs (tRNAs) to make aminoacyl-tRNA substrates is a bottleneck. Here, we rationally design non-canonical amino acid analogs with extended carbon chains (γ-, δ-, ε-, and ζ-) or cyclic structures (cyclobutane, cyclopentane, and cyclohexane) to improve tRNA charging. We then demonstrate site-specific incorporation of these non-canonical, backbone-extended monomers at the N- and C- terminus of peptides using wild-type and engineered ribosomes. This work expands the scope of ribosome-mediated polymerization, setting the stage for new medicines and materials. Backbone extended monomers are poorly compatible with the natural ribosomes, impeding their polymerization into polypeptides. Here the authors design non-canonical amino acid analogs with cyclic structures or extended carbon chains and used an engineered ribosome to improve tRNA-charging and incorporation into peptides.
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Affiliation(s)
- Joongoo Lee
- Department of Chemical and Biological Engineering and Center for Synthetic Biology, Northwestern University, Evanston, IL, 60208, USA
| | - Kevin J Schwarz
- Department of Chemistry, University of Illinois at Urbana-Champaign, Urbana, IL, 61801, USA
| | - Do Soon Kim
- Department of Chemical and Biological Engineering and Center for Synthetic Biology, Northwestern University, Evanston, IL, 60208, USA
| | - Jeffrey S Moore
- Department of Chemistry, University of Illinois at Urbana-Champaign, Urbana, IL, 61801, USA. .,The Beckman Institute for Advanced Science and Technology, University of Illinois at Urbana-Champaign, Urbana, IL, 61801, USA.
| | - Michael C Jewett
- Department of Chemical and Biological Engineering and Center for Synthetic Biology, Northwestern University, Evanston, IL, 60208, USA.
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9
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Bowman JC, Petrov AS, Frenkel-Pinter M, Penev PI, Williams LD. Root of the Tree: The Significance, Evolution, and Origins of the Ribosome. Chem Rev 2020; 120:4848-4878. [PMID: 32374986 DOI: 10.1021/acs.chemrev.9b00742] [Citation(s) in RCA: 86] [Impact Index Per Article: 21.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/21/2023]
Abstract
The ribosome is an ancient molecular fossil that provides a telescope to the origins of life. Made from RNA and protein, the ribosome translates mRNA to coded protein in all living systems. Universality, economy, centrality and antiquity are ingrained in translation. The translation machinery dominates the set of genes that are shared as orthologues across the tree of life. The lineage of the translation system defines the universal tree of life. The function of a ribosome is to build ribosomes; to accomplish this task, ribosomes make ribosomal proteins, polymerases, enzymes, and signaling proteins. Every coded protein ever produced by life on Earth has passed through the exit tunnel, which is the birth canal of biology. During the root phase of the tree of life, before the last common ancestor of life (LUCA), exit tunnel evolution is dominant and unremitting. Protein folding coevolved with evolution of the exit tunnel. The ribosome shows that protein folding initiated with intrinsic disorder, supported through a short, primitive exit tunnel. Folding progressed to thermodynamically stable β-structures and then to kinetically trapped α-structures. The latter were enabled by a long, mature exit tunnel that partially offset the general thermodynamic tendency of all polypeptides to form β-sheets. RNA chaperoned the evolution of protein folding from the very beginning. The universal common core of the ribosome, with a mass of nearly 2 million Daltons, was finalized by LUCA. The ribosome entered stasis after LUCA and remained in that state for billions of years. Bacterial ribosomes never left stasis. Archaeal ribosomes have remained near stasis, except for the superphylum Asgard, which has accreted rRNA post LUCA. Eukaryotic ribosomes in some lineages appear to be logarithmically accreting rRNA over the last billion years. Ribosomal expansion in Asgard and Eukarya has been incremental and iterative, without substantial remodeling of pre-existing basal structures. The ribosome preserves information on its history.
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Affiliation(s)
- Jessica C Bowman
- Center for the Origins of Life, School of Chemistry and Biochemistry, Georgia Institute of Technology, Atlanta, Georgia 30332, United States
| | - Anton S Petrov
- Center for the Origins of Life, School of Chemistry and Biochemistry, Georgia Institute of Technology, Atlanta, Georgia 30332, United States
| | - Moran Frenkel-Pinter
- Center for the Origins of Life, School of Chemistry and Biochemistry, Georgia Institute of Technology, Atlanta, Georgia 30332, United States
| | - Petar I Penev
- Center for the Origins of Life, School of Chemistry and Biochemistry, Georgia Institute of Technology, Atlanta, Georgia 30332, United States
| | - Loren Dean Williams
- Center for the Origins of Life, School of Chemistry and Biochemistry, Georgia Institute of Technology, Atlanta, Georgia 30332, United States
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10
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Aleksashin NA, Szal T, d'Aquino AE, Jewett MC, Vázquez-Laslop N, Mankin AS. A fully orthogonal system for protein synthesis in bacterial cells. Nat Commun 2020; 11:1858. [PMID: 32313034 PMCID: PMC7170887 DOI: 10.1038/s41467-020-15756-1] [Citation(s) in RCA: 30] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2020] [Accepted: 03/12/2020] [Indexed: 02/06/2023] Open
Abstract
Ribosome engineering is a powerful approach for expanding the catalytic potential of the protein synthesis apparatus. Due to the potential detriment the properties of the engineered ribosome may have on the cell, the designer ribosome needs to be functionally isolated from the translation machinery synthesizing cellular proteins. One solution to this problem was offered by Ribo-T, an engineered ribosome with tethered subunits which, while producing a desired protein, could be excluded from general translation. Here, we provide a conceptually different design of a cell with two orthogonal protein synthesis systems, where Ribo-T produces the proteome, while the dissociable ribosome is committed to the translation of a specific mRNA. The utility of this system is illustrated by generating a comprehensive collection of mutants with alterations at every rRNA nucleotide of the peptidyl transferase center and isolating gain-of-function variants that enable the ribosome to overcome the translation termination blockage imposed by an arrest peptide.
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Affiliation(s)
- Nikolay A Aleksashin
- Center for Biomolecular Sciences, University of Illinois at Chicago, Chicago, IL, 60607, USA.,Department of Pharmaceutical Sciences, University of Illinois at Chicago, Chicago, IL, 60612, USA
| | - Teresa Szal
- Center for Biomolecular Sciences, University of Illinois at Chicago, Chicago, IL, 60607, USA
| | - Anne E d'Aquino
- Interdisciplinary Biological Science Program, Northwestern University, 2145 Sheridan Rd, Evanston, IL, 60208, USA.,Department of Chemical and Biological Engineering, Northwestern University, 2145 Sheridan Rd, Evanston, IL, 60208, USA
| | - Michael C Jewett
- Department of Chemical and Biological Engineering, Northwestern University, 2145 Sheridan Rd, Evanston, IL, 60208, USA.,Center for Synthetic Biology, Northwestern University, 2145 Sheridan Rd, Evanston, IL, 60208, USA
| | - Nora Vázquez-Laslop
- Center for Biomolecular Sciences, University of Illinois at Chicago, Chicago, IL, 60607, USA.,Department of Pharmaceutical Sciences, University of Illinois at Chicago, Chicago, IL, 60612, USA
| | - Alexander S Mankin
- Center for Biomolecular Sciences, University of Illinois at Chicago, Chicago, IL, 60607, USA. .,Department of Pharmaceutical Sciences, University of Illinois at Chicago, Chicago, IL, 60612, USA.
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11
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Hammerling MJ, Fritz BR, Yoesep DJ, Kim DS, Carlson ED, Jewett MC. In vitro ribosome synthesis and evolution through ribosome display. Nat Commun 2020; 11:1108. [PMID: 32111839 PMCID: PMC7048773 DOI: 10.1038/s41467-020-14705-2] [Citation(s) in RCA: 32] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2019] [Accepted: 01/28/2020] [Indexed: 02/04/2023] Open
Abstract
Directed evolution of the ribosome for expanded substrate incorporation and novel functions is challenging because the requirement of cell viability limits the mutations that can be made. Here we address this challenge by combining cell-free synthesis and assembly of translationally competent ribosomes with ribosome display to develop a fully in vitro methodology for ribosome synthesis and evolution (called RISE). We validate the RISE method by selecting active genotypes from a ~1.7 × 107 member library of ribosomal RNA (rRNA) variants, as well as identifying mutant ribosomes resistant to the antibiotic clindamycin from a library of ~4 × 103 rRNA variants. We further demonstrate the prevalence of positive epistasis in resistant genotypes, highlighting the importance of such interactions in selecting for new function. We anticipate that RISE will facilitate understanding of molecular translation and enable selection of ribosomes with altered properties. Directed evolution of the ribosome is challenging because the requirement of cell viability limits the mutations that can be made. Here the authors develop a platform for in vitro ribosome synthesis and evolution (RISE) to overcome these constraints.
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Affiliation(s)
- Michael J Hammerling
- Department of Chemical and Biological Engineering, Northwestern University, 2145 Sheridan Road, Evanston, Illinois, 60208, USA
| | - Brian R Fritz
- Department of Chemical and Biological Engineering, Northwestern University, 2145 Sheridan Road, Evanston, Illinois, 60208, USA
| | - Danielle J Yoesep
- Department of Chemical and Biological Engineering, Northwestern University, 2145 Sheridan Road, Evanston, Illinois, 60208, USA
| | - Do Soon Kim
- Department of Chemical and Biological Engineering, Northwestern University, 2145 Sheridan Road, Evanston, Illinois, 60208, USA
| | - Erik D Carlson
- Department of Chemical and Biological Engineering, Northwestern University, 2145 Sheridan Road, Evanston, Illinois, 60208, USA.,Department of Chemical Engineering, Stanford University, Stanford, California, 94305, USA
| | - Michael C Jewett
- Department of Chemical and Biological Engineering, Northwestern University, 2145 Sheridan Road, Evanston, Illinois, 60208, USA. .,Center for Synthetic Biology, Northwestern University, 2145 Sheridan Road, Evanston, Illinois, 60208, USA. .,Simpson Querrey Institute, Northwestern University, 2145 Sheridan Road, Evanston, Illinois, 60208, USA. .,Chemistry of Life Processes Institute, Northwestern University, 2145 Sheridan Road, Evanston, Illinois, 60208, USA. .,Robert H. Lurie Comprehensive Cancer Center, Northwestern University, 2145 Sheridan Road, Evanston, Illinois, 60208, USA.
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12
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Hammerling MJ, Krüger A, Jewett MC. Strategies for in vitro engineering of the translation machinery. Nucleic Acids Res 2020; 48:1068-1083. [PMID: 31777928 PMCID: PMC7026604 DOI: 10.1093/nar/gkz1011] [Citation(s) in RCA: 37] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2019] [Revised: 10/07/2019] [Accepted: 10/17/2019] [Indexed: 01/06/2023] Open
Abstract
Engineering the process of molecular translation, or protein biosynthesis, has emerged as a major opportunity in synthetic and chemical biology to generate novel biological insights and enable new applications (e.g. designer protein therapeutics). Here, we review methods for engineering the process of translation in vitro. We discuss the advantages and drawbacks of the two major strategies-purified and extract-based systems-and how they may be used to manipulate and study translation. Techniques to engineer each component of the translation machinery are covered in turn, including transfer RNAs, translation factors, and the ribosome. Finally, future directions and enabling technological advances for the field are discussed.
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Affiliation(s)
- Michael J Hammerling
- Department of Chemical and Biological Engineering, Center for Synthetic Biology, Northwestern University, 2145 Sheridan Road, Evanston, IL 60208, USA
| | - Antje Krüger
- Department of Chemical and Biological Engineering, Center for Synthetic Biology, Northwestern University, 2145 Sheridan Road, Evanston, IL 60208, USA
| | - Michael C Jewett
- Department of Chemical and Biological Engineering, Center for Synthetic Biology, Northwestern University, 2145 Sheridan Road, Evanston, IL 60208, USA
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13
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Dedkova LM, Hecht SM. Expanding the Scope of Protein Synthesis Using Modified Ribosomes. J Am Chem Soc 2019; 141:6430-6447. [PMID: 30901982 DOI: 10.1021/jacs.9b02109] [Citation(s) in RCA: 26] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
Abstract
The ribosome produces all of the proteins and many of the peptides present in cells. As a macromolecular complex composed of both RNAs and proteins, it employs a constituent RNA to catalyze the formation of peptide bonds rapidly and with high fidelity. Thus, the ribosome can be argued to represent the key link between the RNA World, in which RNAs were the primary catalysts, and present biological systems in which protein catalysts predominate. In spite of the well-known phylogenetic conservation of rRNAs through evolutionary history, rRNAs can be altered readily when placed under suitable pressure, e.g. in the presence of antibiotics which bind to functionally critical regions of rRNAs. While the structures of rRNAs have been altered intentionally for decades to enable the study of their role(s) in the mechanism of peptide bond formation, it is remarkable that the purposeful alteration of rRNA structure to enable the elaboration of proteins and peptides containing noncanonical amino acids has occurred only recently. In this Perspective, we summarize the history of rRNA modifications, and demonstrate how the intentional modification of 23S rRNA in regions critical for peptide bond formation now enables the direct ribosomal incorporation of d-amino acids, β-amino acids, dipeptides and dipeptidomimetic analogues of the normal proteinogenic l-α-amino acids. While proteins containing metabolically important functional groups such as carbohydrates and phosphate groups are normally elaborated by the post-translational modification of nascent polypeptides, the use of modified ribosomes to produce such polymers directly is also discussed. Finally, we describe the elaboration of such modified proteins both in vitro and in bacterial cells, and suggest how such novel biomaterials may be exploited in future studies.
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Affiliation(s)
- Larisa M Dedkova
- Biodesign Center for BioEnergetics and School of Molecular Sciences , Arizona State University , Tempe , Arizona 85287 , United States
| | - Sidney M Hecht
- Biodesign Center for BioEnergetics and School of Molecular Sciences , Arizona State University , Tempe , Arizona 85287 , United States
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14
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Caschera F, Karim AS, Gazzola G, d’Aquino AE, Packard NH, Jewett MC. High-Throughput Optimization Cycle of a Cell-Free Ribosome Assembly and Protein Synthesis System. ACS Synth Biol 2018; 7:2841-2853. [PMID: 30354075 DOI: 10.1021/acssynbio.8b00276] [Citation(s) in RCA: 28] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Building variant ribosomes offers opportunities to reveal fundamental principles underlying ribosome biogenesis and to make ribosomes with altered properties. However, cell viability limits mutations that can be made to the ribosome. To address this limitation, the in vitro integrated synthesis, assembly and translation (iSAT) method for ribosome construction from the bottom up was recently developed. Unfortunately, iSAT is complex, costly, and laborious to researchers, partially due to the high cost of reaction buffer containing over 20 components. In this study, we develop iSAT in Escherichia coli BL21Rosetta2 cell lysates, a commonly used bacterial strain, with a cost-effective poly sugar and nucleotide monophosphate-based metabolic scheme. We achieved a 10-fold increase in protein yield over our base case with an evolutionary design of experiments approach, screening 490 reaction conditions to optimize the reaction buffer. The computationally guided, cell-free, high-throughput technology presented here augments the way we approach multicomponent synthetic biology projects and efforts to repurpose ribosomes.
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Affiliation(s)
| | | | - Gianluca Gazzola
- Rutgers Center for Operations Research, Rutgers Business School, 100 Rockafeller Road, Piscataway, New Jersey 08854, United States
| | | | - Norman H. Packard
- ProtoLife, Inc., 57 Post Street Suite 908, San Francisco, California 94104, United States
| | - Michael C. Jewett
- Rutgers Center for Operations Research, Rutgers Business School, 100 Rockafeller Road, Piscataway, New Jersey 08854, United States
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15
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d'Aquino AE, Kim DS, Jewett MC. Engineered Ribosomes for Basic Science and Synthetic Biology. Annu Rev Chem Biomol Eng 2018; 9:311-340. [DOI: 10.1146/annurev-chembioeng-060817-084129] [Citation(s) in RCA: 30] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
The ribosome is the cell's factory for protein synthesis. With protein synthesis rates of up to 20 amino acids per second and at an accuracy of 99.99%, the extraordinary catalytic capacity of the bacterial translation machinery has attracted extensive efforts to engineer, reconstruct, and repurpose it for biochemical studies and novel functions. Despite these efforts, the potential for harnessing the translation apparatus to manufacture bio-based products beyond natural limits remains underexploited, and fundamental constraints on the chemistry that the ribosome's RNA-based active site can carry out are unknown. This review aims to cover the past and present advances in ribosome design and engineering to understand the fundamental biology of the ribosome to facilitate the construction of synthetic manufacturing machines. The prospects for the development of engineered, or designer, ribosomes for novel polymer synthesis are reviewed, future challenges are considered, and promising advances in a variety of applications are discussed.
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Affiliation(s)
- Anne E. d'Aquino
- Interdisciplinary Biological Sciences Graduate Program, Northwestern University, Evanston, Illinois 60208, USA
- Center for Synthetic Biology, Northwestern University, Evanston, Illinois 60208, USA
| | - Do Soon Kim
- Center for Synthetic Biology, Northwestern University, Evanston, Illinois 60208, USA
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, Illinois 60208, USA
| | - Michael C. Jewett
- Interdisciplinary Biological Sciences Graduate Program, Northwestern University, Evanston, Illinois 60208, USA
- Center for Synthetic Biology, Northwestern University, Evanston, Illinois 60208, USA
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, Illinois 60208, USA
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16
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Murase Y, Nakanishi H, Tsuji G, Sunami T, Ichihashi N. In Vitro Evolution of Unmodified 16S rRNA for Simple Ribosome Reconstitution. ACS Synth Biol 2018; 7:576-583. [PMID: 29053248 DOI: 10.1021/acssynbio.7b00333] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
One of the largest challenges in the synthesis of artificial cells that can reproduce is in vitro assembly of ribosomes from in vitro synthesized rRNAs and proteins. In this study, to circumvent the post-transcriptional modification of 16S rRNA for reconstitution of the fully active 30S subunit, we performed artificial evolution of 16S rRNA, which forms the functional 30S subunit without post-transcriptional modifications. We first established an in vitro selection scheme by combining the integrated synthesis, assembly, and translation (iSAT) system with the liposome sorting technique. After 15 rounds of selection cycles, we found one point mutation (U1495C) near the 3' terminus that significantly enhanced the reconstitution activity of the functional 30S subunit from unmodified 16S rRNA to approximately 57% of that from native-modified 16S rRNA. The effect of the mutation did not depend on the reconstitution scheme, anti-SD sequences, or the target genes to be translated. The mutation we found in this study enabled reconstitution of the active 30S subunit without rRNA modification, and thus would be a useful tool for simple construction of self-reproducing ribosomes.
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Affiliation(s)
- Yoshiki Murase
- Department
of Bioinformatics Engineering, Graduate School of Information
Science and Technology, ‡Institute for Academic Initiatives,
and §Graduate School of
Frontier Biosciences, Osaka University, 1-5 Yamadaoka, Suita, Osaka, 565-0871, Japan
| | - Hiroki Nakanishi
- Department
of Bioinformatics Engineering, Graduate School of Information
Science and Technology, ‡Institute for Academic Initiatives,
and §Graduate School of
Frontier Biosciences, Osaka University, 1-5 Yamadaoka, Suita, Osaka, 565-0871, Japan
| | - Gakushi Tsuji
- Department
of Bioinformatics Engineering, Graduate School of Information
Science and Technology, ‡Institute for Academic Initiatives,
and §Graduate School of
Frontier Biosciences, Osaka University, 1-5 Yamadaoka, Suita, Osaka, 565-0871, Japan
| | - Takeshi Sunami
- Department
of Bioinformatics Engineering, Graduate School of Information
Science and Technology, ‡Institute for Academic Initiatives,
and §Graduate School of
Frontier Biosciences, Osaka University, 1-5 Yamadaoka, Suita, Osaka, 565-0871, Japan
| | - Norikazu Ichihashi
- Department
of Bioinformatics Engineering, Graduate School of Information
Science and Technology, ‡Institute for Academic Initiatives,
and §Graduate School of
Frontier Biosciences, Osaka University, 1-5 Yamadaoka, Suita, Osaka, 565-0871, Japan
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17
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Repurposing ribosomes for synthetic biology. Curr Opin Chem Biol 2017; 40:87-94. [PMID: 28869851 DOI: 10.1016/j.cbpa.2017.07.012] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/24/2017] [Accepted: 07/24/2017] [Indexed: 11/21/2022]
Abstract
The translation system is the cell's factory for protein biosynthesis, stitching together hundreds to thousands of amino acids into proteins, which are required for the structure, function, and regulation of living systems. The extraordinary synthetic capability of this system, which includes the ribosome and its associated factors required for polymerization, has driven extensive efforts to harness it for societal use in areas as diverse as energy, materials, and medicine. A powerful example is recombinant protein production, which has impacted the lives of patients through the synthesis of biopharmaceuticals such as insulin. In nature, however, only limited sets of monomers are utilized, thereby resulting in limited sets of biopolymers (i.e., proteins). Expanding nature's repertoire of ribosomal monomers could yield new classes of enzymes, therapeutics, materials, and chemicals with diverse, genetically encoded chemistry. Here, we discuss recent progress towards engineering ribosomes both in vivo and in vitro. These fundamental and technical breakthroughs open doors for advanced applications in biotechnology and synthetic biology.
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18
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Gomes C, Martínez-Puchol S, Palma N, Horna G, Ruiz-Roldán L, Pons MJ, Ruiz J. Macrolide resistance mechanisms in Enterobacteriaceae: Focus on azithromycin. Crit Rev Microbiol 2016; 43:1-30. [DOI: 10.3109/1040841x.2015.1136261] [Citation(s) in RCA: 67] [Impact Index Per Article: 8.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Affiliation(s)
- Cláudia Gomes
- ISGlobal, Barcelona Ctr. Int. Health Res. (CRESIB), Hospital Clínic ? Universitat de Barcelona, Spain
| | - Sandra Martínez-Puchol
- ISGlobal, Barcelona Ctr. Int. Health Res. (CRESIB), Hospital Clínic ? Universitat de Barcelona, Spain
| | - Noemí Palma
- ISGlobal, Barcelona Ctr. Int. Health Res. (CRESIB), Hospital Clínic ? Universitat de Barcelona, Spain
| | - Gertrudis Horna
- ISGlobal, Barcelona Ctr. Int. Health Res. (CRESIB), Hospital Clínic ? Universitat de Barcelona, Spain
- Universidad Peruana Cayetano Heredia, Lima, Peru
| | | | - Maria J Pons
- Universidad Peruana de Ciencias Aplicadas, Lima, Peru
| | - Joaquim Ruiz
- ISGlobal, Barcelona Ctr. Int. Health Res. (CRESIB), Hospital Clínic ? Universitat de Barcelona, Spain
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19
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Resistance mutations generate divergent antibiotic susceptibility profiles against translation inhibitors. Proc Natl Acad Sci U S A 2016; 113:8188-93. [PMID: 27382179 DOI: 10.1073/pnas.1605127113] [Citation(s) in RCA: 26] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/10/2023] Open
Abstract
Mutations conferring resistance to translation inhibitors often alter the structure of rRNA. Reduced susceptibility to distinct structural antibiotic classes may, therefore, emerge when a common ribosomal binding site is perturbed, which significantly reduces the clinical utility of these agents. The translation inhibitors negamycin and tetracycline interfere with tRNA binding to the aminoacyl-tRNA site on the small 30S ribosomal subunit. However, two negamycin resistance mutations display unexpected differential antibiotic susceptibility profiles. Mutant U1060A in 16S Escherichia coli rRNA is resistant to both antibiotics, whereas mutant U1052G is simultaneously resistant to negamycin and hypersusceptible to tetracycline. Using a combination of microbiological, biochemical, single-molecule fluorescence transfer experiments, and X-ray crystallography, we define the specific structural defects in the U1052G mutant 70S E. coli ribosome that explain its divergent negamycin and tetracycline susceptibility profiles. Unexpectedly, the U1052G mutant ribosome possesses a second tetracycline binding site that correlates with its hypersusceptibility. The creation of a previously unidentified antibiotic binding site raises the prospect of identifying similar phenomena in antibiotic-resistant pathogens in the future.
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20
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Gerasimova YV, Yakovchuk P, Dedkova LM, Hecht SM, Kolpashchikov DM. Expedited quantification of mutant ribosomal RNA by binary deoxyribozyme (BiDz) sensors. RNA (NEW YORK, N.Y.) 2015; 21:1834-43. [PMID: 26289345 PMCID: PMC4574759 DOI: 10.1261/rna.052613.115] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/21/2015] [Accepted: 07/13/2015] [Indexed: 05/06/2023]
Abstract
Mutations in ribosomal RNA (rRNA) have traditionally been detected by the primer extension assay, which is a tedious and multistage procedure. Here, we describe a simple and straightforward fluorescence assay based on binary deoxyribozyme (BiDz) sensors. The assay uses two short DNA oligonucleotides that hybridize specifically to adjacent fragments of rRNA, one of which contains a mutation site. This hybridization results in the formation of a deoxyribozyme catalytic core that produces the fluorescent signal and amplifies it due to multiple rounds of catalytic action. This assay enables us to expedite semi-quantification of mutant rRNA content in cell cultures starting from whole cells, which provides information useful for optimization of culture preparation prior to ribosome isolation. The method requires less than a microliter of a standard Escherichia coli cell culture and decreases analysis time from several days (for primer extension assay) to 1.5 h with hands-on time of ∼10 min. It is sensitive to single-nucleotide mutations. The new assay simplifies the preliminary analysis of RNA samples and cells in molecular biology and cloning experiments and is promising in other applications where fast detection/quantification of specific RNA is required.
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Affiliation(s)
- Yulia V Gerasimova
- Chemistry Department, University of Central Florida, Orlando, Florida 32816, USA
| | - Petro Yakovchuk
- Center for BioEnergetics, Biodesign Institute, Arizona State University, Tempe, Arizona 85287, USA Department of Chemistry and Biochemistry, Arizona State University, Tempe, Arizona 85287, USA
| | - Larisa M Dedkova
- Center for BioEnergetics, Biodesign Institute, Arizona State University, Tempe, Arizona 85287, USA Department of Chemistry and Biochemistry, Arizona State University, Tempe, Arizona 85287, USA
| | - Sidney M Hecht
- Center for BioEnergetics, Biodesign Institute, Arizona State University, Tempe, Arizona 85287, USA Department of Chemistry and Biochemistry, Arizona State University, Tempe, Arizona 85287, USA
| | - Dmitry M Kolpashchikov
- Chemistry Department, University of Central Florida, Orlando, Florida 32816, USA National Center for Forensic Science, University of Central Florida, Orlando, Florida 32816, USA Burnett School of Biomedical Sciences, University of Central Florida, Orlando, Florida 32816, USA
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21
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Liu Y, Fritz BR, Anderson MJ, Schoborg JA, Jewett MC. Characterizing and alleviating substrate limitations for improved in vitro ribosome construction. ACS Synth Biol 2015; 4:454-62. [PMID: 25079899 DOI: 10.1021/sb5002467] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
Complete cell-free synthesis of ribosomes could make possible minimal cell projects and the construction of variant ribosomes with new functions. Recently, we reported the development of an integrated synthesis, assembly, and translation (iSAT) method for in vitro construction of Escherichia coli ribosomes. iSAT allows simultaneous rRNA synthesis, ribosome assembly, and reporter protein expression as a measure of ribosome activity. Here, we explore causes of iSAT reaction termination to improve efficiency and yields. We discovered that phosphoenolpyruvate (PEP), the secondary energy substrate, and nucleoside triphosphates (NTPs) were rapidly degraded during iSAT reactions. In turn, we observed a significant drop in the adenylate energy charge and termination of protein synthesis. Furthermore, we identified that the accumulation of inorganic phosphate is inhibitory to iSAT. Fed-batch replenishment of PEP and magnesium glutamate (to offset the inhibitory effects of accumulating phosphate by repeated additions of PEP) prior to energy depletion prolonged the reaction duration 2-fold and increased superfolder green fluorescent protein (sfGFP) yield by ~75%. By adopting a semi-continuous method, where passive diffusion enables substrate replenishment and byproduct removal, we prolonged iSAT reaction duration 5-fold and increased sfGFP yield 7-fold to 7.5 ± 0.7 μmol L(-1). This protein yield is the highest ever reported for iSAT reactions. Our results underscore the critical role energy substrates play in iSAT and highlight the importance of understanding metabolic processes that influence substrate depletion for cell-free synthetic biology.
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Affiliation(s)
- Yi Liu
- Interdepartmental Biological Sciences Graduate
Program, ‡Chemistry of Life
Processes Institute, §Department of Chemical and Biological Engineering, ∥Member, Robert H. Lurie Comprehensive
Cancer Center, ⊥Affiliate Member, Institute for Bionanotechnology in Medicine, Northwestern University, 2145 Sheridan Road, Evanston, Illinois 60208, United States
| | - Brian R. Fritz
- Interdepartmental Biological Sciences Graduate
Program, ‡Chemistry of Life
Processes Institute, §Department of Chemical and Biological Engineering, ∥Member, Robert H. Lurie Comprehensive
Cancer Center, ⊥Affiliate Member, Institute for Bionanotechnology in Medicine, Northwestern University, 2145 Sheridan Road, Evanston, Illinois 60208, United States
| | - Mark J. Anderson
- Interdepartmental Biological Sciences Graduate
Program, ‡Chemistry of Life
Processes Institute, §Department of Chemical and Biological Engineering, ∥Member, Robert H. Lurie Comprehensive
Cancer Center, ⊥Affiliate Member, Institute for Bionanotechnology in Medicine, Northwestern University, 2145 Sheridan Road, Evanston, Illinois 60208, United States
| | - Jennifer A. Schoborg
- Interdepartmental Biological Sciences Graduate
Program, ‡Chemistry of Life
Processes Institute, §Department of Chemical and Biological Engineering, ∥Member, Robert H. Lurie Comprehensive
Cancer Center, ⊥Affiliate Member, Institute for Bionanotechnology in Medicine, Northwestern University, 2145 Sheridan Road, Evanston, Illinois 60208, United States
| | - Michael C. Jewett
- Interdepartmental Biological Sciences Graduate
Program, ‡Chemistry of Life
Processes Institute, §Department of Chemical and Biological Engineering, ∥Member, Robert H. Lurie Comprehensive
Cancer Center, ⊥Affiliate Member, Institute for Bionanotechnology in Medicine, Northwestern University, 2145 Sheridan Road, Evanston, Illinois 60208, United States
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22
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Fritz BR, Jewett MC. The impact of transcriptional tuning on in vitro integrated rRNA transcription and ribosome construction. Nucleic Acids Res 2014; 42:6774-85. [PMID: 24792158 PMCID: PMC4041470 DOI: 10.1093/nar/gku307] [Citation(s) in RCA: 33] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022] Open
Abstract
In vitro ribosome construction could enable studies of ribosome assembly and function, provide a route toward constructing minimal cells for synthetic biology, and permit the construction of ribosome variants with new functions. Toward these long-term goals, we recently reported on an integrated, one-pot ribosomal RNA synthesis (rRNA), ribosome assembly, and translation technology (termed iSAT) for the construction of Escherichia coli ribosomes in crude ribosome-free S150 extracts. Here, we aimed to improve the activity of iSAT through transcriptional tuning. Specifically, we increased transcriptional efficiency through 3′ modifications to the rRNA gene sequences, optimized plasmid and polymerase concentrations, and demonstrated the use of a T7-promoted rRNA operon for stoichiometrically balanced rRNA synthesis and native rRNA processing. Our modifications produced a 45-fold improvement in iSAT protein synthesis activity, enabling synthesis of 429 ± 15 nmol/l green fluorescent protein in 6 h batch reactions. Further, we show that the translational activity of ribosomes purified from iSAT reactions is about 20% the activity of native ribosomes purified directly from E. coli cells. Looking forward, we believe iSAT will enable unique studies to unravel the systems biology of ribosome biogenesis and open the way to new methods for making and studying ribosomal variants.
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Affiliation(s)
- Brian R Fritz
- Department of Chemical and Biological Engineering, Northwestern University, 2145 Sheridan Road, Evanston, IL 60208, USA
| | - Michael C Jewett
- Department of Chemical and Biological Engineering, Northwestern University, 2145 Sheridan Road, Evanston, IL 60208, USA Interdepartmental Program in Biological Sciences, Northwestern University, 2205 Tech Drive, Evanston, IL 60208, USA Northwestern Institute on Complex Systems, Northwestern University, 600 Foster Street, Evanston, IL 60208, USA Institute for Bionanotechnology in Medicine, Northwestern University, 303 E. Superior, Chicago, IL 60611, USA Chemistry of Life Processes Institute, Northwestern University, 2170 Campus Drive, Evanston, IL 60208, USA
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23
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Tools for characterizing bacterial protein synthesis inhibitors. Antimicrob Agents Chemother 2013; 57:5994-6004. [PMID: 24041905 DOI: 10.1128/aac.01673-13] [Citation(s) in RCA: 62] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022] Open
Abstract
Many antibiotics inhibit the growth of sensitive bacteria by interfering with ribosome function. However, discovery of new protein synthesis inhibitors is curbed by the lack of facile techniques capable of readily identifying antibiotic target sites and modes of action. Furthermore, the frequent rediscovery of known antibiotic scaffolds, especially in natural product extracts, is time-consuming and expensive and diverts resources that could be used toward the isolation of novel lead molecules. In order to avoid these pitfalls and improve the process of dereplication of chemically complex extracts, we designed a two-pronged approach for the characterization of inhibitors of protein synthesis (ChIPS) that is suitable for the rapid identification of the site and mode of action on the bacterial ribosome. First, we engineered antibiotic-hypersensitive Escherichia coli strains that contain only one rRNA operon. These strains are used for the rapid isolation of resistance mutants in which rRNA mutations identify the site of the antibiotic action. Second, we show that patterns of drug-induced ribosome stalling on mRNA, monitored by primer extension, can be used to elucidate the mode of antibiotic action. These analyses can be performed within a few days and provide a rapid and efficient approach for identifying the site and mode of action of translation inhibitors targeting the bacterial ribosome. Both techniques were validated using a bacterial strain whose culture extract, composed of unknown metabolites, exhibited protein synthesis inhibitory activity; we were able to rapidly detect the presence of the antibiotic chloramphenicol.
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24
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Jewett MC, Fritz BR, Timmerman LE, Church GM. In vitro integration of ribosomal RNA synthesis, ribosome assembly, and translation. Mol Syst Biol 2013; 9:678. [PMID: 23799452 PMCID: PMC3964315 DOI: 10.1038/msb.2013.31] [Citation(s) in RCA: 115] [Impact Index Per Article: 10.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2013] [Accepted: 05/12/2013] [Indexed: 01/22/2023] Open
Abstract
This report describes an integrated method for in vitro construction of Escherichia coli ribosomes under near-physiological conditions. This method enables coupling of ribosome synthesis and assembly in a single, integrated system. ![]()
An integrated synthesis, assembly, and translation technology (termed iSAT) was developed to construct ribosomes in vitro. iSAT mimics co-transcription of rRNA and ribosome assembly as it occurs in vivo. iSAT makes possible the in vitro construction of modified ribosomes. iSAT is expected to aid studies of ribosome assembly and open new avenues for making ribosomes with altered capabilities.
Purely in vitro ribosome synthesis could provide a critical step towards unraveling the systems biology of ribosome biogenesis, constructing minimal cells from defined components, and engineering ribosomes with new functions. Here, as an initial step towards this goal, we report a method for constructing Escherichia coli ribosomes in crude S150 E. coli extracts. While conventional methods for E. coli ribosome reconstitution are non-physiological, our approach attempts to mimic chemical conditions in the cytoplasm, thus permitting several biological processes to occur simultaneously. Specifically, our integrated synthesis, assembly, and translation (iSAT) technology enables one-step co-activation of rRNA transcription, assembly of transcribed rRNA with native ribosomal proteins into functional ribosomes, and synthesis of active protein by these ribosomes in the same compartment. We show that iSAT makes possible the in vitro construction of modified ribosomes by introducing a 23S rRNA mutation that mediates resistance against clindamycin. We anticipate that iSAT will aid studies of ribosome assembly and open new avenues for making ribosomes with altered properties.
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Affiliation(s)
- Michael C Jewett
- Department of Genetics, Harvard Medical School, Boston, MA 02115, USA.
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25
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Watts RE, Forster AC. Update on pure translation display with unnatural amino acid incorporation. Methods Mol Biol 2012; 805:349-365. [PMID: 22094816 DOI: 10.1007/978-1-61779-379-0_20] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/31/2023]
Abstract
The identification of peptide and protein ligands by directed evolution in vitro has been of enormous utility in molecular biology and biotechnology. However, the translation step in almost all polypeptide selection methods is performed in vivo or in crude extracts, restricting applications. These restrictions include a limited library size due to transformation efficiency, unwanted competing reactions in translation, and an inability to incorporate multiple unnatural amino acids (AAs) with high fidelity and efficiency. These restrictions can be addressed by "pure translation display" where the translation step is performed in a purified system. To date, all pure translation display selections have coupled genotype to phenotype in a ribosome display format, though other formats also should be practical. Here, we detail the original, proof-of-principle, pure-translation-display method because this version should be the most suitable for encoding multiple unnatural AAs per peptide product toward the goal of "peptidomimetic evolution." Challenges and progress toward this ultimate goal are discussed and are mainly associated with improving the efficiency of ribosomal polymerization of multiple unnatural AAs.
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Affiliation(s)
- R Edward Watts
- Department of Pharmacology, Vanderbilt Institute of Chemical Biology, Vanderbilt University Medical Center, Nashville, TN, USA
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Vesper O, Amitai S, Belitsky M, Byrgazov K, Kaberdina AC, Engelberg-Kulka H, Moll I. Selective translation of leaderless mRNAs by specialized ribosomes generated by MazF in Escherichia coli. Cell 2011; 147:147-57. [PMID: 21944167 DOI: 10.1016/j.cell.2011.07.047] [Citation(s) in RCA: 227] [Impact Index Per Article: 17.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2010] [Revised: 03/11/2011] [Accepted: 07/21/2011] [Indexed: 01/17/2023]
Abstract
Escherichia coli (E. coli) mazEF is a stress-induced toxin-antitoxin (TA) module. The toxin MazF is an endoribonuclease that cleaves single-stranded mRNAs at ACA sequences. Here, we show that MazF cleaves at ACA sites at or closely upstream of the AUG start codon of some specific mRNAs and thereby generates leaderless mRNAs. Moreover, we provide evidence that MazF also targets 16S rRNA within 30S ribosomal subunits at the decoding center, thereby removing 43 nucleotides from the 3' terminus. As this region comprises the anti-Shine-Dalgarno (aSD) sequence that is required for translation initiation on canonical mRNAs, a subpopulation of ribosomes is formed that selectively translates the described leaderless mRNAs both in vivo and in vitro. Thus, we have discovered a modified translation machinery that is generated in response to MazF induction and that probably serves for stress adaptation in Escherichia coli.
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Affiliation(s)
- Oliver Vesper
- Max F. Perutz Laboratories, Center for Molecular Biology, Department of Microbiology, Immunobiology and Genetics, University of Vienna, Dr. Bohrgasse 9/4, 1030 Vienna, Austria
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Vazquez-Laslop N, Thum C, Mankin AS. Molecular Mechanism of Drug-Dependent Ribosome Stalling. Mol Cell 2008; 30:190-202. [DOI: 10.1016/j.molcel.2008.02.026] [Citation(s) in RCA: 215] [Impact Index Per Article: 13.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2007] [Revised: 01/31/2008] [Accepted: 02/27/2008] [Indexed: 11/29/2022]
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Rakauskaitė R, Dinman JD. rRNA mutants in the yeast peptidyltransferase center reveal allosteric information networks and mechanisms of drug resistance. Nucleic Acids Res 2008; 36:1497-507. [PMID: 18203742 PMCID: PMC2275155 DOI: 10.1093/nar/gkm1179] [Citation(s) in RCA: 35] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/27/2007] [Revised: 12/24/2007] [Accepted: 12/26/2007] [Indexed: 11/29/2022] Open
Abstract
To ensure accurate and rapid protein synthesis, nearby and distantly located functional regions of the ribosome must dynamically communicate and coordinate with one another through a series of information exchange networks. The ribosome is approximately 2/3 rRNA and information should pass mostly through this medium. Here, two viable mutants located in the peptidyltransferase center (PTC) of yeast ribosomes were created using a yeast genetic system that enables stable production of ribosomes containing only mutant rRNAs. The specific mutants were C2820U (Escherichia coli C2452) and Psi2922C (E. coli U2554). Biochemical and genetic analyses of these mutants suggest that they may trap the PTC in the 'open' or aa-tRNA bound conformation, decreasing peptidyl-tRNA binding. We suggest that these structural changes are manifested at the biological level by affecting large ribosomal subunit biogenesis, ribosomal subunit joining during initiation, susceptibility/resistance to peptidyltransferase inhibitors, and the ability of ribosomes to properly decode termination codons. These studies also add to our understanding of how information is transmitted both locally and over long distances through allosteric networks of rRNA-rRNA and rRNA-protein interactions.
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Affiliation(s)
| | - Jonathan D. Dinman
- Department of Cell Biology and Molecular Genetics, University of Maryland, 2135 Microbiology Building, College Park, MD 20742, USA
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Ohta A, Murakami H, Higashimura E, Suga H. Synthesis of Polyester by Means of Genetic Code Reprogramming. ACTA ACUST UNITED AC 2007; 14:1315-22. [DOI: 10.1016/j.chembiol.2007.10.015] [Citation(s) in RCA: 122] [Impact Index Per Article: 7.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2007] [Revised: 09/11/2007] [Accepted: 10/22/2007] [Indexed: 11/28/2022]
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Abstract
The ribosome is responsible for protein synthesis, the translation of the genetic code, in all living organisms. Ribosomes are composed of RNA (ribosomal RNA) and protein (ribosomal protein). Soluble protein factors bind to the ribosome and facilitate different phases of translation. Genetic approaches have proved useful for the identification and characterization of the structural and functional roles of specific nucleotides in ribosomal RNA and of specific amino acids in ribosomal proteins and in ribosomal factors. This chapter summarizes examples of mutations identified in ribosomal RNA, ribosomal proteins, and ribosomal factors.
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MESH Headings
- Animals
- Base Sequence
- DNA Mutational Analysis
- Humans
- Mutation
- Nucleic Acid Conformation
- Peptide Elongation Factors/genetics
- Peptide Initiation Factors/genetics
- Peptide Termination Factors/genetics
- Protein Subunits/genetics
- RNA, Ribosomal, 16S/analysis
- RNA, Ribosomal, 16S/chemistry
- RNA, Ribosomal, 16S/physiology
- RNA, Ribosomal, 23S/analysis
- RNA, Ribosomal, 23S/chemistry
- RNA, Ribosomal, 23S/physiology
- Ribosomal Proteins/genetics
- Ribosomes/genetics
- Sequence Analysis, RNA
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Affiliation(s)
- Kathleen L Triman
- Department of Biology, Franklin and Marshall College, Lancaster, PA 17604, USA
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Decatur WA, Liang XH, Piekna-Przybylska D, Fournier MJ. Identifying effects of snoRNA-guided modifications on the synthesis and function of the yeast ribosome. Methods Enzymol 2007; 425:283-316. [PMID: 17673089 DOI: 10.1016/s0076-6879(07)25013-x] [Citation(s) in RCA: 30] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Abstract
The small nucleolar RNAs (snoRNAs) are associated with proteins in ribonucleoprotein complexes called snoRNPs ("snorps"). These complexes create modified nucleotides in preribosomal RNA and other RNAs and participate in nucleolytic cleavages of pre-rRNA. The various reactions occur in site-specific fashion, and the mature rRNAs are ultimately incorporated into cytoplasmic ribosomes. Most snoRNAs exist in two structural classes, and most members in each class are involved in nucleotide modification reactions. Guide snoRNAs in the "box C/D" class target methylation of the 2'-hydroxyl moiety, to form 2'-O-methylated nucleotides (Nm), whereas guide snoRNAs in the "box H/ACA" class target specific uridines for conversion to pseudouridine (Psi). The rRNA nucleotides modified in this manner are numerous, totaling approximately 100 in yeast and twice that number in humans. Although the chemistry of the modifications and the factors involved in their formation are largely explained, very little is known about the influence of the copious snoRNA-guided nucleotide modifications on rRNA activity and ribosome function. Among eukaryotic organisms the sites of rRNA modification and the corresponding guide snoRNAs have been best characterized in S. cerevisiae, making this a model organism for analyzing the consequences of modification. This chapter presents approaches to characterizing rRNA modification effects in yeast and includes strategies for evaluating a variety of specific rRNA functions. To aid in planning, a package of bioinformatics tools is described that enables investigators to correlate guide function with targeted ribosomal sites in several contexts. Genetic procedures are presented for depleting modifications at one or more rRNA sites, including ablation of all Nm or Psi modifications made by snoRNPs, and for introducing modifications at novel sites. Methods are also included for characterizing modification effects on cell growth, antibiotic sensitivity, rRNA processing, formation of various rRNP complexes, translation activity, and rRNA structure within the ribosome.
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Affiliation(s)
- Wayne A Decatur
- Department of Biochemistry and Molecular Biology, University of Massachusetts, Amherst, MA, USA
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Abstract
The large and small subunits of the ribosome are joined by a series of bridges that are conserved among mitochondrial, bacterial, and eukaryal ribosomes. In addition to joining the subunits together at the initiation of protein synthesis, a variety of other roles have been proposed for these bridges. These roles include transmission of signals between the functional centers of the two subunits, modulation of tRNA-ribosome and factor-ribosome interactions, and mediation of the relative movement of large and small ribosomal subunits during translocation. The majority of the bridges involve RNA-RNA interactions, and to gain insight into their function, we constructed mutations in the 23 S rRNA regions involved in forming 7 of the 12 intersubunit bridges in the Escherichia coli ribosome. The majority of the mutants were viable in strains expressing mutant rRNA exclusively but had distinct growth phenotypes, particularly at 30 degrees C, and the mutant ribosomes promoted a variety of miscoding errors. Analysis of subunit association activities both in vitro and in vivo indicated that, with the exception of the bridge B5 mutants, at least one mutation at each bridge site affected 70 S ribosome formation. These results confirm the structural data linking bridges with subunit-subunit interactions and, together with the effects on decoding fidelity, indicate that intersubunit bridges function at multiple stages of protein synthesis.
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Affiliation(s)
- Aivar Liiv
- Estonian Biocentre, Tartu University, Tartu 51010, Estonia
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Youngman EM, Green R. Affinity purification of in vivo-assembled ribosomes for in vitro biochemical analysis. Methods 2005; 36:305-12. [PMID: 16076457 DOI: 10.1016/j.ymeth.2005.04.007] [Citation(s) in RCA: 66] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2005] [Accepted: 04/28/2005] [Indexed: 11/30/2022] Open
Abstract
As it has become increasingly clear that the RNA components of the ribosome are central to its function, the in vitro analysis of mutations in the ribosomal RNAs has become an important tool for understanding the molecular details of ribosome function. However, the frequent dominant lethal phenotypes of mutations at interesting rRNA residues has long presented a hurdle to this analysis, as their lethality has rendered it impossible to generate pure populations of in vivo-derived ribosomes for study. We present here the details of a method for affinity purification of ribosomes bearing any mutation in the 16S or 23S rRNA and demonstrate that ribosomes purified using this technology are highly active in the several steps of translation we have examined.
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Affiliation(s)
- Elaine M Youngman
- Howard Hughes Medical Institute, Department of Molecular Biology and Genetics, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA
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