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Huisjes NM, Retzer TM, Scherr MJ, Agarwal R, Rajappa L, Safaric B, Minnen A, Duderstadt KE. Mars, a molecule archive suite for reproducible analysis and reporting of single-molecule properties from bioimages. eLife 2022; 11:75899. [PMID: 36098381 PMCID: PMC9470159 DOI: 10.7554/elife.75899] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/26/2021] [Accepted: 08/19/2022] [Indexed: 11/16/2022] Open
Abstract
The rapid development of new imaging approaches is generating larger and more complex datasets, revealing the time evolution of individual cells and biomolecules. Single-molecule techniques, in particular, provide access to rare intermediates in complex, multistage molecular pathways. However, few standards exist for processing these information-rich datasets, posing challenges for wider dissemination. Here, we present Mars, an open-source platform for storing and processing image-derived properties of biomolecules. Mars provides Fiji/ImageJ2 commands written in Java for common single-molecule analysis tasks using a Molecule Archive architecture that is easily adapted to complex, multistep analysis workflows. Three diverse workflows involving molecule tracking, multichannel fluorescence imaging, and force spectroscopy, demonstrate the range of analysis applications. A comprehensive graphical user interface written in JavaFX enhances biomolecule feature exploration by providing charting, tagging, region highlighting, scriptable dashboards, and interactive image views. The interoperability of ImageJ2 ensures Molecule Archives can easily be opened in multiple environments, including those written in Python using PyImageJ, for interactive scripting and visualization. Mars provides a flexible solution for reproducible analysis of image-derived properties, facilitating the discovery and quantitative classification of new biological phenomena with an open data format accessible to everyone.
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Affiliation(s)
- Nadia M Huisjes
- Structure and Dynamics of Molecular Machines, Max Planck Institute of Biochemistry, Martinsried, Germany
| | - Thomas M Retzer
- Structure and Dynamics of Molecular Machines, Max Planck Institute of Biochemistry, Martinsried, Germany.,Physik Department, Technische Universität München, Garching, Germany
| | - Matthias J Scherr
- Structure and Dynamics of Molecular Machines, Max Planck Institute of Biochemistry, Martinsried, Germany
| | - Rohit Agarwal
- Structure and Dynamics of Molecular Machines, Max Planck Institute of Biochemistry, Martinsried, Germany.,Physik Department, Technische Universität München, Garching, Germany
| | - Lional Rajappa
- Structure and Dynamics of Molecular Machines, Max Planck Institute of Biochemistry, Martinsried, Germany
| | - Barbara Safaric
- Structure and Dynamics of Molecular Machines, Max Planck Institute of Biochemistry, Martinsried, Germany
| | - Anita Minnen
- Structure and Dynamics of Molecular Machines, Max Planck Institute of Biochemistry, Martinsried, Germany
| | - Karl E Duderstadt
- Structure and Dynamics of Molecular Machines, Max Planck Institute of Biochemistry, Martinsried, Germany.,Physik Department, Technische Universität München, Garching, Germany
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2
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St-Pierre P, Shaw E, Jacques S, Dalgarno PA, Perez-Gonzalez C, Picard-Jean F, Penedo JC, Lafontaine DA. A structural intermediate pre-organizes the add adenine riboswitch for ligand recognition. Nucleic Acids Res 2021; 49:5891-5904. [PMID: 33963862 PMCID: PMC8191784 DOI: 10.1093/nar/gkab307] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/02/2020] [Revised: 03/23/2021] [Accepted: 05/04/2021] [Indexed: 12/02/2022] Open
Abstract
Riboswitches are RNA sequences that regulate gene expression by undergoing structural changes upon the specific binding of cellular metabolites. Crystal structures of purine-sensing riboswitches have revealed an intricate network of interactions surrounding the ligand in the bound complex. The mechanistic details about how the aptamer folding pathway is involved in the formation of the metabolite binding site have been previously shown to be highly important for the riboswitch regulatory activity. Here, a combination of single-molecule FRET and SHAPE assays have been used to characterize the folding pathway of the adenine riboswitch from Vibrio vulnificus. Experimental evidences suggest a folding process characterized by the presence of a structural intermediate involved in ligand recognition. This intermediate state acts as an open conformation to ensure ligand accessibility to the aptamer and folds into a structure nearly identical to the ligand-bound complex through a series of structural changes. This study demonstrates that the add riboswitch relies on the folding of a structural intermediate that pre-organizes the aptamer global structure and the ligand binding site to allow efficient metabolite sensing and riboswitch genetic regulation.
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Affiliation(s)
- Patrick St-Pierre
- Department of Biology, Faculty of Science, Université de Sherbrooke, Sherbrooke, Quebec J1K 2R1, Canada
| | - Euan Shaw
- Centre of Biophotonics, School of Physics and Astronomy, University of St Andrews, St Andrews, Fife, KY16 9SS, UK
| | - Samuel Jacques
- Department of Biology, Faculty of Science, Université de Sherbrooke, Sherbrooke, Quebec J1K 2R1, Canada
| | - Paul A Dalgarno
- Centre of Biophotonics, School of Physics and Astronomy, University of St Andrews, St Andrews, Fife, KY16 9SS, UK
| | - Cibran Perez-Gonzalez
- Biomedical Sciences Research Complex, University of St Andrews, St Andrews, Fife, KY16 9SS, UK
| | - Frédéric Picard-Jean
- Department of Biology, Faculty of Science, Université de Sherbrooke, Sherbrooke, Quebec J1K 2R1, Canada
| | - J Carlos Penedo
- Centre of Biophotonics, School of Physics and Astronomy, University of St Andrews, St Andrews, Fife, KY16 9SS, UK.,Biomedical Sciences Research Complex, University of St Andrews, St Andrews, Fife, KY16 9SS, UK
| | - Daniel A Lafontaine
- Department of Biology, Faculty of Science, Université de Sherbrooke, Sherbrooke, Quebec J1K 2R1, Canada
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3
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Qiao Y, Luo Y, Long N, Xing Y, Tu J. Single-Molecular Förster Resonance Energy Transfer Measurement on Structures and Interactions of Biomolecules. MICROMACHINES 2021; 12:492. [PMID: 33925350 PMCID: PMC8145425 DOI: 10.3390/mi12050492] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/06/2021] [Revised: 04/21/2021] [Accepted: 04/23/2021] [Indexed: 12/15/2022]
Abstract
Single-molecule Förster resonance energy transfer (smFRET) inherits the strategy of measurement from the effective "spectroscopic ruler" FRET and can be utilized to observe molecular behaviors with relatively high throughput at nanometer scale. The simplicity in principle and configuration of smFRET make it easy to apply and couple with other technologies to comprehensively understand single-molecule dynamics in various application scenarios. Despite its widespread application, smFRET is continuously developing and novel studies based on the advanced platforms have been done. Here, we summarize some representative examples of smFRET research of recent years to exhibit the versatility and note typical strategies to further improve the performance of smFRET measurement on different biomolecules.
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Affiliation(s)
- Yi Qiao
- State Key Laboratory of Bioelectronics, School of Biological Science and Medical Engineering, Southeast University, Nanjing 210096, China; (Y.Q.); (Y.L.); (N.L.)
| | - Yuhan Luo
- State Key Laboratory of Bioelectronics, School of Biological Science and Medical Engineering, Southeast University, Nanjing 210096, China; (Y.Q.); (Y.L.); (N.L.)
| | - Naiyun Long
- State Key Laboratory of Bioelectronics, School of Biological Science and Medical Engineering, Southeast University, Nanjing 210096, China; (Y.Q.); (Y.L.); (N.L.)
| | - Yi Xing
- Institute of Child and Adolescent Health, School of Public Health, Peking University, Beijing 100191, China;
| | - Jing Tu
- State Key Laboratory of Bioelectronics, School of Biological Science and Medical Engineering, Southeast University, Nanjing 210096, China; (Y.Q.); (Y.L.); (N.L.)
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4
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Cooperativity and Allostery in RNA Systems. Methods Mol Biol 2020; 2253:255-271. [PMID: 33315228 DOI: 10.1007/978-1-0716-1154-8_15] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/15/2023]
Abstract
Allostery is among the most basic biological principles employed by biological macromolecules to achieve a biologically active state in response to chemical cues. Although initially used to describe the impact of small molecules on the conformation and activity of protein enzymes, the definition of this term has been significantly broadened to describe long-range conformational change of macromolecules in response to small or large effectors. Such a broad definition could be applied to RNA molecules, which do not typically serve as protein-free cellular enzymes but fold and form macromolecular assemblies with the help of various ligand molecules, including ions and proteins. Ligand-induced allosteric changes in RNA molecules are often accompanied by cooperative interactions between RNA and its ligand, thus streamlining the folding and assembly pathways. This chapter provides an overview of the interplay between cooperativity and allostery in RNA systems and outlines methods to study these two biological principles.
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Ray S, Chauvier A, Walter NG. Kinetics coming into focus: single-molecule microscopy of riboswitch dynamics. RNA Biol 2018; 16:1077-1085. [PMID: 30328748 DOI: 10.1080/15476286.2018.1536594] [Citation(s) in RCA: 20] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022] Open
Abstract
Riboswitches are dynamic RNA motifs that are mostly embedded in the 5'-untranslated regions of bacterial mRNAs, where they regulate gene expression transcriptionally or translationally by undergoing conformational changes upon binding of a small metabolite or ion. Due to the small size of typical ligands, relatively little free energy is available from ligand binding to overcome the often high energetic barrier of reshaping RNA structure. Instead, most riboswitches appear to take advantage of the directional and hierarchical folding of RNA by employing the ligand as a structural 'linchpin' to adjust the kinetic partitioning between alternate folds. In this model, even small, local structural and kinetic effects of ligand binding can cascade into global RNA conformational changes affecting gene expression. Single-molecule (SM) microscopy tools are uniquely suited to study such kinetically controlled RNA folding since they avoid the ensemble averaging of bulk techniques that loses sight of unsynchronized, transient, and/or multi-state kinetic behavior. This review summarizes how SM methods have begun to unravel riboswitch-mediated gene regulation.
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Affiliation(s)
- Sujay Ray
- a Single Molecule Analysis Group, Department of Chemistry, University of Michigan , Ann Arbor , MI , USA
| | - Adrien Chauvier
- a Single Molecule Analysis Group, Department of Chemistry, University of Michigan , Ann Arbor , MI , USA
| | - Nils G Walter
- a Single Molecule Analysis Group, Department of Chemistry, University of Michigan , Ann Arbor , MI , USA
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6
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Lerner E, Cordes T, Ingargiol A, Alhadid Y, Chung S, Michalet X, Weiss S. Toward dynamic structural biology: Two decades of single-molecule Förster resonance energy transfer. Science 2018; 359:eaan1133. [PMID: 29348210 PMCID: PMC6200918 DOI: 10.1126/science.aan1133] [Citation(s) in RCA: 323] [Impact Index Per Article: 53.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
Classical structural biology can only provide static snapshots of biomacromolecules. Single-molecule Förster resonance energy transfer (smFRET) paved the way for studying dynamics in macromolecular structures under biologically relevant conditions. Since its first implementation in 1996, smFRET experiments have confirmed previously hypothesized mechanisms and provided new insights into many fundamental biological processes, such as DNA maintenance and repair, transcription, translation, and membrane transport. We review 22 years of contributions of smFRET to our understanding of basic mechanisms in biochemistry, molecular biology, and structural biology. Additionally, building on current state-of-the-art implementations of smFRET, we highlight possible future directions for smFRET in applications such as biosensing, high-throughput screening, and molecular diagnostics.
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Affiliation(s)
- Eitan Lerner
- Department of Chemistry and Biochemistry, University of California, Los Angeles, CA 90095, USA
| | - Thorben Cordes
- Molecular Microscopy Research Group, Zernike Institute for Advanced Materials, University of Groningen, 9747 AG Groningen, Netherlands
- Physical and Synthetic Biology, Faculty of Biology, Ludwig-Maximilians-Universität München, 82152 Planegg-Martinsried, Germany
| | - Antonino Ingargiol
- Department of Chemistry and Biochemistry, University of California, Los Angeles, CA 90095, USA
| | - Yazan Alhadid
- Department of Chemistry and Biochemistry, University of California, Los Angeles, CA 90095, USA
| | - SangYoon Chung
- Department of Chemistry and Biochemistry, University of California, Los Angeles, CA 90095, USA
| | - Xavier Michalet
- Department of Chemistry and Biochemistry, University of California, Los Angeles, CA 90095, USA
| | - Shimon Weiss
- Department of Chemistry and Biochemistry, University of California, Los Angeles, CA 90095, USA
- Department of Physiology, University of California, Los Angeles, CA 90095, USA
- California NanoSystems Institute, University of California, Los Angeles, CA 90095, USA
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7
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Holmstrom ED, Nesbitt DJ. Biophysical Insights from Temperature-Dependent Single-Molecule Förster Resonance Energy Transfer. Annu Rev Phys Chem 2017; 67:441-65. [PMID: 27215819 DOI: 10.1146/annurev-physchem-040215-112544] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
Single-molecule fluorescence microscopy techniques can be used in combination with micrometer length-scale temperature control and Förster resonance energy transfer (FRET) in order to gain detailed information about fundamental biophysical phenomena. In particular, this combination of techniques has helped foster the development of remarkable quantitative tools for studying both time- and temperature-dependent structural kinetics of biopolymers. Over the past decade, multiple research efforts have successfully incorporated precise spatial and temporal control of temperature into single-molecule FRET (smFRET)-based experiments, which have uncovered critical thermodynamic information on a wide range of biological systems such as conformational dynamics of nucleic acids. This review provides an overview of various temperature-dependent smFRET approaches from our laboratory and others, highlighting efforts in which such methods have been successfully applied to studies of single-molecule nucleic acid folding.
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Affiliation(s)
- Erik D Holmstrom
- JILA, National Institute of Standards and Technology, University of Colorado, Boulder, Colorado 80309;
| | - David J Nesbitt
- JILA, National Institute of Standards and Technology, University of Colorado, Boulder, Colorado 80309;
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8
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Smith-Peter E, Lamontagne AM, Lafontaine DA. Role of lysine binding residues in the global folding of the lysC riboswitch. RNA Biol 2016; 12:1372-82. [PMID: 26403229 DOI: 10.1080/15476286.2015.1094603] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/04/2023] Open
Abstract
Riboswitches regulate gene expression by rearranging their structure upon metabolite binding. The lysine-sensing lysC riboswitch is a rare example of an RNA aptamer organized around a 5-way helical junction in which ligand binding is performed exclusively through nucleotides located at the junction core. We have probed whether the nucleotides involved in ligand binding play any role in the global folding of the riboswitch. As predicted, our findings indicate that ligand-binding residues are critical for the lysine-dependent gene regulation mechanism. We also find that these residues are not important for the establishment of key magnesium-dependent tertiary interactions, suggesting that folding and ligand recognition are uncoupled in this riboswitch for the formation of specific interactions. However, FRET assays show that lysine binding results in an additional conformational change, indicating that lysine binding may also participate in a specific folding transition. Thus, in contrast to helical junctions being primary determinants in ribozymes and rRNA folding, we speculate that the helical junction of the lysine-sensing lysC riboswitch is not employed as structural a scaffold to direct global folding, but rather has a different role in establishing RNA-ligand interactions required for riboswitch regulation. Our work suggests that helical junctions may adopt different functions such as the coordination of global architecture or the formation of specific ligand binding site.
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Affiliation(s)
- Erich Smith-Peter
- a Department of Biology ; Faculty of Science, RNA Group, Université de Sherbrooke , Sherbrooke ; Quebec , Canada
| | - Anne-Marie Lamontagne
- a Department of Biology ; Faculty of Science, RNA Group, Université de Sherbrooke , Sherbrooke ; Quebec , Canada
| | - Daniel A Lafontaine
- a Department of Biology ; Faculty of Science, RNA Group, Université de Sherbrooke , Sherbrooke ; Quebec , Canada
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9
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Perez-Gonzalez C, Lafontaine DA, Penedo JC. Fluorescence-Based Strategies to Investigate the Structure and Dynamics of Aptamer-Ligand Complexes. Front Chem 2016; 4:33. [PMID: 27536656 PMCID: PMC4971091 DOI: 10.3389/fchem.2016.00033] [Citation(s) in RCA: 44] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2016] [Accepted: 07/11/2016] [Indexed: 12/11/2022] Open
Abstract
In addition to the helical nature of double-stranded DNA and RNA, single-stranded oligonucleotides can arrange themselves into tridimensional structures containing loops, bulges, internal hairpins and many other motifs. This ability has been used for more than two decades to generate oligonucleotide sequences, so-called aptamers, that can recognize certain metabolites with high affinity and specificity. More recently, this library of artificially-generated nucleic acid aptamers has been expanded by the discovery that naturally occurring RNA sequences control bacterial gene expression in response to cellular concentration of a given metabolite. The application of fluorescence methods has been pivotal to characterize in detail the structure and dynamics of these aptamer-ligand complexes in solution. This is mostly due to the intrinsic high sensitivity of fluorescence methods and also to significant improvements in solid-phase synthesis, post-synthetic labeling strategies and optical instrumentation that took place during the last decade. In this work, we provide an overview of the most widely employed fluorescence methods to investigate aptamer structure and function by describing the use of aptamers labeled with a single dye in fluorescence quenching and anisotropy assays. The use of 2-aminopurine as a fluorescent analog of adenine to monitor local changes in structure and fluorescence resonance energy transfer (FRET) to follow long-range conformational changes is also covered in detail. The last part of the review is dedicated to the application of fluorescence techniques based on single-molecule microscopy, a technique that has revolutionized our understanding of nucleic acid structure and dynamics. We finally describe the advantages of monitoring ligand-binding and conformational changes, one molecule at a time, to decipher the complexity of regulatory aptamers and summarize the emerging folding and ligand-binding models arising from the application of these single-molecule FRET microscopy techniques.
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Affiliation(s)
- Cibran Perez-Gonzalez
- Laboratory for Biophysics and Biomolecular Dynamics, SUPA School of Physics and Astronomy, University of St. AndrewsSt Andrews, UK
| | - Daniel A. Lafontaine
- RNA Group, Department of Biology, Faculty of Science, Université de SherbrookeSherbrooke, QC, Canada
| | - J. Carlos Penedo
- Laboratory for Biophysics and Biomolecular Dynamics, SUPA School of Physics and Astronomy, University of St. AndrewsSt Andrews, UK
- Laboratory for Biophysics and Biomolecular Dynamics, Biomedical Sciences Research Complex, School of Biology, University of St. AndrewsSt. Andrews, UK
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10
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Liu Y, Yu P, Dyba M, Sousa R, Stagno JR, Wang YX. Applications of PLOR in labeling large RNAs at specific sites. Methods 2016; 103:4-10. [PMID: 27033177 PMCID: PMC10802919 DOI: 10.1016/j.ymeth.2016.03.014] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2016] [Revised: 03/15/2016] [Accepted: 03/22/2016] [Indexed: 12/18/2022] Open
Abstract
Incorporation of modified or labeled nucleotides at specific sites in RNAs is critical for gaining insights into the structure and function of RNAs. Preparation of site-specifically labeled large RNAs in amounts suitable for structural or functional studies is extremely difficult using current methodologies. The position-selective labeling of RNA, PLOR, is a recently developed method that makes such syntheses possible. PLOR allows incorporation of various probes, including (2)D/(13)C/(15)N-isotopic labels, Cy3/Cy5/Alexa488/Alexa555 fluorescent dyes, biotin and other chemical groups, into specific positions in long RNAs. Here, we describe in detail the use of PLOR to label RNAs at specific segment(s) or discrete sites.
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Affiliation(s)
- Yu Liu
- Protein-Nucleic Acid Interaction Section, Structural Biophysics Laboratory, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Frederick, MD 21702, USA.
| | - Ping Yu
- Structural Biophysics Laboratory, Leidos Biomedical Research, Inc., Frederick National Laboratory for Cancer Research, Frederick, MD 21702, USA
| | - Marzena Dyba
- Structural Biophysics Laboratory, Leidos Biomedical Research, Inc., Frederick National Laboratory for Cancer Research, Frederick, MD 21702, USA
| | - Rui Sousa
- Department of Biochemistry, University of Texas Health Science Center, San Antonio, TX 78229, USA
| | - Jason R Stagno
- Protein-Nucleic Acid Interaction Section, Structural Biophysics Laboratory, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Frederick, MD 21702, USA
| | - Yun-Xing Wang
- Protein-Nucleic Acid Interaction Section, Structural Biophysics Laboratory, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Frederick, MD 21702, USA
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11
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Perez-Gonzalez C, Grondin JP, Lafontaine DA, Carlos Penedo J. Biophysical Approaches to Bacterial Gene Regulation by Riboswitches. ADVANCES IN EXPERIMENTAL MEDICINE AND BIOLOGY 2016; 915:157-91. [PMID: 27193543 DOI: 10.1007/978-3-319-32189-9_11] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
Abstract
The last decade has witnessed the discovery of a variety of non-coding RNA sequences that perform a broad range of crucial biological functions. Among these, the ability of certain RNA sequences, so-called riboswitches, has attracted considerable interest. Riboswitches control gene expression in response to the concentration of particular metabolites to which they bind without the need for any protein. These RNA switches not only need to adopt a very specific tridimensional structure to perform their function, but also their sequence has been evolutionary optimized to recognize a particular metabolite with high affinity and selectivity. Thus, riboswitches offer a unique opportunity to get fundamental insights into RNA plasticity and how folding dynamics and ligand recognition mechanisms have been efficiently merged to control gene regulation. Because riboswitch sequences have been mostly found in bacterial organisms controlling the expression of genes associated to the synthesis, degradation or transport of crucial metabolites for bacterial survival, they offer exciting new routes for antibiotic development in an era where bacterial resistance is more than ever challenging conventional drug discovery strategies. Here, we give an overview of the architecture, diversity and regulatory mechanisms employed by riboswitches with particular emphasis on the biophysical methods currently available to characterise their structure and functional dynamics.
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Affiliation(s)
- Cibran Perez-Gonzalez
- SUPA School of Physics and Astronomy, University of St Andrews, St Andrews, Fife, KY16 9SS, UK
| | - Jonathan P Grondin
- Department of Biology, Faculty of Science, RNA Group, Université de Sherbrooke, Sherbrooke, QC, J1K 2R1, Canada
| | - Daniel A Lafontaine
- Department of Biology, Faculty of Science, RNA Group, Université de Sherbrooke, Sherbrooke, QC, J1K 2R1, Canada.
| | - J Carlos Penedo
- SUPA School of Physics and Astronomy, University of St Andrews, St Andrews, Fife, KY16 9SS, UK. .,Biomedical Sciences Research Complex, University of St Andrews, St Andrews, Fife, KY16 9ST, UK.
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12
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Liu Y, Sousa R, Wang YX. Specific labeling: An effective tool to explore the RNA world. Bioessays 2015; 38:192-200. [DOI: 10.1002/bies.201500119] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Affiliation(s)
- Yu Liu
- Protein-Nucleic Acid Interaction Section; Structural Biophysics Laboratory; Center for Cancer Research; National Cancer Institute; National Institutes of Health; Frederick MD USA
| | - Rui Sousa
- Department of Biochemistry; University of Texas Health Science Center; San Antonio TX USA
| | - Yun-Xing Wang
- Protein-Nucleic Acid Interaction Section; Structural Biophysics Laboratory; Center for Cancer Research; National Cancer Institute; National Institutes of Health; Frederick MD USA
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