1
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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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2
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Jarmoskaite I, AlSadhan I, Vaidyanathan PP, Herschlag D. How to measure and evaluate binding affinities. eLife 2020; 9:e57264. [PMID: 32758356 PMCID: PMC7452723 DOI: 10.7554/elife.57264] [Citation(s) in RCA: 311] [Impact Index Per Article: 62.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2020] [Accepted: 08/05/2020] [Indexed: 12/23/2022] Open
Abstract
Quantitative measurements of biomolecule associations are central to biological understanding and are needed to build and test predictive and mechanistic models. Given the advances in high-throughput technologies and the projected increase in the availability of binding data, we found it especially timely to evaluate the current standards for performing and reporting binding measurements. A review of 100 studies revealed that in most cases essential controls for establishing the appropriate incubation time and concentration regime were not documented, making it impossible to determine measurement reliability. Moreover, several reported affinities could be concluded to be incorrect, thereby impacting biological interpretations. Given these challenges, we provide a framework for a broad range of researchers to evaluate, teach about, perform, and clearly document high-quality equilibrium binding measurements. We apply this framework and explain underlying fundamental concepts through experimental examples with the RNA-binding protein Puf4.
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Affiliation(s)
- Inga Jarmoskaite
- Department of Biochemistry, Stanford UniversityStanfordUnited States
| | - Ishraq AlSadhan
- Department of Biochemistry, Stanford UniversityStanfordUnited States
| | | | - Daniel Herschlag
- Department of Biochemistry, Stanford UniversityStanfordUnited States
- Department of Chemical Engineering, Stanford UniversityStanfordUnited States
- Stanford ChEM-H, Stanford UniversityStanfordUnited States
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3
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Suddala KC, Price IR, Dandpat SS, Janeček M, Kührová P, Šponer J, Banáš P, Ke A, Walter NG. Local-to-global signal transduction at the core of a Mn 2+ sensing riboswitch. Nat Commun 2019; 10:4304. [PMID: 31541094 PMCID: PMC6754395 DOI: 10.1038/s41467-019-12230-5] [Citation(s) in RCA: 20] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2019] [Accepted: 08/28/2019] [Indexed: 01/01/2023] Open
Abstract
The widespread Mn2+-sensing yybP-ykoY riboswitch controls the expression of bacterial Mn2+ homeostasis genes. Here, we first determine the crystal structure of the ligand-bound yybP-ykoY riboswitch aptamer from Xanthomonas oryzae at 2.96 Å resolution, revealing two conformations with docked four-way junction (4WJ) and incompletely coordinated metal ions. In >100 µs of MD simulations, we observe that loss of divalents from the core triggers local structural perturbations in the adjacent docking interface, laying the foundation for signal transduction to the regulatory switch helix. Using single-molecule FRET, we unveil a previously unobserved extended 4WJ conformation that samples transient docked states in the presence of Mg2+. Only upon adding sub-millimolar Mn2+, however, can the 4WJ dock stably, a feature lost upon mutation of an adenosine contacting Mn2+ in the core. These observations illuminate how subtly differing ligand preferences of competing metal ions become amplified by the coupling of local with global RNA dynamics.
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Affiliation(s)
- Krishna C Suddala
- Single Molecule Analysis Group and Center for RNA Biomedicine, Department of Chemistry, University of Michigan, Ann Arbor, MI, 48109, USA
| | - Ian R Price
- Department of Molecular Biology and Genetics, Cornell University, Ithaca, NY, 14850, USA
| | - Shiba S Dandpat
- Single Molecule Analysis Group and Center for RNA Biomedicine, Department of Chemistry, University of Michigan, Ann Arbor, MI, 48109, USA
| | - Michal Janeček
- Institute of Biophysics of the Czech Academy of Sciences, Kralovopolská 135, Brno, 612 65, Czech Republic
- Department of Physical Chemistry, Faculty of Science, Palacký University, tř. 17 listopadu 12, Olomouc, 771 46, Czech Republic
| | - Petra Kührová
- Department of Physical Chemistry, Faculty of Science, Palacký University, tř. 17 listopadu 12, Olomouc, 771 46, Czech Republic
- Regional Centre of Advanced Technologies and Materials, Faculty of Science, Palacký University, tř. 17 listopadu 12, Olomouc, 771 46, Czech Republic
| | - Jiří Šponer
- Institute of Biophysics of the Czech Academy of Sciences, Kralovopolská 135, Brno, 612 65, Czech Republic
- Regional Centre of Advanced Technologies and Materials, Faculty of Science, Palacký University, tř. 17 listopadu 12, Olomouc, 771 46, Czech Republic
| | - Pavel Banáš
- Institute of Biophysics of the Czech Academy of Sciences, Kralovopolská 135, Brno, 612 65, Czech Republic
- Department of Physical Chemistry, Faculty of Science, Palacký University, tř. 17 listopadu 12, Olomouc, 771 46, Czech Republic
- Regional Centre of Advanced Technologies and Materials, Faculty of Science, Palacký University, tř. 17 listopadu 12, Olomouc, 771 46, Czech Republic
| | - Ailong Ke
- Department of Molecular Biology and Genetics, Cornell University, Ithaca, NY, 14850, USA.
| | - Nils G Walter
- Single Molecule Analysis Group and Center for RNA Biomedicine, Department of Chemistry, University of Michigan, Ann Arbor, MI, 48109, USA.
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4
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Abstract
The past decades have witnessed tremendous developments in our understanding of RNA biology. At the core of these advances have been studies aimed at discerning RNA structure and at understanding the forces that influence the RNA folding process. It is easy to take the present state of understanding for granted, but there is much to be learned by considering the path to our current understanding, which has been tortuous, with the birth and death of models, the adaptation of experimental tools originally developed for characterization of protein structure and catalysis, and the development of novel tools for probing RNA. In this review we tour the stages of RNA folding studies, considering them as "epochs" that can be generalized across scientific disciplines. These epochs span from the discovery of catalytic RNA, through biophysical insights into the putative primordial RNA World, to characterization of structured RNAs, the building and testing of models, and, finally, to the development of models with the potential to yield generalizable predictive and quantitative models for RNA conformational, thermodynamic, and kinetic behavior. We hope that this accounting will aid others as they navigate the many fascinating questions about RNA and its roles in biology, in the past, present, and future.
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Affiliation(s)
- Daniel Herschlag
- Department of Biochemistry, Stanford University, Stanford, California 94305
- Department of Chemical Engineering, Stanford University, Stanford, California 94305
- Department of Chemistry, Stanford University, Stanford, California 94305
- Stanford ChEM-H (Chemistry, Engineering, and Medicine for Human Health), Stanford, California 94305
| | - Steve Bonilla
- Department of Biochemistry, Stanford University, Stanford, California 94305
- Department of Chemical Engineering, Stanford University, Stanford, California 94305
| | - Namita Bisaria
- Whitehead Institute for Biomedical Research, Cambridge, Massachusetts 02142
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5
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Bonilla S, Limouse C, Bisaria N, Gebala M, Mabuchi H, Herschlag D. Single-Molecule Fluorescence Reveals Commonalities and Distinctions among Natural and in Vitro-Selected RNA Tertiary Motifs in a Multistep Folding Pathway. J Am Chem Soc 2017; 139:18576-18589. [PMID: 29185740 PMCID: PMC5748328 DOI: 10.1021/jacs.7b08870] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022]
Abstract
![]()
Decades
of study of the RNA folding problem have revealed that
diverse and complex structured RNAs are built from a common set of
recurring structural motifs, leading to the perspective that a generalizable
model of RNA folding may be developed from understanding of the folding
properties of individual structural motifs. We used single-molecule
fluorescence to dissect the kinetic and thermodynamic properties of
a set of variants of a common tertiary structural motif, the tetraloop/tetraloop-receptor
(TL/TLR). Our results revealed a multistep TL/TLR folding pathway
in which preorganization of the ubiquitous AA-platform submotif precedes
the formation of the docking transition state and tertiary A-minor
hydrogen bond interactions form after the docking transition state.
Differences in ion dependences between TL/TLR variants indicated the
occurrence of sequence-dependent conformational rearrangements prior
to and after the formation of the docking transition state. Nevertheless,
varying the junction connecting the TL/TLR produced a common kinetic
and ionic effect for all variants, suggesting that the global conformational
search and compaction electrostatics are energetically independent
from the formation of the tertiary motif contacts. We also found that in vitro-selected variants, despite their similar stability
at high Mg2+ concentrations, are considerably less stable
than natural variants under near-physiological ionic conditions, and
the occurrence of the TL/TLR sequence variants in Nature correlates
with their thermodynamic stability in isolation. Overall, our findings
are consistent with modular but complex energetic properties of RNA
structural motifs and will aid in the eventual quantitative description
of RNA folding from its secondary and tertiary structural elements.
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Affiliation(s)
- Steve Bonilla
- Department of Chemical Engineering, ‡Department of Applied Physics, §Department of Biochemistry, ∥Department of Chemistry, ⊥Stanford ChEM-H, Stanford University , Stanford, California 94305, United States
| | - Charles Limouse
- Department of Chemical Engineering, ‡Department of Applied Physics, §Department of Biochemistry, ∥Department of Chemistry, ⊥Stanford ChEM-H, Stanford University , Stanford, California 94305, United States
| | - Namita Bisaria
- Department of Chemical Engineering, ‡Department of Applied Physics, §Department of Biochemistry, ∥Department of Chemistry, ⊥Stanford ChEM-H, Stanford University , Stanford, California 94305, United States
| | - Magdalena Gebala
- Department of Chemical Engineering, ‡Department of Applied Physics, §Department of Biochemistry, ∥Department of Chemistry, ⊥Stanford ChEM-H, Stanford University , Stanford, California 94305, United States
| | - Hideo Mabuchi
- Department of Chemical Engineering, ‡Department of Applied Physics, §Department of Biochemistry, ∥Department of Chemistry, ⊥Stanford ChEM-H, Stanford University , Stanford, California 94305, United States
| | - Daniel Herschlag
- Department of Chemical Engineering, ‡Department of Applied Physics, §Department of Biochemistry, ∥Department of Chemistry, ⊥Stanford ChEM-H, Stanford University , Stanford, California 94305, United States
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6
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Börner R, Kowerko D, Miserachs HG, Schaffer MF, Sigel RK. Metal ion induced heterogeneity in RNA folding studied by smFRET. Coord Chem Rev 2016. [DOI: 10.1016/j.ccr.2016.06.002] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
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7
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Egloff D, Oleinich IA, Zhao M, König SLB, Sigel RKO, Freisinger E. Sequence-Specific Post-Synthetic Oligonucleotide Labeling for Single-Molecule Fluorescence Applications. ACS Chem Biol 2016; 11:2558-67. [PMID: 27409145 DOI: 10.1021/acschembio.6b00343] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/23/2023]
Abstract
The sequence-specific fluorescence labeling of nucleic acids is a prerequisite for various methods including single-molecule Förster resonance energy transfer (smFRET) for the detailed study of nucleic acid folding and function. Such nucleic acid derivatives are commonly obtained by solid-phase methods; however, yields decrease rapidly with increasing length and restrict the practicability of this approach for long strands. Here, we report a new labeling strategy for the postsynthetic incorporation of a bioorthogonal group into single stranded regions of both DNA and RNA of unrestricted length. A 12-alkyne-etheno-adenine modification is sequence-selectively formed using DNA-templated synthesis, followed by conjugation of the fluorophore Cy3 via a copper-catalyzed azide-alkyne cycloaddition (CuAAC). Evaluation of the labeled strands in smFRET measurements shows that the strategy developed here has the potential to be used for the study of long functional nucleic acids by (single-molecule) fluorescence or other methods. To prove the universal use of the method, its application was successfully extended to the labeling of a short RNA single strand. As a proof-of-concept, also the labeling of a large RNA molecule in form of a 633 nucleotide long construct derived from the Saccharomyces cerevisiae group II intron Sc.ai5γ was performed, and covalent attachment of the Cy3 fluorophore was shown with gel electrophoresis.
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Affiliation(s)
- David Egloff
- Department of Chemistry, University of Zurich, Winterthurerstrasse
190, 8057 Zurich, Switzerland
| | - Igor A. Oleinich
- Department of Chemistry, University of Zurich, Winterthurerstrasse
190, 8057 Zurich, Switzerland
| | - Meng Zhao
- Department of Chemistry, University of Zurich, Winterthurerstrasse
190, 8057 Zurich, Switzerland
| | - Sebastian L. B. König
- Department of Chemistry, University of Zurich, Winterthurerstrasse
190, 8057 Zurich, Switzerland
| | - Roland K. O. Sigel
- Department of Chemistry, University of Zurich, Winterthurerstrasse
190, 8057 Zurich, Switzerland
| | - Eva Freisinger
- Department of Chemistry, University of Zurich, Winterthurerstrasse
190, 8057 Zurich, Switzerland
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8
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Gebala M, Bonilla S, Bisaria N, Herschlag D. Does Cation Size Affect Occupancy and Electrostatic Screening of the Nucleic Acid Ion Atmosphere? J Am Chem Soc 2016; 138:10925-34. [PMID: 27479701 PMCID: PMC5010015 DOI: 10.1021/jacs.6b04289] [Citation(s) in RCA: 42] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2016] [Indexed: 01/14/2023]
Abstract
Electrostatics are central to all aspects of nucleic acid behavior, including their folding, condensation, and binding to other molecules, and the energetics of these processes are profoundly influenced by the ion atmosphere that surrounds nucleic acids. Given the highly complex and dynamic nature of the ion atmosphere, understanding its properties and effects will require synergy between computational modeling and experiment. Prior computational models and experiments suggest that cation occupancy in the ion atmosphere depends on the size of the cation. However, the computational models have not been independently tested, and the experimentally observed effects were small. Here, we evaluate a computational model of ion size effects by experimentally testing a blind prediction made from that model, and we present additional experimental results that extend our understanding of the ion atmosphere. Giambasu et al. developed and implemented a three-dimensional reference interaction site (3D-RISM) model for monovalent cations surrounding DNA and RNA helices, and this model predicts that Na(+) would outcompete Cs(+) by 1.8-2.1-fold; i.e., with Cs(+) in 2-fold excess of Na(+) the ion atmosphere would contain an equal number of each cation (Nucleic Acids Res. 2015, 43, 8405). However, our ion counting experiments indicate that there is no significant preference for Na(+) over Cs(+). There is an ∼25% preferential occupancy of Li(+) over larger cations in the ion atmosphere but, counter to general expectations from existing models, no size dependence for the other alkali metal ions. Further, we followed the folding of the P4-P6 RNA and showed that differences in folding with different alkali metal ions observed at high concentration arise from cation-anion interactions and not cation size effects. Overall, our results provide a critical test of a computational prediction, fundamental information about ion atmosphere properties, and parameters that will aid in the development of next-generation nucleic acid computational models.
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Affiliation(s)
- Magdalena Gebala
- Department
of Biochemistry, Stanford University, Stanford, California 94305, United States
| | - Steve Bonilla
- Department
of Chemical Engineering, Stanford University, Stanford, California 94305, United States
| | - Namita Bisaria
- Department
of Biochemistry, Stanford University, Stanford, California 94305, United States
| | - Daniel Herschlag
- Department
of Biochemistry, Stanford University, Stanford, California 94305, United States
- Department
of Chemistry, Stanford University, Stanford, California 94305, United States
- ChEM-H
Institute, Stanford University, Stanford, California 94305, United States
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9
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Kinetic and thermodynamic framework for P4-P6 RNA reveals tertiary motif modularity and modulation of the folding preferred pathway. Proc Natl Acad Sci U S A 2016; 113:E4956-65. [PMID: 27493222 DOI: 10.1073/pnas.1525082113] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022] Open
Abstract
The past decade has seen a wealth of 3D structural information about complex structured RNAs and identification of functional intermediates. Nevertheless, developing a complete and predictive understanding of the folding and function of these RNAs in biology will require connection of individual rate and equilibrium constants to structural changes that occur in individual folding steps and further relating these steps to the properties and behavior of isolated, simplified systems. To accomplish these goals we used the considerable structural knowledge of the folded, unfolded, and intermediate states of P4-P6 RNA. We enumerated structural states and possible folding transitions and determined rate and equilibrium constants for the transitions between these states using single-molecule FRET with a series of mutant P4-P6 variants. Comparisons with simplified constructs containing an isolated tertiary contact suggest that a given tertiary interaction has a stereotyped rate for breaking that may help identify structural transitions within complex RNAs and simplify the prediction of folding kinetics and thermodynamics for structured RNAs from their parts. The preferred folding pathway involves initial formation of the proximal tertiary contact. However, this preference was only ∼10 fold and could be reversed by a single point mutation, indicating that a model akin to a protein-folding contact order model will not suffice to describe RNA folding. Instead, our results suggest a strong analogy with a modified RNA diffusion-collision model in which tertiary elements within preformed secondary structures collide, with the success of these collisions dependent on whether the tertiary elements are in their rare binding-competent conformations.
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10
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Köse K, Uzun L. PolyGuanine methacrylate cryogels for ribonucleic acid purification. J Sep Sci 2016; 39:1998-2005. [PMID: 27004613 DOI: 10.1002/jssc.201600199] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2016] [Revised: 03/04/2016] [Accepted: 03/04/2016] [Indexed: 11/10/2022]
Abstract
The isolation and purification of ribonucleic acid have attracted attention recently for the understanding of the functions in detail because of the necessity for the treatment of genetic diseases. In this study, guanine-incorporated polymeric cryogels were developed to obtain highly purified ribonucleic acid. The satisfactory purification performance was achieved with the guanine-incorporated poly (2-hydroxyethyl methacrylate-guanine methacrylate) cryogels. The most crucial advantages to use guanine as a functional monomer are to obtain a real natural interaction between guanine on the polymeric material and cytosine on the ribonucleic acid. Moreover, using cryogel with a highly porous structure and high swelling ratio provide advantages of getting more water within the structure to get more analyte to interact. The characterization of cryogels has proved the success of the synthesis and the perfect natural interaction to be taken place between the ligand (guanine methacrylate) and the cytosine in the ribonucleic acid molecules. Although the pores within the structure of cryogels are small, they provide efficient and fast adsorption. The chromatographic separation performance was investigated for different conditions (pH, temperature etc.). The desorption ratio and reusability were also analyzed at the end of the five adsorption-desorption cycles with no significant changes.
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Affiliation(s)
- Kazım Köse
- Department of Chemistry, Hacettepe University, Ankara, Turkey.,Scientific Technical Research and Application Center, Hitit University, Çorum, Turkey
| | - Lokman Uzun
- Department of Chemistry, Hacettepe University, Ankara, Turkey
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11
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Aw J, Shen Y, Wilm A, Sun M, Lim X, Boon KL, Tapsin S, Chan YS, Tan CP, Sim A, Zhang T, Susanto T, Fu Z, Nagarajan N, Wan Y. In Vivo Mapping of Eukaryotic RNA Interactomes Reveals Principles of Higher-Order Organization and Regulation. Mol Cell 2016; 62:603-17. [DOI: 10.1016/j.molcel.2016.04.028] [Citation(s) in RCA: 226] [Impact Index Per Article: 25.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/03/2016] [Revised: 04/07/2016] [Accepted: 04/22/2016] [Indexed: 01/01/2023]
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12
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Rinaldi AJ, Lund PE, Blanco MR, Walter NG. The Shine-Dalgarno sequence of riboswitch-regulated single mRNAs shows ligand-dependent accessibility bursts. Nat Commun 2016; 7:8976. [PMID: 26781350 PMCID: PMC4735710 DOI: 10.1038/ncomms9976] [Citation(s) in RCA: 51] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2015] [Accepted: 10/21/2015] [Indexed: 01/20/2023] Open
Abstract
In response to intracellular signals in Gram-negative bacteria, translational riboswitches—commonly embedded in messenger RNAs (mRNAs)—regulate gene expression through inhibition of translation initiation. It is generally thought that this regulation originates from occlusion of the Shine-Dalgarno (SD) sequence upon ligand binding; however, little direct evidence exists. Here we develop Single Molecule Kinetic Analysis of RNA Transient Structure (SiM-KARTS) to investigate the ligand-dependent accessibility of the SD sequence of an mRNA hosting the 7-aminomethyl-7-deazaguanine (preQ1)-sensing riboswitch. Spike train analysis reveals that individual mRNA molecules alternate between two conformational states, distinguished by ‘bursts' of probe binding associated with increased SD sequence accessibility. Addition of preQ1 decreases the lifetime of the SD's high-accessibility (bursting) state and prolongs the time between bursts. In addition, ligand-jump experiments reveal imperfect riboswitching of single mRNA molecules. Such complex ligand sensing by individual mRNA molecules rationalizes the nuanced ligand response observed during bulk mRNA translation. In response to intracellular signals, bacterial translational riboswitches embedded in mRNAs can regulate gene expression through inhibition of translation initiation. Here, the authors describe SiM-KARTS, a novel approach for detecting changes in the structure of single RNA molecules in response to a ligand.
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Affiliation(s)
- Arlie J Rinaldi
- Single Molecule Analysis Group, Department of Chemistry, University of Michigan, Ann Arbor, Michigan 48109, USA
| | - Paul E Lund
- Single Molecule Analysis Group, Department of Chemistry, University of Michigan, Ann Arbor, Michigan 48109, USA.,Program in Chemical Biology, University of Michigan, Ann Arbor, Michigan 48109, USA
| | - Mario R Blanco
- Single Molecule Analysis Group, Department of Chemistry, University of Michigan, Ann Arbor, Michigan 48109, USA
| | - Nils G Walter
- Single Molecule Analysis Group, Department of Chemistry, University of Michigan, Ann Arbor, Michigan 48109, USA
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13
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Probing the kinetic and thermodynamic consequences of the tetraloop/tetraloop receptor monovalent ion-binding site in P4-P6 RNA by smFRET. Biochem Soc Trans 2016; 43:172-8. [PMID: 25849913 DOI: 10.1042/bst20140268] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/06/2023]
Abstract
Structured RNA molecules play roles in central biological processes and understanding the basic forces and features that govern RNA folding kinetics and thermodynamics can help elucidate principles that underlie biological function. Here we investigate one such feature, the specific interaction of monovalent cations with a structured RNA, the P4-P6 domain of the Tetrahymena ribozyme. We employ single molecule FRET (smFRET) approaches as these allow determination of folding equilibrium and rate constants over a wide range of stabilities and thus allow direct comparisons without the need for extrapolation. These experiments provide additional evidence for specific binding of monovalent cations, Na+ and K+, to the RNA tetraloop-tetraloop receptor (TL-TLR) tertiary motif. These ions facilitate both folding and unfolding, consistent with an ability to help order the TLR for binding and further stabilize the tertiary contact subsequent to attainment of the folding transition state.
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14
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Gebala M, Giambasu GM, Lipfert J, Bisaria N, Bonilla S, Li G, York DM, Herschlag D. Cation-Anion Interactions within the Nucleic Acid Ion Atmosphere Revealed by Ion Counting. J Am Chem Soc 2015; 137:14705-15. [PMID: 26517731 PMCID: PMC4739826 DOI: 10.1021/jacs.5b08395] [Citation(s) in RCA: 62] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Abstract
The ion atmosphere is a critical structural, dynamic, and energetic component of nucleic acids that profoundly affects their interactions with proteins and ligands. Experimental methods that "count" the number of ions thermodynamically associated with the ion atmosphere allow dissection of energetic properties of the ion atmosphere, and thus provide direct comparison to theoretical results. Previous experiments have focused primarily on the cations that are attracted to nucleic acid polyanions, but have also showed that anions are excluded from the ion atmosphere. Herein, we have systematically explored the properties of anion exclusion, testing the zeroth-order model that anions of different identity are equally excluded due to electrostatic repulsion. Using a series of monovalent salts, we find, surprisingly, that the extent of anion exclusion and cation inclusion significantly depends on salt identity. The differences are prominent at higher concentrations and mirror trends in mean activity coefficients of the electrolyte solutions. Salts with lower activity coefficients exhibit greater accumulation of both cations and anions within the ion atmosphere, strongly suggesting that cation-anion correlation effects are present in the ion atmosphere and need to be accounted for to understand electrostatic interactions of nucleic acids. To test whether the effects of cation-anion correlations extend to nucleic acid kinetics and thermodynamics, we followed the folding of P4-P6, a domain of the Tetrahymena group I ribozyme, via single-molecule fluorescence resonance energy transfer in solutions with different salts. Solutions of identical concentration but lower activity gave slower and less favorable folding. Our results reveal hitherto unknown properties of the ion atmosphere and suggest possible roles of oriented ion pairs or anion-bridged cations in the ion atmosphere for electrolyte solutions of salts with reduced activity. Consideration of these new results leads to a reevaluation of the strengths and limitations of Poisson-Boltzmann theory and highlights the need for next-generation atomic-level models of the ion atmosphere.
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Affiliation(s)
- Magdalena Gebala
- Department of Biochemistry, Stanford University, Stanford, California 94305, United States
| | - George M. Giambasu
- BioMaPS Institute for Quantitative Biology and Department of Chemistry and Chemical Biology, Rutgers University, Piscataway, New Jersey 08854, United States
| | - Jan Lipfert
- Department of Physics, Nanosystems Initiative Munich, and Center for Nanoscience, Ludwig Maximilian University of Munich, 80799 Munich, Germany
| | - Namita Bisaria
- Department of Biochemistry, Stanford University, Stanford, California 94305, United States
| | - Steve Bonilla
- Department of Chemical Engineering, Stanford University, Stanford, California 94305, United States
| | - Guangchao Li
- School of Earth, Energy and Environment Sciences, Stanford University, Stanford, California 94305, United States
| | - Darrin M. York
- BioMaPS Institute for Quantitative Biology and Department of Chemistry and Chemical Biology, Rutgers University, Piscataway, New Jersey 08854, United States
| | - Daniel Herschlag
- Department of Biochemistry, Stanford University, Stanford, California 94305, United States
- Department of Chemistry, Stanford University, Stanford, California 94305, United States
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15
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Rinaldi AJ, Suddala KC, Walter NG. Native purification and labeling of RNA for single molecule fluorescence studies. Methods Mol Biol 2015; 1240:63-95. [PMID: 25352138 DOI: 10.1007/978-1-4939-1896-6_6] [Citation(s) in RCA: 27] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
Abstract
The recent discovery that non-coding RNAs are considerably more abundant and serve a much wider range of critical cellular functions than recognized over previous decades of research into molecular biology has sparked a renewed interest in the study of structure-function relationships of RNA. To perform their functions in the cell, RNAs must dominantly adopt their native conformations, avoiding deep, non-productive kinetic traps that may exist along a frustrated (rugged) folding free energy landscape. Intracellularly, RNAs are synthesized by RNA polymerase and fold co-transcriptionally starting from the 5' end, sometimes with the aid of protein chaperones. By contrast, in the laboratory RNAs are commonly generated by in vitro transcription or chemical synthesis, followed by purification in a manner that includes the use of high concentrations of urea, heat and UV light (for detection), resulting in the denaturation and subsequent refolding of the entire RNA. Recent studies into the nature of heterogeneous RNA populations resulting from this process have underscored the need for non-denaturing (native) purification methods that maintain the co-transcriptional fold of an RNA. Here, we present protocols for the native purification of an RNA after its in vitro transcription and for fluorophore and biotin labeling methods designed to preserve its native conformation for use in single molecule fluorescence resonance energy transfer (smFRET) inquiries into its structure and function. Finally, we present methods for taking smFRET data and for analyzing them, as well as a description of plausible overall preparation schemes for the plethora of non-coding RNAs.
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Affiliation(s)
- Arlie J Rinaldi
- W. M. Keck Science Center, The Claremont Colleges, Claremont, CA, 91711, USA
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16
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Cation-induced kinetic heterogeneity of the intron-exon recognition in single group II introns. Proc Natl Acad Sci U S A 2015; 112:3403-8. [PMID: 25737541 DOI: 10.1073/pnas.1322759112] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/09/2023] Open
Abstract
RNA is commonly believed to undergo a number of sequential folding steps before reaching its functional fold, i.e., the global minimum in the free energy landscape. However, there is accumulating evidence that several functional conformations are often in coexistence, corresponding to multiple (local) minima in the folding landscape. Here we use the 5'-exon-intron recognition duplex of a self-splicing ribozyme as a model system to study the influence of Mg(2+) and Ca(2+) on RNA tertiary structure formation. Bulk and single-molecule spectroscopy reveal that near-physiological M(2+) concentrations strongly promote interstrand association. Moreover, the presence of M(2+) leads to pronounced kinetic heterogeneity, suggesting the coexistence of multiple docked and undocked RNA conformations. Heterogeneity is found to decrease at saturating M(2+) concentrations. Using NMR, we locate specific Mg(2+) binding pockets and quantify their affinity toward Mg(2+). Mg(2+) pulse experiments show that M(2+) exchange occurs on the timescale of seconds. This unprecedented combination of NMR and single-molecule Förster resonance energy transfer demonstrates for the first time to our knowledge that a rugged free energy landscape coincides with incomplete occupation of specific M(2+) binding sites at near-physiological M(2+) concentrations. Unconventional kinetics in nucleic acid folding frequently encountered in single-molecule experiments are therefore likely to originate from a spectrum of conformations that differ in the occupation of M(2+) binding sites.
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17
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Henke PS, Mak CH. Free energy of RNA-counterion interactions in a tight-binding model computed by a discrete space mapping. J Chem Phys 2014; 141:064116. [DOI: 10.1063/1.4892059] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/12/2023] Open
Affiliation(s)
- Paul S. Henke
- Department of Chemistry, University of Southern California, Los Angeles, California 90089, USA
| | - Chi H. Mak
- Department of Chemistry, University of Southern California, Los Angeles, California 90089, USA
- Center of Applied Mathematical Sciences, University of Southern California, Los Angeles, California 90089, USA
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18
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Eichhorn CD, Al-Hashimi HM. Structural dynamics of a single-stranded RNA-helix junction using NMR. RNA (NEW YORK, N.Y.) 2014; 20:782-91. [PMID: 24742933 PMCID: PMC4024633 DOI: 10.1261/rna.043711.113] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/16/2023]
Abstract
Many regulatory RNAs contain long single strands (ssRNA) that adjoin secondary structural elements. Here, we use NMR spectroscopy to study the dynamic properties of a 12-nucleotide (nt) ssRNA tail derived from the prequeuosine riboswitch linked to the 3' end of a 48-nt hairpin. Analysis of chemical shifts, NOE connectivity, (13)C spin relaxation, and residual dipolar coupling data suggests that the first two residues (A25 and U26) in the ssRNA tail stack onto the adjacent helix and assume an ordered conformation. The following U26-A27 step marks the beginning of an A6-tract and forms an acute pivot point for substantial motions within the tail, which increase toward the terminal end. Despite substantial internal motions, the ssRNA tail adopts, on average, an A-form helical conformation that is coaxial with the helix. Our results reveal a surprising degree of structural and dynamic complexity at the ssRNA-helix junction, which involves a fine balance between order and disorder that may facilitate efficient pseudoknot formation on ligand recognition.
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Affiliation(s)
- Catherine D. Eichhorn
- Chemical Biology Doctoral Program, University of Michigan, Ann Arbor, Michigan 48109, USA
| | - Hashim M. Al-Hashimi
- Department of Biochemistry, Duke University Medical Center, Durham, North Carolina 27710, USA
- Corresponding authorE-mail
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19
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Advances in methods for native expression and purification of RNA for structural studies. Curr Opin Struct Biol 2014; 26:1-8. [PMID: 24607442 DOI: 10.1016/j.sbi.2014.01.014] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/11/2013] [Revised: 01/22/2014] [Accepted: 01/28/2014] [Indexed: 11/23/2022]
Abstract
Many RNAs present unique challenges in obtaining material suitable for structural or biophysical characterization. These issues include synthesis of chemically and conformationally homogeneous RNAs, refolding RNA purified using denaturing preparation techniques, and avoiding chemical damage. To address these challenges, new methodologies in RNA expression and purification have been developed seeking to emulate those commonly used for proteins. In this review, recent developments in the preparation of high-quality RNA for structural biology and biophysical applications are discussed, with an emphasis on native methods.
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20
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Anderson EG, Hoskins AA. Single molecule approaches for studying spliceosome assembly and catalysis. Methods Mol Biol 2014; 1126:217-41. [PMID: 24549668 DOI: 10.1007/978-1-62703-980-2_17] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/20/2023]
Abstract
Single molecule assays of splicing and spliceosome assembly can provide unique insights into pre-mRNA processing that complement other technologies. Key to these experiments is the fabrication of fluorescent molecules (pre-mRNAs and spliceosome components) and passivated glass slides for each experiment. Here we describe how to produce fluorescent RNAs by splinted RNA ligation and fluorescent spliceosome subunits by SNAP-tagging proteins in cell lysate. We then depict how to passivate glass slides with polyethylene glycol for use on an inverted microscope with objective-based total internal reflection fluorescence (TIRF) optics. Finally, we describe how to tether the pre-mRNA onto the passivated slide surface and introduce the SNAP-tagged cell lysate for analysis of spliceosome assembly by single molecule fluorescence.
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Affiliation(s)
- Eric G Anderson
- Biochemistry and Molecular Pharmacology, University of Massachusetts Medical School, Worcester, MA, USA
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21
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Thaplyal P, Ganguly A, Golden BL, Hammes-Schiffer S, Bevilacqua PC. Thio effects and an unconventional metal ion rescue in the genomic hepatitis delta virus ribozyme. Biochemistry 2013; 52:6499-514. [PMID: 24001219 DOI: 10.1021/bi4000673] [Citation(s) in RCA: 49] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/21/2023]
Abstract
Metal ion and nucleobase catalysis are important for ribozyme mechanism, but the extent to which they cooperate is unclear. A crystal structure of the hepatitis delta virus (HDV) ribozyme suggested that the pro-RP oxygen at the scissile phosphate directly coordinates a catalytic Mg(2+) ion and is within hydrogen bonding distance of the amine of the general acid C75. Prior studies of the genomic HDV ribozyme, however, showed neither a thio effect nor metal ion rescue using Mn(2+). Here, we combine experiment and theory to explore phosphorothioate substitutions at the scissile phosphate. We report significant thio effects at the scissile phosphate and metal ion rescue with Cd(2+). Reaction profiles with an SP-phosphorothioate substitution are indistinguishable from those of the unmodified substrate in the presence of Mg(2+) or Cd(2+), supporting the idea that the pro-SP oxygen does not coordinate metal ions. The RP-phosphorothioate substitution, however, exhibits biphasic kinetics, with the fast-reacting phase displaying a thio effect of up to 5-fold and the slow-reacting phase displaying a thio effect of ~1000-fold. Moreover, the fast- and slow-reacting phases give metal ion rescues in Cd(2+) of up to 10- and 330-fold, respectively. The metal ion rescues are unconventional in that they arise from Cd(2+) inhibiting the oxo substrate but not the RP substrate. This metal ion rescue suggests a direct interaction of the catalytic metal ion with the pro-RP oxygen, in line with experiments with the antigenomic HDV ribozyme. Experiments without divalent ions, with a double mutant that interferes with Mg(2+) binding, or with C75 deleted suggest that the pro-RP oxygen plays at most a redundant role in positioning C75. Quantum mechanical/molecular mechanical (QM/MM) studies indicate that the metal ion contributes to catalysis by interacting with both the pro-RP oxygen and the nucleophilic 2'-hydroxyl, supporting the experimental findings.
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Affiliation(s)
- Pallavi Thaplyal
- Department of Chemistry and Center for RNA Molecular Biology, The Pennsylvania State University , University Park, Pennsylvania 16802, United States
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22
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Abstract
Nearly two decades after Westhof and Michel first proposed that RNA tetraloops may interact with distal helices, tetraloop–receptor interactions have been recognized as ubiquitous elements of RNA tertiary structure. The unique architecture of GNRA tetraloops (N=any nucleotide, R=purine) enables interaction with a variety of receptors, e.g., helical minor grooves and asymmetric internal loops. The most common example of the latter is the GAAA tetraloop–11 nt tetraloop receptor motif. Biophysical characterization of this motif provided evidence for the modularity of RNA structure, with applications spanning improved crystallization methods to RNA tectonics. In this review, we identify and compare types of GNRA tetraloop–receptor interactions. Then we explore the abundance of structural, kinetic, and thermodynamic information on the frequently occurring and most widely studied GAAA tetraloop–11 nt receptor motif. Studies of this interaction have revealed powerful paradigms for structural assembly of RNA, as well as providing new insights into the roles of cations, transition states and protein chaperones in RNA folding pathways. However, further research will clearly be necessary to characterize other tetraloop–receptor and long-range tertiary binding interactions in detail – an important milestone in the quantitative prediction of free energy landscapes for RNA folding.
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23
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Pabit SA, Sutton JL, Chen H, Pollack L. Role of ion valence in the submillisecond collapse and folding of a small RNA domain. Biochemistry 2013; 52:1539-46. [PMID: 23398396 DOI: 10.1021/bi3016636] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Abstract
Following the addition of ions to trigger folding, RNA molecules undergo a transition from rigid, extended states to a compact ensemble. Determining the time scale for this collapse provides important insights into electrostatic contributions to RNA folding; however, it can be challenging to isolate the effects of purely nonspecific collapse, e.g., relaxation due to backbone charge compensation, from the concurrent formation of some tertiary contacts. To solve this problem, we decoupled nonspecific collapse from tertiary folding using a single-point mutation to eliminate tertiary contacts in the small RNA subdomain known as tP5abc. Microfluidic mixing with microsecond time resolution and Förster resonance energy transfer detection provides insight into the ionic strength-dependent transition from extended to compact ensembles. Differences in reaction rates are detected when folding is initiated by monovalent or divalent ions, consistent with equilibrium measurements illustrating the enhanced screening of divalent ions relative to monovalent ions at the same ionic strength. Ion-driven collapse is fast, and a comparison of the collapse time of the wild-type and mutant tP5abc suggests that site binding of Mg(2+) occurs on submillisecond time scales.
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Affiliation(s)
- Suzette A Pabit
- School of Applied and Engineering Physics, Cornell University, Ithaca, New York 14853, USA
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24
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Mak CH, Henke PS. Ions and RNAs: Free Energies of Counterion-Mediated RNA Fold Stabilities. J Chem Theory Comput 2012; 9:621-39. [DOI: 10.1021/ct300760y] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/03/2023]
Affiliation(s)
- C. H. Mak
- Department of Chemistry, University of Southern California, Los
Angeles, California
90089-0482, United States
| | - Paul S. Henke
- Department of Chemistry, University of Southern California, Los
Angeles, California
90089-0482, United States
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25
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Hidden complexity in the isomerization dynamics of Holliday junctions. Nat Chem 2012; 4:907-14. [PMID: 23089865 DOI: 10.1038/nchem.1463] [Citation(s) in RCA: 68] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2012] [Accepted: 08/16/2012] [Indexed: 11/08/2022]
Abstract
A plausible consequence of the rugged folding energy landscapes inherent to biomolecules is that there may be more than one functionally competent folded state. Indeed, molecule-to-molecule variations in the folding dynamics of enzymes and ribozymes have recently been identified in single-molecule experiments, but without systematic quantification or an understanding of their structural origin. Here, using concepts from glass physics and complementary clustering analysis, we provide a quantitative method to analyse single-molecule fluorescence resonance energy transfer (smFRET) data, thereby probing the isomerization dynamics of Holliday junctions, which display such heterogeneous dynamics over a long observation time (T(obs) ≈ 40 s). We show that the ergodicity of Holliday junction dynamics is effectively broken and that their conformational space is partitioned into a folding network of kinetically disconnected clusters. Theory suggests that the persistent heterogeneity of Holliday junction dynamics is a consequence of internal multiloops with varying sizes and flexibilities frozen by Mg(2+) ions. An annealing experiment using Mg(2+) pulses lends support to this idea by explicitly showing that interconversions between trajectories with different patterns can be induced.
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26
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Ultraviolet shadowing of RNA can cause significant chemical damage in seconds. Sci Rep 2012; 2:517. [PMID: 22816040 PMCID: PMC3399121 DOI: 10.1038/srep00517] [Citation(s) in RCA: 54] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2012] [Accepted: 06/25/2012] [Indexed: 11/08/2022] Open
Abstract
Chemical purity of RNA samples is important for high-precision studies of RNA folding and catalytic behavior, but photodamage accrued during ultraviolet (UV) shadowing steps of sample preparation can reduce this purity. Here, we report the quantitation of UV-induced damage by using reverse transcription and single-nucleotide-resolution capillary electrophoresis. We found photolesions in a dozen natural and artificial RNAs; across multiple sequence contexts, dominantly at but not limited to pyrimidine doublets; and from multiple lamps recommended for UV shadowing. Irradiation time-courses revealed detectable damage within a few seconds of exposure for 254 nm lamps held at a distance of 5 to 10 cm from 0.5-mm thickness gels. Under these conditions, 200-nucleotide RNAs subjected to 20 seconds of UV shadowing incurred damage to 16-27% of molecules; and, due to a 'skin effect', the molecule-by-molecule distribution of lesions gave 4-fold higher variance than a Poisson distribution. Thicker gels, longer wavelength lamps, and shorter exposure times reduced but did not eliminate damage. These results suggest that RNA biophysical studies should report precautions taken to avoid artifactual heterogeneity from UV shadowing.
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27
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Single Molecule Analysis Research Tool (SMART): an integrated approach for analyzing single molecule data. PLoS One 2012; 7:e30024. [PMID: 22363412 PMCID: PMC3282690 DOI: 10.1371/journal.pone.0030024] [Citation(s) in RCA: 64] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2011] [Accepted: 12/12/2011] [Indexed: 11/19/2022] Open
Abstract
Single molecule studies have expanded rapidly over the past decade and have the ability to provide an unprecedented level of understanding of biological systems. A common challenge upon introduction of novel, data-rich approaches is the management, processing, and analysis of the complex data sets that are generated. We provide a standardized approach for analyzing these data in the freely available software package SMART: Single Molecule Analysis Research Tool. SMART provides a format for organizing and easily accessing single molecule data, a general hidden Markov modeling algorithm for fitting an array of possible models specified by the user, a standardized data structure and graphical user interfaces to streamline the analysis and visualization of data. This approach guides experimental design, facilitating acquisition of the maximal information from single molecule experiments. SMART also provides a standardized format to allow dissemination of single molecule data and transparency in the analysis of reported data.
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28
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Abstract
Changes to the conformation of coding and non-coding RNAs form the basis of elements of genetic regulation and provide an important source of complexity, which drives many of the fundamental processes of life. Although the structure of RNA is highly flexible, the underlying dynamics of RNA are robust and are limited to transitions between the few conformations that preserve favourable base-pairing and stacking interactions. The mechanisms by which cellular processes harness the intrinsic dynamic behaviour of RNA and use it within functionally productive pathways are complex. The versatile functions and ease by which it is integrated into a wide variety of genetic circuits and biochemical pathways suggests there is a general and fundamental role for RNA dynamics in cellular processes.
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29
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Solomatin SV, Greenfeld M, Herschlag D. Implications of molecular heterogeneity for the cooperativity of biological macromolecules. Nat Struct Mol Biol 2011; 18:732-4. [PMID: 21572445 PMCID: PMC3109240 DOI: 10.1038/nsmb.2052] [Citation(s) in RCA: 30] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2010] [Accepted: 02/28/2011] [Indexed: 11/09/2022]
Abstract
Cooperativity, a universal property of biological macromolecules, is typically characterized by a Hill slope, which can provide fundamental information about binding sites and interactions. We demonstrate, via simulations and single molecule FRET experiments, that molecular heterogeneity lowers bulk cooperativity from the intrinsic value for the individual molecules. As heterogeneity is common in smFRET experiments, appreciation of its influence on fundamental measures of cooperativity is critical for deriving accurate molecular models.
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Affiliation(s)
- Sergey V Solomatin
- Department of Biochemistry, Stanford University, Stanford, California, USA
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