1
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Chen JL, Taghavi A, Frank AJ, Fountain MA, Choudhary S, Roy S, Childs-Disney JL, Disney MD. NMR structures of small molecules bound to a model of a CUG RNA repeat expansion. Bioorg Med Chem Lett 2024; 111:129888. [PMID: 39002937 DOI: 10.1016/j.bmcl.2024.129888] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Academic Contribution Register] [Received: 06/08/2024] [Accepted: 07/10/2024] [Indexed: 07/15/2024]
Abstract
Trinucleotide repeat expansions fold into long, stable hairpins and cause a variety of incurable RNA gain-of-function diseases such as Huntington's disease, the myotonic dystrophies, and spinocerebellar ataxias. One approach for treating these diseases is to bind small molecules to these structured RNAs. Both Huntington's disease-like 2 (HDL2) and myotonic dystrophy type 1 (DM1) are caused by a r(CUG) repeat expansion, or r(CUG)exp. The RNA folds into a hairpin structure with a periodic array of 1 × 1 nucleotide UU loops (5'CUG/3'GUC; where the underlined nucleotides indicate the Us in the internal loop) that sequester various RNA-binding proteins (RBPs) and hence the source of its gain-of-function. Here, we report nuclear magnetic resonance (NMR)-refined structures of single 5'CUG/3'GUC motifs in complex with three different small molecules, a di-guandinobenzoate (1), a derivative of 1 where the guanidino groups have been exchanged for imidazole (2), and a quinoline with improved drug-like properties (3). These structures were determined using NMR spectroscopy and simulated annealing with restrained molecular dynamics (MD). Compounds 1, 2, and 3 formed stacking and hydrogen bonding interactions with the 5'CUG/3'GUC motif. Compound 3 also formed van der Waals interactions with the internal loop. The global structure of each RNA-small molecule complexes retains an A-form conformation, while the internal loops are still dynamic but to a lesser extent compared to the unbound form. These results aid our understanding of ligand-RNA interactions and enable structure-based design of small molecules with improved binding affinity for and biological activity against r(CUG)exp. As the first ever reported structures of a r(CUG) repeat bound to ligands, these structures can enable virtual screening campaigns combined with machine learning assisted de novo design.
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Affiliation(s)
- Jonathan L Chen
- Department of Chemistry, The Scripps Research Institute, 130 Scripps Way, Jupiter, FL 33458, USA; Department of Biochemistry and Biophysics, Center for RNA Biology, University of Rochester Medical Center, Rochester, NY 14642, USA
| | - Amirhossein Taghavi
- Department of Chemistry, The Herbert Wertheim UF Scripps Institute for Biomedical Innovation & Technology, 130 Scripps Way, Jupiter, FL 33458, USA
| | - Alexander J Frank
- Department of Chemistry and Biochemistry, State University of New York at Fredonia, Fredonia, NY 14063, USA
| | - Matthew A Fountain
- Department of Chemistry and Biochemistry, State University of New York at Fredonia, Fredonia, NY 14063, USA
| | - Shruti Choudhary
- Department of Chemistry, The Scripps Research Institute, 130 Scripps Way, Jupiter, FL 33458, USA
| | - Soma Roy
- Department of Chemistry, The Herbert Wertheim UF Scripps Institute for Biomedical Innovation & Technology, 130 Scripps Way, Jupiter, FL 33458, USA
| | - Jessica L Childs-Disney
- Department of Chemistry, The Herbert Wertheim UF Scripps Institute for Biomedical Innovation & Technology, 130 Scripps Way, Jupiter, FL 33458, USA
| | - Matthew D Disney
- Department of Chemistry, The Scripps Research Institute, 130 Scripps Way, Jupiter, FL 33458, USA; Department of Chemistry, The Herbert Wertheim UF Scripps Institute for Biomedical Innovation & Technology, 130 Scripps Way, Jupiter, FL 33458, USA.
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2
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Taghavi A, Chen JL, Wang Z, Sinnadurai K, Salthouse D, Ozon M, Feri A, Fountain MA, Choudhary S, Childs-Disney JL, Disney MD. NMR structures and magnetic force spectroscopy studies of small molecules binding to models of an RNA CAG repeat expansion. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.08.20.608150. [PMID: 39229124 PMCID: PMC11370455 DOI: 10.1101/2024.08.20.608150] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Academic Contribution Register] [Indexed: 09/05/2024]
Abstract
RNA repeat expansions fold into stable structures and cause microsatellite diseases such as Huntington's disease (HD), myotonic dystrophy type 1 (DM1), and spinocerebellar ataxias (SCAs). The trinucleotide expansion of r(CAG), or r(CAG)exp, causes both HD and SCA3, and the RNA's toxicity has been traced to its translation into polyglutamine (polyQ; HD) as well as aberrant pre-mRNA alternative splicing (SCA3 and HD). Previously, a small molecule, 1, was discovered that binds to r(CAG)exp and rescues aberrant pre-mRNA splicing in patient-derived fibroblasts by freeing proteins bound to the repeats. Here, we report the structures of single r(CAG) repeat motif (5'CAG/3'GAC where the underlined adenosines form a 1×1 nucleotide internal loop) in complex with 1 and two other small molecules via nuclear magnetic resonance (NMR) spectroscopy combined with simulated annealing. Compound 2 was designed based on the structure of 1 bound to the RNA while 3 was selected as a diverse chemical scaffold. The three complexes, although adopting different 3D binding pockets upon ligand binding, are stabilized by a combination of stacking interactions with the internal loop's closing GC base pairs, hydrogen bonds, and van der Waals interactions. Molecular dynamics (MD) simulations performed with NMR-derived restraints show that the RNA is stretched and bent upon ligand binding with significant changes in propeller-twist and opening. Compound 3 has a distinct mode of binding by insertion into the helix, displacing one of the loop nucleotides into the major groove and affording a rod-like shape binding pocket. In contrast, 1 and 2 are groove binders. A series of single molecule magnetic force spectroscopy studies provide a mechanistic explanation for how bioactive compounds might rescue disease-associated cellular phenotypes.
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Affiliation(s)
- Amirhossein Taghavi
- Department of Chemistry, The Herbert Wertheim UF Scripps Institute for Biomedical Innovation & Technology, 130 Scripps Way, Jupiter, FL 33458, USA
| | - Jonathan L. Chen
- Department of Biochemistry and Biophysics, Center for RNA Biology, University of Rochester Medical Center, Rochester, NY 14642, USA
- Department of Chemistry, The Scripps Research Institute, 130 Scripps Way, Jupiter, FL 33458, USA
| | - Zhen Wang
- Depixus SAS, 3-5 Impasse Reille, 75014, Paris, France
| | | | | | - Matthew Ozon
- Depixus SAS, 3-5 Impasse Reille, 75014, Paris, France
| | - Adeline Feri
- Depixus SAS, 3-5 Impasse Reille, 75014, Paris, France
| | - Matthew A. Fountain
- Department of Chemistry and Biochemistry, State University of New York at Fredonia, Fredonia, NY 14063, USA
| | - Shruti Choudhary
- Department of Chemistry, The Scripps Research Institute, 130 Scripps Way, Jupiter, FL 33458, USA
| | - Jessica L. Childs-Disney
- Department of Chemistry, The Herbert Wertheim UF Scripps Institute for Biomedical Innovation & Technology, 130 Scripps Way, Jupiter, FL 33458, USA
| | - Matthew D. Disney
- Department of Chemistry, The Herbert Wertheim UF Scripps Institute for Biomedical Innovation & Technology, 130 Scripps Way, Jupiter, FL 33458, USA
- Department of Chemistry, The Scripps Research Institute, 130 Scripps Way, Jupiter, FL 33458, USA
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3
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Chen JL, Taghavi A, Frank AJ, Fountain MA, Choudhary S, Roy S, Childs-Disney JL, Disney MD. NMR structures of small molecules bound to a model of an RNA CUG repeat expansion. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.06.21.600119. [PMID: 38948793 PMCID: PMC11213127 DOI: 10.1101/2024.06.21.600119] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Academic Contribution Register] [Indexed: 07/02/2024]
Abstract
Trinucleotide repeat expansions fold into long, stable hairpins and cause a variety of incurable RNA gain-of-function diseases such as Huntington's disease, the myotonic dystrophies, and spinocerebellar ataxias. One approach for treating these diseases is to bind small molecules to the structured RNAs. Both Huntington's disease-like 2 (HDL2) and myotonic dystrophy type 1 (DM1) are caused by a r(CUG) repeat expansion, or r(CUG)exp. The RNA folds into a hairpin structure with a periodic array of 1×1 nucleotide UU loops (5'CUG/3'GUC; where the underlined nucleotides indicate the Us in the internal loop) that sequester various RNA-binding proteins (RBP) and hence the source of its gain-of-function. Here, we report NMR-refined structures of single 5'CUG/3'GUC motifs in complex with three different small molecules, a di-guandinobenzoate (1), a derivative of 1 where the guanidino groups have been exchanged for imidazole (2), and a quinoline with improved drug-like properties (3). These structures were determined using nuclear magnetic resonance (NMR) spectroscopy and simulated annealing with restrained molecular dynamics (MD). Compounds 1, 2, and 3 formed stacking and hydrogen bonding interactions with the 5'CUG/3'GUC motif. Compound 3 also formed van der Waals interactions with the internal loop. The global structure of each RNA-small molecule complexes retains an A-form conformation, while the internal loops are still dynamic but to a lesser extent compared to the unbound form. These results aid our understanding of ligand-RNA interactions and enable structure-based design of small molecules with improved binding affinity for and biological activity against r(CUG)exp. As the first ever reported structures of RNA r(CUG) repeats bound to ligands, these structures can enable virtual screening campaigns combined with machine learning assisted de novo design.
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Affiliation(s)
- Jonathan L. Chen
- Department of Chemistry, The Scripps Research Institute, 130 Scripps Way, Jupiter, FL 33458, USA
- Department of Biochemistry and Biophysics, Center for RNA Biology, University of Rochester Medical Center, Rochester, NY 14642, USA
| | - Amirhossein Taghavi
- Department of Chemistry, The Herbert Wertheim UF Scripps Institute for Biomedical Innovation & Technology, 130 Scripps Way, Jupiter, FL 33458, USA
| | - Alexander J. Frank
- Department of Chemistry and Biochemistry, State University of New York at Fredonia, Fredonia, NY 14063, USA
| | - Matthew A. Fountain
- Department of Chemistry and Biochemistry, State University of New York at Fredonia, Fredonia, NY 14063, USA
| | - Shruti Choudhary
- Department of Chemistry, The Scripps Research Institute, 130 Scripps Way, Jupiter, FL 33458, USA
| | - Soma Roy
- Department of Chemistry, The Herbert Wertheim UF Scripps Institute for Biomedical Innovation & Technology, 130 Scripps Way, Jupiter, FL 33458, USA
| | - Jessica L. Childs-Disney
- Department of Chemistry, The Herbert Wertheim UF Scripps Institute for Biomedical Innovation & Technology, 130 Scripps Way, Jupiter, FL 33458, USA
| | - Matthew D. Disney
- Department of Chemistry, The Scripps Research Institute, 130 Scripps Way, Jupiter, FL 33458, USA
- Department of Chemistry, The Herbert Wertheim UF Scripps Institute for Biomedical Innovation & Technology, 130 Scripps Way, Jupiter, FL 33458, USA
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Zhao J, Kennedy SD, Turner DH. Nuclear Magnetic Resonance Spectra and AMBER OL3 and ROC-RNA Simulations of UCUCGU Reveal Force Field Strengths and Weaknesses for Single-Stranded RNA. J Chem Theory Comput 2022; 18:1241-1254. [PMID: 34990548 DOI: 10.1021/acs.jctc.1c00643] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Academic Contribution Register] [Indexed: 12/16/2022]
Abstract
Single-stranded regions of RNA are important for folding of sequences into 3D structures and for design of therapeutics targeting RNA. Prediction of ensembles of 3D structures for single-stranded regions often involves classical mechanical approximations of interactions defined by quantum mechanical calculations on small model systems. Nuclear magnetic resonance (NMR) spectra and molecular dynamics (MD) simulations of short single strands provide tests for how well the approximations model many of the interactions. Here, the NMR spectra for UCUCGU at 2, 15, and 30 °C are compared to simulations with the AMBER force fields, OL3 and ROC-RNA. This is the first such comparison to an oligoribonucleotide containing an internal guanosine nucleotide (G). G is particularly interesting because of its many H-bonding groups, large dipole moment, and proclivity for both syn and anti conformations. Results reveal formation of a G amino to phosphate non-bridging oxygen H-bond. The results also demonstrate dramatic differences in details of the predicted structures. The variations emphasize the dependence of predictions on individual parameters and their balance with the rest of the force field. The NMR data can serve as a benchmark for future force fields.
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5
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Lu XJ. DSSR-enabled innovative schematics of 3D nucleic acid structures with PyMOL. Nucleic Acids Res 2020; 48:e74. [PMID: 32442277 PMCID: PMC7367123 DOI: 10.1093/nar/gkaa426] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Academic Contribution Register] [Received: 03/22/2020] [Revised: 04/26/2020] [Accepted: 05/07/2020] [Indexed: 12/11/2022] Open
Abstract
Sophisticated analysis and simplified visualization are crucial for understanding complicated structures of biomacromolecules. DSSR (Dissecting the Spatial Structure of RNA) is an integrated computational tool that has streamlined the analysis and annotation of 3D nucleic acid structures. The program creates schematic block representations in diverse styles that can be seamlessly integrated into PyMOL and complement its other popular visualization options. In addition to portraying individual base blocks, DSSR can draw Watson-Crick pairs as long blocks and highlight the minor-groove edges. Notably, DSSR can dramatically simplify the depiction of G-quadruplexes by automatically detecting G-tetrads and treating them as large square blocks. The DSSR-enabled innovative schematics with PyMOL are aesthetically pleasing and highly informative: the base identity, pairing geometry, stacking interactions, double-helical stems, and G-quadruplexes are immediately obvious. These features can be accessed via four interfaces: the command-line interface, the DSSR plugin for PyMOL, the web application, and the web application programming interface. The supplemental PDF serves as a practical guide, with complete and reproducible examples. Thus, even beginners or occasional users can get started quickly, especially via the web application at http://skmatic.x3dna.org.
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Affiliation(s)
- Xiang-Jun Lu
- Department of Biological Sciences, Columbia University, New York, NY 10027, USA
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6
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Berger KD, Kennedy SD, Turner DH. Nuclear Magnetic Resonance Reveals That GU Base Pairs Flanking Internal Loops Can Adopt Diverse Structures. Biochemistry 2019; 58:1094-1108. [PMID: 30702283 DOI: 10.1021/acs.biochem.8b01027] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Academic Contribution Register] [Indexed: 11/27/2022]
Abstract
RNA thermodynamics play an important role in determining the two- and three-dimensional structures of RNA. Internal loops of the sequence 5'-GMNU/3'-UNMG are relatively unstable thermodynamically. Here, five duplexes with GU-flanked 2 × 2 nucleotide internal loops were structurally investigated to reveal determinants of their instability. The following internal loops were investigated: 5'-GCAU/3'-UACG, 5'-UUCG/3'-GCUU, 5'-GCUU/3'-UUCG, 5'-GUCU/3'-UCUG, and 5'-GCCU/3'-UCCG. Two-dimensional nuclear magnetic resonance spectra indicate the absence of GU wobble base pairing in 5'-GCUU/3'-UUCG, 5'-GUCU/3'-UCUG, and 5'-GCCU/3'-UCCG. The 5'-GCUU/3'-UUCG loop has an unusual conformation of the GU base pairs, in which U's O2 carbonyl forms a bifurcated hydrogen bond with G's amino and imino protons. The internal loop of 5'-GUCU/3'-UCUG displays a shifted configuration in which GC pairs flank a U-U pair and several U's are in fast exchange between positions inside and outside the helix. In contrast, 5'-GCAU/3'-UACG and 5'-UUCG/3'-GCUU both have the expected GU wobble base pairs flanking the internal loop. Evidently, GU base pairs flanking internal loops are more likely to display atypical structures relative to Watson-Crick base pairs flanking internal loops. This appears to be more likely when the G of the GU pair is 5' to the loop. Such unusual structures could serve as recognition elements for biological function and as benchmarks for structure prediction methods.
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Affiliation(s)
- Kyle D Berger
- Department of Biochemistry and Biophysics , University of Rochester School of Medicine and Dentistry , Rochester , New York 14642 , United States.,Center for RNA Biology , University of Rochester School of Medicine and Dentistry , Rochester , New York 14642 , United States
| | - Scott D Kennedy
- Department of Biochemistry and Biophysics , University of Rochester School of Medicine and Dentistry , Rochester , New York 14642 , United States.,Center for RNA Biology , University of Rochester School of Medicine and Dentistry , Rochester , New York 14642 , United States
| | - Douglas H Turner
- Center for RNA Biology , University of Rochester School of Medicine and Dentistry , Rochester , New York 14642 , United States.,Department of Chemistry , University of Rochester , Rochester , New York 14627 , United States
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7
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Wales DJ, Disney MD, Yildirim I. Computational Investigation of RNA A-Bulges Related to the Microtubule-Associated Protein Tau Causing Frontotemporal Dementia and Parkinsonism. J Phys Chem B 2019; 123:57-65. [PMID: 30517788 PMCID: PMC6465094 DOI: 10.1021/acs.jpcb.8b09139] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Academic Contribution Register] [Indexed: 12/12/2022]
Abstract
Mutations in the human tau gene result in alternative splicing of the tau protein, which causes frontotemporal dementia and Parkinsonism. One disease mechanism is linked to the stability of a hairpin within the microtubule-associated protein tau (MAPT) mRNA, which contains an A-bulge. Here we employ computational methods to investigate the structural and thermodynamic properties of several A-bulge RNAs with different closing base-pairs. We find that the current amber RNA force field has a preference to overstabilize base-triple over stacked states, even though some of the A-bulges are known to prefer stacked states according to NMR studies. We further determined that if the neighboring base-pairs of A-bulges are AU, this situation can lead to base slippage. However, when the 3'-side of the A-bulge has an UA base-pair, the stacked state is stabilized by an extra interaction that is not observed in the other sequences. We suggest that these A-bulge RNA systems could be used as benchmarks to improve the current RNA force fields.
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Affiliation(s)
- David J. Wales
- Department of Chemistry, University of Cambridge, Cambridge, Cambridgeshire CB2 1EW, U.K
| | - Matthew D. Disney
- Department of Chemistry, Scripps Research Institute, Jupiter, Florida 33458, United States
| | - Ilyas Yildirim
- Department of Chemistry, Scripps Research Institute, Jupiter, Florida 33458, United States
- Department of Chemistry and Biochemistry, Florida Atlantic University, Jupiter, Florida 33458, United States
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8
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Spasic A, Kennedy SD, Needham L, Manoharan M, Kierzek R, Turner DH, Mathews DH. Molecular dynamics correctly models the unusual major conformation of the GAGU RNA internal loop and with NMR reveals an unusual minor conformation. RNA (NEW YORK, N.Y.) 2018; 24:656-672. [PMID: 29434035 PMCID: PMC5900564 DOI: 10.1261/rna.064527.117] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Academic Contribution Register] [Received: 10/17/2017] [Accepted: 01/19/2018] [Indexed: 05/08/2023]
Abstract
The RNA "GAGU" duplex, (5'GACGAGUGUCA)2, contains the internal loop (5'-GAGU-3')2 , which has two conformations in solution as determined by NMR spectroscopy. The major conformation has a loop structure consisting of trans-Watson-Crick/Hoogsteen GG pairs, A residues stacked on each other, U residues bulged outside the helix, and all sugars with a C2'-endo conformation. This differs markedly from the internal loops, (5'-GAGC-3')2, (5'-AAGU-3')2, and (5'-UAGG-3')2, which all have cis-Watson-Crick/Watson-Crick AG "imino" pairs flanked by cis-Watson-Crick/Watson-Crick canonical pairs resulting in maximal hydrogen bonding. Here, molecular dynamics was used to test whether the Amber force field (ff99 + bsc0 + OL3) approximates molecular interactions well enough to keep stable the unexpected conformation of the GAGU major duplex structure and the NMR structures of the duplexes containing (5'-GAGC-3')2, (5'-AAGU-3')2, and (5'-UAGG-3')2 internal loops. One-microsecond simulations were repeated four times for each of the duplexes starting in their NMR conformations. With the exception of (5'-UAGG-3')2, equivalent simulations were also run starting with alternative conformations. Results indicate that the Amber force field keeps the NMR conformations of the duplexes stable for at least 1 µsec. They also demonstrate an unexpected minor conformation for the (5'-GAGU-3')2 loop that is consistent with newly measured NMR spectra of duplexes with natural and modified nucleotides. Thus, unrestrained simulations led to the determination of the previously unknown minor conformation. The stability of the native (5'-GAGU-3')2 internal loop as compared to other loops can be explained by changes in hydrogen bonding and stacking as the flanking bases are changed.
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Affiliation(s)
- Aleksandar Spasic
- Department of Biochemistry and Biophysics, University of Rochester Medical Center, Rochester, New York 14642, USA
- Center for RNA Biology, University of Rochester Medical Center, Rochester, New York 14642, USA
| | - Scott D Kennedy
- Department of Biochemistry and Biophysics, University of Rochester Medical Center, Rochester, New York 14642, USA
| | - Laura Needham
- Department of Biochemistry and Biophysics, University of Rochester Medical Center, Rochester, New York 14642, USA
- Center for RNA Biology, University of Rochester Medical Center, Rochester, New York 14642, USA
| | - Muthiah Manoharan
- Department of Discovery, Alnylam Pharmaceuticals, Cambridge, Massachusetts 02142, USA
| | - Ryszard Kierzek
- Institute of Bioorganic Chemistry, Polish Academy of Sciences, 61-704 Poznan Noskowskiego, Poland
| | - Douglas H Turner
- Center for RNA Biology, University of Rochester Medical Center, Rochester, New York 14642, USA
- Department of Chemistry, University of Rochester, Rochester, New York 14627-0216, USA
| | - David H Mathews
- Department of Biochemistry and Biophysics, University of Rochester Medical Center, Rochester, New York 14642, USA
- Center for RNA Biology, University of Rochester Medical Center, Rochester, New York 14642, USA
- Department of Biostatistics and Computational Biology, University of Rochester Medical Center, Rochester, New York 14642, USA
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9
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Watkins AM, Geniesse C, Kladwang W, Zakrevsky P, Jaeger L, Das R. Blind prediction of noncanonical RNA structure at atomic accuracy. SCIENCE ADVANCES 2018; 4:eaar5316. [PMID: 29806027 PMCID: PMC5969821 DOI: 10.1126/sciadv.aar5316] [Citation(s) in RCA: 28] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Academic Contribution Register] [Received: 11/19/2017] [Accepted: 04/17/2018] [Indexed: 05/26/2023]
Abstract
Prediction of RNA structure from nucleotide sequence remains an unsolved grand challenge of biochemistry and requires distinct concepts from protein structure prediction. Despite extensive algorithmic development in recent years, modeling of noncanonical base pairs of new RNA structural motifs has not been achieved in blind challenges. We report a stepwise Monte Carlo (SWM) method with a unique add-and-delete move set that enables predictions of noncanonical base pairs of complex RNA structures. A benchmark of 82 diverse motifs establishes the method's general ability to recover noncanonical pairs ab initio, including multistrand motifs that have been refractory to prior approaches. In a blind challenge, SWM models predicted nucleotide-resolution chemical mapping and compensatory mutagenesis experiments for three in vitro selected tetraloop/receptors with previously unsolved structures (C7.2, C7.10, and R1). As a final test, SWM blindly and correctly predicted all noncanonical pairs of a Zika virus double pseudoknot during a recent community-wide RNA-Puzzle. Stepwise structure formation, as encoded in the SWM method, enables modeling of noncanonical RNA structure in a variety of previously intractable problems.
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Affiliation(s)
- Andrew M. Watkins
- Department of Biochemistry, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Caleb Geniesse
- Department of Biochemistry, Stanford University School of Medicine, Stanford, CA 94305, USA
- Biophysics Program, Stanford University, Stanford, CA 94305, USA
| | - Wipapat Kladwang
- Department of Biochemistry, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Paul Zakrevsky
- Department of Chemistry and Biochemistry, Biomolecular Science and Engineering Program, University of California at Santa Barbara, Santa Barbara, CA 93106, USA
| | - Luc Jaeger
- Department of Chemistry and Biochemistry, Biomolecular Science and Engineering Program, University of California at Santa Barbara, Santa Barbara, CA 93106, USA
| | - Rhiju Das
- Department of Biochemistry, Stanford University School of Medicine, Stanford, CA 94305, USA
- Biophysics Program, Stanford University, Stanford, CA 94305, USA
- Department of Physics, Stanford University, Stanford, CA 94305, USA
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10
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Berger KD, Kennedy SD, Schroeder SJ, Znosko BM, Sun H, Mathews DH, Turner DH. Surprising Sequence Effects on GU Closure of Symmetric 2 × 2 Nucleotide RNA Internal Loops. Biochemistry 2018; 57:2121-2131. [PMID: 29570276 PMCID: PMC5963885 DOI: 10.1021/acs.biochem.7b01306] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Academic Contribution Register] [Indexed: 02/06/2023]
Abstract
GU base pairs are important RNA structural motifs and often close loops. Accurate prediction of RNA structures relies upon understanding the interactions determining structure. The thermodynamics of some 2 × 2 nucleotide internal loops closed by GU pairs are not well understood. Here, several self-complementary oligonucleotide sequences expected to form duplexes with 2 × 2 nucleotide internal loops closed by GU pairs were investigated. Surprisingly, nuclear magnetic resonance revealed that many of the sequences exist in equilibrium between hairpin and duplex conformations. This equilibrium is not observed with loops closed by Watson-Crick pairs. To measure the thermodynamics of some 2 × 2 nucleotide internal loops closed by GU pairs, non-self-complementary sequences that preclude formation of hairpins were designed. The measured thermodynamics indicate that some internal loops closed by GU pairs are unusually unstable. This instability accounts for the observed equilibria between duplex and hairpin conformations. Moreover, it suggests that future three-dimensional structures of loops closed by GU pairs may reveal interactions that unexpectedly destabilize folding.
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Affiliation(s)
- Kyle D. Berger
- Department of Biochemistry and Biophysics, University of Rochester School of Medicine and Dentistry, Rochester, NY 14642
- Center for RNA Biology, University of Rochester School of Medicine and Dentistry, Rochester, NY 14642
| | - Scott D. Kennedy
- Department of Biochemistry and Biophysics, University of Rochester School of Medicine and Dentistry, Rochester, NY 14642
- Center for RNA Biology, University of Rochester School of Medicine and Dentistry, Rochester, NY 14642
| | | | - Brent M. Znosko
- Department of Chemistry, Saint Louis University, St. Louis MO 63103
| | - Hongying Sun
- Department of Biochemistry and Biophysics, University of Rochester School of Medicine and Dentistry, Rochester, NY 14642
- Center for RNA Biology, University of Rochester School of Medicine and Dentistry, Rochester, NY 14642
| | - David H. Mathews
- Department of Biochemistry and Biophysics, University of Rochester School of Medicine and Dentistry, Rochester, NY 14642
- Center for RNA Biology, University of Rochester School of Medicine and Dentistry, Rochester, NY 14642
| | - Douglas H. Turner
- Center for RNA Biology, University of Rochester School of Medicine and Dentistry, Rochester, NY 14642
- Department of Chemistry, University of Rochester, Rochester, NY 14627
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11
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Smith LG, Zhao J, Mathews DH, Turner DH. Physics-based all-atom modeling of RNA energetics and structure. WILEY INTERDISCIPLINARY REVIEWS-RNA 2018; 8. [PMID: 28815951 DOI: 10.1002/wrna.1422] [Citation(s) in RCA: 29] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Academic Contribution Register] [Received: 09/07/2016] [Revised: 02/03/2017] [Accepted: 03/08/2017] [Indexed: 12/31/2022]
Abstract
The database of RNA sequences is exploding, but knowledge of energetics, structures, and dynamics lags behind. All-atom computational methods, such as molecular dynamics, hold promise for closing this gap. New algorithms and faster computers have accelerated progress in improving the reliability and accuracy of predictions. Currently, the methods can facilitate refinement of experimentally determined nuclear magnetic resonance and x-ray structures, but are 'unreliable' for predictions based only on sequence. Much remains to be discovered, however, about the many molecular interactions driving RNA folding and the best way to approximate them quantitatively. The large number of parameters required means that a wide variety of experimental results will be required to benchmark force fields and different approaches. As computational methods become more reliable and accessible, they will be used by an increasing number of biologists, much as x-ray crystallography has expanded. Thus, many fundamental physical principles underlying the computational methods are described. This review presents a summary of the current state of molecular dynamics as applied to RNA. It is designed to be helpful to students, postdoctoral fellows, and faculty who are considering or starting computational studies of RNA. WIREs RNA 2017, 8:e1422. doi: 10.1002/wrna.1422.
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Affiliation(s)
- Louis G Smith
- Department of Biochemistry and Biophysics and Center for RNA Biology, School of Medicine and Dentistry, University of Rochester, Rochester, NY, USA
| | - Jianbo Zhao
- Department of Chemistry and Center for RNA Biology, University of Rochester, Rochester, NY, USA
| | - David H Mathews
- Department of Biochemistry and Biophysics and Center for RNA Biology, School of Medicine and Dentistry, University of Rochester, Rochester, NY, USA
| | - Douglas H Turner
- Department of Chemistry and Center for RNA Biology, University of Rochester, Rochester, NY, USA
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12
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Kauffmann AD, Kennedy SD, Zhao J, Turner DH. Nuclear Magnetic Resonance Structure of an 8 × 8 Nucleotide RNA Internal Loop Flanked on Each Side by Three Watson-Crick Pairs and Comparison to Three-Dimensional Predictions. Biochemistry 2017; 56:3733-3744. [PMID: 28700212 DOI: 10.1021/acs.biochem.7b00201] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Academic Contribution Register] [Indexed: 01/31/2023]
Abstract
The prediction of RNA three-dimensional structure from sequence alone has been a long-standing goal. High-resolution, experimentally determined structures of simple noncanonical pairings and motifs are critical to the development of prediction programs. Here, we present the nuclear magnetic resonance structure of the (5'CCAGAAACGGAUGGA)2 duplex, which contains an 8 × 8 nucleotide internal loop flanked by three Watson-Crick pairs on each side. The loop is comprised of a central 5'AC/3'CA nearest neighbor flanked by two 3RRs motifs, a known stable motif consisting of three consecutive sheared GA pairs. Hydrogen bonding patterns between base pairs in the loop, the all-atom root-mean-square deviation for the loop, and the deformation index were used to compare the structure to automated predictions by MC-sym, RNA FARFAR, and RNAComposer.
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Affiliation(s)
- Andrew D Kauffmann
- Department of Chemistry, University of Rochester , Rochester, New York 14627, United States.,Center for RNA Biology, University of Rochester , Rochester, New York 14627, United States
| | - Scott D Kennedy
- Department of Biochemistry and Biophysics, School of Medicine & Dentistry, University of Rochester , Rochester, New York 14642, United States.,Center for RNA Biology, University of Rochester , Rochester, New York 14627, United States
| | - Jianbo Zhao
- Department of Chemistry, University of Rochester , Rochester, New York 14627, United States.,Center for RNA Biology, University of Rochester , Rochester, New York 14627, United States
| | - Douglas H Turner
- Department of Chemistry, University of Rochester , Rochester, New York 14627, United States.,Center for RNA Biology, University of Rochester , Rochester, New York 14627, United States
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13
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Chen JL, VanEtten DM, Fountain MA, Yildirim I, Disney MD. Structure and Dynamics of RNA Repeat Expansions That Cause Huntington's Disease and Myotonic Dystrophy Type 1. Biochemistry 2017; 56:3463-3474. [PMID: 28617590 PMCID: PMC5810133 DOI: 10.1021/acs.biochem.7b00252] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Academic Contribution Register] [Indexed: 02/06/2023]
Abstract
RNA repeat expansions cause a host of incurable, genetically defined diseases. The most common class of RNA repeats consists of trinucleotide repeats. These long, repeating transcripts fold into hairpins containing 1 × 1 internal loops that can mediate disease via a variety of mechanism(s) in which RNA is the central player. Two of these disorders are Huntington's disease and myotonic dystrophy type 1, which are caused by r(CAG) and r(CUG) repeats, respectively. We report the structures of two RNA constructs containing three copies of a r(CAG) [r(3×CAG)] or r(CUG) [r(3×CUG)] motif that were modeled with nuclear magnetic resonance spectroscopy and simulated annealing with restrained molecular dynamics. The 1 × 1 internal loops of r(3×CAG) are stabilized by one-hydrogen bond (cis Watson-Crick/Watson-Crick) AA pairs, while those of r(3×CUG) prefer one- or two-hydrogen bond (cis Watson-Crick/Watson-Crick) UU pairs. Assigned chemical shifts for the residues depended on the identity of neighbors or next nearest neighbors. Additional insights into the dynamics of these RNA constructs were gained by molecular dynamics simulations and a discrete path sampling method. Results indicate that the global structures of the RNA are A-form and that the loop regions are dynamic. The results will be useful for understanding the dynamic trajectory of these RNA repeats but also may aid in the development of therapeutics.
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Affiliation(s)
- Jonathan L. Chen
- Department of Chemistry, The Scripps Research Institute, Jupiter, Florida 33458, United States
| | - Damian M. VanEtten
- Department of Chemistry and Biochemistry, State University of New York at Fredonia, Fredonia, New York 14063, United States
| | - Matthew A. Fountain
- Department of Chemistry and Biochemistry, State University of New York at Fredonia, Fredonia, New York 14063, United States
| | - Ilyas Yildirim
- Department of Chemistry, The Scripps Research Institute, Jupiter, Florida 33458, United States
- Department of Chemistry and Biochemistry, Florida Atlantic University, Jupiter, Florida 33458, United States
| | - Matthew D. Disney
- Department of Chemistry, The Scripps Research Institute, Jupiter, Florida 33458, United States
- Department of Chemistry and Biochemistry, Florida Atlantic University, Jupiter, Florida 33458, United States
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14
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Chen JL, Bellaousov S, Tubbs JD, Kennedy SD, Lopez MJ, Mathews DH, Turner DH. Nuclear Magnetic Resonance-Assisted Prediction of Secondary Structure for RNA: Incorporation of Direction-Dependent Chemical Shift Constraints. Biochemistry 2015; 54:6769-82. [PMID: 26451676 PMCID: PMC4666457 DOI: 10.1021/acs.biochem.5b00833] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Academic Contribution Register] [Indexed: 11/30/2022]
Abstract
![]()
Knowledge
of RNA
structure is necessary to determine structure–function relationships
and to facilitate design of potential therapeutics.
RNA secondary structure prediction can be improved by applying constraints
from nuclear magnetic resonance (NMR) experiments to a dynamic programming
algorithm. Imino proton walks from NOESY spectra reveal double-stranded
regions. Chemical shifts of protons in GH1, UH3, and UH5 of GU pairs,
UH3, UH5, and AH2 of AU pairs, and GH1 of GC pairs were analyzed to
identify constraints for the 5′ to 3′ directionality
of base pairs in helices. The 5′ to 3′ directionality
constraints were incorporated into an NMR-assisted prediction of secondary
structure (NAPSS-CS) program. When it was tested on 18 structures,
including nine pseudoknots, the sensitivity and positive predictive
value were improved relative to those of three unrestrained programs.
The prediction accuracy for the pseudoknots improved the most. The
program also facilitates assignment of chemical shifts to individual
nucleotides, a necessary step for determining three-dimensional structure.
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Affiliation(s)
- Jonathan L Chen
- Department of Chemistry, University of Rochester , Rochester, New York 14627, United States
| | - Stanislav Bellaousov
- Department of Biochemistry and Biophysics, University of Rochester School of Medicine and Dentistry , Rochester, New York 14642, United States
| | - Jason D Tubbs
- Department of Chemistry, University of Rochester , Rochester, New York 14627, United States
| | - Scott D Kennedy
- Department of Biochemistry and Biophysics, University of Rochester School of Medicine and Dentistry , Rochester, New York 14642, United States
| | - Michael J Lopez
- Department of Chemistry, University of Rochester , Rochester, New York 14627, United States
| | - David H Mathews
- Department of Biochemistry and Biophysics, University of Rochester School of Medicine and Dentistry , Rochester, New York 14642, United States.,Center for RNA Biology, University of Rochester , Rochester, New York 14642, United States
| | - Douglas H Turner
- Department of Chemistry, University of Rochester , Rochester, New York 14627, United States.,Center for RNA Biology, University of Rochester , Rochester, New York 14642, United States
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15
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Condon D, Kennedy SD, Mort BC, Kierzek R, Yildirim I, Turner DH. Stacking in RNA: NMR of Four Tetramers Benchmark Molecular Dynamics. J Chem Theory Comput 2015; 11:2729-2742. [PMID: 26082675 PMCID: PMC4463549 DOI: 10.1021/ct501025q] [Citation(s) in RCA: 84] [Impact Index Per Article: 8.4] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Academic Contribution Register] [Received: 11/18/2014] [Indexed: 12/31/2022]
Abstract
Molecular dynamics (MD) simulations for RNA tetramers r(AAAA), r(CAAU), r(GACC), and r(UUUU) are benchmarked against 1H-1H NOESY distances and 3J scalar couplings to test effects of RNA torsion parametrizations. Four different starting structures were used for r(AAAA), r(CAAU), and r(GACC), while five starting structures were used for r(UUUU). On the basis of X-ray structures, criteria are reported for quantifying stacking. The force fields, AMBER ff99, parmbsc0, parm99χ_Yil, ff10, and parmTor, all predict experimentally unobserved stacks and intercalations, e.g., base 1 stacked between bases 3 and 4, and incorrect χ, ϵ, and sugar pucker populations. The intercalated structures are particularly stable, often lasting several microseconds. Parmbsc0, parm99χ_Yil, and ff10 give similar agreement with NMR, but the best agreement is only 46%. Experimentally unobserved intercalations typically are associated with reduced solvent accessible surface area along with amino and hydroxyl hydrogen bonds to phosphate nonbridging oxygens. Results from an extensive set of MD simulations suggest that recent force field parametrizations improve predictions, but further improvements are necessary to provide reasonable agreement with NMR. In particular, intramolecular stacking and hydrogen bonding interactions may not be well balanced with the TIP3P water model. NMR data and the scoring method presented here provide rigorous benchmarks for future changes in force fields and MD methods.
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Affiliation(s)
- David
E. Condon
- Department
of Chemistry, University of Rochester, Rochester, New York 14627, United States
| | - Scott D. Kennedy
- Department
of Biochemistry and Biophysics, University
of Rochester, Rochester, New York 14642, United States
| | - Brendan C. Mort
- University
of Rochester Center for Integrated Research Computing, Rochester, New York 14627, United States
| | - Ryszard Kierzek
- Institute
of Bioorganic Chemistry, Polish Academy
of Sciences, 60-704 Poznan, Poland
| | - Ilyas Yildirim
- Department
of Chemistry, University of Rochester, Rochester, New York 14627, United States
- Department
of Chemistry, Northwestern University, Evanston, Illinois 60208, United States
| | - Douglas H. Turner
- Department
of Chemistry, University of Rochester, Rochester, New York 14627, United States
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16
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Spasic A, Needham L, Mathews DH. 100 Examining the unusual conformation of G AGU internal loop using molecular dynamics. J Biomol Struct Dyn 2015. [DOI: 10.1080/07391102.2015.1032662] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Academic Contribution Register] [Indexed: 10/23/2022]
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17
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Montemayor EJ, Curran EC, Liao HH, Andrews KL, Treba CN, Butcher SE, Brow DA. Core structure of the U6 small nuclear ribonucleoprotein at 1.7-Å resolution. Nat Struct Mol Biol 2014; 21:544-51. [PMID: 24837192 PMCID: PMC4141773 DOI: 10.1038/nsmb.2832] [Citation(s) in RCA: 61] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Academic Contribution Register] [Received: 02/07/2014] [Accepted: 04/28/2014] [Indexed: 12/11/2022]
Abstract
The spliceosome is a dynamic assembly of five small nuclear ribonucleoproteins
(snRNPs) that removes introns from eukaryotic pre-mRNA. U6 is the most conserved of the
spliceosomal snRNAs and participates directly in catalysis. Here, we report the crystal
structure of the Saccharomyces cerevisiae U6 snRNP core, containing most
of U6 snRNA and all four RRM domains of the Prp24 protein. It reveals a unique interlocked
RNP architecture that sequesters the 5′ splice site-binding bases of U6 snRNA.
RRMs 1, 2 and 4 of Prp24 form an electropositive groove that binds double-stranded RNA and
may nucleate annealing of U4 and U6 snRNAs. Substitutions in Prp24 that suppress a
mutation in U6 localize to direct RNA-protein contacts. Our results provide the most
complete view to date of a multi-RRM protein bound to RNA, and reveal striking
co-evolution of protein and RNA structure.
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Affiliation(s)
- Eric J Montemayor
- 1] Department of Biomolecular Chemistry, University of Wisconsin-Madison, Madison, Wisconsin, USA. [2] Department of Biochemistry, University of Wisconsin-Madison, Madison, Wisconsin, USA
| | - Elizabeth C Curran
- 1] Department of Biomolecular Chemistry, University of Wisconsin-Madison, Madison, Wisconsin, USA. [2]
| | - Hong Hong Liao
- Department of Biochemistry, University of Wisconsin-Madison, Madison, Wisconsin, USA
| | - Kristie L Andrews
- 1] Department of Biomolecular Chemistry, University of Wisconsin-Madison, Madison, Wisconsin, USA. [2]
| | - Christine N Treba
- Department of Biomolecular Chemistry, University of Wisconsin-Madison, Madison, Wisconsin, USA
| | - Samuel E Butcher
- Department of Biochemistry, University of Wisconsin-Madison, Madison, Wisconsin, USA
| | - David A Brow
- Department of Biomolecular Chemistry, University of Wisconsin-Madison, Madison, Wisconsin, USA
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18
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Sripakdeevong P, Cevec M, Chang AT, Erat MC, Ziegeler M, Zhao Q, Fox GE, Gao X, Kennedy SD, Kierzek R, Nikonowicz EP, Schwalbe H, Sigel RKO, Turner DH, Das R. Structure determination of noncanonical RNA motifs guided by ¹H NMR chemical shifts. Nat Methods 2014; 11:413-6. [PMID: 24584194 PMCID: PMC3985481 DOI: 10.1038/nmeth.2876] [Citation(s) in RCA: 64] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Academic Contribution Register] [Received: 04/17/2013] [Accepted: 01/06/2014] [Indexed: 12/31/2022]
Abstract
Structured noncoding RNAs underlie fundamental cellular processes, but determining their three-dimensional structures remains challenging. We demonstrate that integrating ¹H NMR chemical shift data with Rosetta de novo modeling can be used to consistently determine high-resolution RNA structures. On a benchmark set of 23 noncanonical RNA motifs, including 11 'blind' targets, chemical-shift Rosetta for RNA (CS-Rosetta-RNA) recovered experimental structures with high accuracy (0.6-2.0 Å all-heavy-atom r.m.s. deviation) in 18 cases.
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Affiliation(s)
| | - Mirko Cevec
- Center for Biomolecular Magnetic Resonance, Institute for Organic Chemistry and Chemical Biology, Johann Wolfgang Goethe University Frankfurt, Frankfurt, Germany
| | - Andrew T Chang
- Department of Biochemistry and Cell Biology, Rice University, Houston, Texas, USA
| | - Michèle C Erat
- 1] Department of Biochemistry, University of Oxford, Oxford, UK. [2] Institute of Inorganic Chemistry, University of Zurich, Zurich, Switzerland
| | - Melanie Ziegeler
- Center for Biomolecular Magnetic Resonance, Institute for Organic Chemistry and Chemical Biology, Johann Wolfgang Goethe University Frankfurt, Frankfurt, Germany
| | - Qin Zhao
- Feinberg School of Medicine, Northwestern University, Chicago, Illinois, USA
| | - George E Fox
- Department of Biology and Biochemistry, University of Houston, Houston, Texas, USA
| | - Xiaolian Gao
- Department of Biology and Biochemistry, University of Houston, Houston, Texas, USA
| | - Scott D Kennedy
- Department of Biochemistry and Biophysics, University of Rochester School of Medicine and Dentistry, Rochester, New York, USA
| | - Ryszard Kierzek
- Institute of Bioorganic Chemistry, Polish Academy of Sciences, Poznan, Poland
| | - Edward P Nikonowicz
- Department of Biochemistry and Cell Biology, Rice University, Houston, Texas, USA
| | - Harald Schwalbe
- Center for Biomolecular Magnetic Resonance, Institute for Organic Chemistry and Chemical Biology, Johann Wolfgang Goethe University Frankfurt, Frankfurt, Germany
| | - Roland K O Sigel
- Institute of Inorganic Chemistry, University of Zurich, Zurich, Switzerland
| | - Douglas H Turner
- Department of Chemistry, University of Rochester, Rochester, New York, USA
| | - Rhiju Das
- 1] Biophysics Program, Stanford University, Stanford, California, USA. [2] Department of Biochemistry, Stanford University, Stanford, California, USA. [3] Department of Physics, Stanford University, Stanford, California, USA
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