1
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Damberger F, Krepl M, Arora R, Beusch I, Maris C, Dorn G, Šponer J, Ravindranathan S, Allain FT. N-terminal domain of polypyrimidine-tract binding protein is a dynamic folding platform for adaptive RNA recognition. Nucleic Acids Res 2024; 52:10683-10704. [PMID: 39180402 PMCID: PMC11417363 DOI: 10.1093/nar/gkae713] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2024] [Accepted: 08/14/2024] [Indexed: 08/26/2024] Open
Abstract
The N-terminal RNA recognition motif domain (RRM1) of polypyrimidine tract binding protein (PTB) forms an additional C-terminal helix α3, which docks to one edge of the β-sheet upon binding to a stem-loop RNA containing a UCUUU pentaloop. Importantly, α3 does not contact the RNA. The α3 helix therefore represents an allosteric means to regulate the conformation of adjacent domains in PTB upon binding structured RNAs. Here we investigate the process of dynamic adaptation by stem-loop RNA and RRM1 using NMR and MD in order to obtain mechanistic insights on how this allostery is achieved. Relaxation data and NMR structure determination of the free protein show that α3 is partially ordered and interacts with the domain transiently. Stem-loop RNA binding quenches fast time scale dynamics and α3 becomes ordered, however microsecond dynamics at the protein-RNA interface is observed. MD shows how RRM1 binding to the stem-loop RNA is coupled to the stabilization of the C-terminal helix and helps to transduce differences in RNA loop sequence into changes in α3 length and order. IRES assays of full length PTB and a mutant with altered dynamics in the α3 region show that this dynamic allostery influences PTB function in cultured HEK293T cells.
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Affiliation(s)
- Fred F Damberger
- Institute of Biochemistry, ETH Zurich, 8093 Zurich, Switzerland
- Department of Biology, ETH Zurich, 8093 Zurich, Switzerland
| | - Miroslav Krepl
- Institute of Biophysics of the Czech Academy of Sciences, Kralovopolska 135, Brno 612 00, Czech Republic
| | - Rajika Arora
- Institute of Biochemistry, ETH Zurich, 8093 Zurich, Switzerland
| | - Irene Beusch
- Department of Biology, ETH Zurich, 8093 Zurich, Switzerland
| | | | - Georg Dorn
- Department of Biology, ETH Zurich, 8093 Zurich, Switzerland
| | - Jiří Šponer
- Institute of Biophysics of the Czech Academy of Sciences, Kralovopolska 135, Brno 612 00, Czech Republic
| | | | - Frédéric H-T Allain
- Institute of Biochemistry, ETH Zurich, 8093 Zurich, Switzerland
- Department of Biology, ETH Zurich, 8093 Zurich, Switzerland
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2
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Clarke JP, Thibault PA, Fatima S, Salapa HE, Kalyaanamoorthy S, Ganesan A, Levin MC. Sequence- and structure-specific RNA oligonucleotide binding attenuates heterogeneous nuclear ribonucleoprotein A1 dysfunction. Front Mol Biosci 2023; 10:1178439. [PMID: 37426420 PMCID: PMC10325567 DOI: 10.3389/fmolb.2023.1178439] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/02/2023] [Accepted: 06/01/2023] [Indexed: 07/11/2023] Open
Abstract
The RNA binding protein heterogeneous nuclear ribonucleoprotein A1 (A1) regulates RNA metabolism, which is crucial to maintaining cellular homeostasis. A1 dysfunction mechanistically contributes to reduced cell viability and loss, but molecular mechanisms of how A1 dysfunction affects cell viability and loss, and methodologies to attenuate its dysfunction, are lacking. Utilizing in silico molecular modeling and an in vitro optogenetic system, this study examined the consequences of RNA oligonucleotide (RNAO) treatment on attenuating A1 dysfunction and its downstream cellular effects. In silico and thermal shift experiments revealed that binding of RNAOs to the RNA Recognition Motif 1 of A1 is stabilized by sequence- and structure-specific RNAO-A1 interactions. Using optogenetics to model A1 cellular dysfunction, we show that sequence- and structure-specific RNAOs significantly attenuated abnormal cytoplasmic A1 self-association kinetics and A1 cytoplasmic clustering. Downstream of A1 dysfunction, we demonstrate that A1 clustering affects the formation of stress granules, activates cell stress, and inhibits protein translation. With RNAO treatment, we show that stress granule formation is attenuated, cell stress is inhibited, and protein translation is restored. This study provides evidence that sequence- and structure-specific RNAO treatment attenuates A1 dysfunction and its downstream effects, thus allowing for the development of A1-specific therapies that attenuate A1 dysfunction and restore cellular homeostasis.
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Affiliation(s)
- Joseph P. Clarke
- Department of Health Sciences, College of Medicine, University of Saskatchewan, Saskatoon, SK, Canada
- Office of the Saskatchewan Multiple Sclerosis Clinical Research Chair, University of Saskatchewan, Saskatoon, SK, Canada
| | - Patricia A. Thibault
- Office of the Saskatchewan Multiple Sclerosis Clinical Research Chair, University of Saskatchewan, Saskatoon, SK, Canada
- Department of Medicine, Neurology Division, University of Saskatchewan, Saskatoon, SK, Canada
| | - Sakina Fatima
- ArGan’s Lab, School of Pharmacy, Faculty of Science, University of Waterloo, Waterloo, ON, Canada
| | - Hannah E. Salapa
- Office of the Saskatchewan Multiple Sclerosis Clinical Research Chair, University of Saskatchewan, Saskatoon, SK, Canada
- Department of Medicine, Neurology Division, University of Saskatchewan, Saskatoon, SK, Canada
| | - Subha Kalyaanamoorthy
- Department of Chemistry, Faculty of Science, University of Waterloo, Waterloo, ON, Canada
| | - Aravindhan Ganesan
- ArGan’s Lab, School of Pharmacy, Faculty of Science, University of Waterloo, Waterloo, ON, Canada
| | - Michael C. Levin
- Department of Health Sciences, College of Medicine, University of Saskatchewan, Saskatoon, SK, Canada
- Office of the Saskatchewan Multiple Sclerosis Clinical Research Chair, University of Saskatchewan, Saskatoon, SK, Canada
- Department of Medicine, Neurology Division, University of Saskatchewan, Saskatoon, SK, Canada
- Department of Anatomy, Physiology and Pharmacology, University of Saskatchewan, Saskatoon, SK, Canada
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3
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Reynaud K, McGeachy AM, Noble D, Meacham ZA, Ingolia NT. Surveying the global landscape of post-transcriptional regulators. Nat Struct Mol Biol 2023; 30:740-752. [PMID: 37231154 PMCID: PMC10279529 DOI: 10.1038/s41594-023-00999-5] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2021] [Accepted: 04/17/2023] [Indexed: 05/27/2023]
Abstract
Numerous proteins regulate gene expression by modulating mRNA translation and decay. To uncover the full scope of these post-transcriptional regulators, we conducted an unbiased survey that quantifies regulatory activity across the budding yeast proteome and delineates the protein domains responsible for these effects. Our approach couples a tethered function assay with quantitative single-cell fluorescence measurements to analyze ~50,000 protein fragments and determine their effects on a tethered mRNA. We characterize hundreds of strong regulators, which are enriched for canonical and unconventional mRNA-binding proteins. Regulatory activity typically maps outside the RNA-binding domains themselves, highlighting a modular architecture that separates mRNA targeting from post-transcriptional regulation. Activity often aligns with intrinsically disordered regions that can interact with other proteins, even in core mRNA translation and degradation factors. Our results thus reveal networks of interacting proteins that control mRNA fate and illuminate the molecular basis for post-transcriptional gene regulation.
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Affiliation(s)
- Kendra Reynaud
- California Institute for Quantitative Biosciences, University of California, Berkeley, Berkeley, CA, USA
| | - Anna M McGeachy
- Department of Molecular and Cell Biology, University of California, Berkeley, Berkeley, CA, USA
| | - David Noble
- Department of Molecular and Cell Biology, University of California, Berkeley, Berkeley, CA, USA
| | - Zuriah A Meacham
- Department of Molecular and Cell Biology, University of California, Berkeley, Berkeley, CA, USA
| | - Nicholas T Ingolia
- California Institute for Quantitative Biosciences, University of California, Berkeley, Berkeley, CA, USA.
- Department of Molecular and Cell Biology, University of California, Berkeley, Berkeley, CA, USA.
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4
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Ye X, Yang W, Yi S, Zhao Y, Varani G, Jankowsky E, Yang F. Two distinct binding modes provide the RNA-binding protein RbFox with extraordinary sequence specificity. Nat Commun 2023; 14:701. [PMID: 36759600 PMCID: PMC9911399 DOI: 10.1038/s41467-023-36394-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2022] [Accepted: 01/30/2023] [Indexed: 02/11/2023] Open
Abstract
Specificity of RNA-binding proteins for target sequences varies considerably. Yet, it is not understood how certain few proteins achieve markedly higher sequence specificity than most others. Here we show that the RNA Recognition Motif of RbFox accomplishes extraordinary sequence specificity by employing functionally and structurally distinct binding modes. Affinity measurements of RbFox for all binding site variants reveal the existence of two distinct binding modes. The first exclusively accommodates cognate and closely related RNAs with high affinity. The second mode accommodates all other RNAs with reduced affinity by imposing large thermodynamic penalties on non-cognate sequences. NMR studies indicate marked structural differences between the two binding modes, including large conformational rearrangements distant from the RNA-binding site. Distinct binding modes by a single RNA-binding module explain extraordinary sequence selectivity and reveal an unknown layer of functional diversity, cross talk and regulation in RNA-protein interactions.
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Affiliation(s)
- Xuan Ye
- Center for RNA Science and Therapeutics, School of Medicine, Case Western Reserve University, Cleveland, OH, USA
- Department of Biochemistry, School of Medicine, Case Western Reserve University, Cleveland, OH, USA
| | - Wen Yang
- Department of Chemistry, University of Washington, Seattle, WA, USA
- Greater Bay Biomedical InnoCenter, Shenzhen Bay Laboratory, Shenzhen, 518055, China
| | - Soon Yi
- Center for RNA Science and Therapeutics, School of Medicine, Case Western Reserve University, Cleveland, OH, USA
- Department of Biochemistry, School of Medicine, Case Western Reserve University, Cleveland, OH, USA
| | - Yanan Zhao
- School of Life Science and Technology, Harbin Institute of Technology, Harbin, 150080, China
| | - Gabriele Varani
- Department of Chemistry, University of Washington, Seattle, WA, USA.
| | - Eckhard Jankowsky
- Center for RNA Science and Therapeutics, School of Medicine, Case Western Reserve University, Cleveland, OH, USA.
- Department of Biochemistry, School of Medicine, Case Western Reserve University, Cleveland, OH, USA.
- Case Comprehensive Cancer Center, School of Medicine, Case Western Reserve University, Cleveland, OH, USA.
- Moderna Therapeutics, 200 Technology Square, Cambridge, MA, USA.
| | - Fan Yang
- School of Life Science and Technology, Harbin Institute of Technology, Harbin, 150080, China.
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5
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Pokorná P, Krepl M, Campagne S, Šponer J. Conformational Heterogeneity of RNA Stem-Loop Hairpins Bound to FUS-RNA Recognition Motif with Disordered RGG Tail Revealed by Unbiased Molecular Dynamics Simulations. J Phys Chem B 2022; 126:9207-9221. [PMID: 36348631 DOI: 10.1021/acs.jpcb.2c06168] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Abstract
RNA-protein complexes use diverse binding strategies, ranging from structurally well-defined interfaces to completely disordered regions. Experimental characterization of flexible segments is challenging and can be aided by atomistic molecular dynamics (MD) simulations. Here, we used an extended set of microsecond-scale MD trajectories (400 μs in total) to study two FUS-RNA constructs previously characterized by nuclear magnetic resonance (NMR) spectroscopy. The FUS protein contains a well-structured RNA recognition motif domain followed by a presumably disordered RGG tail that binds RNA stem-loop hairpins. Our simulations not only provide several suggestions complementing the experiments but also reveal major methodological difficulties in studies of such complex RNA-protein interfaces. Despite efforts to stabilize the binding via system-specific force-field adjustments, we have observed progressive distortions of the RNA-protein interface inconsistent with experimental data. We propose that the dynamics is so rich that its converged description is not achievable even upon stabilizing the system. Still, after careful analysis of the trajectories, we have made several suggestions regarding the binding. We identify substates in the RNA loops, which can explain the NMR data. The RGG tail localized in the minor groove remains disordered, sampling countless transient interactions with the RNA. There are long-range couplings among the different elements contributing to the recognition, which can lead to allosteric communication throughout the system. Overall, the RNA-FUS systems form dynamical ensembles that cannot be fully represented by single static structures. Thus, albeit imperfect, MD simulations represent a viable tool to investigate dynamic RNA-protein complexes.
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Affiliation(s)
- Pavlína Pokorná
- Institute of Biophysics of the Czech Academy of Sciences, Královopolská 135, 612 65 Brno, Czech Republic.,National Centre for Biomolecular Research, Faculty of Science, Masaryk University, Kamenice 5, 625 00 Brno, Czech Republic
| | - Miroslav Krepl
- Institute of Biophysics of the Czech Academy of Sciences, Královopolská 135, 612 65 Brno, Czech Republic
| | - Sébastien Campagne
- INSERM U1212, CNRS UMR 5320, ARNA Laboratory, University of Bordeaux, 146 rue Léo Saignat, 33076 Bordeaux Cedex, France
| | - Jiří Šponer
- Institute of Biophysics of the Czech Academy of Sciences, Královopolská 135, 612 65 Brno, Czech Republic
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6
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Margreiter MA, Witzenberger M, Wasser Y, Davydova E, Janowski R, Metz J, Habib P, Sahnoun SEM, Sobisch C, Poma B, Palomino-Hernandez O, Wagner M, Carell T, Jon Shah N, Schulz JB, Niessing D, Voigt A, Rossetti G. Small-molecule modulators of TRMT2A decrease PolyQ aggregation and PolyQ-induced cell death. Comput Struct Biotechnol J 2022; 20:443-458. [PMID: 35070167 PMCID: PMC8759985 DOI: 10.1016/j.csbj.2021.12.029] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2021] [Revised: 12/20/2021] [Accepted: 12/20/2021] [Indexed: 11/17/2022] Open
Abstract
Polyglutamine (polyQ) diseases are characterized by an expansion of cytosine-adenine-guanine (CAG) trinucleotide repeats encoding for an uninterrupted prolonged polyQ tract. We previously identified TRMT2A as a strong modifier of polyQ-induced toxicity in an unbiased large-scale screen in Drosophila melanogaster. This work aimed at identifying and validating pharmacological TRMT2A inhibitors as treatment opportunities for polyQ diseases in humans. Computer-aided drug discovery was implemented to identify human TRMT2A inhibitors. Additionally, the crystal structure of one protein domain, the RNA recognition motif (RRM), was determined, and Biacore experiments with the RRM were performed. The identified molecules were validated for their potency to reduce polyQ aggregation and polyQ-induced cell death in human HEK293T cells and patient derived fibroblasts. Our work provides a first step towards pharmacological inhibition of this enzyme and indicates TRMT2A as a viable drug target for polyQ diseases.
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Affiliation(s)
- Michael A Margreiter
- Institute of Neuroscience and Medicine (INM-9), Forschungszentrum Juelich GmbH, Germany.,Faculty of Mathematics, Computer Science and Natural Sciences, RWTH Aachen, 52425 Aachen, Germany
| | - Monika Witzenberger
- Helmholtz Zentrum Muenchen, German Research Center for Environmental Health, Institute of Structural Biology, 85764 Neuherberg, Germany
| | - Yasmine Wasser
- Department of Neurology, RWTH University Aachen, Faculty of Medicine, RWTH Aachen University, Pauwelsstr. 30, 52074 Aachen, Germany
| | - Elena Davydova
- Helmholtz Zentrum Muenchen, German Research Center for Environmental Health, Institute of Structural Biology, 85764 Neuherberg, Germany
| | - Robert Janowski
- Helmholtz Zentrum Muenchen, German Research Center for Environmental Health, Institute of Structural Biology, 85764 Neuherberg, Germany
| | - Jonas Metz
- Institute of Neuroscience and Medicine (INM-9), Forschungszentrum Juelich GmbH, Germany
| | - Pardes Habib
- Department of Neurology, RWTH University Aachen, Faculty of Medicine, RWTH Aachen University, Pauwelsstr. 30, 52074 Aachen, Germany.,JARA - BRAIN - Translational Medicine, Aachen, Germany
| | - Sabri E M Sahnoun
- Department of Nuclear Medicine, University Hospital Aachen, RWTH Aachen University, 52074 Aachen, Germany
| | - Carina Sobisch
- Department of Neurology, RWTH University Aachen, Faculty of Medicine, RWTH Aachen University, Pauwelsstr. 30, 52074 Aachen, Germany
| | - Benedetta Poma
- Department of Neurology, RWTH University Aachen, Faculty of Medicine, RWTH Aachen University, Pauwelsstr. 30, 52074 Aachen, Germany
| | - Oscar Palomino-Hernandez
- Institute of Neuroscience and Medicine (INM-9), Forschungszentrum Juelich GmbH, Germany.,Faculty of Mathematics, Computer Science and Natural Sciences, RWTH Aachen, 52425 Aachen, Germany
| | - Mirko Wagner
- Department Chemie, Ludwig-Maximilians-Universität München, Butenandtstraße 5-13, 81377 München, Germany
| | - Thomas Carell
- Department Chemie, Ludwig-Maximilians-Universität München, Butenandtstraße 5-13, 81377 München, Germany
| | - N Jon Shah
- JARA - BRAIN - Translational Medicine, Aachen, Germany.,Institute of Neuroscience and Medicine (INM-4), Forschungszentrum Juelich GmbH, Germany.,Institute of Neuroscience and Medicine (INM-11), Forschungszentrum Juelich GmbH, Germany
| | - Jörg B Schulz
- Department of Neurology, RWTH University Aachen, Faculty of Medicine, RWTH Aachen University, Pauwelsstr. 30, 52074 Aachen, Germany.,JARA - BRAIN - Translational Medicine, Aachen, Germany.,Institute of Neuroscience and Medicine (INM-11), Forschungszentrum Juelich GmbH, Germany
| | - Dierk Niessing
- Helmholtz Zentrum Muenchen, German Research Center for Environmental Health, Institute of Structural Biology, 85764 Neuherberg, Germany.,Institute of Pharmaceutical Biotechnology, Ulm University, 89081 Ulm, Germany
| | - Aaron Voigt
- Department of Neurology, RWTH University Aachen, Faculty of Medicine, RWTH Aachen University, Pauwelsstr. 30, 52074 Aachen, Germany.,JARA - BRAIN - Translational Medicine, Aachen, Germany
| | - Giulia Rossetti
- Institute of Neuroscience and Medicine (INM-9), Forschungszentrum Juelich GmbH, Germany.,Department of Neurology, RWTH University Aachen, Faculty of Medicine, RWTH Aachen University, Pauwelsstr. 30, 52074 Aachen, Germany.,Juelich Supercomputing Center (JSC), Forschungszentrum Juelich GmbH, Germany.,Department of Hematology, Oncology, Hemostaseology, and Stem Cell Transplantation, Faculty of Medicine, RWTH Aachen University, Pauwelsstr. 30, 52074 Aachen, Germany
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7
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The native state conformational heterogeneity in the energy landscape of protein folding. Biophys Chem 2022; 283:106761. [DOI: 10.1016/j.bpc.2022.106761] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2021] [Revised: 01/10/2022] [Accepted: 01/14/2022] [Indexed: 11/18/2022]
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8
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Levintov L, Vashisth H. Role of salt-bridging interactions in recognition of viral RNA by arginine-rich peptides. Biophys J 2021; 120:5060-5073. [PMID: 34710377 PMCID: PMC8633718 DOI: 10.1016/j.bpj.2021.10.007] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2021] [Revised: 08/17/2021] [Accepted: 10/06/2021] [Indexed: 12/14/2022] Open
Abstract
Interactions between RNA molecules and proteins are critical to many cellular processes and are implicated in various diseases. The RNA-peptide complexes are good model systems to probe the recognition mechanism of RNA by proteins. In this work, we report studies on the binding-unbinding process of a helical peptide from a viral RNA element using nonequilibrium molecular dynamics simulations. We explored the existence of various dissociation pathways with distinct free-energy profiles that reveal metastable states and distinct barriers to peptide dissociation. We also report the free-energy differences for each of the four pathways to be 96.47 ± 12.63, 96.1 ± 10.95, 91.83 ± 9.81, and 92 ± 11.32 kcal/mol. Based on the free-energy analysis, we further propose the preferred pathway and the mechanism of peptide dissociation. The preferred pathway is characterized by the formation of sequential hydrogen-bonding and salt-bridging interactions between several key arginine amino acids and the viral RNA nucleotides. Specifically, we identified one arginine amino acid (R8) of the peptide to play a significant role in the recognition mechanism of the peptide by the viral RNA molecule.
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Affiliation(s)
- Lev Levintov
- Department of Chemical Engineering, University of New Hampshire, Durham, New Hampshire
| | - Harish Vashisth
- Department of Chemical Engineering, University of New Hampshire, Durham, New Hampshire.
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9
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Zhou W, Melamed D, Banyai G, Meyer C, Tuschl T, Wickens M, Cao J, Fields S. Expanding the binding specificity for RNA recognition by a PUF domain. Nat Commun 2021; 12:5107. [PMID: 34429425 PMCID: PMC8384837 DOI: 10.1038/s41467-021-25433-6] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2020] [Accepted: 08/10/2021] [Indexed: 02/07/2023] Open
Abstract
The ability to design a protein to bind specifically to a target RNA enables numerous applications, with the modular architecture of the PUF domain lending itself to new RNA-binding specificities. For each repeat of the Pumilio-1 PUF domain, we generate a library that contains the 8,000 possible combinations of amino acid substitutions at residues critical for RNA contact. We carry out yeast three-hybrid selections with each library against the RNA recognition sequence for Pumilio-1, with any possible base present at the position recognized by the randomized repeat. We use sequencing to score the binding of each variant, identifying many variants with highly repeat-specific interactions. From these data, we generate an RNA binding code specific to each repeat and base. We use this code to design PUF domains against 16 RNAs, and find that some of these domains recognize RNAs with two, three or four changes from the wild type sequence.
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Affiliation(s)
- Wei Zhou
- grid.34477.330000000122986657Department of Genome Sciences, University of Washington, Seattle, Washington, USA ,grid.34477.330000000122986657Molecular and Cellular Biology Program, University of Washington, Seattle, Washington, USA ,grid.134907.80000 0001 2166 1519The Rockefeller University, New York, NY USA
| | - Daniel Melamed
- grid.34477.330000000122986657Department of Genome Sciences, University of Washington, Seattle, Washington, USA ,grid.18098.380000 0004 1937 0562Department of Evolutionary and Environmental Biology, University of Haifa, Haifa, Israel ,grid.18098.380000 0004 1937 0562Institute of Evolution, University of Haifa, Haifa, Israel
| | - Gabor Banyai
- grid.134907.80000 0001 2166 1519The Rockefeller University, New York, NY USA
| | - Cindy Meyer
- grid.134907.80000 0001 2166 1519The Rockefeller University, New York, NY USA
| | - Thomas Tuschl
- grid.134907.80000 0001 2166 1519The Rockefeller University, New York, NY USA
| | - Marvin Wickens
- grid.14003.360000 0001 2167 3675Department of Biochemistry, University of Wisconsin-Madison, Madison, WI USA
| | - Junyue Cao
- grid.134907.80000 0001 2166 1519The Rockefeller University, New York, NY USA
| | - Stanley Fields
- grid.34477.330000000122986657Department of Genome Sciences, University of Washington, Seattle, Washington, USA ,grid.34477.330000000122986657Department of Medicine, University of Washington, Seattle, Washington, USA
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10
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Perea W, Greenbaum NL. Label-free horizontal EMSA for analysis of protein-RNA interactions. Anal Biochem 2020; 599:113736. [PMID: 32304696 DOI: 10.1016/j.ab.2020.113736] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2020] [Revised: 04/06/2020] [Accepted: 04/09/2020] [Indexed: 11/25/2022]
Abstract
We describe a method to analyze the affinity and specificity of interactions between proteins and RNA using horizontal PAGE under non-denaturing conditions. The method permits tracking of migration of anionic and cationic biomolecules and complexes toward anode and cathode, respectively, therefore enabling quantification of bound and free biomolecules of different charges and affinity of their intermolecular interactions. The gel is stained with a fluorescent intercalating dye (SYBR®Gold or ethidium bromide) for visualization of nucleic acids followed by Coomassie® Brilliant Blue R-250 for visualizations of proteins; the dissociation constant is determined separately from the intensity of unshifted and shifted bands visualized by each dye. The method permits calculation of bound and unbound anionic nucleic acid and cationic protein components in the same gel, regardless of charge, under identical conditions, and avoids the need for radioisotope or fluorescent labeling of either component.
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Affiliation(s)
- William Perea
- Department of Chemistry, Hunter College of the City University of New York, 695 Park Ave, New York, NY, 10065, USA
| | - Nancy L Greenbaum
- Department of Chemistry, Hunter College of the City University of New York, 695 Park Ave, New York, NY, 10065, USA; Graduate Center of the City University of New York, 365 5th Ave, New York, NY, 10016, USA.
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11
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Pokorná P, Krepl M, Bártová E, Šponer J. Role of Fine Structural Dynamics in Recognition of Histone H3 by HP1γ(CSD) Dimer and Ability of Force Fields to Describe Their Interaction Network. J Chem Theory Comput 2019; 15:5659-5673. [DOI: 10.1021/acs.jctc.9b00434] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Affiliation(s)
- Pavlína Pokorná
- Institute of Biophysics of the Czech Academy of Sciences, Královopolská 135, 612 65 Brno, Czech Republic
- National Centre for Biomolecular Research, Faculty of Science, Masaryk University, Kamenice 5, 625 00 Brno, Czech Republic
| | - Miroslav Krepl
- Institute of Biophysics of the Czech Academy of Sciences, Královopolská 135, 612 65 Brno, Czech Republic
| | - Eva Bártová
- Institute of Biophysics of the Czech Academy of Sciences, Královopolská 135, 612 65 Brno, Czech Republic
| | - Jiří Šponer
- Institute of Biophysics of the Czech Academy of Sciences, Královopolská 135, 612 65 Brno, Czech Republic
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12
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Leitner A, Dorn G, Allain FHT. Combining Mass Spectrometry (MS) and Nuclear Magnetic Resonance (NMR) Spectroscopy for Integrative Structural Biology of Protein-RNA Complexes. Cold Spring Harb Perspect Biol 2019; 11:a032359. [PMID: 31262947 PMCID: PMC6601463 DOI: 10.1101/cshperspect.a032359] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022]
Abstract
Deciphering complex RNA-protein interactions on a (near-)atomic level is a hurdle that hinders advancing our understanding of fundamental processes in RNA metabolism and RNA-based gene regulation. To overcome challenges associated with individual structure determination methods, structural information derived from complementary biophysical methods can be combined in integrative structural biology approaches. Here, we review recent advances in such hybrid structural approaches with a focus on combining mass spectrometric analysis of cross-linked protein-RNA complexes and nuclear magnetic resonance (NMR) spectroscopy.
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Affiliation(s)
- Alexander Leitner
- Institute of Molecular Systems Biology, Department of Biology, Eidgenössische Technische Hochschule (ETH) Zürich, 8093 Zürich, Switzerland
| | - Georg Dorn
- Institute of Molecular Biology and Biophysics, Department of Biology, ETH Zürich, 8093 Zürich, Switzerland
| | - Frédéric H-T Allain
- Institute of Molecular Biology and Biophysics, Department of Biology, ETH Zürich, 8093 Zürich, Switzerland
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13
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Balcerak A, Trebinska-Stryjewska A, Konopinski R, Wakula M, Grzybowska EA. RNA-protein interactions: disorder, moonlighting and junk contribute to eukaryotic complexity. Open Biol 2019; 9:190096. [PMID: 31213136 PMCID: PMC6597761 DOI: 10.1098/rsob.190096] [Citation(s) in RCA: 64] [Impact Index Per Article: 12.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022] Open
Abstract
RNA-protein interactions are crucial for most biological processes in all organisms. However, it appears that the complexity of RNA-based regulation increases with the complexity of the organism, creating additional regulatory circuits, the scope of which is only now being revealed. It is becoming apparent that previously unappreciated features, such as disordered structural regions in proteins or non-coding regions in DNA leading to higher plasticity and pliability in RNA-protein complexes, are in fact essential for complex, precise and fine-tuned regulation. This review addresses the issue of the role of RNA-protein interactions in generating eukaryotic complexity, focusing on the newly characterized disordered RNA-binding motifs, moonlighting of metabolic enzymes, RNA-binding proteins interactions with different RNA species and their participation in regulatory networks of higher order.
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Affiliation(s)
- Anna Balcerak
- 1 The Maria Sklodowska-Curie Institute-Oncology Center , Roentgena 5, 02-781 Warsaw , Poland
| | - Alicja Trebinska-Stryjewska
- 1 The Maria Sklodowska-Curie Institute-Oncology Center , Roentgena 5, 02-781 Warsaw , Poland.,2 Biomedical Engineering Centre, Institute of Optoelectronics, Military University of Technology , Sylwestra Kaliskiego 2, 00-908 Warsaw , Poland
| | - Ryszard Konopinski
- 1 The Maria Sklodowska-Curie Institute-Oncology Center , Roentgena 5, 02-781 Warsaw , Poland
| | - Maciej Wakula
- 1 The Maria Sklodowska-Curie Institute-Oncology Center , Roentgena 5, 02-781 Warsaw , Poland
| | - Ewa Anna Grzybowska
- 1 The Maria Sklodowska-Curie Institute-Oncology Center , Roentgena 5, 02-781 Warsaw , Poland
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14
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Meyer A, Golbik RP, Sänger L, Schmidt T, Behrens SE, Friedrich S. The RGG/RG motif of AUF1 isoform p45 is a key modulator of the protein's RNA chaperone and RNA annealing activities. RNA Biol 2019; 16:960-971. [PMID: 30951406 DOI: 10.1080/15476286.2019.1602438] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022] Open
Abstract
The RNA-binding protein AUF1 regulates post-transcriptional gene expression by affecting the steady state and translation levels of numerous target RNAs. Remodeling of RNA structures by the largest isoform AUF1 p45 was recently demonstrated in the context of replicating RNA viruses, and involves two RNA remodeling activities, i.e. an RNA chaperone and an RNA annealing activity. AUF1 contains two non-identical RNA recognition motifs (RRM) and one RGG/RG motif located in the C-terminus. In order to determine the functional significance of each motif to AUF1's RNA-binding and remodeling activities we performed a comprehensive mutagenesis study and characterized the wildtype AUF1, and several variants thereof. We demonstrate that each motif contributes to efficient RNA binding and remodeling by AUF1 indicating a tight cooperation of the RRMs and the RGG/RG motif. Interestingly, the data identify two distinct roles for the arginine residues of the RGG/RG motif for each RNA remodeling activity. First, arginine-mediated stacking interactions promote AUF1's helix-destabilizing RNA chaperone activity. Second, the electropositive character of the arginine residues is the major driving force for the RNA annealing activity. Thus, we provide the first evidence that arginine residues of an RGG/RG motif contribute to the mechanism of RNA annealing and RNA chaperoning.
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Affiliation(s)
- Alexandra Meyer
- a Institute of Biochemistry and Biotechnology , Martin Luther University Halle-Wittenberg , Halle , Germany
| | - Ralph P Golbik
- a Institute of Biochemistry and Biotechnology , Martin Luther University Halle-Wittenberg , Halle , Germany
| | - Lennart Sänger
- a Institute of Biochemistry and Biotechnology , Martin Luther University Halle-Wittenberg , Halle , Germany
| | - Tobias Schmidt
- a Institute of Biochemistry and Biotechnology , Martin Luther University Halle-Wittenberg , Halle , Germany
| | - Sven-Erik Behrens
- a Institute of Biochemistry and Biotechnology , Martin Luther University Halle-Wittenberg , Halle , Germany
| | - Susann Friedrich
- a Institute of Biochemistry and Biotechnology , Martin Luther University Halle-Wittenberg , Halle , Germany
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15
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Campagne S, Krepl M, Sponer J, Allain FHT. Combining NMR Spectroscopy and Molecular Dynamic Simulations to Solve and Analyze the Structure of Protein-RNA Complexes. Methods Enzymol 2018; 614:393-422. [PMID: 30611432 DOI: 10.1016/bs.mie.2018.09.002] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
Understanding the RNA binding specificity of protein is of primary interest to decipher their function in the cell. Here, we review the methodology used to solve the structures of protein-RNA complexes using solution-state NMR spectroscopy: from sample preparation to structure calculation procedures. We also describe how molecular dynamics simulations can help providing additional information on the role of key amino acid side chains and of water molecules in protein-RNA recognition.
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Affiliation(s)
- Sebastien Campagne
- Department of Biology, ETH Zürich, Institute of Molecular Biology and Biophysics, Zürich, Switzerland.
| | - Miroslav Krepl
- Institute of Biophysics of the Czech Academy of Sciences, Brno, Czech Republic; Department of Physical Chemistry, Faculty of Science, Regional Centre of Advanced Technologies and Materials, Palacky University Olomouc, Olomouc, Czech Republic.
| | - Jiri Sponer
- Institute of Biophysics of the Czech Academy of Sciences, Brno, Czech Republic; Department of Physical Chemistry, Faculty of Science, Regional Centre of Advanced Technologies and Materials, Palacky University Olomouc, Olomouc, Czech Republic.
| | - Frederic H-T Allain
- Department of Biology, ETH Zürich, Institute of Molecular Biology and Biophysics, Zürich, Switzerland.
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16
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Bochicchio A, Krepl M, Yang F, Varani G, Sponer J, Carloni P. Molecular basis for the increased affinity of an RNA recognition motif with re-engineered specificity: A molecular dynamics and enhanced sampling simulations study. PLoS Comput Biol 2018; 14:e1006642. [PMID: 30521520 PMCID: PMC6307825 DOI: 10.1371/journal.pcbi.1006642] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/11/2018] [Revised: 12/27/2018] [Accepted: 11/13/2018] [Indexed: 12/25/2022] Open
Abstract
The RNA recognition motif (RRM) is the most common RNA binding domain across eukaryotic proteins. It is therefore of great value to engineer its specificity to target RNAs of arbitrary sequence. This was recently achieved for the RRM in Rbfox protein, where four mutations R118D, E147R, N151S, and E152T were designed to target the precursor to the oncogenic miRNA 21. Here, we used a variety of molecular dynamics-based approaches to predict specific interactions at the binding interface. Overall, we have run approximately 50 microseconds of enhanced sampling and plain molecular dynamics simulations on the engineered complex as well as on the wild-type Rbfox·pre-miRNA 20b from which the mutated systems were designed. Comparison with the available NMR data on the wild type molecules (protein, RNA, and their complex) served to establish the accuracy of the calculations. Free energy calculations suggest that further improvements in affinity and selectivity are achieved by the S151T replacement. RNA is an outstanding target for oncological intervention. Engineering the most common RNA binding motif in human proteins (called RRM) so as to bind to a specific RNA has an enormous pharmacological potential. Yet, it is highly non trivial to design RRM-bearing protein variants with RNA selectivity and affinity sufficiently high for clinical applications. Here we present an extensive molecular simulation study which shed light on the exquisite molecular recognition of the empirically-engineered complex between the RRM-bearing protein Rbfox and its RNA target pre-miR21. The simulations allow predicting a variant, the S151T, which may lead to further enhancement of selectivity and affinity for pre-miR21.
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Affiliation(s)
- Anna Bochicchio
- Computational Biomedicine, Institute for Advanced Simulation IAS-5 and Institute of Neuroscience and Medicine INM-9, Forschungszentrum Jülich, Jülich, Germany
| | - Miroslav Krepl
- Institute of Biophysics of the Czech Academy of Sciences, Brno, Czech Republic
- * E-mail: (MK); (PC)
| | - Fan Yang
- Department of Chemistry, University of Washington, Seattle, Washington, United States of America
| | - Gabriele Varani
- Department of Chemistry, University of Washington, Seattle, Washington, United States of America
| | - Jiri Sponer
- Institute of Biophysics of the Czech Academy of Sciences, Brno, Czech Republic
- Regional Centre of Advanced Technologies and Materials, Department of Physical Chemistry, Faculty of Science, Palacky University Olomouc, Olomouc, Czech Republic
| | - Paolo Carloni
- Computational Biomedicine, Institute for Advanced Simulation IAS-5 and Institute of Neuroscience and Medicine INM-9, Forschungszentrum Jülich, Jülich, Germany
- JARA-HPC, Jülich Supercomputing Centre, Forschungszentrum Jülich GmbH, Jülich, Germany
- * E-mail: (MK); (PC)
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17
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Jiang Y, Yu H, Li F, Cheng L, Zhu L, Shi Y, Gong Q. Unveiling the structural features that determine the dual methyltransferase activities of Streptococcus pneumoniae RlmCD. PLoS Pathog 2018; 14:e1007379. [PMID: 30388185 PMCID: PMC6235398 DOI: 10.1371/journal.ppat.1007379] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2018] [Revised: 11/14/2018] [Accepted: 10/03/2018] [Indexed: 12/03/2022] Open
Abstract
Methyltransferase RlmCD was previously shown to be responsible for the introduction of C5 methylation at both U747 and U1939 of the 23S ribosomal RNA in Streptococcus pneumoniae. Intriguingly, its structural homologue, RumA, can only catalyze the methylation of U1939, while RlmC is the dedicated enzyme for m5U747 in Escherichia coli. In this study, we describe the structure of RlmCD in complex with its cofactor and the RNA substrate containing U747 at 2.00 Å or U1939 at 3.10 Å. We demonstrate that multiple structural features collaborate to establish the dual enzymatic activities of RlmCD. Of them, the side-chain rearrangement of F145 was observed to be an unusual mechanism through which RlmCD can discriminate between U747- and U1939-containing RNA substrate by switching the intermolecular aromatic stacking between protein and RNA on/off. An in-vitro methyltransferase assay and electrophoretic mobility shift assay were performed to validate these findings. Overall, our complex structures allow for a better understanding of the dual-functional mechanism of RlmCD, suggesting useful implications for the evolution of the RumA-type enzyme and the potential development of antibiotic drugs against S. pneumoniae.
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Affiliation(s)
- Yiyang Jiang
- Hefei National Laboratory for Physical Science at the Microscale, School of Life Sciences, University of Science and Technology of China, Hefei, Anhui, China
| | - Hailong Yu
- Hefei National Laboratory for Physical Science at the Microscale, School of Life Sciences, University of Science and Technology of China, Hefei, Anhui, China
| | - Fudong Li
- Hefei National Laboratory for Physical Science at the Microscale, School of Life Sciences, University of Science and Technology of China, Hefei, Anhui, China
| | - Lin Cheng
- Hefei National Laboratory for Physical Science at the Microscale, School of Life Sciences, University of Science and Technology of China, Hefei, Anhui, China
| | - Lingru Zhu
- Hefei National Laboratory for Physical Science at the Microscale, School of Life Sciences, University of Science and Technology of China, Hefei, Anhui, China
| | - Yunyu Shi
- Hefei National Laboratory for Physical Science at the Microscale, School of Life Sciences, University of Science and Technology of China, Hefei, Anhui, China
| | - Qingguo Gong
- Hefei National Laboratory for Physical Science at the Microscale, School of Life Sciences, University of Science and Technology of China, Hefei, Anhui, China
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18
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Pokorná P, Kruse H, Krepl M, Šponer J. QM/MM Calculations on Protein-RNA Complexes: Understanding Limitations of Classical MD Simulations and Search for Reliable Cost-Effective QM Methods. J Chem Theory Comput 2018; 14:5419-5433. [PMID: 30199638 DOI: 10.1021/acs.jctc.8b00670] [Citation(s) in RCA: 28] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Abstract
Although atomistic explicit-solvent Molecular Dynamics (MD) is a popular tool to study protein-RNA recognition, satisfactory MD description of protein-RNA complexes is not always achieved. Unfortunately, it is often difficult to separate MD simulation instabilities primarily caused by the simple point-charge molecular mechanics (MM) force fields from problems related to the notorious uncertainties in the starting structures. Herein, we report a series of large-scale QM/MM calculations on the U1A protein-RNA complex. This experimentally well-characterized system has an intricate protein-RNA interface, which is very unstable in MD simulations. The QM/MM calculations identify several H-bonds poorly described by the MM method and thus indicate the sources of instabilities of the U1A interface in MD simulations. The results suggest that advanced QM/MM computations could be used to indirectly rationalize problems seen in MM-based MD simulations of protein-RNA complexes. As the most accurate QM method, we employ the computationally demanding meta-GGA density functional TPSS-D3(BJ)/def2-TZVP level of theory. Because considerably faster methods would be needed to extend sampling and to study even larger protein-RNA interfaces, a set of low-cost QM/MM methods is compared to the TPSS-D3(BJ)/def2-TZVP data. The PBEh-3c and B97-3c density functional composite methods appear to be suitable for protein-RNA interfaces. In contrast, HF-3c and the tight-binding Hamiltonians DFTB3-D3 and GFN-xTB perform unsatisfactorily and do not provide any advantage over the MM description. These conclusions are supported also by similar analysis of a simple HutP protein-RNA interface, which is well-described by MD with the exception of just one H-bond. Some other methodological aspects of QM/MM calculations on protein-RNA interfaces are discussed.
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Affiliation(s)
- Pavlína Pokorná
- Institute of Biophysics of the Czech Academy of Sciences , Královopolská 135 , Brno 612 65 , Czech Republic
| | - Holger Kruse
- Institute of Biophysics of the Czech Academy of Sciences , Královopolská 135 , Brno 612 65 , Czech Republic
| | - Miroslav Krepl
- Institute of Biophysics of the Czech Academy of Sciences , Královopolská 135 , Brno 612 65 , Czech Republic
| | - Jiří Šponer
- Institute of Biophysics of the Czech Academy of Sciences , Královopolská 135 , Brno 612 65 , Czech Republic.,CEITEC - Central European Institute of Technology, Masaryk University , Campus Bohunice, Kamenice 5 , Brno 625 00 , Czech Republic
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19
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Šponer J, Bussi G, Krepl M, Banáš P, Bottaro S, Cunha RA, Gil-Ley A, Pinamonti G, Poblete S, Jurečka P, Walter NG, Otyepka M. RNA Structural Dynamics As Captured by Molecular Simulations: A Comprehensive Overview. Chem Rev 2018; 118:4177-4338. [PMID: 29297679 PMCID: PMC5920944 DOI: 10.1021/acs.chemrev.7b00427] [Citation(s) in RCA: 336] [Impact Index Per Article: 56.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2017] [Indexed: 12/14/2022]
Abstract
With both catalytic and genetic functions, ribonucleic acid (RNA) is perhaps the most pluripotent chemical species in molecular biology, and its functions are intimately linked to its structure and dynamics. Computer simulations, and in particular atomistic molecular dynamics (MD), allow structural dynamics of biomolecular systems to be investigated with unprecedented temporal and spatial resolution. We here provide a comprehensive overview of the fast-developing field of MD simulations of RNA molecules. We begin with an in-depth, evaluatory coverage of the most fundamental methodological challenges that set the basis for the future development of the field, in particular, the current developments and inherent physical limitations of the atomistic force fields and the recent advances in a broad spectrum of enhanced sampling methods. We also survey the closely related field of coarse-grained modeling of RNA systems. After dealing with the methodological aspects, we provide an exhaustive overview of the available RNA simulation literature, ranging from studies of the smallest RNA oligonucleotides to investigations of the entire ribosome. Our review encompasses tetranucleotides, tetraloops, a number of small RNA motifs, A-helix RNA, kissing-loop complexes, the TAR RNA element, the decoding center and other important regions of the ribosome, as well as assorted others systems. Extended sections are devoted to RNA-ion interactions, ribozymes, riboswitches, and protein/RNA complexes. Our overview is written for as broad of an audience as possible, aiming to provide a much-needed interdisciplinary bridge between computation and experiment, together with a perspective on the future of the field.
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Affiliation(s)
- Jiří Šponer
- Institute of Biophysics of the Czech Academy of Sciences , Kralovopolska 135 , Brno 612 65 , Czech Republic
| | - Giovanni Bussi
- Scuola Internazionale Superiore di Studi Avanzati , Via Bonomea 265 , Trieste 34136 , Italy
| | - Miroslav Krepl
- Institute of Biophysics of the Czech Academy of Sciences , Kralovopolska 135 , Brno 612 65 , Czech Republic
- Regional Centre of Advanced Technologies and Materials, Department of Physical Chemistry, Faculty of Science , Palacky University Olomouc , 17. listopadu 12 , Olomouc 771 46 , Czech Republic
| | - Pavel Banáš
- Regional Centre of Advanced Technologies and Materials, Department of Physical Chemistry, Faculty of Science , Palacky University Olomouc , 17. listopadu 12 , Olomouc 771 46 , Czech Republic
| | - Sandro Bottaro
- Structural Biology and NMR Laboratory, Department of Biology , University of Copenhagen , Copenhagen 2200 , Denmark
| | - Richard A Cunha
- Scuola Internazionale Superiore di Studi Avanzati , Via Bonomea 265 , Trieste 34136 , Italy
| | - Alejandro Gil-Ley
- Scuola Internazionale Superiore di Studi Avanzati , Via Bonomea 265 , Trieste 34136 , Italy
| | - Giovanni Pinamonti
- Scuola Internazionale Superiore di Studi Avanzati , Via Bonomea 265 , Trieste 34136 , Italy
| | - Simón Poblete
- Scuola Internazionale Superiore di Studi Avanzati , Via Bonomea 265 , Trieste 34136 , Italy
| | - Petr Jurečka
- Regional Centre of Advanced Technologies and Materials, Department of Physical Chemistry, Faculty of Science , Palacky University Olomouc , 17. listopadu 12 , Olomouc 771 46 , Czech Republic
| | - Nils G Walter
- Single Molecule Analysis Group and Center for RNA Biomedicine, Department of Chemistry , University of Michigan , Ann Arbor , Michigan 48109 , United States
| | - Michal Otyepka
- Regional Centre of Advanced Technologies and Materials, Department of Physical Chemistry, Faculty of Science , Palacky University Olomouc , 17. listopadu 12 , Olomouc 771 46 , Czech Republic
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