DOE PAGES title logo U.S. Department of Energy
Office of Scientific and Technical Information

Title: A Computational Study of RNA Tetraloop Thermodynamics, Including Misfolded States

Abstract

An important characteristic of RNA folding is the adoption of alternative configurations of similar stability, often referred to as misfolded configurations. These configurations are considered to compete with correctly folded configurations, although their rigorous thermodynamic and structural characterization remains elusive. Tetraloop motifs found in large ribozymes are ideal systems for an atomistically detailed computational quantification of folding free energy landscapes and the structural characterization of their constituent free energy basins, including nonnative states. In this work, we studied a group of closely related 10-mer tetraloops using a combined parallel tempering and metadynamics technique that allows a reliable sampling of the free energy landscapes, requiring only knowledge that the stem folds into a canonical A-RNA configuration. Here we isolated and analyzed unfolded, folded, and misfolded populations that correspond to different free energy basins. We identified a distinct misfolded state that has a stability very close to that of the correctly folded state. This misfolded state contains a predominant population that shares the same structural features across all tetraloops studied here and lacks the noncanonical A-G base pair in its loop portion. Further analysis performed with biased trajectories showed that although this competitive misfolded state is not an essential intermediate, it ismore » visited in most of the transitions from unfolded to correctly folded states. Moreover, the tetraloops can transition from this misfolded state to the correctly folded state without requiring extensive unfolding.« less

Authors:
ORCiD logo [1]; ORCiD logo [1]; ORCiD logo [1]
  1. Princeton Univ., NJ (United States)
Publication Date:
Research Org.:
Princeton Univ., NJ (United States)
Sponsoring Org.:
USDOE Office of Science (SC); National Science Foundation (NSF)
OSTI Identifier:
1994991
Grant/Contract Number:  
SC0019394; CHE-1856704
Resource Type:
Accepted Manuscript
Journal Name:
Journal of Physical Chemistry. B
Additional Journal Information:
Journal Volume: 125; Journal Issue: 50; Journal ID: ISSN 1520-6106
Publisher:
American Chemical Society
Country of Publication:
United States
Language:
English
Subject:
37 INORGANIC, ORGANIC, PHYSICAL, AND ANALYTICAL CHEMISTRY; chemical structure; computational chemistry; computer simulations; free energy; genetics

Citation Formats

Zerze, Gül H., Piaggi, Pablo M., and Debenedetti, Pablo G. A Computational Study of RNA Tetraloop Thermodynamics, Including Misfolded States. United States: N. p., 2021. Web. doi:10.1021/acs.jpcb.1c08038.
Zerze, Gül H., Piaggi, Pablo M., & Debenedetti, Pablo G. A Computational Study of RNA Tetraloop Thermodynamics, Including Misfolded States. United States. https://doi.org/10.1021/acs.jpcb.1c08038
Zerze, Gül H., Piaggi, Pablo M., and Debenedetti, Pablo G. Fri . "A Computational Study of RNA Tetraloop Thermodynamics, Including Misfolded States". United States. https://doi.org/10.1021/acs.jpcb.1c08038. https://www.osti.gov/servlets/purl/1994991.
@article{osti_1994991,
title = {A Computational Study of RNA Tetraloop Thermodynamics, Including Misfolded States},
author = {Zerze, Gül H. and Piaggi, Pablo M. and Debenedetti, Pablo G.},
abstractNote = {An important characteristic of RNA folding is the adoption of alternative configurations of similar stability, often referred to as misfolded configurations. These configurations are considered to compete with correctly folded configurations, although their rigorous thermodynamic and structural characterization remains elusive. Tetraloop motifs found in large ribozymes are ideal systems for an atomistically detailed computational quantification of folding free energy landscapes and the structural characterization of their constituent free energy basins, including nonnative states. In this work, we studied a group of closely related 10-mer tetraloops using a combined parallel tempering and metadynamics technique that allows a reliable sampling of the free energy landscapes, requiring only knowledge that the stem folds into a canonical A-RNA configuration. Here we isolated and analyzed unfolded, folded, and misfolded populations that correspond to different free energy basins. We identified a distinct misfolded state that has a stability very close to that of the correctly folded state. This misfolded state contains a predominant population that shares the same structural features across all tetraloops studied here and lacks the noncanonical A-G base pair in its loop portion. Further analysis performed with biased trajectories showed that although this competitive misfolded state is not an essential intermediate, it is visited in most of the transitions from unfolded to correctly folded states. Moreover, the tetraloops can transition from this misfolded state to the correctly folded state without requiring extensive unfolding.},
doi = {10.1021/acs.jpcb.1c08038},
journal = {Journal of Physical Chemistry. B},
number = 50,
volume = 125,
place = {United States},
year = {Fri Dec 10 00:00:00 EST 2021},
month = {Fri Dec 10 00:00:00 EST 2021}
}

Works referenced in this record:

RNA Chaperones and the RNA Folding Problem
journal, September 1995


Constant pressure molecular dynamics for molecular systems
journal, December 1983


Self-splicing RNA: Autoexcision and autocyclization of the ribosomal RNA intervening sequence of tetrahymena
journal, November 1982


Folding of RNA involves parallel pathways
journal, October 1997

  • Pan, Jie; Thirumalai, D.; Woodson, Sarah A.
  • Journal of Molecular Biology, Vol. 273, Issue 1
  • DOI: 10.1006/jmbi.1997.1311

A Network of Heterogeneous Hydrogen Bonds in GNRA Tetraloops
journal, December 1996

  • Jucker, Fiona M.; Heus, Hans A.; Yip, Ping F.
  • Journal of Molecular Biology, Vol. 264, Issue 5
  • DOI: 10.1006/jmbi.1996.0690

Base-stacking and base-pairing contributions into thermal stability of the DNA double helix
journal, January 2006


Free-energy landscape of a hyperstable RNA tetraloop
journal, May 2016

  • Miner, Jacob C.; Chen, Alan A.; García, Angel E.
  • Proceedings of the National Academy of Sciences, Vol. 113, Issue 24
  • DOI: 10.1073/pnas.1603154113

RNA folding pathways in stop motion
journal, April 2016

  • Bottaro, Sandro; Gil-Ley, Alejandro; Bussi, Giovanni
  • Nucleic Acids Research, Vol. 44, Issue 12
  • DOI: 10.1093/nar/gkw239

Exposing the kinetic traps in RNA folding
journal, June 1999


Free Energy Landscape of GAGA and UUCG RNA Tetraloops
journal, September 2016

  • Bottaro, Sandro; Banáš, Pavel; Šponer, Jiří
  • The Journal of Physical Chemistry Letters, Vol. 7, Issue 20
  • DOI: 10.1021/acs.jpclett.6b01905

GROMACS 4:  Algorithms for Highly Efficient, Load-Balanced, and Scalable Molecular Simulation
journal, February 2008

  • Hess, Berk; Kutzner, Carsten; van der Spoel, David
  • Journal of Chemical Theory and Computation, Vol. 4, Issue 3
  • DOI: 10.1021/ct700301q

RNA force field with accuracy comparable to state-of-the-art protein force fields
journal, January 2018

  • Tan, Dazhi; Piana, Stefano; Dirks, Robert M.
  • Proceedings of the National Academy of Sciences, Vol. 115, Issue 7
  • DOI: 10.1073/pnas.1713027115

Recognition of Planar and Nonplanar Ligands in the Malachite Green-RNA Aptamer Complex
journal, December 2003

  • Flinders, Jeremy; DeFina, Steven C.; Brackett, David M.
  • ChemBioChem, Vol. 5, Issue 1
  • DOI: 10.1002/cbic.200300701

Isolation of new ribozymes from a large pool of random sequences [see comment]
journal, September 1993


How to understand atomistic molecular dynamics simulations of RNA and protein-RNA complexes?: Atomistic molecular dynamics simulations of RNA and protein-RNA complexes
journal, November 2016

  • Šponer, Jiří; Krepl, Miroslav; Banáš, Pavel
  • Wiley Interdisciplinary Reviews: RNA, Vol. 8, Issue 3
  • DOI: 10.1002/wrna.1405

Mapping the Universe of RNA Tetraloop Folds
journal, July 2017


Architecture of ribosomal RNA: constraints on the sequence of "tetra-loops".
journal, November 1990

  • Woese, C. R.; Winker, S.; Gutell, R. R.
  • Proceedings of the National Academy of Sciences, Vol. 87, Issue 21
  • DOI: 10.1073/pnas.87.21.8467

Highly sampled tetranucleotide and tetraloop motifs enable evaluation of common RNA force fields
journal, June 2015


Tertiary Motifs in RNA Structure and Folding
journal, August 1999


Free Energy Profile of RNA Hairpins: A Molecular Dynamics Simulation Study
journal, February 2010


Promoting transparency and reproducibility in enhanced molecular simulations
journal, July 2019


Involvement of a GNRA tetraloop in long-range RNA tertiary interactions
journal, March 1994


Exceptionally Stable Nucleic Acid Hairpins
journal, June 1995


Fine-Tuning of the AMBER RNA Force Field with a New Term Adjusting Interactions of Terminal Nucleotides
journal, May 2020

  • Mlýnský, Vojtěch; Kührová, Petra; Kühr, Tomáš
  • Journal of Chemical Theory and Computation, Vol. 16, Issue 6
  • DOI: 10.1021/acs.jctc.0c00228

All-Atom Empirical Potential for Molecular Modeling and Dynamics Studies of Proteins
journal, April 1998

  • MacKerell, A. D.; Bashford, D.; Bellott, M.
  • The Journal of Physical Chemistry B, Vol. 102, Issue 18
  • DOI: 10.1021/jp973084f

Native contacts determine protein folding mechanisms in atomistic simulations
journal, October 2013

  • Best, R. B.; Hummer, G.; Eaton, W. A.
  • Proceedings of the National Academy of Sciences, Vol. 110, Issue 44
  • DOI: 10.1073/pnas.1311599110

Improving the Performance of the Amber RNA Force Field by Tuning the Hydrogen-Bonding Interactions
journal, March 2019

  • Kührová, Petra; Mlýnský, Vojtěch; Zgarbová, Marie
  • Journal of Chemical Theory and Computation, Vol. 15, Issue 5
  • DOI: 10.1021/acs.jctc.8b00955

Structural Motifs in RNA
journal, June 1999


Structural Insight into RNA Hairpin Folding Intermediates
journal, July 2008

  • Bowman, Gregory R.; Huang, Xuhui; Yao, Yuan
  • Journal of the American Chemical Society, Vol. 130, Issue 30
  • DOI: 10.1021/ja8032857

PLUMED 2: New feathers for an old bird
journal, February 2014

  • Tribello, Gareth A.; Bonomi, Massimiliano; Branduardi, Davide
  • Computer Physics Communications, Vol. 185, Issue 2
  • DOI: 10.1016/j.cpc.2013.09.018

Equilibrium conformational dynamics in an RNA tetraloop from massively parallel molecular dynamics
journal, March 2010

  • DePaul, A. J.; Thompson, E. J.; Patel, S. S.
  • Nucleic Acids Research, Vol. 38, Issue 14
  • DOI: 10.1093/nar/gkq134

Crystal Structure of a Group I Ribozyme Domain: Principles of RNA Packing
journal, September 1996


A Second Generation Force Field for the Simulation of Proteins, Nucleic Acids, and Organic Molecules
journal, May 1995

  • Cornell, Wendy D.; Cieplak, Piotr; Bayly, Christopher I.
  • Journal of the American Chemical Society, Vol. 117, Issue 19
  • DOI: 10.1021/ja00124a002

Empirical Corrections to the Amber RNA Force Field with Target Metadynamics
journal, May 2016

  • Gil-Ley, Alejandro; Bottaro, Sandro; Bussi, Giovanni
  • Journal of Chemical Theory and Computation, Vol. 12, Issue 6
  • DOI: 10.1021/acs.jctc.6b00299

Direct Revelation of Multiple Conformations in RNA by Femtosecond Dynamics
journal, April 2007

  • Zhao, Liang; Xia, Tianbing
  • Journal of the American Chemical Society, Vol. 129, Issue 14
  • DOI: 10.1021/ja068391q

Exploring the Energy Landscape of a Small RNA Hairpin
journal, February 2006

  • Ma, Hairong; Proctor, David J.; Kierzek, Elzbieta
  • Journal of the American Chemical Society, Vol. 128, Issue 5
  • DOI: 10.1021/ja0553856

CUUCGG hairpins: extraordinarily stable RNA secondary structures associated with various biochemical processes.
journal, March 1988

  • Tuerk, C.; Gauss, P.; Thermes, C.
  • Proceedings of the National Academy of Sciences, Vol. 85, Issue 5
  • DOI: 10.1073/pnas.85.5.1364

Insights into RNA structure and function from genome-wide studies
journal, May 2014

  • Mortimer, Stefanie A.; Kidwell, Mary Anne; Doudna, Jennifer A.
  • Nature Reviews Genetics, Vol. 15, Issue 7
  • DOI: 10.1038/nrg3681

Free-Energy Landscape for β Hairpin Folding from Combined Parallel Tempering and Metadynamics
journal, October 2006

  • Bussi, Giovanni; Gervasio, Francesco Luigi; Laio, Alessandro
  • Journal of the American Chemical Society, Vol. 128, Issue 41
  • DOI: 10.1021/ja062463w

A molecular dynamics method for simulations in the canonical ensemble
journal, June 1984


Loop and stem dynamics during RNA hairpin folding and unfolding
journal, October 2010

  • Sarkar, Krishnarjun; Nguyen, Duc A.; Gruebele, Martin
  • RNA, Vol. 16, Issue 12
  • DOI: 10.1261/rna.2253310

High-resolution reversible folding of hyperstable RNA tetraloops using molecular dynamics simulations
journal, September 2013

  • Chen, A. A.; Garcia, A. E.
  • Proceedings of the National Academy of Sciences, Vol. 110, Issue 42
  • DOI: 10.1073/pnas.1309392110

GROMACS: A message-passing parallel molecular dynamics implementation
journal, September 1995

  • Berendsen, H. J. C.; van der Spoel, D.; van Drunen, R.
  • Computer Physics Communications, Vol. 91, Issue 1-3
  • DOI: 10.1016/0010-4655(95)00042-E

Conformational ensembles of RNA oligonucleotides from integrating NMR and molecular simulations
journal, May 2018

  • Bottaro, Sandro; Bussi, Giovanni; Kennedy, Scott D.
  • Science Advances, Vol. 4, Issue 5
  • DOI: 10.1126/sciadv.aar8521

Structures, Kinetics, Thermodynamics, and Biological Functions of RNA Hairpins
journal, May 2008


Well-Tempered Metadynamics: A Smoothly Converging and Tunable Free-Energy Method
journal, January 2008


Insights into Stability and Folding of GNRA and UNCG Tetraloops Revealed by Microsecond Molecular Dynamics and Well-Tempered Metadynamics
journal, July 2015

  • Haldar, Susanta; Kührová, Petra; Banáš, Pavel
  • Journal of Chemical Theory and Computation, Vol. 11, Issue 8
  • DOI: 10.1021/acs.jctc.5b00010

Quality Threshold Clustering of Molecular Dynamics: A Word of Caution
journal, September 2019

  • González-Alemán, Roy; Hernández-Castillo, David; Caballero, Julio
  • Journal of Chemical Information and Modeling, Vol. 60, Issue 2
  • DOI: 10.1021/acs.jcim.9b00558

The molecular configuration of deoxyribonucleic acid
journal, April 1960


Enhanced Sampling in the Well-Tempered Ensemble
journal, May 2010


The Paradoxical Behavior of a Highly Structured Misfolded Intermediate in RNA Folding
journal, October 2006


Dynamics of the RNA Hairpin GNRA Tetraloop
journal, April 2000

  • Menger, Marcus; Eckstein, Fritz; Porschke, Dietmar
  • Biochemistry, Vol. 39, Issue 15
  • DOI: 10.1021/bi992297n

Computer Folding of RNA Tetraloops: Identification of Key Force Field Deficiencies
journal, August 2016

  • Kührová, Petra; Best, Robert B.; Bottaro, Sandro
  • Journal of Chemical Theory and Computation, Vol. 12, Issue 9
  • DOI: 10.1021/acs.jctc.6b00300

Protein Folding and Ligand-Enzyme Binding from Bias-Exchange Metadynamics Simulations
journal, January 2012


Refinement of the AMBER Force Field for Nucleic Acids: Improving the Description of α/γ Conformers
journal, June 2007


Performance of Molecular Mechanics Force Fields for RNA Simulations: Stability of UUCG and GNRA Hairpins
journal, November 2010

  • Banáš, Pavel; Hollas, Daniel; Zgarbová, Marie
  • Journal of Chemical Theory and Computation, Vol. 6, Issue 12
  • DOI: 10.1021/ct100481h

Folding intermediates of a self-splicing RNA: mispairing of the catalytic core
journal, July 1998


Polymorphic transitions in single crystals: A new molecular dynamics method
journal, December 1981

  • Parrinello, M.; Rahman, A.
  • Journal of Applied Physics, Vol. 52, Issue 12
  • DOI: 10.1063/1.328693

Integrating NMR and simulations reveals motions in the UUCG tetraloop
journal, May 2020

  • Bottaro, Sandro; Nichols, Parker J.; Vögeli, Beat
  • Nucleic Acids Research, Vol. 48, Issue 11
  • DOI: 10.1093/nar/gkaa399

Fitting Corrections to an RNA Force Field Using Experimental Data
journal, April 2019

  • Cesari, Andrea; Bottaro, Sandro; Lindorff-Larsen, Kresten
  • Journal of Chemical Theory and Computation, Vol. 15, Issue 6
  • DOI: 10.1021/acs.jctc.9b00206

Balance between α and β Structures in Ab Initio Protein Folding
journal, June 2010

  • Best, Robert B.; Mittal, Jeetain
  • The Journal of Physical Chemistry B, Vol. 114, Issue 26
  • DOI: 10.1021/jp102575b

A Time-Independent Free Energy Estimator for Metadynamics
journal, July 2014

  • Tiwary, Pratyush; Parrinello, Michele
  • The Journal of Physical Chemistry B, Vol. 119, Issue 3
  • DOI: 10.1021/jp504920s

Canonical dynamics: Equilibrium phase-space distributions
journal, March 1985


Refinement of the Cornell et al. Nucleic Acids Force Field Based on Reference Quantum Chemical Calculations of Glycosidic Torsion Profiles
journal, August 2011

  • Zgarbová, Marie; Otyepka, Michal; Šponer, Jiří
  • Journal of Chemical Theory and Computation, Vol. 7, Issue 9
  • DOI: 10.1021/ct200162x

Geometric deep learning of RNA structure
journal, August 2021

  • Townshend, Raphael J. L.; Eismann, Stephan; Watkins, Andrew M.
  • Science, Vol. 373, Issue 6558
  • DOI: 10.1126/science.abe5650

Visualizing transient low-populated structures of RNA
journal, October 2012

  • Dethoff, Elizabeth A.; Petzold, Katja; Chugh, Jeetender
  • Nature, Vol. 491, Issue 7426
  • DOI: 10.1038/nature11498

Computer Folding of RNA Tetraloops? Are We There Yet?
journal, March 2013

  • Kührová, Petra; Banáš, Pavel; Best, Robert B.
  • Journal of Chemical Theory and Computation, Vol. 9, Issue 4
  • DOI: 10.1021/ct301086z

Peptide Folding: When Simulation Meets Experiment
journal, January 1999


RNA simulations: probing hairpin unfolding and the dynamics of a GNRA tetraloop 1 1Edited by J. Dovdna
journal, April 2002

  • Sorin, Eric J.; Engelhardt, Mark A.; Herschlag, Daniel
  • Journal of Molecular Biology, Vol. 317, Issue 4
  • DOI: 10.1006/jmbi.2002.5447

Thermodynamics of DNA Hybridization from Atomistic Simulations
journal, January 2021

  • Zerze, Gül H.; Stillinger, Frank H.; Debenedetti, Pablo G.
  • The Journal of Physical Chemistry B, Vol. 125, Issue 3
  • DOI: 10.1021/acs.jpcb.0c09237

A smooth particle mesh Ewald method
journal, November 1995

  • Essmann, Ulrich; Perera, Lalith; Berkowitz, Max L.
  • The Journal of Chemical Physics, Vol. 103, Issue 19
  • DOI: 10.1063/1.470117

The mechanism of RNA base fraying: Molecular dynamics simulations analyzed with core-set Markov state models
journal, April 2019

  • Pinamonti, Giovanni; Paul, Fabian; Noé, Frank
  • The Journal of Chemical Physics, Vol. 150, Issue 15
  • DOI: 10.1063/1.5083227

The Ribosome Is a Ribozyme
journal, August 2000


Revised AMBER Parameters for Bioorganic Phosphates
journal, October 2012

  • Steinbrecher, T.; Latzer, J.; Case, D. A.
  • Journal of Chemical Theory and Computation, Vol. 8, Issue 11
  • DOI: 10.1021/ct300613v

Escaping free-energy minima
journal, September 2002

  • Laio, A.; Parrinello, M.
  • Proceedings of the National Academy of Sciences, Vol. 99, Issue 20
  • DOI: 10.1073/pnas.202427399

Hierarchy and Dynamics of rna Folding
journal, June 1997


A boundary correction algorithm for metadynamics in multiple dimensions
journal, August 2013

  • McGovern, Michael; de Pablo, Juan
  • The Journal of Chemical Physics, Vol. 139, Issue 8
  • DOI: 10.1063/1.4818153

Enhanced Conformational Sampling Using Replica Exchange with Collective-Variable Tempering
journal, February 2015

  • Gil-Ley, Alejandro; Bussi, Giovanni
  • Journal of Chemical Theory and Computation, Vol. 11, Issue 3
  • DOI: 10.1021/ct5009087

Water Dispersion Interactions Strongly Influence Simulated Structural Properties of Disordered Protein States
journal, April 2015

  • Piana, Stefano; Donchev, Alexander G.; Robustelli, Paul
  • The Journal of Physical Chemistry B, Vol. 119, Issue 16
  • DOI: 10.1021/jp508971m