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Michaelis M, Cupellini L, Mensch C, Perry CC, Delle Piane M, Colombi Ciacchi L. Tidying up the conformational ensemble of a disordered peptide by computational prediction of spectroscopic fingerprints. Chem Sci 2023; 14:8483-8496. [PMID: 37592980 PMCID: PMC10430726 DOI: 10.1039/d3sc02202a] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/01/2023] [Accepted: 07/15/2023] [Indexed: 08/19/2023] Open
Abstract
The most advanced structure prediction methods are powerless in exploring the conformational ensemble of disordered peptides and proteins and for this reason the "protein folding problem" remains unsolved. We present a novel methodology that enables the accurate prediction of spectroscopic fingerprints (circular dichroism, infrared, Raman, and Raman optical activity), and by this allows for "tidying up" the conformational ensembles of disordered peptides and disordered regions in proteins. This concept is elaborated for and applied to a dodecapeptide, whose spectroscopic fingerprint is measured and theoretically predicted by means of enhanced-sampling molecular dynamics coupled with quantum mechanical calculations. Following this approach, we demonstrate that peptides lacking a clear propensity for ordered secondary-structure motifs are not randomly, but only conditionally disordered. This means that their conformational landscape, or phase-space, can be well represented by a basis-set of conformers including about 10 to 100 structures. The implications of this finding have profound consequences both for the interpretation of experimental electronic and vibrational spectral features of peptides in solution and for the theoretical prediction of these features using accurate and computationally expensive techniques. The here-derived methods and conclusions are expected to fundamentally impact the rationalization of so-far elusive structure-spectra relationships for disordered peptides and proteins, towards improved and versatile structure prediction methods.
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Affiliation(s)
- Monika Michaelis
- Hybrid Materials Interfaces Group, Faculty of Production Engineering, Bremen Center for Computational Materials Science, Center for Environmental Research and Sustainable Technology (UFT), and MAPEX Center for Materials and Processes, University of Bremen Am Fallturm 1 Bremen 28359 Germany
- Biomolecular and Materials Interface Research Group, Interdisciplinary Biomedical Research Centre, School of Science and Technology, Nottingham Trent University Clifton Lane Nottingham NG11 8NS UK
| | - Lorenzo Cupellini
- Dipartimento di Chimica e Chimica Industriale, University of Pisa Via G. Moruzzi 13 Pisa I-56124 Italy
| | - Carl Mensch
- Molecular Spectroscopy Research Group, Department of Chemistry, University of Antwerp Groenenborgerlaan 171 Antwerp 2020 Belgium
| | - Carole C Perry
- Biomolecular and Materials Interface Research Group, Interdisciplinary Biomedical Research Centre, School of Science and Technology, Nottingham Trent University Clifton Lane Nottingham NG11 8NS UK
| | - Massimo Delle Piane
- Hybrid Materials Interfaces Group, Faculty of Production Engineering, Bremen Center for Computational Materials Science, Center for Environmental Research and Sustainable Technology (UFT), and MAPEX Center for Materials and Processes, University of Bremen Am Fallturm 1 Bremen 28359 Germany
- Department of Applied Science and Technology, Politecnico di Torino Corso Duca degli Abruzzi 24 Torino 10129 Italy
| | - Lucio Colombi Ciacchi
- Hybrid Materials Interfaces Group, Faculty of Production Engineering, Bremen Center for Computational Materials Science, Center for Environmental Research and Sustainable Technology (UFT), and MAPEX Center for Materials and Processes, University of Bremen Am Fallturm 1 Bremen 28359 Germany
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2
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Kotobi A, Schwob L, Vonbun-Feldbauer GB, Rossi M, Gasparotto P, Feiler C, Berden G, Oomens J, Oostenrijk B, Scuderi D, Bari S, Meißner RH. Reconstructing the infrared spectrum of a peptide from representative conformers of the full canonical ensemble. Commun Chem 2023; 6:46. [PMID: 36869192 PMCID: PMC9984374 DOI: 10.1038/s42004-023-00835-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2022] [Accepted: 02/08/2023] [Indexed: 03/05/2023] Open
Abstract
Leucine enkephalin (LeuEnk), a biologically active endogenous opioid pentapeptide, has been under intense investigation because it is small enough to allow efficient use of sophisticated computational methods and large enough to provide insights into low-lying minima of its conformational space. Here, we reproduce and interpret experimental infrared (IR) spectra of this model peptide in gas phase using a combination of replica-exchange molecular dynamics simulations, machine learning, and ab initio calculations. In particular, we evaluate the possibility of averaging representative structural contributions to obtain an accurate computed spectrum that accounts for the corresponding canonical ensemble of the real experimental situation. Representative conformers are identified by partitioning the conformational phase space into subensembles of similar conformers. The IR contribution of each representative conformer is calculated from ab initio and weighted according to the population of each cluster. Convergence of the averaged IR signal is rationalized by merging contributions in a hierarchical clustering and the comparison to IR multiple photon dissociation experiments. The improvements achieved by decomposing clusters containing similar conformations into even smaller subensembles is strong evidence that a thorough assessment of the conformational landscape and the associated hydrogen bonding is a prerequisite for deciphering important fingerprints in experimental spectroscopic data.
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Affiliation(s)
- Amir Kotobi
- Deutsches Elektronen-Synchrotron DESY, Hamburg, Germany
| | - Lucas Schwob
- Deutsches Elektronen-Synchrotron DESY, Hamburg, Germany.
| | | | - Mariana Rossi
- Max Planck Institute for the Structure and Dynamics of Matter, Hamburg, Germany
| | - Piero Gasparotto
- Scientific Computing Division, Paul Scherrer Institute, Villigen, Switzerland
| | - Christian Feiler
- Helmholtz-Zentrum Hereon, Institute of Surface Science, Geesthacht, Germany
| | - Giel Berden
- Radboud University, Institute for Molecules and Materials, FELIX Laboratory, Nijmegen, The Netherlands
| | - Jos Oomens
- Radboud University, Institute for Molecules and Materials, FELIX Laboratory, Nijmegen, The Netherlands
| | - Bart Oostenrijk
- Deutsches Elektronen-Synchrotron DESY, Hamburg, Germany
- The Hamburg Centre for Ultrafast Imaging, Hamburg, Germany
| | - Debora Scuderi
- Institut de Chimie Physique, CNRS UMR8000, Université Paris-Saclay, Orsay, France
| | - Sadia Bari
- Deutsches Elektronen-Synchrotron DESY, Hamburg, Germany.
- The Hamburg Centre for Ultrafast Imaging, Hamburg, Germany.
- Zernike Institute for Advanced Materials, University of Groningen, Groningen, The Netherlands.
| | - Robert H Meißner
- Helmholtz-Zentrum Hereon, Institute of Surface Science, Geesthacht, Germany.
- Hamburg University of Technology, Institute of Polymers and Composites, Hamburg, Germany.
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3
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Wollborn T, Michaelis M, Ciacchi LC, Fritsching U. Protein conformational changes at the oil/water-interface induced by premix membrane emulsification. J Colloid Interface Sci 2022; 628:72-81. [PMID: 35908433 DOI: 10.1016/j.jcis.2022.07.132] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2022] [Revised: 06/16/2022] [Accepted: 07/20/2022] [Indexed: 11/18/2022]
Abstract
We present combined experimental and modelling evidence that β-lactoglobulin proteins employed as stabilizers of oil/water emulsions undergo minor but significant conformational changes during premix membrane emulsification processes. Circular Dichroism spectroscopy and Molecular Dynamics simulations reveal that the native protein structure is preserved as a metastable state after adsorption at stress-free oil/water interfaces. However, the shear stress applied to the oil droplets during their fragmentation in narrow membrane pores causes a transition into a more stable, partially unfolded interfacial state. The protein's β-sheet content is reduced by up to 8% in a way that is largely independent of the pressure applied during emulsification, and is driven by an increase of contacts between the oil and hydrophobic residues at the expense of structural order within the protein core.
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Affiliation(s)
- Tobias Wollborn
- Leibniz Institute for Materials Engineering - IWT, Badgasteiner Straße 3, 28359 Bremen, Germany.
| | - Monika Michaelis
- Hybrid Materials Interfaces Group, University of Bremen, Faculty of Production Engineering, Bremen Center for Computational Materials Science, Center for Environmental Research and Sustainable Technology (UFT), Am Fallturm 1, 28359 Bremen, Germany; Biomolecular and Materials Interface Research Group, Interdisciplinary Biomedical Research Centre, School of Science and Technology, Nottingham Trent University, Clifton Lane, Nottingham NG11 8NS, United Kingdom
| | - Lucio Colombi Ciacchi
- Hybrid Materials Interfaces Group, University of Bremen, Faculty of Production Engineering, Bremen Center for Computational Materials Science, Center for Environmental Research and Sustainable Technology (UFT), Am Fallturm 1, 28359 Bremen, Germany; MAPEX Center for Materials and Processes, Am Fallturm 1, 28359 Bremen, Germany
| | - Udo Fritsching
- Leibniz Institute for Materials Engineering - IWT, Badgasteiner Straße 3, 28359 Bremen, Germany; MAPEX Center for Materials and Processes, Am Fallturm 1, 28359 Bremen, Germany; Particles and Process Engineering, University of Bremen, Badgasteiner Straße 3, 28359 Bremen, Germany
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4
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Nijhawan AK, Chan AM, Hsu DJ, Chen LX, Kohlstedt KL. Resolving Dynamics in the Ensemble: Finding Paths through Intermediate States and Disordered Protein Structures. J Phys Chem B 2021; 125:12401-12412. [PMID: 34748336 PMCID: PMC9096987 DOI: 10.1021/acs.jpcb.1c05820] [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] [Indexed: 11/28/2022]
Abstract
Proteins have been found to inhabit a diverse set of three-dimensional structures. The dynamics that govern protein interconversion between structures happen over a wide range of time scales─picoseconds to seconds. Our understanding of protein functions and dynamics is largely reliant upon our ability to elucidate physically populated structures. From an experimental structural characterization perspective, we are often limited to measuring the ensemble-averaged structure both in the steady-state and time-resolved regimes. Generating kinetic models and understanding protein structure-function relationships require atomistic knowledge of the populated states in the ensemble. In this Perspective, we present ensemble refinement methodologies that integrate time-resolved experimental signals with molecular dynamics models. We first discuss integration of experimental structural restraints to molecular models in disordered protein systems that adhere to the principle of maximum entropy for creating a complete set of ensemble structures. We then propose strategies to find kinetic pathways between the refined structures, using time-resolved inputs to guide molecular dynamics trajectories and the use of inference to generate tailored stimuli to prepare a desired ensemble of protein states.
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Affiliation(s)
- Adam K Nijhawan
- Department of Chemistry, Northwestern University, 2145 Sheridan Road, Evanston, Illinois 60208, United States
| | - Arnold M Chan
- Department of Chemistry, Northwestern University, 2145 Sheridan Road, Evanston, Illinois 60208, United States
| | - Darren J Hsu
- Department of Chemistry, Northwestern University, 2145 Sheridan Road, Evanston, Illinois 60208, United States
| | - Lin X Chen
- Department of Chemistry, Northwestern University, 2145 Sheridan Road, Evanston, Illinois 60208, United States
- Chemical Sciences and Engineering Division, Argonne National Laboratory, Argonne, Illinois 60439, United States
| | - Kevin L Kohlstedt
- Department of Chemistry, Northwestern University, 2145 Sheridan Road, Evanston, Illinois 60208, United States
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Abstract
We present an atomistic force field for the azo-moiety of the photoswitchable FK-11-X peptide. We use the parameters to study the unfolding of the peptide through molecular dynamics simulations. The unfolded ensemble contains many different structures, ranging from a partially unfolded peptide to a fully unfolded structure. The averaged computed far-ultraviolet circular dichroism (CD) spectrum of the set of structures, which was simulated using the newly developed force field, agrees well with experiment. The rate of the simulated unfolding process was estimated to have a time constant of 5.80 ± 0.03 ns from the time evolution of the CD spectrum of the peptide, computed from the backbone conformations sampled over 40 simulated trajectories. Our estimated time constant is faster than, but not inconsistent with, previous experimental estimates from time-resolved infrared and optical rotatory dispersion spectroscopy.
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Affiliation(s)
- Francois Auvray
- School of Chemistry, University of Nottingham, University Park, Nottingham NG7 2RD, United Kingdom
| | - Jonathan D Hirst
- School of Chemistry, University of Nottingham, University Park, Nottingham NG7 2RD, United Kingdom
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6
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Morawiak M, Stolarska M, Cieślak M, Urbanczyk‐Lipkowska Z. Interactions of rationally designed small peptide dendrons functionalized with valine or sinapic acid with α‐helix and β‐sheet structures of poly‐
l
‐lysine and poly‐
l
‐glutamic acid. Pept Sci (Hoboken) 2020. [DOI: 10.1002/pep2.24155] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Affiliation(s)
- Maja Morawiak
- Institute of Organic Chemistry Polish Academy of Sciences Warsaw Poland
| | | | - Maciej Cieślak
- Institute of Organic Chemistry Polish Academy of Sciences Warsaw Poland
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