1
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Cavallini C, Olivi E, Tassinari R, Ventura C. Mechanotransduction, cellular biophotonic activity, and signaling patterns for tissue regeneration. J Biol Chem 2024; 300:107847. [PMID: 39357824 PMCID: PMC11539334 DOI: 10.1016/j.jbc.2024.107847] [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: 06/19/2024] [Revised: 08/23/2024] [Accepted: 09/20/2024] [Indexed: 10/04/2024] Open
Abstract
Signaling molecules exhibit mechanical oscillations, entailing precise vibrational directionalities. These steering signatures have profound functional implications and are intimately connected with the onset of molecular electric oscillations and biophoton emission. We discuss biophotonic activity as a form of endogenous photobiomodulation, orchestrating the mechano-sensing/-transduction in signaling players. We focus on exogenous photobiomodulation in the form of pulsed wave modulation of selected light wavelengths to direct endogenous biophotonic activity and molecular cellular dynamics. We highlight the relevance of this strategy to target and reprogram the developmental potential of tissue-resident stem cells in damaged tissues, affording precision regenerative medicine without the need for cell or tissue transplantation.
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Affiliation(s)
| | | | | | - Carlo Ventura
- ELDOR Lab, Bologna, Italy; Department of Medical and Surgical Sciences (DIMEC), University of Bologna, Bologna, Italy.
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2
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Li Y, Xu L, Ouyang J, Lei J, Hu J, Xing X, Chen P, Li J, Zhong C, Yang B, Li H. Harmonic and anharmonic studies on THz spectra of two vanillin polymorphs. SPECTROCHIMICA ACTA. PART A, MOLECULAR AND BIOMOLECULAR SPECTROSCOPY 2024; 309:123869. [PMID: 38198992 DOI: 10.1016/j.saa.2024.123869] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/30/2023] [Revised: 12/05/2023] [Accepted: 01/05/2024] [Indexed: 01/12/2024]
Abstract
Polymorphism commonly exists in organic molecular crystals. The fingerprint features in low-frequency vibrational range are important information reflecting different intermolecular interactions of polymorphs. Interpreting these features is very helpful to understand vibrational property of polymorphs and reveal the thermodynamic stability. In this work, the low-frequency vibrations of form I and II of vanillin are investigated using terahertz time-domain spectroscopy. Static DFT calculation and ab initio molecular dynamics (AIMD) are employed to interpret their low-frequency vibrations of both forms in harmonic and anharmonic ways, respectively. Their low-frequency vibration characteristics in harmonic calculations are discussed, and anharmonic mode couplings between OH bond stretch and the stretching and bending motion of hydrogen bonds are uncovered. Moreover, the thermodynamic energies including electronic potential energy and vibrational/kinetic energy arising from nuclear motions are calculated. The result reveals that the stability order of the two forms is mainly dependent on their electric potential energy difference.
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Affiliation(s)
- Yin Li
- School of Physics and Materials Science, Nanchang University, Xuefu Avenue 999, Nanchang City 330031, China.
| | - Li Xu
- School of Chemistry, Biology and Materials Science, East China University of Technology, Guanglan Avenue 418, Nanchang City 330013, China
| | - Jinbo Ouyang
- School of Chemistry, Biology and Materials Science, East China University of Technology, Guanglan Avenue 418, Nanchang City 330013, China.
| | - Jiangtao Lei
- Institute of Space Science and Technology, Nanchang University, Xuefu Avenue 999, Nanchang City 330031, China
| | - Jun Hu
- School of Mechatronics & Vehicle Engineering, East China Jiaotong University, Nanchang, Jiangxi 330013, China
| | - Xiaohong Xing
- School of Chemistry, Biology and Materials Science, East China University of Technology, Guanglan Avenue 418, Nanchang City 330013, China
| | - Peng Chen
- School of Chemistry, Biology and Materials Science, East China University of Technology, Guanglan Avenue 418, Nanchang City 330013, China
| | - Jiaqing Li
- School of Physics and Materials Science, Nanchang University, Xuefu Avenue 999, Nanchang City 330031, China
| | - Changqing Zhong
- School of Physics and Materials Science, Nanchang University, Xuefu Avenue 999, Nanchang City 330031, China
| | - Bo Yang
- School of Physics and Materials Science, Nanchang University, Xuefu Avenue 999, Nanchang City 330031, China
| | - Heng Li
- Fujian Provincial Key Laboratory of Semiconductors and Applications, Collaborative Innovation Center for Optoelectronic Semiconductors and Efficient Devices, Department of Physics, Xiamen University, Xiamen 361005, China; Jiujiang Research Institute, Xiamen University, Jiujiang 332000, China
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3
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Conti Nibali V, Sacchetti F, Paciaroni A, Petrillo C, Tarek M, D'Angelo G. Intra-protein interacting collective modes in the terahertz frequency region. J Chem Phys 2023; 159:161101. [PMID: 37870134 DOI: 10.1063/5.0142381] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2023] [Accepted: 09/25/2023] [Indexed: 10/24/2023] Open
Abstract
Understanding how proteins work requires a thorough understanding of their internal dynamics. Proteins support a wide range of motions, from the femtoseconds to seconds time scale, relevant to crucial biological functions. In this context, the term "protein collective dynamics" refers to the complex patterns of coordinated motions of numerous atoms throughout the protein in the sub-picosecond time scale (terahertz frequency region). It is hypothesized that these dynamics have a substantial impact on the regulation of functional dynamical mechanisms, including ligand binding and allosteric signalling, charge transport direction, and the regulation of thermodynamic and thermal transport properties. Using the theoretical framework of hydrodynamics, the collective dynamics of proteins had previously been described in a manner akin to that of simple liquids, i.e. in terms of a single acoustic-like excitation, related to intra-protein vibrational motions. Here, we employ an interacting-mode model to analyse the results from molecular dynamics simulations and we unveil that the vibrational landscape of proteins is populated by multiple acoustic-like and low-frequency optic-like modes, with mixed symmetry and interfering with each other. We propose an interpretation at the molecular level of the observed scenario that we relate to the side-chains and the hydrogen-bonded networks dynamics. The present insights provide a perspective for understanding the molecular mechanisms underlying the energy redistribution processes in the interior of proteins.
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Affiliation(s)
- Valeria Conti Nibali
- Department of Mathematical and Computational Sciences, Physical Science and Earth Science, Messina University, Viale Ferdinando Stagno D'Alcontres 31, 98166 Messina, Italy
| | - Francesco Sacchetti
- Department of Physics and Geology, Perugia University, Via Alessandro Pascoli, I-06123 Perugia, Italy
| | - Alessandro Paciaroni
- Department of Physics and Geology, Perugia University, Via Alessandro Pascoli, I-06123 Perugia, Italy
| | - Caterina Petrillo
- Department of Physics and Geology, Perugia University, Via Alessandro Pascoli, I-06123 Perugia, Italy
| | - Mounir Tarek
- Université de Lorraine, CNRS, LPCT, F-54000 Nancy, France
| | - Giovanna D'Angelo
- Department of Mathematical and Computational Sciences, Physical Science and Earth Science, Messina University, Viale Ferdinando Stagno D'Alcontres 31, 98166 Messina, Italy
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4
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Modi T, Campitelli P, Heyden M, Ozkan SB. Correlated Evolution of Low-Frequency Vibrations and Function in Enzymes. J Phys Chem B 2023; 127:616-622. [PMID: 36633931 DOI: 10.1021/acs.jpcb.2c05983] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/13/2023]
Abstract
Previous studies of the flexibility of ancestral proteins suggest that proteins evolve their function by altering their native state ensemble. Here, we propose a more direct method to analyze such changes during protein evolution by comparing thermally activated vibrations at frequencies below 6 THz, which report on the dynamics of collective protein modes. We analyzed the backbone vibrational density of states of ancestral and extant β-lactamases and thioredoxins and observed marked changes in the vibrational spectrum in response to evolution. Coupled with previously observed changes in protein flexibility, the observed shifts of vibrational mode densities suggest that protein dynamics and dynamical allostery are critical factors for the evolution of enzymes with specialized catalytic and biophysical properties.
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Affiliation(s)
- Tushar Modi
- Department of Physics, Arizona State University, Tempe, Arizona85287, United States
| | - Paul Campitelli
- Department of Physics, Arizona State University, Tempe, Arizona85287, United States
| | - Matthias Heyden
- School of Molecular Sciences, Arizona State University, Tempe, Arizona85287, United States
| | - S Banu Ozkan
- Department of Physics, Arizona State University, Tempe, Arizona85287, United States
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5
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Martinez-Gonzalez JA, Nandi PK, English NJ, Gowen A. Vibrational Analysis of Hydration-Layer Water around Ubiquitin, Unpeeled Layer by Layer: Molecular-Dynamics Perceptions. Int J Mol Sci 2022; 23:ijms232415949. [PMID: 36555590 PMCID: PMC9785973 DOI: 10.3390/ijms232415949] [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: 09/09/2022] [Revised: 11/30/2022] [Accepted: 12/13/2022] [Indexed: 12/23/2022] Open
Abstract
Classical molecular-dynamics simulations have been performed to examine the interplay between ubiquitin and its hydration-water sub-layers, chiefly from a vibrational-mode and IR viewpoint-where we analyse individual sub-layers characteristics. The vibrational Density of States (VDOS) revealed that the first solvation sub-shell indicates a confined character therein. For layers of increasing distance from the surface, the adoption of greater bulk-like spectral behaviour was evident, suggesting that vibrational harmonisation to bulk occurs within 6-7 Å of the surface.
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Affiliation(s)
- José Angel Martinez-Gonzalez
- School of Chemical & Bioprocess Engineering, University College Dublin, Belfield, D04 V1W8 Dublin, Ireland
- School of Biosystems Engineering, University College Dublin, Belfield, D04 N2E5 Dublin, Ireland
- ISIS Pulsed Neutron and Moun Source, Rutherford Appleton Laboratory, Harwell Science & Innovation Campus, Chilton, Didcot OX11 0QL, UK
- School of Pharmacy, Universidad San Pablo-CEU, CEU Universities, Urbanización Montepríncipe, 28660 Boadilla del Monte, Spain
- Correspondence: (J.A.M.-G.); (N.J.E.)
| | - Prithwish K. Nandi
- School of Chemical & Bioprocess Engineering, University College Dublin, Belfield, D04 V1W8 Dublin, Ireland
| | - Niall J. English
- School of Chemical & Bioprocess Engineering, University College Dublin, Belfield, D04 V1W8 Dublin, Ireland
- Correspondence: (J.A.M.-G.); (N.J.E.)
| | - Aoife Gowen
- School of Biosystems Engineering, University College Dublin, Belfield, D04 N2E5 Dublin, Ireland
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6
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Gerlits O, Fajer M, Cheng X, Blumenthal DK, Radić Z, Kovalevsky A. Structural and dynamic effects of paraoxon binding to human acetylcholinesterase by X-ray crystallography and inelastic neutron scattering. Structure 2022; 30:1538-1549.e3. [PMID: 36265484 PMCID: PMC9637784 DOI: 10.1016/j.str.2022.09.006] [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] [Scholar Register] [Received: 07/26/2022] [Revised: 09/07/2022] [Accepted: 09/25/2022] [Indexed: 11/06/2022]
Abstract
Organophosphorus (OP) compounds, including nerve agents and some pesticides, covalently bind to the catalytic serine of human acetylcholinesterase (hAChE), thereby inhibiting acetylcholine hydrolysis necessary for efficient neurotransmission. Oxime antidotes can reactivate the OP-conjugated hAChE, but reactivation efficiency can be low for pesticides, such as paraoxon (POX). Understanding structural and dynamic determinants of OP inhibition and reactivation can provide insights to design improved reactivators. Here, X-ray structures of hAChE with unaged POX, with POX and oximes MMB4 and RS170B, and with MMB4 are reported. A significant conformational distortion of the acyl loop was observed upon POX binding, being partially restored to the native conformation by oximes. Neutron vibrational spectroscopy combined with molecular dynamics simulations showed that picosecond vibrational dynamics of the acyl loop soften in the ∼20-50 cm-1 frequency range. The acyl loop structural perturbations may be correlated with its picosecond vibrational dynamics to yield more comprehensive template for structure-based reactivator design.
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Affiliation(s)
- Oksana Gerlits
- Department of Natural Sciences, Tennessee Wesleyan University, Athens, TN 37303, USA
| | - Mikolai Fajer
- Neutron Scattering Division, Oak Ridge National Laboratory, Oak Ridge, TN 37831, USA
| | - Xiaolin Cheng
- Division of Medicinal Chemistry & Pharmacognosy, College of Pharmacy, The Ohio State University, Columbus, OH 43210, USA
| | - Donald K Blumenthal
- Department of Pharmacology and Toxicology, University of Utah, Salt Lake City, UT 84112, USA
| | - Zoran Radić
- Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California San Diego, La Jolla, CA 92093-0657, USA.
| | - Andrey Kovalevsky
- Neutron Scattering Division, Oak Ridge National Laboratory, Oak Ridge, TN 37831, USA.
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7
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Kistenev YV, Das A, Mazumder N, Cherkasova OP, Knyazkova AI, Shkurinov AP, Tuchin VV, Lednev IK. Label-free laser spectroscopy for respiratory virus detection: A review. JOURNAL OF BIOPHOTONICS 2022; 15:e202200100. [PMID: 35866572 DOI: 10.1002/jbio.202200100] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/04/2022] [Revised: 06/20/2022] [Accepted: 07/05/2022] [Indexed: 06/15/2023]
Abstract
Infectious diseases are among the most severe threats to modern society. Current methods of virus infection detection based on genome tests need reagents and specialized laboratories. The desired characteristics of new virus detection methods are noninvasiveness, simplicity of implementation, real-time, low cost and label-free detection. There are two groups of methods for molecular biomarkers' detection and analysis: (i) a sample physical separation into individual molecular components and their identification, and (ii) sample content analysis by laser spectroscopy. Variations in the spectral data are typically minor. It requires the use of sophisticated analytical methods like machine learning. This review examines the current technological level of laser spectroscopy and machine learning methods in applications for virus infection detection.
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Affiliation(s)
- Yury V Kistenev
- Laboratory of Laser Molecular Imaging and Machine Learning, Tomsk State University, Tomsk, Russia
| | - Anubhab Das
- Department of Microbiology, Ramakrishna Mission Vivekananda Centenary College, Kolkata, India
| | - Nirmal Mazumder
- Department of Biophysics, Manipal School of Life Sciences, Manipal Academy of Higher Education, Manipal, India
| | - Olga P Cherkasova
- Laboratory of Laser Molecular Imaging and Machine Learning, Tomsk State University, Tomsk, Russia
- Institute of Laser Physics, Siberian Branch of the RAS, Novosibirsk, Russia
| | - Anastasia I Knyazkova
- Laboratory of Laser Molecular Imaging and Machine Learning, Tomsk State University, Tomsk, Russia
| | - Alexander P Shkurinov
- Laboratory of Laser Molecular Imaging and Machine Learning, Tomsk State University, Tomsk, Russia
- Institute on Laser and Information Technologies, Branch of the Federal Scientific Research Centre "Crystallography and Photonics" of RAS, Shatura, Russia
- Faculty of Physics, Lomonosov Moscow State University, Moscow, Russia
| | - Valery V Tuchin
- Laboratory of Laser Molecular Imaging and Machine Learning, Tomsk State University, Tomsk, Russia
- Science Medical Center, Saratov State University, Saratov, Russia
- Laboratory of Laser Diagnostics of Technical and Living Systems, Institute of Precision Mechanics and Control of the RAS, Saratov, Russia
| | - Igor K Lednev
- Laboratory of Laser Molecular Imaging and Machine Learning, Tomsk State University, Tomsk, Russia
- Department of Chemistry, University at Albany, SUNY, Albany, NY, USA
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8
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Tang C, Wang Y, Cheng J, Chang C, Hu J, Lü J. Probing terahertz dynamics of multidomain protein in cell-like confinement. SPECTROCHIMICA ACTA. PART A, MOLECULAR AND BIOMOLECULAR SPECTROSCOPY 2022; 275:121173. [PMID: 35334430 DOI: 10.1016/j.saa.2022.121173] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/06/2022] [Revised: 03/13/2022] [Accepted: 03/15/2022] [Indexed: 06/14/2023]
Abstract
The development of meaningful descriptions of multidomain proteins exhibiting complex inter-domain dynamics modes is a key challenge for understanding their roles in molecular recognition and signalling processes. Here we developed a generally applicable approach for probing the low frequency collective hydration dynamics of multidomain proteins that uses terahertz spectroscopy of a protein molecule confined in a phospholipid reverse micelles environment (named Droplet THz). With the combination of normal mode analysis, we demonstrated the binding of calcium ions modulates the local inter-domain motion of the human coagulant factor VIII protein in a concentration-dependent manner. These findings highlight the Droplet THz as a valuable tool for dissecting the ultrafast dynamics of domain motion in the multidomain proteins and suggest a modulating mechanism of calcium ions on the structural flexibility and function of human coagulant proteins.
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Affiliation(s)
- Chao Tang
- Shanghai Advanced Research Institute, Chinese Academy of Sciences, Shanghai 201203, China; Key Laboratory of Interfacial Physics and Technology, Shanghai Institute of Applied Physics, Chinese Academy of Sciences, Shanghai 201800, China
| | - Yadi Wang
- Shanghai Advanced Research Institute, Chinese Academy of Sciences, Shanghai 201203, China; Key Laboratory of Interfacial Physics and Technology, Shanghai Institute of Applied Physics, Chinese Academy of Sciences, Shanghai 201800, China; College of Pharmacy, Binzhou Medical University, Yantai 264003, China
| | - Jie Cheng
- Shanghai Advanced Research Institute, Chinese Academy of Sciences, Shanghai 201203, China; Key Laboratory of Interfacial Physics and Technology, Shanghai Institute of Applied Physics, Chinese Academy of Sciences, Shanghai 201800, China
| | - Chao Chang
- Advanced Interdisciplinary Technology Research Center, National Innovation Institute of Defense Technology, Beijing 100071, China.
| | - Jun Hu
- Shanghai Advanced Research Institute, Chinese Academy of Sciences, Shanghai 201203, China; Key Laboratory of Interfacial Physics and Technology, Shanghai Institute of Applied Physics, Chinese Academy of Sciences, Shanghai 201800, China
| | - Junhong Lü
- Shanghai Advanced Research Institute, Chinese Academy of Sciences, Shanghai 201203, China; Key Laboratory of Interfacial Physics and Technology, Shanghai Institute of Applied Physics, Chinese Academy of Sciences, Shanghai 201800, China; College of Pharmacy, Binzhou Medical University, Yantai 264003, China.
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9
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Rosi BP, D’Angelo A, Buratti E, Zanatta M, Tavagnacco L, Natali F, Zamponi M, Noferini D, Corezzi S, Zaccarelli E, Comez L, Sacchetti F, Paciaroni A, Petrillo C, Orecchini A. Impact of the Environment on the PNIPAM Dynamical Transition Probed by Elastic Neutron Scattering. Macromolecules 2022. [DOI: 10.1021/acs.macromol.2c00177] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- Benedetta P. Rosi
- Dipartimento di Fisica e Geologia, Università di Perugia, Via Alessandro Pascoli, 06123 Perugia, Italy
| | - Arianna D’Angelo
- Laboratoire de Physique des Solides, CNRS, Université Paris-Saclay, 510 Rue André Rivière, 91405 Orsay, France
- Institut Laue-Langevin, 71 Avenue des Martyrs, 38042 Grenoble, Cedex 9, France
| | - Elena Buratti
- Dipartimento di Fisica, CNR-ISC c/o Università di Roma La Sapienza, Piazzale Aldo Moro 5, 00185 Roma, Italy
| | - Marco Zanatta
- Dipartimento di Fisica, Università di Trento, via Sommarive 14, 38123 Trento, Italy
| | - Letizia Tavagnacco
- Dipartimento di Fisica, CNR-ISC c/o Università di Roma La Sapienza, Piazzale Aldo Moro 5, 00185 Roma, Italy
| | - Francesca Natali
- Institut Laue-Langevin, 71 Avenue des Martyrs, 38042 Grenoble, Cedex 9, France
- CNR-IOM, OGG, 71 Avenue des Martyrs, 38043 Grenoble, Cedex 9, France
| | - Michaela Zamponi
- Jülich Centre for Neutron Science at Heinz Maier-Leibnitz Zentrum, Forschungszentrum Jülich GmbH, Lichtenbergstrasse 1, 85747 Garching, Germany
| | - Daria Noferini
- Jülich Centre for Neutron Science at Heinz Maier-Leibnitz Zentrum, Forschungszentrum Jülich GmbH, Lichtenbergstrasse 1, 85747 Garching, Germany
- European Spallation Source ERIC, Box 176, 221 00 Lund, Sweden
| | - Silvia Corezzi
- Dipartimento di Fisica e Geologia, Università di Perugia, Via Alessandro Pascoli, 06123 Perugia, Italy
| | - Emanuela Zaccarelli
- Dipartimento di Fisica, CNR-ISC c/o Università di Roma La Sapienza, Piazzale Aldo Moro 5, 00185 Roma, Italy
| | - Lucia Comez
- Dipartimento di Fisica e Geologia, CNR-IOM c/o Università di Perugia, via Alessandro Pascoli, 06123 Perugia, Italy
| | - Francesco Sacchetti
- Dipartimento di Fisica e Geologia, Università di Perugia, Via Alessandro Pascoli, 06123 Perugia, Italy
| | - Alessandro Paciaroni
- Dipartimento di Fisica e Geologia, Università di Perugia, Via Alessandro Pascoli, 06123 Perugia, Italy
| | - Caterina Petrillo
- Dipartimento di Fisica e Geologia, Università di Perugia, Via Alessandro Pascoli, 06123 Perugia, Italy
| | - Andrea Orecchini
- Dipartimento di Fisica e Geologia, Università di Perugia, Via Alessandro Pascoli, 06123 Perugia, Italy
- Dipartimento di Fisica e Geologia, CNR-IOM c/o Università di Perugia, via Alessandro Pascoli, 06123 Perugia, Italy
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10
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Tassinari R, Cavallini C, Olivi E, Facchin F, Taglioli V, Zannini C, Marcuzzi M, Ventura C. Cell Responsiveness to Physical Energies: Paving the Way to Decipher a Morphogenetic Code. Int J Mol Sci 2022; 23:ijms23063157. [PMID: 35328576 PMCID: PMC8949133 DOI: 10.3390/ijms23063157] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/24/2022] [Revised: 03/10/2022] [Accepted: 03/11/2022] [Indexed: 02/04/2023] Open
Abstract
We discuss emerging views on the complexity of signals controlling the onset of biological shapes and functions, from the nanoarchitectonics arising from supramolecular interactions, to the cellular/multicellular tissue level, and up to the unfolding of complex anatomy. We highlight the fundamental role of physical forces in cellular decisions, stressing the intriguing similarities in early morphogenesis, tissue regeneration, and oncogenic drift. Compelling evidence is presented, showing that biological patterns are strongly embedded in the vibrational nature of the physical energies that permeate the entire universe. We describe biological dynamics as informational processes at which physics and chemistry converge, with nanomechanical motions, and electromagnetic waves, including light, forming an ensemble of vibrations, acting as a sort of control software for molecular patterning. Biomolecular recognition is approached within the establishment of coherent synchronizations among signaling players, whose physical nature can be equated to oscillators tending to the coherent synchronization of their vibrational modes. Cytoskeletal elements are now emerging as senders and receivers of physical signals, "shaping" biological identity from the cellular to the tissue/organ levels. We finally discuss the perspective of exploiting the diffusive features of physical energies to afford in situ stem/somatic cell reprogramming, and tissue regeneration, without stem cell transplantation.
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Affiliation(s)
- Riccardo Tassinari
- ELDOR LAB, National Laboratory of Molecular Biology and Stem Cell Engineering, National Institute of Biostructures and Biosystems, CNR, Via Gobetti 101, 40129 Bologna, Italy; (R.T.); (C.C.); (E.O.); (V.T.); (C.Z.)
| | - Claudia Cavallini
- ELDOR LAB, National Laboratory of Molecular Biology and Stem Cell Engineering, National Institute of Biostructures and Biosystems, CNR, Via Gobetti 101, 40129 Bologna, Italy; (R.T.); (C.C.); (E.O.); (V.T.); (C.Z.)
| | - Elena Olivi
- ELDOR LAB, National Laboratory of Molecular Biology and Stem Cell Engineering, National Institute of Biostructures and Biosystems, CNR, Via Gobetti 101, 40129 Bologna, Italy; (R.T.); (C.C.); (E.O.); (V.T.); (C.Z.)
| | - Federica Facchin
- Department of Experimental, Diagnostic and Specialty Medicine (DIMES), University of Bologna, Via Massarenti 9, 40138 Bologna, Italy;
| | - Valentina Taglioli
- ELDOR LAB, National Laboratory of Molecular Biology and Stem Cell Engineering, National Institute of Biostructures and Biosystems, CNR, Via Gobetti 101, 40129 Bologna, Italy; (R.T.); (C.C.); (E.O.); (V.T.); (C.Z.)
| | - Chiara Zannini
- ELDOR LAB, National Laboratory of Molecular Biology and Stem Cell Engineering, National Institute of Biostructures and Biosystems, CNR, Via Gobetti 101, 40129 Bologna, Italy; (R.T.); (C.C.); (E.O.); (V.T.); (C.Z.)
| | - Martina Marcuzzi
- INBB, Biostructures and Biosystems National Institute, Viale Medaglie d’Oro 305, 00136 Rome, Italy;
| | - Carlo Ventura
- ELDOR LAB, National Laboratory of Molecular Biology and Stem Cell Engineering, National Institute of Biostructures and Biosystems, CNR, Via Gobetti 101, 40129 Bologna, Italy; (R.T.); (C.C.); (E.O.); (V.T.); (C.Z.)
- Correspondence: ; Tel.: +39-347-920-6992
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11
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Kneller DW, Gerlits O, Daemen LL, Pavlova A, Gumbart JC, Cheng Y, Kovalevsky A. Joint neutron/molecular dynamics vibrational spectroscopy reveals softening of HIV-1 protease upon binding of a tight inhibitor. Phys Chem Chem Phys 2022; 24:3586-3597. [PMID: 35089990 PMCID: PMC8940534 DOI: 10.1039/d1cp05487b] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/20/2023]
Abstract
Biomacromolecules are inherently dynamic, and their dynamics are interwoven into function. The fast collective vibrational dynamics in proteins occurs in the low picosecond timescale corresponding to frequencies of ∼5-50 cm-1. This sub-to-low THz frequency regime covers the low-amplitude collective breathing motions of a whole protein and vibrations of the constituent secondary structure elements, such as α-helices, β-sheets and loops. We have used inelastic neutron scattering experiments in combination with molecular dynamics simulations to demonstrate the vibrational dynamics softening of HIV-1 protease, a target of HIV/AIDS antivirals, upon binding of a tight clinical inhibitor darunavir. Changes in the vibrational density of states of matching structural elements in the two monomers of the homodimeric protein are not identical, indicating asymmetric effects of darunavir on the vibrational dynamics. Three of the 11 major secondary structure elements contribute over 40% to the overall changes in the vibrational density of states upon darunavir binding. Molecular dynamics simulations informed by experiments allowed us to estimate that the altered vibrational dynamics of the protease would contribute -3.6 kcal mol-1 at 300 K, or 25%, to the free energy of darunavir binding. As HIV-1 protease drug resistance remains a concern, our results open a new avenue to help establish a direct quantitative link between protein vibrational dynamics and drug resistance.
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Affiliation(s)
- Daniel W. Kneller
- Neutron Scattering Division, Oak Ridge National Laboratory, Oak Ridge, TN 37831, U.S.A
| | - Oksana Gerlits
- Department of Natural Sciences, Tennessee Wesleyan University, Athens, TN 37303, U.S.A
| | - Luke L. Daemen
- Neutron Scattering Division, Oak Ridge National Laboratory, Oak Ridge, TN 37831, U.S.A
| | - Anna Pavlova
- School of Physics, Georgia Institute of Technology, Atlanta, GA 30332, U.S.A
| | - James C. Gumbart
- School of Physics, Georgia Institute of Technology, Atlanta, GA 30332, U.S.A
| | - Yongqiang Cheng
- Neutron Scattering Division, Oak Ridge National Laboratory, Oak Ridge, TN 37831, USA.
| | - Andrey Kovalevsky
- Neutron Scattering Division, Oak Ridge National Laboratory, Oak Ridge, TN 37831, USA.
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12
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George DK, Chen JY, He Y, Knab JR, Markelz AG. Functional-State Dependence of Picosecond Protein Dynamics. J Phys Chem B 2021; 125:11134-11140. [PMID: 34606257 DOI: 10.1021/acs.jpcb.1c05018] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
We examine temperature-dependent picosecond dynamics of two benchmarking proteins lysozyme and cytochrome c using temperature-dependent terahertz permittivity measurements. We find that a double Arrhenius temperature dependence with activation energies E1 ∼ 0.1 kJ/mol and E2 ∼ 10 kJ/mol fits the folded and ligand-free state response. The higher activation energy is consistent with the so-called protein dynamical transition associated with beta relaxations at the solvent-protein interface. The lower activation energy is consistent with correlated structural motions. When the structure is removed by denaturing, the lower-activation-energy process is no longer present. Additionally, the lower-activation-energy process is diminished with ligand binding but not for changes in the internal oxidation state. We suggest that the lower-energy activation process is associated with collective structural motions that are no longer accessible with denaturing or binding.
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Affiliation(s)
- D K George
- Department of Physics, University at Buffalo, SUNY, Buffalo, New York 14260, United States
| | - J Y Chen
- Department of Physics, University at Buffalo, SUNY, Buffalo, New York 14260, United States
| | - Yunfen He
- Department of Physics, University at Buffalo, SUNY, Buffalo, New York 14260, United States
| | - J R Knab
- Department of Physics, University at Buffalo, SUNY, Buffalo, New York 14260, United States
| | - A G Markelz
- Department of Physics, University at Buffalo, SUNY, Buffalo, New York 14260, United States
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13
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González-Jiménez M, Ramakrishnan G, Tukachev NV, Senn HM, Wynne K. Low-frequency vibrational modes in G-quadruplexes reveal the mechanical properties of nucleic acids. Phys Chem Chem Phys 2021; 23:13250-13260. [PMID: 34095914 PMCID: PMC8207511 DOI: 10.1039/d0cp05404f] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
Abstract
Low-frequency vibrations play an essential role in biomolecular processes involving DNA such as gene expression, charge transfer, drug intercalation, and DNA–protein recognition. However, understanding the vibrational basis of these mechanisms relies on theoretical models due to the lack of experimental evidence. Here we present the low-frequency vibrational spectra of G-quadruplexes (structures formed by four strands of DNA) and B-DNA characterized using femtosecond optical Kerr-effect spectroscopy. Contrary to expectation, we found that G-quadruplexes show several strongly underdamped delocalized phonon-like modes that have the potential to contribute to the biology of the DNA at the atomic level. In addition, G-quadruplexes present modes at a higher frequency than B-DNA demonstrating that changes in the stiffness of the molecule alter its gigahertz to terahertz vibrational profile. Low-frequency vibrations play an essential role in biomolecular processes involving DNA such as gene expression, charge transfer, drug intercalation, and DNA–protein recognition.![]()
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14
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Modal Analysis of the Lysozyme Protein Considering All-Atom and Coarse-Grained Finite Element Models. APPLIED SCIENCES-BASEL 2021. [DOI: 10.3390/app11020547] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/04/2023]
Abstract
Proteins are the fundamental entities of several organic activities. They are essential for a broad range of tasks in a way that their shapes and folding processes are crucial to achieving proper biological functions. Low-frequency modes, generally associated with collective movements at terahertz (THz) and sub-terahertz frequencies, have been appointed as critical for the conformational processes of many proteins. Dynamic simulations, such as molecular dynamics, are vastly applied by biochemical researchers in this field. However, in the last years, proposals that define the protein as a simplified elastic macrostructure have shown appealing results when dealing with this type of problem. In this context, modal analysis based on different modelization techniques, i.e., considering both an all-atom (AA) and coarse-grained (CG) representation, is proposed to analyze the hen egg-white lysozyme. This work presents new considerations and conclusions compared to previous analyses. Experimental values for the B-factor, considering all the heavy atoms or only one representative point per amino acid, are used to evaluate the validity of the numerical solutions. In general terms, this comparison allows the assessment of the regional flexibility of the protein. Besides, the low computational requirements make this approach a quick method to extract the protein’s dynamic properties under scrutiny.
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15
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Romo TD, Grossfield A, Markelz AG. Persistent Protein Motions in a Rugged Energy Landscape Revealed by Normal Mode Ensemble Analysis. J Chem Inf Model 2020; 60:6419-6426. [PMID: 33103888 DOI: 10.1021/acs.jcim.0c00879] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Proteins are allosteric machines that couple motions at distinct, often distant, sites to control biological function. Low-frequency structural vibrations are a mechanism of this long-distance connection and are often used computationally to predict correlations, but experimentally identifying the vibrations associated with specific motions has proved challenging. Spectroscopy is an ideal tool to explore these excitations, but measurements have been largely unable to identify important frequency bands. The result is at odds with some previous calculations and raises the question what methods could successfully characterize protein structural vibrations. Here we show the lack of spectral structure arises in part from the variations in protein structure as the protein samples the energy landscape. However, by averaging over the energy landscape as sampled using an aggregate 18.5 μs of all-atom molecular dynamics simulation of hen egg white lysozyme and normal-mode analyses, we find vibrations with large overlap with functional displacements are surprisingly concentrated in narrow frequency bands. These bands are not apparent in either the ensemble averaged vibrational density of states or isotropic absorption. However, in the case of the ensemble averaged anisotropic absorption, there is persistent spectral structure and overlap between this structure and the functional displacement frequency bands. We systematically lay out heuristics for calculating the spectra robustly, including the need for statistical sampling of the protein and inclusion of adequate water in the spectral calculation. The results show the congested spectrum of these complex molecules obscures important frequency bands associated with function and reveal a method to overcome this congestion by combining structurally sensitive spectroscopy with robust normal mode ensemble analysis.
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Affiliation(s)
- Tod D Romo
- Department of Biochemistry and Biophysics, University of Rochester Medical Center, Rochester, New York 14642, United States
| | - Alan Grossfield
- Department of Biochemistry and Biophysics, University of Rochester Medical Center, Rochester, New York 14642, United States
| | - Andrea G Markelz
- Department of Physics, University at Buffalo, SUNY, Buffalo, New York 14260, United States
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16
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Ferraro M, Moroni E, Ippoliti E, Rinaldi S, Sanchez-Martin C, Rasola A, Pavarino LF, Colombo G. Machine Learning of Allosteric Effects: The Analysis of Ligand-Induced Dynamics to Predict Functional Effects in TRAP1. J Phys Chem B 2020; 125:101-114. [PMID: 33369425 PMCID: PMC8016192 DOI: 10.1021/acs.jpcb.0c09742] [Citation(s) in RCA: 23] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
![]()
Allosteric
molecules provide a powerful means to modulate protein
function. However, the effect of such ligands on distal orthosteric
sites cannot be easily described by classical docking methods. Here,
we applied machine learning (ML) approaches to expose the links between
local dynamic patterns and different degrees of allosteric inhibition
of the ATPase function in the molecular chaperone TRAP1. We focused
on 11 novel allosteric modulators with similar affinities to the target
but with inhibitory efficacy between the 26.3 and 76%. Using a set
of experimentally related local descriptors, ML enabled us to connect
the molecular dynamics (MD) accessible to ligand-bound (perturbed)
and unbound (unperturbed) systems to the degree of ATPase allosteric
inhibition. The ML analysis of the comparative perturbed ensembles
revealed a redistribution of dynamic states in the inhibitor-bound
versus inhibitor-free systems following allosteric binding. Linear
regression models were built to quantify the percentage of experimental
variance explained by the predicted inhibitor-bound TRAP1 states.
Our strategy provides a comparative MD–ML framework to infer
allosteric ligand functionality. Alleviating the time scale issues
which prevent the routine use of MD, a combination of MD and ML represents
a promising strategy to support in silico mechanistic
studies and drug design.
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Affiliation(s)
- Mariarosaria Ferraro
- Istituto di Scienze e Tecnologie Chimiche "Giulio Natta"- SCITEC, Via Mario Bianco 9, 20131 Milano, Italy
| | - Elisabetta Moroni
- Istituto di Scienze e Tecnologie Chimiche "Giulio Natta"- SCITEC, Via Mario Bianco 9, 20131 Milano, Italy
| | - Emiliano Ippoliti
- Institute for Advanced Simulation (IAS-5) and Institute of Neuroscience and Medicine (INM-9), Computational Biomedicine, Forschungszentrum Jülich, 52425 Jülich, Germany.,JARA-HPC, Forschungszentrum Jülich, D-54245 Jülich, Germany
| | - Silvia Rinaldi
- Istituto di Scienze e Tecnologie Chimiche "Giulio Natta"- SCITEC, Via Mario Bianco 9, 20131 Milano, Italy
| | - Carlos Sanchez-Martin
- Dipartimento di Scienze Biomediche, Università di Padova, viale G. Colombo 3, 35131 Padova, Italy
| | - Andrea Rasola
- Dipartimento di Scienze Biomediche, Università di Padova, viale G. Colombo 3, 35131 Padova, Italy
| | - Luca F Pavarino
- Dipartimento di Matematica "F. Casorati", Università di Pavia, Via Ferrata 5, 27100 Pavia Italy
| | - Giorgio Colombo
- Istituto di Scienze e Tecnologie Chimiche "Giulio Natta"- SCITEC, Via Mario Bianco 9, 20131 Milano, Italy.,Dipartimento di Chimica, Università di Pavia, via Taramelli 12, 27100 Pavia, Italy
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17
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Cao C, Serita K, Kitagishi K, Murakami H, Zhang ZH, Tonouchi M. Terahertz Spectroscopy Tracks Proteolysis by a Joint Analysis of Absorptance and Debye Model. Biophys J 2020; 119:2469-2482. [PMID: 33189688 DOI: 10.1016/j.bpj.2020.11.003] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/01/2020] [Revised: 10/26/2020] [Accepted: 11/05/2020] [Indexed: 01/06/2023] Open
Abstract
Terahertz waves have attracted great attention in biomolecule research because of the fact that they cover the range of energy levels of weak interactions, skeleton vibrations, and dipole rotations during inter- and intramolecular interactions in biomacromolecules. In this study, we validated the feasibility of employing terahertz time-domain spectroscopy (THz-TDS) for the nondestructive and label-free monitoring of protein digestion. The acid protease, pepsin, was used at its optimal pH to hydrolyze bovine serum albumin. Correspondingly, the control group experiment was also conducted by adjusting the pH value to inactivate pepsin. The progress of these two experiments was tracked by a compact commercial THz-TDS for 1 h. On one hand, the reaction-time-dependent absorption coefficient was calculated, and a direct absorption coefficient analysis was completed. The results indicate that protein hydrolysis can be easily monitored over time by focusing on the variation tendency of the absorption coefficient from a macroscopic perspective. On the other hand, we explored the use of the Debye model to analyze the dielectric properties of the solution during protein hydrolysis. The results of the Debye analysis prove that it is possible to investigate in detail the microscopic dynamics of biomacromolecule solutions at the molecular level by THz-TDS. Our research examined the process of protein hydrolysis by a combination of absorption spectra and Debye analysis and demonstrated that terahertz spectroscopy is a powerful technology for the investigation of biomolecular reactions, with potential applications in variety of fields.
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Affiliation(s)
- Can Cao
- School of Automation and Electrical Engineering, University of Science and Technology Beijing, Beijing, China; Institute of Laser Engineering, Osaka University, Suita, Osaka, Japan
| | - Kazunori Serita
- Institute of Laser Engineering, Osaka University, Suita, Osaka, Japan
| | - Keiko Kitagishi
- Institute of Laser Engineering, Osaka University, Suita, Osaka, Japan
| | - Hironaru Murakami
- Institute of Laser Engineering, Osaka University, Suita, Osaka, Japan
| | - Zhao-Hui Zhang
- School of Automation and Electrical Engineering, University of Science and Technology Beijing, Beijing, China
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18
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Kadantsev VN, Goltsov A. Collective excitations in α-helical protein structures interacting with the water environment. Electromagn Biol Med 2020; 39:419-432. [PMID: 33023315 DOI: 10.1080/15368378.2020.1826961] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
Abstract
Low-frequency vibrational excitations of protein macromolecules in the terahertz frequency region are suggested to contribute to many biological processes such as enzymatic catalysis, intra-protein energy/charge transport, recognition, and allostery. To explain high effectiveness of these processes, two possible mechanisms of the long-lived excitation were proposed by H. Fröhlich and A.S. Davydov, which relate to either vibrational modes or solitary waves, respectively. In this paper, we developed a quantum dynamic model of vibrational excitation in α-helical proteins interacting with the aqueous environment. In the model, we distinguished three coupled subsystems, i.e., (i) a chain of hydrogen-bonded peptide groups (PGs), interacting with (ii) the subsystem of the side-chain residuals which in turn interact with (iii) the environment, surrounding water responsible for dissipation and fluctuation in the system. It was shown that the equation of motion for phonon variables of the PG chain can be transformed to nonlinear Schrodinger equation which admits bifurcation into the solution corresponding to the weak-damped vibrational modes (Fröhlich-type regime) and Davydov solitons. A bifurcation parameter is derived through the strength of phonon-phonon interaction between the side-chains and hydration-shell water molecules. As shown, the energy of these excited states is pumped through the interaction of the side-chains with fluctuating water environment of the proteins. The suggested mechanism of the collective vibrational mode excitation is discussed in connection with the recent experiments on the long-lived collective protein excitations in the terahertz frequency region and vibrational energy transport pathways in proteins.
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Affiliation(s)
| | - Alexey Goltsov
- Russian Technological University (MIREA) , Moscow, Russia
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19
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Martínez-González JA, Nandi PK, English NJ, Gowen AA. Infrared spectra and density of states at the interface between water and protein: Insights from classical molecular dynamics. Chem Phys Lett 2020. [DOI: 10.1016/j.cplett.2020.137867] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
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20
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Hutereau M, Banks PA, Slater B, Zeitler JA, Bond AD, Ruggiero MT. Resolving Anharmonic Lattice Dynamics in Molecular Crystals with X-Ray Diffraction and Terahertz Spectroscopy. PHYSICAL REVIEW LETTERS 2020; 125:103001. [PMID: 32955315 DOI: 10.1103/physrevlett.125.103001] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/04/2019] [Revised: 02/06/2020] [Accepted: 07/31/2020] [Indexed: 06/11/2023]
Abstract
Molecular crystals are increasingly being used for advanced applications, ranging from pharmaceutics to organic electronics, with their utility dictated by a combination of their three-dimensional structures and molecular dynamics-with anharmonicity in the low-frequency vibrations crucial to numerous bulk phenomena. Through the use of temperature-dependent x-ray diffraction and terahertz time-domain spectroscopy, the structures and dynamics of a pair of isomeric molecular crystals exhibiting nearly free rotation of a CF_{3} functional group at ambient conditions are fully characterized. Using a recently developed solid-state anharmonic vibrational correction, and applying it to a molecular crystal for the first time, the temperature-dependent spatial displacements of atoms along particular terahertz modes are obtained, and are found to be in excellent agreement with the experimental observations, including the assignment of a previously unexplained absorption feature in the low-frequency spectrum of one of the solids.
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Affiliation(s)
- Martin Hutereau
- Department of Chemistry, University College London, 20 Gordon Street, London WC1H 0AJ, United Kingdom
- Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge CB2 1EW, United Kingdom
- Department of Chemical Engineering and Biotechnology, University of Cambridge, Philippa Fawcett Drive, Cambridge CB3 0AS, United Kingdom
| | - Peter A Banks
- Department of Chemistry, University of Vermont, 82 University Place, Burlington, Vermont 05405, USA
| | - Ben Slater
- Department of Chemistry, University College London, 20 Gordon Street, London WC1H 0AJ, United Kingdom
| | - J Axel Zeitler
- Department of Chemical Engineering and Biotechnology, University of Cambridge, Philippa Fawcett Drive, Cambridge CB3 0AS, United Kingdom
| | - Andrew D Bond
- Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge CB2 1EW, United Kingdom
| | - Michael T Ruggiero
- Department of Chemical Engineering and Biotechnology, University of Cambridge, Philippa Fawcett Drive, Cambridge CB3 0AS, United Kingdom
- Department of Chemistry, University of Vermont, 82 University Place, Burlington, Vermont 05405, USA
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21
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Dajnowicz S, Cheng Y, Daemen LL, Weiss KL, Gerlits O, Mueser TC, Kovalevsky A. Substrate Binding Stiffens Aspartate Aminotransferase by Altering the Enzyme Picosecond Vibrational Dynamics. ACS OMEGA 2020; 5:18787-18797. [PMID: 32775880 PMCID: PMC7408236 DOI: 10.1021/acsomega.0c01900] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 04/24/2020] [Accepted: 07/14/2020] [Indexed: 06/11/2023]
Abstract
Protein dynamics on various time scales from femtoseconds to milliseconds impacts biological function by driving proteins to conformations conducive to ligand binding and creating functional states in enzyme catalysis. Neutron vibrational spectroscopy carried out by measuring inelastic neutron scattering from protein molecules in combination with molecular simulations has the unique ability of detecting and visualizing changes in the picosecond protein vibrational dynamics due to ligand binding. Here we present neutron vibrational spectra of a homodimeric pyridoxal 5'-phosphate-dependent enzyme, aspartate aminotransferase, obtained from the open internal aldimine and closed external aldimine conformational states. We observe that in the external aldimine state the protein structure stiffens relative to the internal aldimine state, indicating rigidified vibrational dynamics on the picosecond time scale in the low-frequency regime of 5-50 cm-1. Our molecular dynamics simulations indicate substantial changes in the picosecond dynamics of the enzyme secondary structure elements upon substrate binding, with the largest contributions from just two helices and the β-sheet.
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Affiliation(s)
- Steven Dajnowicz
- Neutron
Scattering Division, Oak Ridge National
Laboratory, Oak Ridge, Tennessee 37830, United States
- Department
of Chemistry and Biochemistry, University
of Toledo, Toledo, Ohio 43606, United States
| | - Yongqiang Cheng
- Neutron
Scattering Division, Oak Ridge National
Laboratory, Oak Ridge, Tennessee 37830, United States
| | - Luke L. Daemen
- Neutron
Scattering Division, Oak Ridge National
Laboratory, Oak Ridge, Tennessee 37830, United States
| | - Kevin L. Weiss
- Neutron
Scattering Division, Oak Ridge National
Laboratory, Oak Ridge, Tennessee 37830, United States
| | - Oksana Gerlits
- Department
of Natural Sciences, Tennessee Wesleyan
University, Athens, Tennessee 37303, United States
| | - Timothy C. Mueser
- Department
of Chemistry and Biochemistry, University
of Toledo, Toledo, Ohio 43606, United States
| | - Andrey Kovalevsky
- Neutron
Scattering Division, Oak Ridge National
Laboratory, Oak Ridge, Tennessee 37830, United States
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22
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Babbitt GA, Fokoue EP, Evans JR, Diller KI, Adams LE. DROIDS 3.0-Detecting Genetic and Drug Class Variant Impact on Conserved Protein Binding Dynamics. Biophys J 2019; 118:541-551. [PMID: 31928763 PMCID: PMC7002913 DOI: 10.1016/j.bpj.2019.12.008] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2019] [Revised: 12/09/2019] [Accepted: 12/10/2019] [Indexed: 01/07/2023] Open
Abstract
The application of statistical methods to comparatively framed questions about the molecular dynamics (MD) of proteins can potentially enable investigations of biomolecular function beyond the current sequence and structural methods in bioinformatics. However, the chaotic behavior in single MD trajectories requires statistical inference that is derived from large ensembles of simulations representing the comparative functional states of a protein under investigation. Meaningful interpretation of such complex forms of big data poses serious challenges to users of MD. Here, we announce Detecting Relative Outlier Impacts from Molecular Dynamic Simulation (DROIDS) 3.0, a method and software package for comparative protein dynamics that includes maxDemon 1.0, a multimethod machine learning application that trains on large ensemble comparisons of concerted protein motions in opposing functional states generated by DROIDS and deploys learned classifications of these states onto newly generated MD simulations. Local canonical correlations in learning patterns generated from independent, yet identically prepared, MD validation runs are used to identify regions of functionally conserved protein dynamics. The subsequent impacts of genetic and/or drug class variants on conserved dynamics can also be analyzed by deploying the classifiers on variant MD simulations and quantifying how often these altered protein systems display opposing functional states. Here, we present several case studies of complex changes in functional protein dynamics caused by temperature, genetic mutation, and binding interactions with nucleic acids and small molecules. We demonstrate that our machine learning algorithm can properly identify regions of functionally conserved dynamics in ubiquitin and TATA-binding protein (TBP). We quantify the impact of genetic variation in TBP and drug class variation targeting the ATP-binding region of Hsp90 on conserved dynamics. We identify regions of conserved dynamics in Hsp90 that connect the ATP binding pocket to other functional regions. We also demonstrate that dynamic impacts of various Hsp90 inhibitors rank accordingly with how closely they mimic natural ATP binding.
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Affiliation(s)
- Gregory A Babbitt
- Thomas H. Gosnell School of Life Sciences, Rochester Institute of Technology, Rochester, New York.
| | - Ernest P Fokoue
- School of Mathematical Sciences, Rochester Institute of Technology, Rochester, New York
| | - Joshua R Evans
- Thomas H. Gosnell School of Life Sciences, Rochester Institute of Technology, Rochester, New York
| | - Kyle I Diller
- Thomas H. Gosnell School of Life Sciences, Rochester Institute of Technology, Rochester, New York; Golisano College for Computing and Information Science, Rochester, New York
| | - Lily E Adams
- Thomas H. Gosnell School of Life Sciences, Rochester Institute of Technology, Rochester, New York
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23
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Gagnér VA, Lundholm I, Garcia-Bonete MJ, Rodilla H, Friedman R, Zhaunerchyk V, Bourenkov G, Schneider T, Stake J, Katona G. Clustering of atomic displacement parameters in bovine trypsin reveals a distributed lattice of atoms with shared chemical properties. Sci Rep 2019; 9:19281. [PMID: 31848402 PMCID: PMC6917748 DOI: 10.1038/s41598-019-55777-5] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2019] [Accepted: 11/06/2019] [Indexed: 12/14/2022] Open
Abstract
Low-frequency vibrations are crucial for protein structure and function, but only a few experimental techniques can shine light on them. The main challenge when addressing protein dynamics in the terahertz domain is the ubiquitous water that exhibit strong absorption. In this paper, we observe the protein atoms directly using X-ray crystallography in bovine trypsin at 100 K while irradiating the crystals with 0.5 THz radiation alternating on and off states. We observed that the anisotropy of atomic displacements increased upon terahertz irradiation. Atomic displacement similarities developed between chemically related atoms and between atoms of the catalytic machinery. This pattern likely arises from delocalized polar vibrational modes rather than delocalized elastic deformations or rigid-body displacements. The displacement correlation between these atoms were detected by a hierarchical clustering method, which can assist the analysis of other ultra-high resolution crystal structures. These experimental and analytical tools provide a detailed description of protein dynamics to complement the structural information from static diffraction experiments.
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Affiliation(s)
- Viktor Ahlberg Gagnér
- Department of Chemistry and Molecular Biology, University of Gothenburg, Gothenburg, Sweden
| | - Ida Lundholm
- Department of Chemistry and Molecular Biology, University of Gothenburg, Gothenburg, Sweden
| | | | - Helena Rodilla
- Department of Microtechnology and Nanoscience, Chalmers University of Technology, Gothenburg, Sweden
| | - Ran Friedman
- Department of Chemistry and Biomedical Sciences, Linnaeus University, Kalmar, Sweden
| | | | - Gleb Bourenkov
- European Molecular Biology Laboratory Hamburg Outstation, EMBL c/o DESY, Notkestrasse 85, 22603, Hamburg, Germany
| | - Thomas Schneider
- European Molecular Biology Laboratory Hamburg Outstation, EMBL c/o DESY, Notkestrasse 85, 22603, Hamburg, Germany
| | - Jan Stake
- Department of Microtechnology and Nanoscience, Chalmers University of Technology, Gothenburg, Sweden
| | - Gergely Katona
- Department of Chemistry and Molecular Biology, University of Gothenburg, Gothenburg, Sweden.
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24
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Niessen K, Deng Y, Markelz AG. Near-field THz micropolarimetry. OPTICS EXPRESS 2019; 27:28036-28047. [PMID: 31684561 PMCID: PMC6825620 DOI: 10.1364/oe.27.028036] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/14/2019] [Revised: 08/09/2019] [Accepted: 08/11/2019] [Indexed: 05/30/2023]
Abstract
We introduce a method for rapid determination of anisotropic terahertz absorption with sub micron resolution and high spectral integrity in the terahertz range. The method is ideal for microscopic and environmentally sensitive materials such as 2-D materials and protein crystals where the anisotropic absorption is critical to understanding underlying physics. We introduce the idea of using an iso-response relationship between the THz polarization and electro optic probe polarization to enable stationary sample polarization measurements covering a full 2π polarization dependence measurement.
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25
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LaFave T, George DK, Markelz AG, McNee I, Kozlov V, Schunemann P. Stationary Sample Anisotropic THz Spectroscopy using Discretely Tunable THz Sources. INTERNATIONAL CONFERENCE ON INFRARED, MILLIMETER, AND TERAHERTZ WAVES : [PROCEEDINGS]. INTERNATIONAL CONFERENCE ON INFRARED, MILLIMETER, AND TERAHERTZ WAVES 2019; 2019:19149396. [PMID: 33868780 PMCID: PMC8049627 DOI: 10.1109/irmmw-thz.2019.8874234] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/12/2023]
Abstract
We demonstrate anisotropic THz spectroscopy of sucrose using newly developed compact discretely tunable THz sources for turn-key spectroscopic systems.
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Affiliation(s)
- T LaFave
- Department of Physics, University at Buffalo, Buffalo NY USA
| | - D K George
- Department of Physics, University at Buffalo, Buffalo NY USA
| | - A G Markelz
- Department of Physics, University at Buffalo, Buffalo NY USA
| | - Ian McNee
- Microtech Instruments, 858 W. Park St. Eugene, OR 97405
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26
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Damari R, Weinberg O, Krotkov D, Demina N, Akulov K, Golombek A, Schwartz T, Fleischer S. Strong coupling of collective intermolecular vibrations in organic materials at terahertz frequencies. Nat Commun 2019; 10:3248. [PMID: 31324768 PMCID: PMC6642260 DOI: 10.1038/s41467-019-11130-y] [Citation(s) in RCA: 47] [Impact Index Per Article: 9.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/07/2019] [Accepted: 06/18/2019] [Indexed: 02/06/2023] Open
Abstract
Several years ago, strong coupling between electronic molecular transitions and photonic structures was shown to modify the electronic landscape of the molecules and affect their chemical behavior. Since then, this concept has evolved into a new field known as polaritonic chemistry. An important ingredient in the progress of this field was the demonstration of strong coupling with intra-molecular vibrations, which enabled the modification of processes occurring at the electronic ground-state. Here we demonstrate strong coupling with collective, inter-molecular vibrations occurring in organic materials in the low-terahertz region (\documentclass[12pt]{minimal}
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\begin{document}$$\lesssim$$\end{document}≲1012 Hz). Using a cavity filled with α-lactose molecules, we measure the temporal evolution and observe coherent Rabi oscillations, corresponding to a splitting of 68 GHz. These results take strong coupling into a new class of materials and processes, including skeletal polymer motions, protein dynamics, metal organic frameworks and other materials, in which collective, spatially extended degrees of freedom participate in the dynamics. Here, the authors demonstrate strong coupling between collective, terahertz inter-molecular vibrations of organic materials and a Fabry-Pérot cavity. These results extend the applicability of polaritonic chemistry to large-scale organic systems, such as biological macromolecules and polymer chains.
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Affiliation(s)
- Ran Damari
- School of Chemistry, Raymond and Beverly Sackler Faculty of Exact Sciences and Tel Aviv University Center for Light-Matter Interaction, Tel Aviv University, Tel Aviv, 6997801, Israel
| | - Omri Weinberg
- School of Chemistry, Raymond and Beverly Sackler Faculty of Exact Sciences and Tel Aviv University Center for Light-Matter Interaction, Tel Aviv University, Tel Aviv, 6997801, Israel
| | - Daniel Krotkov
- School of Chemistry, Raymond and Beverly Sackler Faculty of Exact Sciences and Tel Aviv University Center for Light-Matter Interaction, Tel Aviv University, Tel Aviv, 6997801, Israel
| | - Natalia Demina
- School of Chemistry, Raymond and Beverly Sackler Faculty of Exact Sciences and Tel Aviv University Center for Light-Matter Interaction, Tel Aviv University, Tel Aviv, 6997801, Israel
| | - Katherine Akulov
- School of Chemistry, Raymond and Beverly Sackler Faculty of Exact Sciences and Tel Aviv University Center for Light-Matter Interaction, Tel Aviv University, Tel Aviv, 6997801, Israel
| | - Adina Golombek
- School of Chemistry, Raymond and Beverly Sackler Faculty of Exact Sciences and Tel Aviv University Center for Light-Matter Interaction, Tel Aviv University, Tel Aviv, 6997801, Israel
| | - Tal Schwartz
- School of Chemistry, Raymond and Beverly Sackler Faculty of Exact Sciences and Tel Aviv University Center for Light-Matter Interaction, Tel Aviv University, Tel Aviv, 6997801, Israel.
| | - Sharly Fleischer
- School of Chemistry, Raymond and Beverly Sackler Faculty of Exact Sciences and Tel Aviv University Center for Light-Matter Interaction, Tel Aviv University, Tel Aviv, 6997801, Israel.
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27
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George DK, LaFAve TJ, Markelz AG, McNee I, Schunemann P. Tunable compact narrow band THz sources for frequency domain THz anisotropic spectroscopy. PROCEEDINGS OF SPIE--THE INTERNATIONAL SOCIETY FOR OPTICAL ENGINEERING 2019; 10983:1098311. [PMID: 31879438 PMCID: PMC6931378 DOI: 10.1117/12.2519878] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/10/2023]
Abstract
We demonstrate frequency domain THz anisotropy signature detection for protein crystal models using newly developed compact tunable narrow band THz sources based on Orientation Patterned Gallium Phosphide for turn-key spectroscopic systems.
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Affiliation(s)
- D K George
- Department of Physics, University at Buffalo, Buffalo NY USA
| | - T J LaFAve
- Department of Physics, University at Buffalo, Buffalo NY USA
| | - A G Markelz
- Department of Physics, University at Buffalo, Buffalo NY USA
| | - Ian McNee
- Patrick Tekavec and Vladimir Kozlov, Microtech Instruments, 858 W. Park St. Eugene, OR 97405
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28
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Niessen KA, Xu M, George DK, Chen MC, Ferré-D'Amaré AR, Snell EH, Cody V, Pace J, Schmidt M, Markelz AG. Protein and RNA dynamical fingerprinting. Nat Commun 2019; 10:1026. [PMID: 30833555 PMCID: PMC6399446 DOI: 10.1038/s41467-019-08926-3] [Citation(s) in RCA: 48] [Impact Index Per Article: 9.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/23/2018] [Accepted: 02/04/2019] [Indexed: 01/30/2023] Open
Abstract
Protein structural vibrations impact biology by steering the structure to functional intermediate states; enhancing tunneling events; and optimizing energy transfer. Strong water absorption and a broad continuous vibrational density of states have prevented optical identification of these vibrations. Recently spectroscopic signatures that change with functional state were measured using anisotropic terahertz microscopy. The technique however has complex sample positioning requirements and long measurement times, limiting access for the biomolecular community. Here we demonstrate that a simplified system increases spectroscopic structure to dynamically fingerprint biomacromolecules with a factor of 6 reduction in data acquisition time. Using this technique, polarization varying anisotropy terahertz microscopy, we show sensitivity to inhibitor binding and unique vibrational spectra for several proteins and an RNA G-quadruplex. The technique’s sensitivity to anisotropic absorbance and birefringence provides rapid assessment of macromolecular dynamics that impact biology. The characterization of biomacromolecule structural vibrations has been impeded by a broad continuous vibrational density of states obscuring molecule specific vibrations. A terahertz microscopy system using polarization control produces signatures to dynamically fingerprint proteins and a RNA G-quadruplex.
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Affiliation(s)
| | - Mengyang Xu
- Department of Physics, University at Buffalo, SUNY, Buffalo, NY, USA
| | - Deepu K George
- Department of Physics, University at Buffalo, SUNY, Buffalo, NY, USA
| | - Michael C Chen
- National Heart, Lung and Blood Institute, Bethesda, MD, USA
| | | | - Edward H Snell
- Hauptman-Woodward Medical Research Institute & Department of Structural Biology, University at Buffalo, SUNY, Buffalo, NY, USA
| | - Vivian Cody
- Hauptman-Woodward Medical Research Institute & Department of Structural Biology, University at Buffalo, SUNY, Buffalo, NY, USA
| | - James Pace
- Hauptman-Woodward Medical Research Institute & Department of Structural Biology, University at Buffalo, SUNY, Buffalo, NY, USA
| | - Marius Schmidt
- Department of Physics, University of Wisconsin, Milwaukee, WI, USA
| | - Andrea G Markelz
- Department of Physics, University at Buffalo, SUNY, Buffalo, NY, USA. .,Hauptman-Woodward Medical Research Institute & Department of Structural Biology, University at Buffalo, SUNY, Buffalo, NY, USA.
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29
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Cerutti DS, Case DA. Molecular Dynamics Simulations of Macromolecular Crystals. WILEY INTERDISCIPLINARY REVIEWS-COMPUTATIONAL MOLECULAR SCIENCE 2018; 9. [PMID: 31662799 DOI: 10.1002/wcms.1402] [Citation(s) in RCA: 20] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/13/2023]
Abstract
The structures of biological macromolecules would not be known to their present extent without X-ray crystallography. Most simulations of globular proteins in solution begin by surrounding the crystal structure of the monomer in a bath of water molecules, but the standard simulation employing periodic boundary conditions is already close to a crystal lattice environment. With simple protocols, the same software and molecular models can perform simulations of the crystal lattice, including all asymmetric units and solvent to fill the box. Throughout the history of molecular dynamics, studies of crystal lattices have served to investigate the quality of the underlying force fields, correlate the simulated ensembles to experimental structure factors, and extrapolate the behavior in lattices to behavior in solution. Powerful new computers are enabling molecular simulations with greater realism and statistical convergence. Meanwhile, the advent of exciting new methods in crystallography, including femtosecond free-electron lasers and image reconstruction for time-resolved crystallography on slurries of small crystals, is expanding the range of structures accessible to X-ray diffraction. We review past fusions of simulations and crystallography, then look ahead to the ways that simulations of crystal structures will enhance structural biology in the future.
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Affiliation(s)
- David S Cerutti
- Department of Chemistry and Chemical Biology, Rutgers University, 174 Frelinghuysen Road, Piscataway, NJ 08854-8066
| | - David A Case
- Department of Chemistry and Chemical Biology, Rutgers University, 174 Frelinghuysen Road, Piscataway, NJ 08854-8066
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30
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George DK, Markelz AG, Mcnee I, Tekavec P, Kozlov V, Schunemann P. THz Anisotropy Identification using Tunable Compact Narrow Band THz Sources. INTERNATIONAL CONFERENCE ON INFRARED, MILLIMETER, AND TERAHERTZ WAVES : [PROCEEDINGS]. INTERNATIONAL CONFERENCE ON INFRARED, MILLIMETER, AND TERAHERTZ WAVES 2018; 2018:18241904. [PMID: 33868779 PMCID: PMC8049626 DOI: 10.1109/irmmw-thz.2018.8510291] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/12/2023]
Abstract
We demonstrate THz anisotropy signature determination of a protein crystal model using newly developed compact tunable narrow band THz sources for turn-key spectroscopic systems for the bio molecular community.
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Affiliation(s)
- D K George
- Department of Physics, University at Buffalo, Buffalo NY USA
| | - A G Markelz
- Department of Physics, University at Buffalo, Buffalo NY USA
| | - Ian Mcnee
- Microtech Instruments, 858 W. Park St. Eugene, OR 97405
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31
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Conti Nibali V, Morra G, Havenith M, Colombo G. Role of Terahertz (THz) Fluctuations in the Allosteric Properties of the PDZ Domains. J Phys Chem B 2017; 121:10200-10208. [PMID: 28991478 PMCID: PMC6421520 DOI: 10.1021/acs.jpcb.7b06590] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
![]()
With
the aim of investigating the relationship between the fast
fluctuations of proteins and their allosteric behavior, we perform
molecular dynamics simulations of two model PDZ domains with differential
allosteric responses. We focus on protein dynamics in the THz regime
(0.1–3 THz) as opposed to lower frequencies. By characterizing
the dynamic modulation of the protein backbone induced by ligand binding
in terms of single residue and pairwise distance fluctuations, we
identify a response nucleus modulated by the ligand that is visible
only at THz frequencies. The residues of this nucleus undergo a significant
stiffening and an increase in mutual coordination upon binding. Additionally,
we find that the dynamic modulation is significantly more intense
for the side chains, where it is also redistributed to distal regions
not immediately in contact with the ligand allowing us to better define
the response nucleus at THz frequencies. The overlap between the known
allosterically responding residues of the investigated PDZ domains
and the modulated region highlighted here suggests that fast THz dynamics
could play a role in allosteric mechanisms.
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Affiliation(s)
| | - Giulia Morra
- Istituto di Chimica del Riconoscimento Molecolare, CNR , Via Mario Bianco 9, 20131 Milano, Italy.,Department of Physiology and Biophysics, Weill Cornell Medical College , New York, New York 10065, United States
| | - Martina Havenith
- Lehrstuhl für Physikalische Chemie II, Ruhr Universität , 44801 Bochum, Germany
| | - Giorgio Colombo
- Istituto di Chimica del Riconoscimento Molecolare, CNR , Via Mario Bianco 9, 20131 Milano, Italy.,Dipartimento di Chimica, Università di Pavia , V.le Taramelli 10, 27100 Pavia, Italy
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32
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Aponte-Santamaría C, Brunken J, Gräter F. Stress Propagation through Biological Lipid Bilayers in Silico. J Am Chem Soc 2017; 139:13588-13591. [PMID: 28853287 DOI: 10.1021/jacs.7b04724] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
Membrane tension plays various critical roles in the cell. We here asked how fast and how far localized pulses of mechanical stress dynamically propagate through biological lipid bilayers. In both coarse-grained and all-atom molecular dynamics simulations of a dipalmitoylphosphatidylcholine lipid bilayer, we observed nanometer-wide stress pulses, propagating very efficiently longitudinally at a velocity of approximately 1.4 ± 0.5 nm/ps (km/s), in close agreement with the expected speed of sound from experiments. Remarkably, the predicted characteristic attenuation time of the pulses was in the order of tens of picoseconds, implying longitudinal stress propagation over length scales up to several tens of nanometers before damping. Furthermore, the computed dispersion relation leading to such damping was consistent with proposed continuum viscoelastic models of propagation. We suggest this mode of stress propagation as a potential ultrafast mechanism of signaling that may quickly couple mechanosensitive elements in crowded biological membranes.
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Affiliation(s)
- Camilo Aponte-Santamaría
- Molecular Biomechanics Group, Heidelberg Institute for Theoretical Studies , 69118 Heidelberg, Germany.,Interdisciplinary Center for Scientific Computing, Heidelberg University , 69120 Heidelberg, Germany.,Max Planck Tandem Group in Computational Biophysics, University of Los Andes , 111711 Bogotá, Colombia
| | - Jan Brunken
- Faculty of Biosciences, Heidelberg University , 69120 Heidelberg, Germany
| | - Frauke Gräter
- Molecular Biomechanics Group, Heidelberg Institute for Theoretical Studies , 69118 Heidelberg, Germany.,Interdisciplinary Center for Scientific Computing, Heidelberg University , 69120 Heidelberg, Germany
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33
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Smith JC. Pickin’ Up Good Vibrations. Biophys J 2017; 112:829-830. [DOI: 10.1016/j.bpj.2017.01.008] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2016] [Revised: 01/09/2017] [Accepted: 01/11/2017] [Indexed: 11/27/2022] Open
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