1
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Perets EA, Konstantinovsky D, Santiago T, Videla PE, Tremblay M, Velarde L, Batista VS, Hammes-Schiffer S, Yan ECY. Beyond the "spine of hydration": Chiral SFG spectroscopy detects DNA first hydration shell and base pair structures. J Chem Phys 2024; 161:095104. [PMID: 39230381 PMCID: PMC11377083 DOI: 10.1063/5.0220479] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2024] [Accepted: 08/06/2024] [Indexed: 09/05/2024] Open
Abstract
Experimental methods capable of selectively probing water at the DNA minor groove, major groove, and phosphate backbone are crucial for understanding how hydration influences DNA structure and function. Chiral-selective sum frequency generation spectroscopy (chiral SFG) is unique among vibrational spectroscopies because it can selectively probe water molecules that form chiral hydration structures around biomolecules. However, interpreting chiral SFG spectra is challenging since both water and the biomolecule can produce chiral SFG signals. Here, we combine experiment and computation to establish a theoretical framework for the rigorous interpretation of chiral SFG spectra of DNA. We demonstrate that chiral SFG detects the N-H stretch of DNA base pairs and the O-H stretch of water, exclusively probing water molecules in the DNA first hydration shell. Our analysis reveals that DNA transfers chirality to water molecules only within the first hydration shell, so they can be probed by chiral SFG spectroscopy. Beyond the first hydration shell, the electric field-induced water structure is symmetric and, therefore, precludes chiral SFG response. Furthermore, we find that chiral SFG can differentiate chiral subpopulations of first hydration shell water molecules at the minor groove, major groove, and phosphate backbone. Our findings challenge the scientific perspective dominant for more than 40 years that the minor groove "spine of hydration" is the only chiral water structure surrounding the DNA double helix. By identifying the molecular origins of the DNA chiral SFG spectrum, we lay a robust experimental and theoretical foundation for applying chiral SFG to explore the chemical and biological physics of DNA hydration.
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Affiliation(s)
- Ethan A Perets
- Department of Chemistry, Yale University, New Haven, Connecticut 06520, USA
| | - Daniel Konstantinovsky
- Department of Chemistry, Yale University, New Haven, Connecticut 06520, USA
- Department of Molecular Biophysics and Biochemistry, Yale University, New Haven, Connecticut 06520, USA
| | - Ty Santiago
- Department of Chemistry, Yale University, New Haven, Connecticut 06520, USA
| | - Pablo E Videla
- Department of Chemistry, Yale University, New Haven, Connecticut 06520, USA
| | - Matthew Tremblay
- Department of Chemistry, Yale University, New Haven, Connecticut 06520, USA
| | - Luis Velarde
- Department of Chemistry, University at Buffalo, State University of New York, Buffalo, New York 14260, USA
| | - Victor S Batista
- Department of Chemistry, Yale University, New Haven, Connecticut 06520, USA
| | - Sharon Hammes-Schiffer
- Department of Chemistry, Yale University, New Haven, Connecticut 06520, USA
- Department of Chemistry, Princeton University, Princeton, New Jersey 08544, USA
| | - Elsa C Y Yan
- Department of Chemistry, Yale University, New Haven, Connecticut 06520, USA
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2
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Walker-Gibbons R, Zhu X, Behjatian A, Bennett TJD, Krishnan M. Sensing the structural and conformational properties of single-stranded nucleic acids using electrometry and molecular simulations. Sci Rep 2024; 14:20582. [PMID: 39232063 PMCID: PMC11375218 DOI: 10.1038/s41598-024-70641-x] [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: 03/26/2024] [Accepted: 08/20/2024] [Indexed: 09/06/2024] Open
Abstract
Inferring the 3D structure and conformation of disordered biomolecules, e.g., single stranded nucleic acids (ssNAs), remains challenging due to their conformational heterogeneity in solution. Here, we use escape-time electrometry (ETe) to measure with sub elementary-charge precision the effective electrical charge in solution of short to medium chain length ssNAs in the range of 5-60 bases. We compare measurements of molecular effective charge with theoretically calculated values for simulated molecular conformations obtained from Molecular Dynamics simulations using a variety of forcefield descriptions. We demonstrate that the measured effective charge captures subtle differences in molecular structure in various nucleic acid homopolymers of identical length, and also that the experimental measurements can find agreement with computed values derived from coarse-grained molecular structure descriptions such as oxDNA, as well next generation ssNA force fields. We further show that comparing the measured effective charge with calculations for a rigid, charged rod-the simplest model of a nucleic acid-yields estimates of molecular structural dimensions such as linear charge spacings that capture molecular structural trends observed using high resolution structural analysis methods such as X-ray scattering. By sensitively probing the effective charge of a molecule, electrometry provides a powerful dimension supporting inferences of molecular structural and conformational properties, as well as the validation of biomolecular structural models. The overall approach holds promise for a high throughput, microscopy-based biomolecular analytical approach offering rapid screening and inference of molecular 3D conformation, and operating at the single molecule level in solution.
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Affiliation(s)
- Rowan Walker-Gibbons
- Physical and Theoretical Chemistry Laboratory, Department of Chemistry, University of Oxford, South Parks Road, Oxford, OX1 3QZ, UK
| | - Xin Zhu
- Physical and Theoretical Chemistry Laboratory, Department of Chemistry, University of Oxford, South Parks Road, Oxford, OX1 3QZ, UK
| | - Ali Behjatian
- Physical and Theoretical Chemistry Laboratory, Department of Chemistry, University of Oxford, South Parks Road, Oxford, OX1 3QZ, UK
| | - Timothy J D Bennett
- Physical and Theoretical Chemistry Laboratory, Department of Chemistry, University of Oxford, South Parks Road, Oxford, OX1 3QZ, UK
| | - Madhavi Krishnan
- Physical and Theoretical Chemistry Laboratory, Department of Chemistry, University of Oxford, South Parks Road, Oxford, OX1 3QZ, UK.
- The Kavli Institute for Nanoscience Discovery, Sherrington Road, Oxford, OX1 3QU, UK.
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3
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Bianchi I, Grassi S, Nardi E, Castiglione F, Focardi M. Dental DNA Mutations Occurring after Death: A Novel Method for Post-Mortem Interval (PMI) Estimation. Int J Mol Sci 2024; 25:8832. [PMID: 39201518 PMCID: PMC11354992 DOI: 10.3390/ijms25168832] [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: 07/01/2024] [Revised: 08/06/2024] [Accepted: 08/10/2024] [Indexed: 09/02/2024] Open
Abstract
Post-mortem interval (PMI) estimation remains one of the major challenges in forensic practice, especially for late PMIs beyond 7-10 days after the death of the subject. In 2022, an innovative method to investigate the occurrence of mutations induced by the death of a subject in the DNA of post-mortem dental pulps at different PMIs was developed, applying a next-generation sequencing (NGS) analysis. The present study aims to apply the same method of analysis to a small sample of teeth belonging to the same subject and analyzed at different PMIs/accumulated degree days (ADDs), and of teeth extracted from different subjects but analyzed at the same PMI/ADD to verify the repeatability of the results obtained in relation to the time elapsed since death. A total of 10 teeth were collected from 6 patients (3 males and 3 females) with PMI varying from 8 to 35 days, and ADD from 157.4 to 753.8. We found 1754 mutations in 56 genes, with more than 700 mutations having a prevalence > 5% and more than 300 variants considered of interest for the purposes of the study. Mutations that were not present at lower PMIs but manifested in later PMIs in pulps belonging to the same subject demonstrate that they can only have been acquired by the subject after death and according to the time elapsed since death. In total, 67 somatic mutations in 29 out of the 56 genes of the used panel occurred in a fashion that allows an association with specific PMI/ADD ranges (within 8 days, between 17 and 28, and beyond 30 days after death). The results suggest that temperature and humidity could influence the rate of DNA degeneration in dental pulps, thus PMI should be estimated in ADD more than days. The preliminary validation supports the hypothesis that the innovative method could be a useful tool for estimating the post-mortem interval even beyond the first week after death, but further analyses are needed to customize a specific genetic panel for forensic investigations and verify the influence of degenerative processes of soft tissues surrounding dental elements on DNA degeneration of pulps.
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Affiliation(s)
- Ilenia Bianchi
- Laboratory of Personal Identification and Forensic Morphology, Department of Health Sciences, University of Florence, Largo Brambilla 3, 50134 Florence, Italy; (S.G.); (M.F.)
- Forensic Medical Sciences, Department of Health Science, University of Florence, Largo Brambilla 3, 50134 Florence, Italy
| | - Simone Grassi
- Laboratory of Personal Identification and Forensic Morphology, Department of Health Sciences, University of Florence, Largo Brambilla 3, 50134 Florence, Italy; (S.G.); (M.F.)
- Forensic Medical Sciences, Department of Health Science, University of Florence, Largo Brambilla 3, 50134 Florence, Italy
| | - Eleonora Nardi
- Section of Anatomic Pathology, Department of Health Sciences, University of Florence, Careggi University Hospital, Largo Brambilla, 50134 Florence, Italy; (E.N.); (F.C.)
| | - Francesca Castiglione
- Section of Anatomic Pathology, Department of Health Sciences, University of Florence, Careggi University Hospital, Largo Brambilla, 50134 Florence, Italy; (E.N.); (F.C.)
| | - Martina Focardi
- Laboratory of Personal Identification and Forensic Morphology, Department of Health Sciences, University of Florence, Largo Brambilla 3, 50134 Florence, Italy; (S.G.); (M.F.)
- Forensic Medical Sciences, Department of Health Science, University of Florence, Largo Brambilla 3, 50134 Florence, Italy
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4
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Singh AK. Non-Debye to Debye spectral shift in solid solutions of orientationally disordered crystals. Phys Rev E 2024; 109:065003. [PMID: 39020986 DOI: 10.1103/physreve.109.065003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2023] [Accepted: 06/03/2024] [Indexed: 07/20/2024]
Abstract
Debye relaxation is a simple and unique physical mechanism by which a macroscopic orientational polarization decays monoexponentially with time. However, the very existence of the Debye process in complex systems such as water, aqueous solutions, and monohydroxyl alcohols, among others, is puzzling to date and their microscopic origin is still ambiguously explained. In order to shed light on some of these aspects, orientational dynamics of an orientationally disordered dipolar crystal with an identically structured nonpolar matrix has been studied in the form of solid solutions. A crossover from non-Debye to Debye-type spectral behavior has been observed with increasing concentration of the nonpolar matrix in the solid solutions. Analysis of the dynamic response shows that the evolution of cooperativity and spatial heterogeneity with concentration of nonpolar matrix is responsible for the observed trends. The results not only authenticate a possible mechanism of the Debye process as originating from localized orientational fluctuations due to molecular dipoles but also shed light on the evolution of non-Debye characteristics in these systems.
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5
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Penkov NV. Terahertz spectroscopy as a method for investigation of hydration shells of biomolecules. Biophys Rev 2023; 15:833-849. [PMID: 37974994 PMCID: PMC10643733 DOI: 10.1007/s12551-023-01131-z] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2023] [Accepted: 08/30/2023] [Indexed: 11/19/2023] Open
Abstract
The hydration of biomolecules is one of the fundamental processes underlying the construction of living matter. The formation of the native conformation of most biomolecules is possible only in an aqueous environment. At the same time, not only water affects the structure of biomolecules, but also biomolecules affect the structure of water, forming hydration shells. However, the study of the structure of biomolecules is given much more attention than their hydration shells. A real breakthrough in the study of hydration occurred with the development of the THz spectroscopy method, which showed that the hydration shell of biomolecules is not limited to 1-2 layers of strongly bound water, but also includes more distant areas of hydration with altered molecular dynamics. This review examines the fundamental features of the THz frequency range as a source of information about the structural and dynamic characteristics of water that change during hydration. The applied approaches to the study of hydration shells of biomolecules based on THz spectroscopy are described. The data on the hydration of biomolecules of all main types obtained from the beginning of the application of THz spectroscopy to the present are summarized. The emphasis is placed on the possible participation of extended hydration shells in the realization of the biological functions of biomolecules and at the same time on the insufficient knowledge of their structural and dynamic characteristics.
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Affiliation(s)
- Nikita V. Penkov
- Federal Research Center “Pushchino Scientific Center for Biological Research of the Russian Academy of Sciences”, Institute of Cell Biophysics RAS, 142290 Pushchino, Russia
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6
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Ryan HP, Fishman ZS, Pawlik JT, Grommet A, Musial M, Rizzuto F, Booth JC, Long CJ, Schwarz K, Orloff ND, Nitschke JR, Stelson AC. Quantifying the Effect of Guest Binding on Host Environment. J Am Chem Soc 2023; 145:19533-19541. [PMID: 37642307 PMCID: PMC10510717 DOI: 10.1021/jacs.3c01409] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2023] [Indexed: 08/31/2023]
Abstract
The environment around a host-guest complex is defined by intermolecular interactions between the complex, solvent molecules, and counterions. These interactions govern both the solubility of these complexes and the rates of reactions occurring within the host molecules and can be critical to catalytic and separation applications of host-guest systems. However, these interactions are challenging to detect using standard analytical chemistry techniques. Here, we quantify the hydration and ion pairing of a FeII4L4 coordination cage with a set of guest molecules having widely varying physicochemical properties. The impact of guest properties on host ion pairing and hydration was determined through microwave microfluidic measurements paired with principal component analysis (PCA). This analysis showed that introducing guest molecules into solution displaced counterions that were bound to the cage, and that the solvent solubility of the guest has the greatest impact on the solvent and ion-pairing dynamics surrounding the host. Specifically, we found that when we performed PCA of the measured equivalent circuit parameters and the solubility and dipole moment, we observed a high (>90%) explained variance for the first two principal components for each circuit parameter. We also observed that cage-counterion pairing is well-described by a single ion-pairing type, with a one-step reaction model independent of the type of cargo, and that the ion-pairing association constant is reduced for cargo with higher water solubility. Quantifying hydration and cage-counterion interactions is a critical step to building the next generation of design criteria for host-guest chemistries.
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Affiliation(s)
- Hugh P. Ryan
- Cambridge
University Department of Chemistry, University
of Cambridge, Lensfield Road, Cambridge CB2 1EW, U.K.
| | - Zachary S. Fishman
- National
Institute of Standards and Technology Communications Technology Laboratory, 325 Broadway, Boulder, Colorado 80305, United States
| | - Jacob T. Pawlik
- National
Institute of Standards and Technology Communications Technology Laboratory, 325 Broadway, Boulder, Colorado 80305, United States
| | - Angela Grommet
- Cambridge
University Department of Chemistry, University
of Cambridge, Lensfield Road, Cambridge CB2 1EW, U.K.
| | - Malgorzata Musial
- National
Institute of Standards and Technology Material Measurement Laboratory, 100 Bureau Dr., Gaithersburg, Maryland 20899, United States
| | - Felix Rizzuto
- Cambridge
University Department of Chemistry, University
of Cambridge, Lensfield Road, Cambridge CB2 1EW, U.K.
| | - James C. Booth
- National
Institute of Standards and Technology Communications Technology Laboratory, 325 Broadway, Boulder, Colorado 80305, United States
| | - Christian J. Long
- National
Institute of Standards and Technology Communications Technology Laboratory, 325 Broadway, Boulder, Colorado 80305, United States
| | - Kathleen Schwarz
- National
Institute of Standards and Technology Material Measurement Laboratory, 100 Bureau Dr., Gaithersburg, Maryland 20899, United States
| | - Nathan D. Orloff
- National
Institute of Standards and Technology Communications Technology Laboratory, 325 Broadway, Boulder, Colorado 80305, United States
| | - Jonathan R. Nitschke
- Cambridge
University Department of Chemistry, University
of Cambridge, Lensfield Road, Cambridge CB2 1EW, U.K.
| | - Angela C. Stelson
- National
Institute of Standards and Technology Communications Technology Laboratory, 325 Broadway, Boulder, Colorado 80305, United States
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7
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Singh A, Doan LC, Lou D, Wen C, Vinh NQ. Interfacial Layers between Ion and Water Detected by Terahertz Spectroscopy. J Chem Phys 2022; 157:054501. [DOI: 10.1063/5.0095932] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
Dynamic fluctuations in hydrogen-bond network of water occur from femto- to nano-second timescale and provides insights into structural/dynamical aspects of water at ion-water interfaces. Employing terahertz spectroscopy assisted with molecular dynamics simulations, we study aqueous chloride solutions of five monovalent cations, namely, Li, Na, K, Rb and Cs. We show that ions modify the behavior of surrounding water molecules and form interfacial layers of water around them with physical properties distinct from that of bulk water. Small cations with high charge densities influence the kinetics of water well beyond the first solvation shell. At terahertz frequencies, we observe an emergence of fast relaxation processes of water with their magnitude following the ionic order Cs>Rb>K>Na>Li, revealing an enhanced population density of weakly coordinated water at ion-water interface. The results shed light on the structure breaking tendency of monovalent cations and provide insights into the properties of ionic solutions at the molecular level.
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Affiliation(s)
- Abhishek Singh
- Physics, Virginia Polytechnic Institute and State University, United States of America
| | - Luan C Doan
- Virginia Polytechnic Institute and State University, United States of America
| | - Djamila Lou
- Virginia Polytechnic Institute and State University, United States of America
| | - Chengyuan Wen
- Virginia Polytechnic Institute and State University - National Capital Region, United States of America
| | - Nguyen Q Vinh
- Department of Physics, Virginia Polytechnic Institute and State University, United States of America
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8
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Doan LC, Dahanayake JN, Mitchell-Koch KR, Singh AK, Vinh NQ. Probing Adaptation of Hydration and Protein Dynamics to Temperature. ACS OMEGA 2022; 7:22020-22031. [PMID: 35785325 PMCID: PMC9245114 DOI: 10.1021/acsomega.2c02843] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/07/2022] [Accepted: 05/31/2022] [Indexed: 06/15/2023]
Abstract
Protein dynamics is strongly influenced by the surrounding environment and physiological conditions. Here we employ broadband megahertz-to-terahertz spectroscopy to explore the dynamics of water and myoglobin protein on an extended time scale from femto- to nanosecond. The dielectric spectra reveal several relaxations corresponding to the orientational polarization mechanism, including the dynamics of loosely bound, tightly bound, and bulk water, as well as collective vibrational modes of protein in an aqueous environment. The dynamics of loosely bound and bulk water follow non-Arrhenius behavior; however, the dynamics of water molecules in the tightly bound layer obeys the Arrhenius-type relation. Combining molecular simulations and effective-medium approximation, we have determined the number of water molecules in the tightly bound hydration layer and studied the dynamics of protein as a function of temperature. The results provide the important impact of water on the biochemical functions of proteins.
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Affiliation(s)
- Luan C. Doan
- Department
of Physics and Center for Soft Matter and Biological Physics, Virginia Tech, Blacksburg, Virginia 24061, United States
- Department
of Mechanical Engineering, Virginia Tech, Blacksburg, Virginia 24061, United States
| | - Jayangika N. Dahanayake
- Department
of Chemistry, Faculty of Science, University
of Kelaniya, Kelaniya 11600, Sri Lanka
| | | | - Abhishek K. Singh
- Department
of Physics and Center for Soft Matter and Biological Physics, Virginia Tech, Blacksburg, Virginia 24061, United States
| | - Nguyen Q. Vinh
- Department
of Physics and Center for Soft Matter and Biological Physics, Virginia Tech, Blacksburg, Virginia 24061, United States
- Department
of Mechanical Engineering, Virginia Tech, Blacksburg, Virginia 24061, United States
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9
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Reid KM, Leitner DM. Enhanced Mobility during Diels-Alder Reaction: Results of Molecular Simulations. J Phys Chem Lett 2022; 13:3763-3769. [PMID: 35446035 DOI: 10.1021/acs.jpclett.2c00886] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/14/2023]
Abstract
Recent measurements indicate enhanced mobility of solvent molecules during Diels-Alder (DA) and other common chemical reactions. We present results of molecular dynamics simulations of the last stages of the DA cycloaddition reaction, from the transition state configuration to product, of furfurylamine and maleimide in acetonitrile at reactant concentrations studied experimentally. We find enhanced mobility of solvent and reactant molecules up to at least a nanometer from the DA product over hundreds of picoseconds. Local heating is ruled out as a factor in the enhanced mobility observed in the simulations, which is instead found to be due to solvent relaxation following the formation of the DA product.
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Affiliation(s)
- Korey M Reid
- Department of Chemistry, University of Nevada, Reno, Nevada 89557, United States
| | - David M Leitner
- Department of Chemistry, University of Nevada, Reno, Nevada 89557, United States
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10
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Reid KM, Singh AK, Bikash CR, Wei J, Tal-Gan Y, Vinh NQ, Leitner DM. The origin and impact of bound water around intrinsically disordered proteins. Biophys J 2022; 121:540-551. [PMID: 35074392 PMCID: PMC8874019 DOI: 10.1016/j.bpj.2022.01.011] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/23/2021] [Revised: 12/14/2021] [Accepted: 01/13/2022] [Indexed: 12/29/2022] Open
Abstract
Proteins and water couple dynamically over a wide range of time scales. Motivated by their central role in protein function, protein-water dynamics and thermodynamics have been extensively studied for structured proteins, where correspondence to structural features has been made. However, properties controlling intrinsically disordered protein (IDP)-water dynamics are not yet known. We report results of megahertz-to-terahertz dielectric spectroscopy and molecular dynamics simulations of a group of IDPs with varying charge content along with structured proteins of similar size. Hydration water around IDPs is found to exhibit more heterogeneous rotational and translational dynamics compared with water around structured proteins of similar size, yielding on average more restricted dynamics around individual residues of IDPs, charged or neutral, compared with structured proteins. The on-average slower water dynamics is found to arise from excess tightly bound water in the first hydration layer, which is related to greater exposure to charged groups. The more tightly bound water to IDPs correlates with the smaller hydration shell found experimentally, and affects entropy associated with protein-water interactions, the contribution of which we estimate based on the dielectric measurements and simulations. Water-IDP dynamic coupling at terahertz frequencies is characterized by the dielectric measurements and simulations.
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Affiliation(s)
- Korey M. Reid
- Department of Chemistry, University of Nevada, Reno, Nevada
| | - Abhishek K. Singh
- Department of Physics and Center for Soft Matter and Biological Physics, Virginia Tech, Blacksburg, Virginia
| | | | - Jessica Wei
- Department of Chemistry, University of Nevada, Reno, Nevada
| | - Yftah Tal-Gan
- Department of Chemistry, University of Nevada, Reno, Nevada
| | - Nguyen Q. Vinh
- Department of Physics and Center for Soft Matter and Biological Physics, Virginia Tech, Blacksburg, Virginia,Corresponding author
| | - David M. Leitner
- Department of Chemistry, University of Nevada, Reno, Nevada,Corresponding author
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