1
|
Halonen R. Assessment of Anharmonicities in Clusters: Developing and Validating a Minimum-Information Partition Function. J Chem Theory Comput 2024; 20:4099-4114. [PMID: 38747413 DOI: 10.1021/acs.jctc.4c00121] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/29/2024]
Abstract
Precise thermodynamic calculations are essential for understanding the dynamics of cluster systems and new particle formation. However, the widely employed harmonic statistical mechanical approach often falls short in terms of accuracy. In this study, we present an improved statistical model that incorporates vibrational anharmonicity via a novel partition function that requires only one additional system-specific input parameter. In addition to considering vibrational aspects, we also account for anharmonicity related to the configurational space. The role of anharmonicities is thoroughly examined in the case of general clusters, where the complete sets of conformers, mechanically stable spatial arrangements, are known up to clusters composed of 14 monomers. By performing consistent Monte Carlo simulations on these systems, we benchmark the statistical model's efficacy in reproducing key thermodynamic properties (formation free energy and potential energy) in the classical limit. The model exhibits exceptional alignment with simulations, accurately reproducing free energies within a precision of 2kBT and reliably capturing cluster melting temperatures. Furthermore, we demonstrate the significance and applicability of the model by reproducing thermodynamic barriers in homogeneous gas-phase nucleation of larger clusters. The transferability of our developed approach extends to more complex molecular systems and bears relevance for atmospheric multicomponent clusters, in particular.
Collapse
Affiliation(s)
- Roope Halonen
- Center for Joint Quantum Studies and Department of Physics, School of Science, Tianjin University, 92 Weijin Road, Tianjin 300072, China
| |
Collapse
|
2
|
Davis LK, Šarić A, Hoogenboom BW, Zilman A. Physical modeling of multivalent interactions in the nuclear pore complex. Biophys J 2021; 120:1565-1577. [PMID: 33617830 PMCID: PMC8204217 DOI: 10.1016/j.bpj.2021.01.039] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2020] [Revised: 01/25/2021] [Accepted: 01/27/2021] [Indexed: 01/10/2023] Open
Abstract
In the nuclear pore complex, intrinsically disordered proteins (FG Nups), along with their interactions with more globular proteins called nuclear transport receptors (NTRs), are vital to the selectivity of transport into and out of the cell nucleus. Although such interactions can be modeled at different levels of coarse graining, in vitro experimental data have been quantitatively described by minimal models that describe FG Nups as cohesive homogeneous polymers and NTRs as uniformly cohesive spheres, in which the heterogeneous effects have been smeared out. By definition, these minimal models do not account for the explicit heterogeneities in FG Nup sequences, essentially a string of cohesive and noncohesive polymer units, and at the NTR surface. Here, we develop computational and analytical models that do take into account such heterogeneity in a minimal fashion and compare them with experimental data on single-molecule interactions between FG Nups and NTRs. Overall, we find that the heterogeneous nature of FG Nups and NTRs does play a role in determining equilibrium binding properties but is of much greater significance when it comes to unbinding and binding kinetics. Using our models, we predict how binding equilibria and kinetics depend on the distribution of cohesive blocks in the FG Nup sequences and of the binding pockets at the NTR surface, with multivalency playing a key role. Finally, we observe that single-molecule binding kinetics has a rather minor influence on the diffusion of NTRs in polymer melts consisting of FG-Nup-like sequences.
Collapse
Affiliation(s)
- Luke K Davis
- Department of Physics and Astronomy; Institute for the Physics of Living Systems; London Centre for Nanotechnology, University College London, London, United Kingdom
| | - Anđela Šarić
- Department of Physics and Astronomy; Institute for the Physics of Living Systems
| | - Bart W Hoogenboom
- Department of Physics and Astronomy; Institute for the Physics of Living Systems; London Centre for Nanotechnology, University College London, London, United Kingdom.
| | - Anton Zilman
- Department of Physics, University of Toronto, Toronto, Ontario, Canada; Institute for Biomedical Engineering, Toronto, Ontario, Canada.
| |
Collapse
|
3
|
Jost Lopez A, Quoika PK, Linke M, Hummer G, Köfinger J. Quantifying Protein-Protein Interactions in Molecular Simulations. J Phys Chem B 2020; 124:4673-4685. [PMID: 32379446 PMCID: PMC7294537 DOI: 10.1021/acs.jpcb.9b11802] [Citation(s) in RCA: 29] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
![]()
Interactions
among proteins, nucleic acids, and other macromolecules
are essential for their biological functions and shape the physicochemcial
properties of the crowded environments inside living cells. Binding
interactions are commonly quantified by dissociation constants Kd, and both binding and nonbinding interactions
are quantified by second osmotic virial coefficients B2. As a measure of nonspecific binding and stickiness, B2 is receiving renewed attention in the context
of so-called liquid–liquid phase separation in protein and
nucleic acid solutions. We show that Kd is fully determined by B2 and the fraction
of the dimer observed in molecular simulations of two proteins in
a box. We derive two methods to calculate B2. From molecular dynamics or Monte Carlo simulations using implicit
solvents, we can determine B2 from insertion
and removal energies by applying Bennett’s acceptance ratio
(BAR) method or the (binless) weighted histogram analysis method (WHAM).
From simulations using implicit or explicit solvents, one can estimate B2 from the probability that the two molecules
are within a volume large enough to cover their range of interactions.
We validate these methods for coarse-grained Monte Carlo simulations
of three weakly binding proteins. Our estimates for Kd and B2 allow us to separate
out the contributions of nonbinding interactions to B2. Comparison of calculated and measured values of Kd and B2 can be
used to (re-)parameterize and improve molecular force fields by calibrating
specific affinities, overall stickiness, and nonbinding interactions.
The accuracy and efficiency of Kd and B2 calculations make them well suited for high-throughput
studies of large interactomes.
Collapse
Affiliation(s)
- Alfredo Jost Lopez
- Department of Theoretical Biophysics, Max Planck Institute of Biophysics, Max-von-Laue-Straße 3, 60438 Frankfurt am Main, Germany
| | - Patrick K Quoika
- Department of Theoretical Biophysics, Max Planck Institute of Biophysics, Max-von-Laue-Straße 3, 60438 Frankfurt am Main, Germany
| | - Max Linke
- Department of Theoretical Biophysics, Max Planck Institute of Biophysics, Max-von-Laue-Straße 3, 60438 Frankfurt am Main, Germany
| | - Gerhard Hummer
- Department of Theoretical Biophysics, Max Planck Institute of Biophysics, Max-von-Laue-Straße 3, 60438 Frankfurt am Main, Germany.,Institute for Biophysics, Goethe University, Max-von-Laue-Straße 9, 60438 Frankfurt am Main, Germany
| | - Jürgen Köfinger
- Department of Theoretical Biophysics, Max Planck Institute of Biophysics, Max-von-Laue-Straße 3, 60438 Frankfurt am Main, Germany
| |
Collapse
|
4
|
Excluded volume in the association description of square-well fluids. J Mol Liq 2020. [DOI: 10.1016/j.molliq.2019.112235] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
|
5
|
The quantum second virial coefficient as a predictor of formation of small spin-polarized tritium (T↓) clusters. Chem Phys Lett 2018. [DOI: 10.1016/j.cplett.2018.05.010] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
|
6
|
Slavchov RI, Novev JK, Mosbach S, Kraft M. Vapor Pressure and Heat of Vaporization of Molecules That Associate in the Gas Phase. Ind Eng Chem Res 2018. [DOI: 10.1021/acs.iecr.7b04241] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Radomir I. Slavchov
- Department of Chemical Engineering, University of Cambridge, Cambridge CB2 1TN, United Kingdom
| | - Javor K. Novev
- Department of Chemistry, Physical and Theoretical Chemistry Laboratory, University of Oxford, Oxford OX1 2JD, United Kingdom
| | - Sebastian Mosbach
- Department of Chemical Engineering, University of Cambridge, Cambridge CB2 1TN, United Kingdom
| | - Markus Kraft
- Department of Chemical Engineering, University of Cambridge, Cambridge CB2 1TN, United Kingdom
- School of Chemical and Biomedical Engineering, Nanyang Technological University, Singapore 639798
| |
Collapse
|
7
|
|
8
|
Lee AA, Vella D, Perkin S, Goriely A. Are Room-Temperature Ionic Liquids Dilute Electrolytes? J Phys Chem Lett 2015; 6:159-163. [PMID: 26263105 DOI: 10.1021/jz502250z] [Citation(s) in RCA: 87] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/04/2023]
Abstract
An important question in understanding the structure of ionic liquids is whether ions are truly "free" and mobile, which would correspond to a concentrated ionic melt, or are rather "bound" in ion pairs, that is, a liquid of ion pairs with a small concentration of free ions. Recent surface force balance experiments from different groups have given conflicting answers to this question. We propose a simple model for the thermodynamics and kinetics of ion pairing in ionic liquids. Our model takes into account screened ion-ion, dipole-dipole, and dipole-ion interactions in the mean-field limit. The results of this model suggest that almost two-thirds of the ions are free at any instant, and ion pairs have a short lifetime comparable to the characteristic time scale for diffusion. These results suggest that there is no particular thermodynamic or kinetic preference for ions to reside in pairs. We therefore conclude that ionic liquids are concentrated, rather than dilute, electrolytes.
Collapse
Affiliation(s)
- Alpha A Lee
- †Mathematical Institute, University of Oxford, Oxford OX2 6GG, United Kingdom
| | - Dominic Vella
- †Mathematical Institute, University of Oxford, Oxford OX2 6GG, United Kingdom
| | - Susan Perkin
- ‡Department of Chemistry, University of Oxford, Oxford OX1 3QZ, United Kingdom
| | - Alain Goriely
- †Mathematical Institute, University of Oxford, Oxford OX2 6GG, United Kingdom
| |
Collapse
|
9
|
Affiliation(s)
- Branko Ruscic
- Chemical
Sciences and Engineering Division, Argonne National Laboratory, Argonne, Illinois 60439, United States, and Computation Institute, University of Chicago, Chicago, Illinois 60637, United
States
| |
Collapse
|
10
|
Wormald CJ. Heats of Mixing of Water + Hydrocarbons at High Temperatures and Pressures (Invited Lecture). ACTA ACUST UNITED AC 2010. [DOI: 10.1002/bbpc.19840880911] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
|
11
|
Benjamin KM, Schultz AJ, Kofke DA. Fourth and Fifth Virial Coefficients of Polarizable Water. J Phys Chem B 2009; 113:7810-5. [DOI: 10.1021/jp901232m] [Citation(s) in RCA: 42] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/16/2023]
Affiliation(s)
- Kenneth M. Benjamin
- Department of Chemical and Biological Engineering, South Dakota School of Mines and Technology, Rapid City, South Dakota 57701, and Department of Chemical and Biological Engineering, University at Buffalo, The State University of New York, Buffalo, New York 14260-4200
| | - Andrew J. Schultz
- Department of Chemical and Biological Engineering, South Dakota School of Mines and Technology, Rapid City, South Dakota 57701, and Department of Chemical and Biological Engineering, University at Buffalo, The State University of New York, Buffalo, New York 14260-4200
| | - David A. Kofke
- Department of Chemical and Biological Engineering, South Dakota School of Mines and Technology, Rapid City, South Dakota 57701, and Department of Chemical and Biological Engineering, University at Buffalo, The State University of New York, Buffalo, New York 14260-4200
| |
Collapse
|
12
|
Merikanto J, Zapadinsky E, Lauri A, Napari I, Vehkamäki H. Connection between the virial equation of state and physical clusters in a low density vapor. J Chem Phys 2007; 127:104303. [PMID: 17867743 DOI: 10.1063/1.2766719] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
We carry out Monte Carlo simulations of physical Lennard-Jones and water clusters and show that the number of physical clusters in vapor is directly related to the virial equation of state. This relation holds at temperatures clearly below the critical temperatures, in other words, as long as the cluster-cluster interactions can be neglected--a typical assumption used in theories of nucleation. Above a certain threshold cluster size depending on temperature and interaction potential, the change in cluster work of formation can be calculated analytically with the recently proposed scaling law. The breakdown of the scaling law below the threshold sizes is accurately modeled with the low order virial coefficients. Our results indicate that high order virial coefficients can be analytically calculated from the lower order coefficients when the scaling law for cluster work of formation is valid. The scaling law also allows the calculation of the surface tension and equilibrium vapor density with computationally efficient simulations of physical clusters. Our calculated values are in good agreement with those obtained with other methods. We also present our results for the curvature dependent surface tension of water clusters.
Collapse
Affiliation(s)
- Joonas Merikanto
- Department of Physical Sciences, University of Helsinki, P.O. Box 64, FIN-00014 University of Helsinki, Finland.
| | | | | | | | | |
Collapse
|
13
|
Benjamin KM, Singh JK, Schultz AJ, Kofke DA. Higher-Order Virial Coefficients of Water Models. J Phys Chem B 2007; 111:11463-73. [PMID: 17850128 DOI: 10.1021/jp0710685] [Citation(s) in RCA: 55] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
We use the Mayer sampling method, with both direct and overlap sampling, to calculate and compare classical virial coefficients up to B6 for various water models (SPC, SPC/E, MSPC/E, TIP3P, and TIP4P). The precision of the computed values ranges from 0.1% for B2 to an average of 25% for B6. When expressed in a form scaled by the critical properties, the values of the coefficients for SPC water are observed to greatly exceed the magnitude of corresponding coefficients for the simple Lennard-Jones model. We examine the coefficients in the context of the equation of state and the Joule-Thomson coefficient. Comparisons of these properties are made both to established molecular simulation data for each respective model and to real water. For all models, the virial series up to B5 describes the equation of state along the saturated vapor line better than the series that includes B6. At supercritical temperatures, however, the sixth-order series often describes pressure-volume-temperature behavior better than the fifth-order series. For example, the sixth-order virial equation of state for SPC/E water predicts the 673 K isotherm within 8% of published molecular simulation values up to a density of 9 mol/L (roughly half the critical density of SPC/E water).
Collapse
Affiliation(s)
- Kenneth M Benjamin
- Department of Chemical and Biological Engineering, University at Buffalo, The State University of New York, Buffalo, New York 14260-4200, USA
| | | | | | | |
Collapse
|
14
|
Erratum to “The concept of associated solutions in historical development: Part 1. The 1884–1984 period” [J. Mol. Liq. 128 (2006) 1–31]. J Mol Liq 2007. [DOI: 10.1016/j.molliq.2006.09.001] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
|
15
|
Apelblat A. The concept of associated solutions in historical development. Part 1. The 1884–1984 period. J Mol Liq 2006. [DOI: 10.1016/j.molliq.2006.02.005] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/24/2022]
|
16
|
Benjamin KM, Schultz AJ, Kofke DA. Gas-Phase Molecular Clustering of TIP4P and SPC/E Water Models from Higher-Order Virial Coefficients. Ind Eng Chem Res 2006. [DOI: 10.1021/ie051160s] [Citation(s) in RCA: 26] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/02/2023]
Affiliation(s)
- Kenneth M. Benjamin
- Department of Chemical and Biological Engineering, University at Buffalo, The State University of New York, Buffalo, New York 14260-4200
| | - Andrew J. Schultz
- Department of Chemical and Biological Engineering, University at Buffalo, The State University of New York, Buffalo, New York 14260-4200
| | - David A. Kofke
- Department of Chemical and Biological Engineering, University at Buffalo, The State University of New York, Buffalo, New York 14260-4200
| |
Collapse
|
17
|
Leckenby RE, Robbins EJ. The effect of molecular association on the electrical conductivity of sodium vapour. ACTA ACUST UNITED AC 2002. [DOI: 10.1088/0022-3700/1/3/315] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
|
18
|
Wormald CJ. Sulfur dioxide–benzene association. Second virial cross coefficients for sulfur dioxide–benzene and sulfur dioxide–cyclohexane derived from gas phase excess enthalpy measurements. Phys Chem Chem Phys 2002. [DOI: 10.1039/b201404c] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
|
19
|
Anderko A. 4 Cubic and generalized van der waals equations. EQUATIONS OF STATE FOR FLUIDS AND FLUID MIXTURES 2000. [DOI: 10.1016/s1874-5644(00)80015-6] [Citation(s) in RCA: 22] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
|
20
|
Massucci M, du'Gay AP, Diaz-Laviada AM, Wormald CJ. Second virial coefficient of methanol from measurements of the excess molar enthalpy of methanol–nitrogen. ACTA ACUST UNITED AC 1992. [DOI: 10.1039/ft9928800427] [Citation(s) in RCA: 15] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
|
21
|
Anderko A. Calculation of vapor—liquid equilibria at elevated pressures by means of an equation of state incorporating association. Chem Eng Sci 1989. [DOI: 10.1016/0009-2509(89)85046-8] [Citation(s) in RCA: 23] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
|
22
|
Holland PM, Biolsi L. Calculation of the thermophysical properties of ground state sodium atoms. J Chem Phys 1987. [DOI: 10.1063/1.453309] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
|
23
|
Holland PM, Biolsi L, Rainwater JC. Theoretical calculation of the transport properties of monatomic lithium vapor. J Chem Phys 1986. [DOI: 10.1063/1.450869] [Citation(s) in RCA: 16] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
|
24
|
|
25
|
Doyle JA, Mayr JC, Wormald CJ. The Enthalpy of Mixing of (Diethyl Ether + Trichloromethane) Vapour. ACTA ACUST UNITED AC 1981. [DOI: 10.1524/zpch.1981.124.1.001] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
|
26
|
Ebeling W. Statistical derivation of the mass-action law for interacting gases and plasmas. ACTA ACUST UNITED AC 1974. [DOI: 10.1016/0031-8914(74)90113-x] [Citation(s) in RCA: 35] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2022]
|
27
|
Filippov VK, Balashova IM. Convergence of the virial expansion for an associated gas. THEOR EXP CHEM+ 1972. [DOI: 10.1007/bf00527257] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
|
28
|
Bartsch GP, Ebeling W. Quantum Statistical Fugacity Expansions for Partially Ionized Plasmas in Equilibrium. ACTA ACUST UNITED AC 1971. [DOI: 10.1002/ctpp.19710110505] [Citation(s) in RCA: 18] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
|
29
|
Kell GS, McLaurin GE. Virial Coefficients of Methanol from 150 to 300°C and Polymerization in the Vapor. J Chem Phys 1969. [DOI: 10.1063/1.1671800] [Citation(s) in RCA: 79] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
|
30
|
Spurling TH, Mason EA. Determination of the Well Depth for Weak Intermolecular Potentials. J Chem Phys 1969. [DOI: 10.1063/1.1672250] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
|
31
|
Stogryn DE, Hirschfelder JO. Contribution of Bound, Metastable, and Free Molecules to the Second Virial Coefficient and Some Properties of Double Molecules. J Chem Phys 1959. [DOI: 10.1063/1.1730649] [Citation(s) in RCA: 316] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
|
32
|
|
33
|
|
34
|
|
35
|
|
36
|
|
37
|
|
38
|
Putnam WE, Kilpatrick JE. Pressure Virial Coefficients in Terms of Cluster Integrals. J Chem Phys 1953. [DOI: 10.1063/1.1699121] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022] Open
|