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Kříž K, Schmidt L, Andersson AT, Walz MM, van der Spoel D. An Imbalance in the Force: The Need for Standardized Benchmarks for Molecular Simulation. J Chem Inf Model 2023; 63:412-431. [PMID: 36630710 PMCID: PMC9875315 DOI: 10.1021/acs.jcim.2c01127] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2022] [Indexed: 01/12/2023]
Abstract
Force fields (FFs) for molecular simulation have been under development for more than half a century. As with any predictive model, rigorous testing and comparisons of models critically depends on the availability of standardized data sets and benchmarks. While such benchmarks are rather common in the fields of quantum chemistry, this is not the case for empirical FFs. That is, few benchmarks are reused to evaluate FFs, and development teams rather use their own training and test sets. Here we present an overview of currently available tests and benchmarks for computational chemistry, focusing on organic compounds, including halogens and common ions, as FFs for these are the most common ones. We argue that many of the benchmark data sets from quantum chemistry can in fact be reused for evaluating FFs, but new gas phase data is still needed for compounds containing phosphorus and sulfur in different valence states. In addition, more nonequilibrium interaction energies and forces, as well as molecular properties such as electrostatic potentials around compounds, would be beneficial. For the condensed phases there is a large body of experimental data available, and tools to utilize these data in an automated fashion are under development. If FF developers, as well as researchers in artificial intelligence, would adopt a number of these data sets, it would become easier to compare the relative strengths and weaknesses of different models and to, eventually, restore the balance in the force.
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Affiliation(s)
- Kristian Kříž
- Department
of Cell and Molecular Biology, Uppsala University, Box 596, SE-75124Uppsala, Sweden
| | - Lisa Schmidt
- Faculty
of Biosciences, University of Heidelberg, Heidelberg69117, Germany
| | - Alfred T. Andersson
- Department
of Cell and Molecular Biology, Uppsala University, Box 596, SE-75124Uppsala, Sweden
| | - Marie-Madeleine Walz
- Department
of Cell and Molecular Biology, Uppsala University, Box 596, SE-75124Uppsala, Sweden
| | - David van der Spoel
- Department
of Cell and Molecular Biology, Uppsala University, Box 596, SE-75124Uppsala, Sweden
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2
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Rybakov AA, Bryukhanov IA, Larin AV. Distributed Atomic Multipole Moments for Solving Problems of Computational Chemistry. RUSSIAN JOURNAL OF PHYSICAL CHEMISTRY A 2019. [DOI: 10.1134/s0036024419100236] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
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3
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LeBlanc LM, Johnson ER. Crystal-energy landscapes of active pharmaceutical ingredients using composite approaches. CrystEngComm 2019. [DOI: 10.1039/c9ce00895k] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/02/2023]
Abstract
Composite methods employing dispersion-corrected DFT consistently identify experimentally isolated polymorphs as the lowest-energy crystal structures of common APIs.
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Affiliation(s)
- Luc M. LeBlanc
- Department of Chemistry
- Dalhousie University
- Halifax
- Canada
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4
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Yuan Y, Zhang Z, Mills MJL, Hu R, Zhang R. Assessing Force Field Potential Energy Function Accuracy via a Multipolar Description of Atomic Electrostatic Interactions in RNA. J Chem Inf Model 2018; 58:2239-2254. [PMID: 30362754 DOI: 10.1021/acs.jcim.8b00328] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022]
Abstract
Computational investigations of RNA properties often rely on a molecular mechanical approach to define molecular potential energy. Force fields for RNA typically employ a point charge model of electrostatics, which does not provide a realistic quantum-mechanical picture. In reality, electron distributions around nuclei are not spherically symmetric and are geometry dependent. A multipole expansion method which allows for incorporation of polarizability and anisotropy in a force field is described, and its applicability to modeling the behavior of RNA molecules is investigated. Transferability of the model, critical for force field development, is also investigated.
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Affiliation(s)
- Yongna Yuan
- School of Information Science & Engineering , Lanzhou University , Lanzhou , Gansu 730000 , China
| | - Zhuangzhuang Zhang
- School of Information Science & Engineering , Lanzhou University , Lanzhou , Gansu 730000 , China
| | | | - Rongjing Hu
- School of Information Science & Engineering , Lanzhou University , Lanzhou , Gansu 730000 , China
| | - Ruisheng Zhang
- School of Information Science & Engineering , Lanzhou University , Lanzhou , Gansu 730000 , China
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5
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Price SL. Control and prediction of the organic solid state: a challenge to theory and experiment †. Proc Math Phys Eng Sci 2018; 474:20180351. [PMID: 30333710 PMCID: PMC6189584 DOI: 10.1098/rspa.2018.0351] [Citation(s) in RCA: 31] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2018] [Accepted: 08/15/2018] [Indexed: 11/12/2022] Open
Abstract
The ability of theoretical chemists to quantitatively model the weak forces between organic molecules is being exploited to predict their crystal structures and estimate their physical properties. Evolving crystal structure prediction methods are increasingly being used to aid the design of organic functional materials and provide information about thermodynamically plausible polymorphs of speciality organic materials to aid, for example, pharmaceutical development. However, the increasingly sophisticated experimental studies for detecting the range of organic solid-state behaviours provide many challenges for improving quantitative theories that form the basis for the computer modelling. It is challenging to calculate the relative thermodynamic stability of different organic crystal structures, let alone understand the kinetic effects that determine which polymorphs can be observed and are practically important. However, collaborations between experiment and theory are reaching the stage of devising experiments to target the first crystallization of new polymorphs or create novel organic molecular materials.
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Affiliation(s)
- Sarah L. Price
- Department of Chemistry, University College London, 20 Gordon St, London WC1H 0AJ, UK
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6
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Chan EJ, Neumann MA. Evaluation of General and Tailor Made Force Fields via X-ray Thermal Diffuse Scattering Using Molecular Dynamics and Monte Carlo Simulations of Crystalline Aspirin. J Chem Theory Comput 2018. [PMID: 29513994 DOI: 10.1021/acs.jctc.7b01073] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
We have performed a comparison of the experimental thermal diffuse scattering (TDS) from crystalline Aspirin (form I) to that calculated from molecular dynamics (MD) simulations based on a variety of general force fields and a tailor-made force field (TMFF). A comparison is also made with Monte Carlo (MC) simulations which use a "harmonic network" approach to describe the intermolecular interactions. These comparisons were based on the hypothesis that TDS could be a useful experimental data in validation of such simulation parameter sets, especially when calculations of dynamical properties (e.g., thermodynamic free energies) from molecular crystals are concerned. Currently such a validation of force field parameters against experimental data is often limited to calculation of specific physical properties, e.g., absolute lattice energies usually at 0 K or heat capacity measurements. TDS harvested from in-house or synchrotron experiments comprises highly detailed structural information representative of the dynamical motions of the crystal lattice. Thus, TDS is a well-suited experimental data-driven means of cross validating theoretical approaches targeted at understanding dynamical properties of crystals. We found from the results of our investigation that the TMFF and COMPASS (from the commercial software "Materials Studio") parameter sets gave the best agreement with experiment. From our homologous MC simulation analysis we are able to show that force constants associated with the molecular torsion angles are likely to be a strong contributing factor for the apparent reason why these aforementioned force fields performed better.
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Affiliation(s)
- Eric J Chan
- Drug Product Science and Technology , Bristol Myers Squibb , New Brunswick , New Jersey 08901 , United States
| | - Marcus A Neumann
- Avant-garde Materials Simulation, Deutshland GmbH , Merzhauserstr 177 , D-79100 Freiburg im Breisgau , Germany
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7
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Synthesis, solid state characterization and antifungal activity of ketoconazole cocrystals. JOURNAL OF PHARMACEUTICAL INVESTIGATION 2017. [DOI: 10.1007/s40005-017-0346-4] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/04/2023]
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8
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Bushuev YG, Davletbaeva SV, Koifman OI. Molecular dynamics simulations of aqueous glycine solutions. CrystEngComm 2017. [DOI: 10.1039/c7ce01271c] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
Pre-nucleation clusters of glycine are strongly hydrated dynamic solutes, which change size and shape within hundreds of picoseconds.
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Affiliation(s)
- Yuriy G. Bushuev
- Institute of Chemistry of Macro Heterocyclic Compounds
- Ivanovo State University of Chemistry and Technology
- Ivanovo
- Russia
| | - Svetlana V. Davletbaeva
- Institute of Chemistry of Macro Heterocyclic Compounds
- Ivanovo State University of Chemistry and Technology
- Ivanovo
- Russia
| | - Oscar I. Koifman
- Institute of Chemistry of Macro Heterocyclic Compounds
- Ivanovo State University of Chemistry and Technology
- Ivanovo
- Russia
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9
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Transferable kriging machine learning models for the multipolar electrostatics of helical deca-alanine. Theor Chem Acc 2015. [DOI: 10.1007/s00214-015-1739-y] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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10
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Uzoh OG, Galek PTA, Price SL. Analysis of the conformational profiles of fenamates shows route towards novel, higher accuracy, force-fields for pharmaceuticals. Phys Chem Chem Phys 2015; 17:7936-48. [DOI: 10.1039/c4cp05525j] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
The conformational barriers of the fenamates which lead to conformational polymorphism can be represented by a novel, physically motivated, model intramolecular potential suitable for extension to other pharmaceuticals.
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Affiliation(s)
- Ogaga G. Uzoh
- Department of Chemistry
- University College London
- London
- UK
| | | | - Sarah L. Price
- Department of Chemistry
- University College London
- London
- UK
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11
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Duff N, Dahal YR, Schmit JD, Peters B. Salting out the polar polymorph: analysis by alchemical solvent transformation. J Chem Phys 2014; 140:014501. [PMID: 24410227 DOI: 10.1063/1.4853775] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022] Open
Abstract
We computationally examine how adding NaCl to an aqueous solution with α- and γ-glycine nuclei alters the structure and interfacial energy of the nuclei. The polar γ-glycine nucleus in pure aqueous solution develops a melted layer of amorphous glycine around the nucleus. When NaCl is added, a double layer is formed that stabilizes the polar glycine polymorph and eliminates the surface melted layer. In contrast, the non-polar α-glycine nucleus is largely unaffected by the addition of NaCl. To quantify the stabilizing effect of NaCl on γ-glycine nuclei, we alchemically transform the aqueous glycine solution into a brine solution of glycine. The alchemical transformation is performed both with and without a nucleus in solution and for nuclei of α-glycine and γ-glycine polymorphs. The calculations show that adding 80 mg/ml NaCl reduces the interfacial free energy of a γ-glycine nucleus by 7.7 mJ/m(2) and increases the interfacial free energy of an α-glycine nucleus by 3.1 mJ/m(2). Both results are consistent with experimental reports on nucleation rates which suggest: J(α, brine) < J(γ, brine) < J(α, water). For γ-glycine nuclei, Debye-Hückel theory qualitatively, but not quantitatively, captures the effect of salt addition. Only the alchemical solvent transformation approach can predict the results for both polar and non-polar polymorphs. The results suggest a general "salting out" strategy for obtaining polar polymorphs and also a general approach to computationally estimate the effects of solvent additives on interfacial free energies for nucleation.
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Affiliation(s)
- Nathan Duff
- Chemical and Biomolecular Engineering, North Carolina State University, Raleigh, North Carolina 27695, USA
| | - Yuba Raj Dahal
- Department of Physics, Kansas State University, Manhattan, Kansas 66506, USA
| | - Jeremy D Schmit
- Department of Physics, Kansas State University, Manhattan, Kansas 66506, USA
| | - Baron Peters
- Department of Chemical Engineering, University of California, Santa Barbara, California 93106, USA
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12
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Fletcher TL, Kandathil SM, Popelier PLA. The prediction of atomic kinetic energies from coordinates of surrounding atoms using kriging machine learning. Theor Chem Acc 2014. [DOI: 10.1007/s00214-014-1499-0] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
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13
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Duff N, Peters B. Polymorph specific RMSD local order parameters for molecular crystals and nuclei: α-, β-, and γ-glycine. J Chem Phys 2012; 135:134101. [PMID: 21992276 DOI: 10.1063/1.3638268] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022] Open
Abstract
Crystal nucleation is important for many processes including pharmaceutical crystallization, biomineralization, and material synthesis. The progression of structural changes which occur during crystal nucleation are often described using order parameters. Polymorph specific order parameters have been developed for crystallization of spherically symmetric particles; however, polymorph specific order parameters for molecular crystals remain a challenge. We introduce template based polymorph specific order parameters for molecular crystals. For each molecule in a simulation, we compute the root mean squared deviation (RMSD) between the local environment around the molecule and a template of the perfect crystal structure for each polymorph. The RMSD order parameters can clearly distinguish the α-, β-, and γ-glycine polymorph crystal structures in the bulk crystal and also in solvated crystallites. Surface melting of glycine crystallites in supersaturated aqueous solution is explored using the newly developed order parameters. The solvated α-glycine crystallite has a thinner surface melted layer than the γ-glycine crystallite. α-glycine forms first out of aqueous solution, so surface melted layer thickness may provide insight into interfacial energy and polymorph selection.
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Affiliation(s)
- Nathan Duff
- Department of Chemical Engineering, University of California, Santa Barbara 93106-5080, USA
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14
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Chen J, Trout BL. A computational study of the mechanism of the selective crystallization of α- and β-glycine from water and methanol-water mixture. J Phys Chem B 2011; 114:13764-72. [PMID: 20936837 DOI: 10.1021/jp1039496] [Citation(s) in RCA: 39] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
Understanding the control of polymorphism in organic crystals is of paramount importance to the pharmaceutical, chemical, and food industries. In this work, we investigated two mechanisms described in the literature about the selective crystallization of α- and β-glycine from water and from mixtures of water and methanol using molecular simulations. The link hypothesis (J. Phys. Chem. B 2008, 112, 7794; Cryst. Growth Des. 2006, 6, 1788; J. Inclusion Phenom. Mol. Recognit. Chem. 1990, 8, 395; J. Am. Chem. Soc. 1986, 108, 5871.), which tries to relate the structure of the polymorph obtained from crystallization to the structure of the prenucleation aggregates in the solutions, says the abundance of glycine cyclic dimers in aqueous solutions leads to the crystallization of α-glycine, the polymorph using cyclic dimers as the packing units. This hypothesis was studied first. We revisited the self-assembly of glycine molecules in solution using molecular dynamics to address the debate (Phys. Rev. Lett. 2007, 99, 115702; J. Phys. Chem. B 2008, 112, 7280; J. Am. Chem. Soc. 2008, 130, 13973.) about which is the dominating species in the glycine aqueous solutions and whether there is a link between the solution chemistry and the polymorphic outcome of crystallization. The structures of the glycine clusters were characterized using a structural parameter called cyclic dimer fraction. The glycine clusters in methanol-water mixtures have higher cyclic dimer compositions than those in the pure aqueous solutions. Moreover, the glycine open-chain dimer is more stable than the cyclic dimer regardless of the presence of methanol. All these suggest that the link hypothesis does not work for the polymorphic system of glycine, and the selective crystallization of α- and β-glycine from water and methanol-water mixture, respectively, is not due to the abundance of glycine aggregates in the solution phase with a similar structure to the crystallizing solid form. The hypothesis of the methanol inhibition on the growth of α-glycine {010} and {010} faces, proposed by Weissbuch (Angew. Chem., Int. Ed. 2005, 44, 3226.), was also studied. The interfaces between the {010} and {010} faces of both crystal forms (α and β) and both solvents (water and methanol-water 3:7 mixture) were studied using molecular simulation. No strong binding of methanol onto the {010} and {010} faces of both crystal forms was observed, and the addition of methanol dilutes the crystal-solvent interactions on all faces. Therefore, the selective crystallization of β and α-glycine with and without methanol does not follow either of the two mechanisms in the literature.
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Affiliation(s)
- Jie Chen
- Department of Chemical Engineering, Massachusetts Institute of Technology, 77 Massachusetts Avenue, E19-502b, Cambridge, Massachusetts 02139, USA
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15
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Shaik MS, Liem SY, Yuan Y, Popelier PLA. Simulation of liquid imidazole using a high-rank quantum topological electrostatic potential. Phys Chem Chem Phys 2010; 12:15040-55. [DOI: 10.1039/c0cp00417k] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/13/2023]
Affiliation(s)
- Majeed S Shaik
- Manchester Interdisciplinary Biocentre (MIB), 131 Princess Street, Univ. of Manchester, Manchester M1 7DN, UK
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16
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Hughes CE, Harris KDM. Direct observation of a transient polymorph during crystallization. Chem Commun (Camb) 2010; 46:4982-4. [DOI: 10.1039/c0cc01007c] [Citation(s) in RCA: 45] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
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17
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de Waard H, Amani A, Kendrick J, Hinrichs WLJ, Frijlink HW, Anwar J. Evaluation and Optimization of a Force Field for Crystalline Forms of Mannitol and Sorbitol. J Phys Chem B 2009; 114:429-36. [DOI: 10.1021/jp9052665] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- H. de Waard
- Department of Pharmaceutical Technology and Biopharmacy, University of Groningen, Antonius Deusinglaan 1, 9713 AV Groningen, The Netherlands, Computational Biophysics Laboratory, Institute of Pharmaceutical Innovation, University of Bradford, West Yorkshire, BD7 1DP, United Kingdom, and Department of Medical Nanotechnology, School of Advanced Medical Technologies, Tehran University of Medical Sciences, Tehran, Iran
| | - A. Amani
- Department of Pharmaceutical Technology and Biopharmacy, University of Groningen, Antonius Deusinglaan 1, 9713 AV Groningen, The Netherlands, Computational Biophysics Laboratory, Institute of Pharmaceutical Innovation, University of Bradford, West Yorkshire, BD7 1DP, United Kingdom, and Department of Medical Nanotechnology, School of Advanced Medical Technologies, Tehran University of Medical Sciences, Tehran, Iran
| | - J. Kendrick
- Department of Pharmaceutical Technology and Biopharmacy, University of Groningen, Antonius Deusinglaan 1, 9713 AV Groningen, The Netherlands, Computational Biophysics Laboratory, Institute of Pharmaceutical Innovation, University of Bradford, West Yorkshire, BD7 1DP, United Kingdom, and Department of Medical Nanotechnology, School of Advanced Medical Technologies, Tehran University of Medical Sciences, Tehran, Iran
| | - W. L. J. Hinrichs
- Department of Pharmaceutical Technology and Biopharmacy, University of Groningen, Antonius Deusinglaan 1, 9713 AV Groningen, The Netherlands, Computational Biophysics Laboratory, Institute of Pharmaceutical Innovation, University of Bradford, West Yorkshire, BD7 1DP, United Kingdom, and Department of Medical Nanotechnology, School of Advanced Medical Technologies, Tehran University of Medical Sciences, Tehran, Iran
| | - H. W. Frijlink
- Department of Pharmaceutical Technology and Biopharmacy, University of Groningen, Antonius Deusinglaan 1, 9713 AV Groningen, The Netherlands, Computational Biophysics Laboratory, Institute of Pharmaceutical Innovation, University of Bradford, West Yorkshire, BD7 1DP, United Kingdom, and Department of Medical Nanotechnology, School of Advanced Medical Technologies, Tehran University of Medical Sciences, Tehran, Iran
| | - J. Anwar
- Department of Pharmaceutical Technology and Biopharmacy, University of Groningen, Antonius Deusinglaan 1, 9713 AV Groningen, The Netherlands, Computational Biophysics Laboratory, Institute of Pharmaceutical Innovation, University of Bradford, West Yorkshire, BD7 1DP, United Kingdom, and Department of Medical Nanotechnology, School of Advanced Medical Technologies, Tehran University of Medical Sciences, Tehran, Iran
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19
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Hughes CE, Harris KDM. A Technique for In Situ Monitoring of Crystallization from Solution by Solid-State 13C CPMAS NMR Spectroscopy. J Phys Chem A 2008; 112:6808-10. [DOI: 10.1021/jp805182v] [Citation(s) in RCA: 48] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Colan E. Hughes
- School of Chemistry, Cardiff University, Park Place, Cardiff, Wales CF10 3AT, U.K
| | - Kenneth D. M. Harris
- School of Chemistry, Cardiff University, Park Place, Cardiff, Wales CF10 3AT, U.K
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21
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Hamad S, Hughes CE, Catlow CRA, Harris KDM. Clustering of Glycine Molecules in Aqueous Solution Studied by Molecular Dynamics Simulation. J Phys Chem B 2008; 112:7280-8. [DOI: 10.1021/jp711271z] [Citation(s) in RCA: 76] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Said Hamad
- Department of Chemistry, University College London, 20 Gordon Street, London, WC1H 0AJ, United Kingdom and School of Chemistry, Cardiff University, Park Place, Cardiff, Wales, CF10 3AT, United Kingdom
| | - Colan E. Hughes
- Department of Chemistry, University College London, 20 Gordon Street, London, WC1H 0AJ, United Kingdom and School of Chemistry, Cardiff University, Park Place, Cardiff, Wales, CF10 3AT, United Kingdom
| | - C. Richard A. Catlow
- Department of Chemistry, University College London, 20 Gordon Street, London, WC1H 0AJ, United Kingdom and School of Chemistry, Cardiff University, Park Place, Cardiff, Wales, CF10 3AT, United Kingdom
| | - Kenneth D. M. Harris
- Department of Chemistry, University College London, 20 Gordon Street, London, WC1H 0AJ, United Kingdom and School of Chemistry, Cardiff University, Park Place, Cardiff, Wales, CF10 3AT, United Kingdom
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Torrisi A, Leech CK, Shankland K, David WIF, Ibberson RM, Benet-Buchholz J, Boese R, Leslie M, Catlow CRA, Price SL. Solid Phases of Cyclopentane: Combined Experimental and Simulation Study. J Phys Chem B 2008; 112:3746-58. [DOI: 10.1021/jp710017y] [Citation(s) in RCA: 31] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Antonio Torrisi
- Davy Faraday Research Laboratory (DFRL), Kathleen Lonsdale Building, Gower Street, WC1E 6BT London, United Kingdom, ISIS Facility, STFC Rutherford Appleton Laboratory, Chilton, Oxon OX11 0QX, United Kingdom, ICIQ-Institut of Chemical Research of Catalonia, Avda. Països Catalans, No. 16, 43007-Tarragona, Spain, Universitat Duisburg-Essen, 45117 Essen, Germany, STFC Daresbury Laboratory, Warrington, Cheshire WA4 4AD, United Kingdom, and Department of Chemistry, University College London, 20 Gordon Street,
| | - Charlotte K. Leech
- Davy Faraday Research Laboratory (DFRL), Kathleen Lonsdale Building, Gower Street, WC1E 6BT London, United Kingdom, ISIS Facility, STFC Rutherford Appleton Laboratory, Chilton, Oxon OX11 0QX, United Kingdom, ICIQ-Institut of Chemical Research of Catalonia, Avda. Països Catalans, No. 16, 43007-Tarragona, Spain, Universitat Duisburg-Essen, 45117 Essen, Germany, STFC Daresbury Laboratory, Warrington, Cheshire WA4 4AD, United Kingdom, and Department of Chemistry, University College London, 20 Gordon Street,
| | - Kenneth Shankland
- Davy Faraday Research Laboratory (DFRL), Kathleen Lonsdale Building, Gower Street, WC1E 6BT London, United Kingdom, ISIS Facility, STFC Rutherford Appleton Laboratory, Chilton, Oxon OX11 0QX, United Kingdom, ICIQ-Institut of Chemical Research of Catalonia, Avda. Països Catalans, No. 16, 43007-Tarragona, Spain, Universitat Duisburg-Essen, 45117 Essen, Germany, STFC Daresbury Laboratory, Warrington, Cheshire WA4 4AD, United Kingdom, and Department of Chemistry, University College London, 20 Gordon Street,
| | - William I. F. David
- Davy Faraday Research Laboratory (DFRL), Kathleen Lonsdale Building, Gower Street, WC1E 6BT London, United Kingdom, ISIS Facility, STFC Rutherford Appleton Laboratory, Chilton, Oxon OX11 0QX, United Kingdom, ICIQ-Institut of Chemical Research of Catalonia, Avda. Països Catalans, No. 16, 43007-Tarragona, Spain, Universitat Duisburg-Essen, 45117 Essen, Germany, STFC Daresbury Laboratory, Warrington, Cheshire WA4 4AD, United Kingdom, and Department of Chemistry, University College London, 20 Gordon Street,
| | - Richard M. Ibberson
- Davy Faraday Research Laboratory (DFRL), Kathleen Lonsdale Building, Gower Street, WC1E 6BT London, United Kingdom, ISIS Facility, STFC Rutherford Appleton Laboratory, Chilton, Oxon OX11 0QX, United Kingdom, ICIQ-Institut of Chemical Research of Catalonia, Avda. Països Catalans, No. 16, 43007-Tarragona, Spain, Universitat Duisburg-Essen, 45117 Essen, Germany, STFC Daresbury Laboratory, Warrington, Cheshire WA4 4AD, United Kingdom, and Department of Chemistry, University College London, 20 Gordon Street,
| | - Jordi Benet-Buchholz
- Davy Faraday Research Laboratory (DFRL), Kathleen Lonsdale Building, Gower Street, WC1E 6BT London, United Kingdom, ISIS Facility, STFC Rutherford Appleton Laboratory, Chilton, Oxon OX11 0QX, United Kingdom, ICIQ-Institut of Chemical Research of Catalonia, Avda. Països Catalans, No. 16, 43007-Tarragona, Spain, Universitat Duisburg-Essen, 45117 Essen, Germany, STFC Daresbury Laboratory, Warrington, Cheshire WA4 4AD, United Kingdom, and Department of Chemistry, University College London, 20 Gordon Street,
| | - Roland Boese
- Davy Faraday Research Laboratory (DFRL), Kathleen Lonsdale Building, Gower Street, WC1E 6BT London, United Kingdom, ISIS Facility, STFC Rutherford Appleton Laboratory, Chilton, Oxon OX11 0QX, United Kingdom, ICIQ-Institut of Chemical Research of Catalonia, Avda. Països Catalans, No. 16, 43007-Tarragona, Spain, Universitat Duisburg-Essen, 45117 Essen, Germany, STFC Daresbury Laboratory, Warrington, Cheshire WA4 4AD, United Kingdom, and Department of Chemistry, University College London, 20 Gordon Street,
| | - Maurice Leslie
- Davy Faraday Research Laboratory (DFRL), Kathleen Lonsdale Building, Gower Street, WC1E 6BT London, United Kingdom, ISIS Facility, STFC Rutherford Appleton Laboratory, Chilton, Oxon OX11 0QX, United Kingdom, ICIQ-Institut of Chemical Research of Catalonia, Avda. Països Catalans, No. 16, 43007-Tarragona, Spain, Universitat Duisburg-Essen, 45117 Essen, Germany, STFC Daresbury Laboratory, Warrington, Cheshire WA4 4AD, United Kingdom, and Department of Chemistry, University College London, 20 Gordon Street,
| | - C. Richard A. Catlow
- Davy Faraday Research Laboratory (DFRL), Kathleen Lonsdale Building, Gower Street, WC1E 6BT London, United Kingdom, ISIS Facility, STFC Rutherford Appleton Laboratory, Chilton, Oxon OX11 0QX, United Kingdom, ICIQ-Institut of Chemical Research of Catalonia, Avda. Països Catalans, No. 16, 43007-Tarragona, Spain, Universitat Duisburg-Essen, 45117 Essen, Germany, STFC Daresbury Laboratory, Warrington, Cheshire WA4 4AD, United Kingdom, and Department of Chemistry, University College London, 20 Gordon Street,
| | - Sarah L. Price
- Davy Faraday Research Laboratory (DFRL), Kathleen Lonsdale Building, Gower Street, WC1E 6BT London, United Kingdom, ISIS Facility, STFC Rutherford Appleton Laboratory, Chilton, Oxon OX11 0QX, United Kingdom, ICIQ-Institut of Chemical Research of Catalonia, Avda. Països Catalans, No. 16, 43007-Tarragona, Spain, Universitat Duisburg-Essen, 45117 Essen, Germany, STFC Daresbury Laboratory, Warrington, Cheshire WA4 4AD, United Kingdom, and Department of Chemistry, University College London, 20 Gordon Street,
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Hughes CE, Hamad S, Harris KDM, Catlow CRA, Griffiths PC. A multi-technique approach for probing the evolution of structural properties during crystallization of organic materials from solution. Faraday Discuss 2007; 136:71-89; discussion 107-23. [DOI: 10.1039/b616611c] [Citation(s) in RCA: 53] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
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