1
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Almehairbi M, Joshi VC, Irfan A, Saeed ZM, Alkhidir T, Abdelhaq AM, Managutti PB, Dhokale B, Jadhav T, Calvin Sun C, Mohamed S. Surface Engineering of the Mechanical Properties of Molecular Crystals via an Atomistic Model for Computing the Facet Stress Response of Solids. Chemistry 2024; 30:e202400779. [PMID: 38613428 DOI: 10.1002/chem.202400779] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2024] [Revised: 04/09/2024] [Accepted: 04/11/2024] [Indexed: 04/15/2024]
Abstract
Dynamic molecular crystals are an emerging class of crystalline materials that can respond to mechanical stress by dissipating internal strain in a number of ways. Given the serendipitous nature of the discovery of such crystals, progress in the field requires advances in computational methods for the accurate and high-throughput computation of the nanomechanical properties of crystals on specific facets which are exposed to mechanical stress. Here, we develop and apply a new atomistic model for computing the surface elastic moduli of crystals on any set of facets of interest using dispersion-corrected density functional theory (DFT-D) methods. The model was benchmarked against a total of 24 reported nanoindentation measurements from a diverse set of molecular crystals and was found to be generally reliable. Using only the experimental crystal structure of the dietary supplement, L-aspartic acid, the model was subsequently applied under blind test conditions, to correctly predict the growth morphology, facet and nanomechanical properties of L-aspartic acid to within the accuracy of the measured elastic stiffness of the crystal, 24.53±0.56 GPa. This work paves the way for the computational design and experimental realization of other functional molecular crystals with tailor-made mechanical properties.
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Affiliation(s)
- Mubarak Almehairbi
- Department of Chemistry, Green Chemistry & Materials Modelling Laboratory, Khalifa University of Science and Technology, P.O. Box, 127788, Abu Dhabi, UAE
| | - Vikram C Joshi
- Pharmaceutical Materials Science and Engineering Laboratory, Department of Pharmaceutics, College of Pharmacy, University of Minnesota, Minneapolis, Minnesota, 55455, USA
| | - Ahamad Irfan
- Department of Chemistry, Green Chemistry & Materials Modelling Laboratory, Khalifa University of Science and Technology, P.O. Box, 127788, Abu Dhabi, UAE
| | - Zeinab M Saeed
- Department of Chemistry, Green Chemistry & Materials Modelling Laboratory, Khalifa University of Science and Technology, P.O. Box, 127788, Abu Dhabi, UAE
- Center for Catalysis and Separations, Khalifa University of Science and Technology, P.O. Box, 127788, Abu Dhabi, UAE
| | - Tamador Alkhidir
- Department of Chemistry, Green Chemistry & Materials Modelling Laboratory, Khalifa University of Science and Technology, P.O. Box, 127788, Abu Dhabi, UAE
- Center for Catalysis and Separations, Khalifa University of Science and Technology, P.O. Box, 127788, Abu Dhabi, UAE
| | - Aya M Abdelhaq
- Department of Chemistry, Green Chemistry & Materials Modelling Laboratory, Khalifa University of Science and Technology, P.O. Box, 127788, Abu Dhabi, UAE
| | - Praveen B Managutti
- Department of Chemistry, Green Chemistry & Materials Modelling Laboratory, Khalifa University of Science and Technology, P.O. Box, 127788, Abu Dhabi, UAE
- Chemical Crystallography Laboratory, Khalifa University of Science and Technology, P.O. Box, 127788, Abu Dhabi, UAE
| | - Bhausaheb Dhokale
- Department of Chemistry, Green Chemistry & Materials Modelling Laboratory, Khalifa University of Science and Technology, P.O. Box, 127788, Abu Dhabi, UAE
- Department of Chemistry, University of Wyoming, Laramie, Wyoming, 82071, USA
| | - Thaksen Jadhav
- Department of Chemistry, Green Chemistry & Materials Modelling Laboratory, Khalifa University of Science and Technology, P.O. Box, 127788, Abu Dhabi, UAE
| | - Changquan Calvin Sun
- Pharmaceutical Materials Science and Engineering Laboratory, Department of Pharmaceutics, College of Pharmacy, University of Minnesota, Minneapolis, Minnesota, 55455, USA
| | - Sharmarke Mohamed
- Department of Chemistry, Green Chemistry & Materials Modelling Laboratory, Khalifa University of Science and Technology, P.O. Box, 127788, Abu Dhabi, UAE
- Chemical Crystallography Laboratory, Khalifa University of Science and Technology, P.O. Box, 127788, Abu Dhabi, UAE
- Center for Catalysis and Separations, Khalifa University of Science and Technology, P.O. Box, 127788, Abu Dhabi, UAE
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2
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Dudek MK, Druzbicki K. Along the road to Crystal Structure Prediction (CSP) of pharmaceutical-like molecules. CrystEngComm 2022. [DOI: 10.1039/d1ce01564h] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
Computational methods used for predicting crystal structures of organic compounds are mature enough to be routinely used with many rigid and semi-rigid organic molecules. The usefulness of Crystal Structure Prediction...
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3
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Taherzadeh M, Pourayoubi M, Vahdani Alviri B, Shoghpour Bayraq S, Ariani M, Nečas M, Dušek M, Eigner V, Amiri Rudbari H, Bruno G, Mancilla Percino T, Leyva-Ramírez MA, Damodaran K. Hydrogen-bond directionality and symmetry in [C(O)NH](N) 2P(O)-based structures: a comparison between X-ray crystallography data and neutron-normalized values, and evaluation of reliability. ACTA CRYSTALLOGRAPHICA SECTION B, STRUCTURAL SCIENCE, CRYSTAL ENGINEERING AND MATERIALS 2021; 77:384-396. [PMID: 34096521 DOI: 10.1107/s2052520621003371] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/18/2021] [Accepted: 03/29/2021] [Indexed: 06/12/2023]
Abstract
For [C(O)NH](N)2P(O)-based structures, the magnitude of the differences in the N-H...O, H...O=P and H...O=C angles has been evaluated when the N-H bond lengths, determined by X-ray diffraction, were compared to the neutron normalized values and the maximum percentage difference was obtained, i.e. about 3% for the angle even if the N-H bond lengths have a difference of about 30% (0.7 Å for the X-ray and 1.03 Å for the neutron-normalized value). The symmetries of the crystals are discussed with respect to the symmetry of the molecules, as well as to the symmetry of hydrogen-bonded motifs, and the role of the most directional hydrogen bond in raising the probability of obtaining centrosymmetric crystal structures is investigated. The work was performed by considering nine new X-ray crystal structures and 204 analogous structures retrieved from the Cambridge Structural Database.
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Affiliation(s)
- Maryam Taherzadeh
- Department of Chemistry, Faculty of Science, Ferdowsi University of Mashhad, Mashhad, Iran
| | - Mehrdad Pourayoubi
- Department of Chemistry, Faculty of Science, Ferdowsi University of Mashhad, Mashhad, Iran
| | | | - Samad Shoghpour Bayraq
- Department of Chemistry, Faculty of Science, Ferdowsi University of Mashhad, Mashhad, Iran
| | - Maral Ariani
- Department of Chemistry, Faculty of Science, Ferdowsi University of Mashhad, Mashhad, Iran
| | - Marek Nečas
- Department of Chemistry, Masaryk University, Kotlarska 2, Brno, 61137, Czech Republic
| | - Michal Dušek
- Institute of Physics, Czech Academy of Sciences, Na Slovance 2, Prague 8, 182 21, Czech Republic
| | - Václav Eigner
- Institute of Physics, Czech Academy of Sciences, Na Slovance 2, Prague 8, 182 21, Czech Republic
| | - Hadi Amiri Rudbari
- Department of Chemistry, University of Isfahan, Isfahan 81746-73441, Iran
| | - Giuseppe Bruno
- Department of Chemical Sciences, University of Messina, Via F. Stagnod'Alcontres 31, Messina 98166, Italy
| | - Teresa Mancilla Percino
- Departamento de Química, Centro de Investigación y de Estudios Avanzados del Instituto Politécnico Nacional, Apartado Postal 14-740, 07000, Ciudad de México, México
| | - Marco A Leyva-Ramírez
- Departamento de Química, Centro de Investigación y de Estudios Avanzados del Instituto Politécnico Nacional, Apartado Postal 14-740, 07000, Ciudad de México, México
| | - Krishnan Damodaran
- Department of Chemistry, University of Pittsburgh, Pittsburgh, PA 15260, USA
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4
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Shunnar AF, Dhokale B, Karothu DP, Bowskill DH, Sugden IJ, Hernandez HH, Naumov P, Mohamed S. Efficient Screening for Ternary Molecular Ionic Cocrystals Using a Complementary Mechanosynthesis and Computational Structure Prediction Approach. Chemistry 2020; 26:4752-4765. [PMID: 31793669 PMCID: PMC7187361 DOI: 10.1002/chem.201904672] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2019] [Indexed: 12/16/2022]
Abstract
The discovery of molecular ionic cocrystals (ICCs) of active pharmaceutical ingredients (APIs) widens the opportunities for optimizing the physicochemical properties of APIs whilst facilitating the delivery of multiple therapeutic agents. However, ICCs are often observed serendipitously in crystallization screens and the factors dictating their crystallization are poorly understood. We demonstrate here that mechanochemical ball milling is a versatile technique for the reproducible synthesis of ternary molecular ICCs in less than 30 min of grinding with or without solvent. Computational crystal structure prediction (CSP) calculations have been performed on ternary molecular ICCs for the first time and the observed crystal structures of all the ICCs were correctly predicted. Periodic dispersion-corrected DFT calculations revealed that all the ICCs are thermodynamically stable (mean stabilization energy=-2 kJ mol-1 ) relative to the crystallization of a physical mixture of the binary salt and acid. The results suggest that a combined mechanosynthesis and CSP approach could be used to target the synthesis of higher-order molecular ICCs with functional properties.
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Affiliation(s)
- Abeer F. Shunnar
- Department of ChemistryKhalifa University of Science and TechnologyP.O. Box 127788Abu DhabiUAE
| | - Bhausaheb Dhokale
- Department of ChemistryKhalifa University of Science and TechnologyP.O. Box 127788Abu DhabiUAE
| | | | - David H. Bowskill
- Molecular Systems Engineering GroupCentre for Process Systems EngineeringDepartment of Chemical EngineeringImperial College LondonLondonSW7 2AZUK
| | - Isaac J. Sugden
- Molecular Systems Engineering GroupCentre for Process Systems EngineeringDepartment of Chemical EngineeringImperial College LondonLondonSW7 2AZUK
| | - Hector H. Hernandez
- Department of Biomedical EngineeringCenter for Membrane and Advanced Water TechnologyKhalifa University of Science and TechnologyMasdar Campus P.O. Box 127788Abu DhabiUAE
| | - Panče Naumov
- New York University Abu DhabiP.O. Box 129188Abu DhabiUAE
| | - Sharmarke Mohamed
- Department of ChemistryKhalifa University of Science and TechnologyP.O. Box 127788Abu DhabiUAE
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5
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Braun DE. Supramolecular organisation of sulphate salt hydrates exemplified with brucine sulphate. CrystEngComm 2020. [DOI: 10.1039/c9ce01762c] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
The frequency of hydrate formation among organic sulphate salts is unravelled. Interconversion of the hydrates of brucine sulphate occurs with small changes in the relative humidity.
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Affiliation(s)
- Doris E. Braun
- Institute of Pharmacy
- University of Innsbruck
- 6020 Innsbruck
- Austria
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6
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Yang J, Li N, Li S. The interplay among molecular structures, crystal symmetries and lattice energy landscapes revealed using unsupervised machine learning: a closer look at pyrrole azaphenacenes. CrystEngComm 2019. [DOI: 10.1039/c9ce01190k] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
Abstract
Using unsupervised machine learning and CSPs to help crystallographers better understand how crystallizations are affected by molecular structures.
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Affiliation(s)
- Jack Yang
- Advanced Materials and Manufacturing Futures Institute
- School of Material Science and Engineering
- University of New South Wales
- Sydney
- Australia
| | - Nathan Li
- Advanced Materials and Manufacturing Futures Institute
- School of Material Science and Engineering
- University of New South Wales
- Sydney
- Australia
| | - Sean Li
- Advanced Materials and Manufacturing Futures Institute
- School of Material Science and Engineering
- University of New South Wales
- Sydney
- Australia
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7
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Mohamed S, Li L. From serendipity to supramolecular design: assessing the utility of computed crystal form landscapes in inferring the risks of crystal hydration in carboxylic acids. CrystEngComm 2018. [DOI: 10.1039/c8ce00758f] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/13/2023]
Abstract
Calculated structural descriptors for predicted anhydrate polymorphs are used to assess the risks of crystal hydration in carboxylic acids.
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Affiliation(s)
- Sharmarke Mohamed
- Department of Chemistry
- Khalifa University of Science and Technology
- Abu Dhabi
- United Arab Emirates
| | - Liang Li
- Central Technology Platforms
- New York University Abu Dhabi
- Abu Dhabi
- United Arab Emirates
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8
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Mohamed S, Alwan AA, Friščić T, Morris AJ, Arhangelskis M. Towards the systematic crystallisation of molecular ionic cocrystals: insights from computed crystal form landscapes. Faraday Discuss 2018; 211:401-424. [DOI: 10.1039/c8fd00036k] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
The underlying molecular and crystal properties affecting the crystallisation of organic molecular ionic cocrystals (ICCs) are investigated.
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Affiliation(s)
- Sharmarke Mohamed
- Department of Chemistry
- Khalifa University of Science and Technology
- Abu Dhabi
- United Arab Emirates
| | - Ahmad A. Alwan
- Department of Chemistry
- Khalifa University of Science and Technology
- Abu Dhabi
- United Arab Emirates
| | | | - Andrew J. Morris
- School of Metallurgy and Materials
- University of Birmingham
- Birmingham B15 2TT
- UK
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9
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Braun D, Lingireddy SR, Beidelschies MD, Guo R, Müller P, Price SL, Reutzel-Edens SM. Unraveling Complexity in the Solid Form Screening of a Pharmaceutical Salt: Why so Many Forms? Why so Few? CRYSTAL GROWTH & DESIGN 2017; 17:5349-5365. [PMID: 29018305 PMCID: PMC5629560 DOI: 10.1021/acs.cgd.7b00842] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 06/16/2017] [Revised: 07/28/2017] [Indexed: 06/07/2023]
Abstract
The solid form landscape of 5-HT2a antagonist 3-(4-(benzo[d]isoxazole-3-yl)piperazin-1-yl)-2,2-dimethylpropanoic acid hydrochloride (B5HCl) proved difficult to establish. Many crystalline materials were produced by solid form screening, but few forms readily grew high quality crystals to afford a clear picture or understanding of the solid form landscape. Careful control of crystallization conditions, a range of experimental methods, computational modeling of solvate structures, and crystal structure prediction were required to see potential arrangements of the salt in its crystal forms. Structural diversity in the solid form landscape of B5HCl was apparent in the layer structures for the anhydrate polymorphs (Forms I and II), dihydrate and a family of solvates with alcohols. The alcohol solvates, which provided a distinct packing from the neat forms and the dihydrate, form layers with conserved hydrogen bonding between B5HCl and the solvent, as well as stacking of the aromatic rings. The ability of the alcohol hydrocarbon moieties to efficiently pack between the layers accounted for the difficulty in growing some solvate crystals and the inability of other solvates to crystallize altogether. Through a combination of experiment and computation, the crystallization problems, form stability, and desolvation pathways of B5HCl have been rationalized at a molecular level.
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Affiliation(s)
- Doris
E. Braun
- Institute
of Pharmacy, University of Innsbruck, Innrain 52c, 6020 Innsbruck, Austria
| | | | - Mark D. Beidelschies
- Eurofins
Lancaster Laboratories, PSS, Indianapolis, Indiana 46285, United States
| | - Rui Guo
- Department
of Chemistry, University College London, 20 Gordon Street, London WC1H 0AJ, U.K.
| | - Peter Müller
- X-Ray Diffraction
Facility, MIT Department of Chemistry, 77 Massachusetts Avenue, Cambridge, Massachusetts 02139, United States
| | - Sarah L. Price
- Department
of Chemistry, University College London, 20 Gordon Street, London WC1H 0AJ, U.K.
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10
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Braun DE, Kahlenberg V, Griesser UJ. Experimental and Computational Hydrate Screening: Cytosine, 5-Flucytosine and Their Solid Solution. CRYSTAL GROWTH & DESIGN 2017; 17:4347-4364. [PMID: 30344452 PMCID: PMC6193535 DOI: 10.1021/acs.cgd.7b00664] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/14/2023]
Abstract
The structural, temperature- and moisture dependent stability features of cytosine and 5-flucytosine monohydrates, two pharmaceutically important compounds, were rationalized using complementary experimental and computational approaches. Moisture sorption/desorption, water activity, thermal analysis and calorimetry were applied to determine the stability ranges of hydrate ↔ anhydrate systems, while X-ray diffraction, IR spectroscopy and crystal structure prediction provided the molecular level understanding. At 25 °C, the critical water activity for the cytosine hydrate ↔ anhydrate system is ~0.43 and for 5-flucytosine ~0.41. In 5-flucytosine the water molecules are arranged in open channels, therefore the kinetic desorption data, dehydration < 40% relative humidity (RH), conform with the thermodynamic data, whereas for the cytosine isolated site hydrate dehydration was observed at RH < 15%. Peritectic dissociation temperatures of the hydrates were measured to be 97 °C and 84.2 °C for cytosine and 5-flucytosine, respectively, and the monohydrate to anhydrate transition enthalpies to be around 10 kJ mol-1. Computed crystal energy landscapes not only revealed that the substitution of C5 (H or F) controls the packing and properties of cytosine/5-flucytosine solid forms, but also have enabled the finding of a monohydrate solid solution of the two substances which shows increased thermal- and moisture-dependent stability compared to 5-flucytosine monohydrate.
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Affiliation(s)
- Doris E. Braun
- Institute of Pharmacy, University of Innsbruck, Innrain 52c, 6020 Innsbruck, Austria
| | - Volker Kahlenberg
- Institute of Mineralogy and Petrography, University of Innsbruck, Innrain 52, 6020 Innsbruck, Austria
| | - Ulrich J. Griesser
- Institute of Pharmacy, University of Innsbruck, Innrain 52c, 6020 Innsbruck, Austria
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11
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Mohamed S. Solvent inclusion in the crystal structure of bis-[(adamantan-1-yl)methanaminium chloride] 1,4-dioxane hemisolvate monohydrate explained using the computed crystal energy landscape. Acta Crystallogr E Crystallogr Commun 2016; 72:1348-1352. [PMID: 27920932 PMCID: PMC5120722 DOI: 10.1107/s2056989016013256] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2016] [Accepted: 08/18/2016] [Indexed: 11/13/2022]
Abstract
Repeated attempts to crystallize 1-adamantane-methyl-amine hydro-chloride as an anhydrate failed but the salt was successfully crystallized as a solvate (2C11H20N+·2Cl-·0.5C4H8O2·H2O), with water and 1,4-dioxane playing a structural role in the crystal and engaging in hydrogen-bonding inter-actions with the cation and anion. Computational crystal-structure prediction was used to rationalize the solvent-inclusion behaviour of this salt by computing the solvent-accessible voids in the predicted low-energy structures for the anhydrate: the global lattice-energy minimum structure, which has the same packing of the ions as the solvate, has solvent-accessible voids that account for 3.71% of the total unit-cell volume and is 6 kJ mol-1 more stable than the next most stable predicted structure.
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12
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Day GM, Görbitz CH. Introduction to the special issue on crystal structure prediction. ACTA CRYSTALLOGRAPHICA SECTION B, STRUCTURAL SCIENCE, CRYSTAL ENGINEERING AND MATERIALS 2016; 72:435-436. [PMID: 27484366 DOI: 10.1107/s2052520616012348] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/06/2023]
Affiliation(s)
- Graeme M Day
- Department of Chemistry, University of Southampton, Highfield Campus, Southampton, Hampshire SO17 1BJ, England
| | - Carl Henrik Görbitz
- Department of Chemistry, University of Oslo, PO Box 1033 Blindern, N-0315 Oslo, Norway
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