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Predicting crystal form stability under real-world conditions

The physicochemical properties of molecular crystals, such as solubility, stability, compactability, melting behaviour and bioavailability, depend on their crystal form(1). In silico crystal form selection has recently come much closer to realization because of the development of accurate and afford...

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Autores principales: Firaha, Dzmitry, Liu, Yifei Michelle, van de Streek, Jacco, Sasikumar, Kiran, Dietrich, Hanno, Helfferich, Julian, Aerts, Luc, Braun, Doris E., Broo, Anders, DiPasquale, Antonio G., Lee, Alfred Y., Le Meur, Sarah, Nilsson Lill, Sten O., Lunsmann, Walter J., Mattei, Alessandra, Muglia, Pierandrea, Putra, Okky Dwichandra, Raoui, Mohamed, Reutzel-Edens, Susan M., Rome, Sandrine, Sheikh, Ahmad Y., Tkatchenko, Alexandre, Woollam, Grahame R., Neumann, Marcus A.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10632141/
https://www.ncbi.nlm.nih.gov/pubmed/37938708
http://dx.doi.org/10.1038/s41586-023-06587-3
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author Firaha, Dzmitry
Liu, Yifei Michelle
van de Streek, Jacco
Sasikumar, Kiran
Dietrich, Hanno
Helfferich, Julian
Aerts, Luc
Braun, Doris E.
Broo, Anders
DiPasquale, Antonio G.
Lee, Alfred Y.
Le Meur, Sarah
Nilsson Lill, Sten O.
Lunsmann, Walter J.
Mattei, Alessandra
Muglia, Pierandrea
Putra, Okky Dwichandra
Raoui, Mohamed
Reutzel-Edens, Susan M.
Rome, Sandrine
Sheikh, Ahmad Y.
Tkatchenko, Alexandre
Woollam, Grahame R.
Neumann, Marcus A.
author_facet Firaha, Dzmitry
Liu, Yifei Michelle
van de Streek, Jacco
Sasikumar, Kiran
Dietrich, Hanno
Helfferich, Julian
Aerts, Luc
Braun, Doris E.
Broo, Anders
DiPasquale, Antonio G.
Lee, Alfred Y.
Le Meur, Sarah
Nilsson Lill, Sten O.
Lunsmann, Walter J.
Mattei, Alessandra
Muglia, Pierandrea
Putra, Okky Dwichandra
Raoui, Mohamed
Reutzel-Edens, Susan M.
Rome, Sandrine
Sheikh, Ahmad Y.
Tkatchenko, Alexandre
Woollam, Grahame R.
Neumann, Marcus A.
author_sort Firaha, Dzmitry
collection PubMed
description The physicochemical properties of molecular crystals, such as solubility, stability, compactability, melting behaviour and bioavailability, depend on their crystal form(1). In silico crystal form selection has recently come much closer to realization because of the development of accurate and affordable free-energy calculations(2–4). Here we redefine the state of the art, primarily by improving the accuracy of free-energy calculations, constructing a reliable experimental benchmark for solid–solid free-energy differences, quantifying statistical errors for the computed free energies and placing both hydrate crystal structures of different stoichiometries and anhydrate crystal structures on the same energy landscape, with defined error bars, as a function of temperature and relative humidity. The calculated free energies have standard errors of 1–2 kJ mol(−1) for industrially relevant compounds, and the method to place crystal structures with different hydrate stoichiometries on the same energy landscape can be extended to other multi-component systems, including solvates. These contributions reduce the gap between the needs of the experimentalist and the capabilities of modern computational tools, transforming crystal structure prediction into a more reliable and actionable procedure that can be used in combination with experimental evidence to direct crystal form selection and establish control(5).
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spelling pubmed-106321412023-11-10 Predicting crystal form stability under real-world conditions Firaha, Dzmitry Liu, Yifei Michelle van de Streek, Jacco Sasikumar, Kiran Dietrich, Hanno Helfferich, Julian Aerts, Luc Braun, Doris E. Broo, Anders DiPasquale, Antonio G. Lee, Alfred Y. Le Meur, Sarah Nilsson Lill, Sten O. Lunsmann, Walter J. Mattei, Alessandra Muglia, Pierandrea Putra, Okky Dwichandra Raoui, Mohamed Reutzel-Edens, Susan M. Rome, Sandrine Sheikh, Ahmad Y. Tkatchenko, Alexandre Woollam, Grahame R. Neumann, Marcus A. Nature Article The physicochemical properties of molecular crystals, such as solubility, stability, compactability, melting behaviour and bioavailability, depend on their crystal form(1). In silico crystal form selection has recently come much closer to realization because of the development of accurate and affordable free-energy calculations(2–4). Here we redefine the state of the art, primarily by improving the accuracy of free-energy calculations, constructing a reliable experimental benchmark for solid–solid free-energy differences, quantifying statistical errors for the computed free energies and placing both hydrate crystal structures of different stoichiometries and anhydrate crystal structures on the same energy landscape, with defined error bars, as a function of temperature and relative humidity. The calculated free energies have standard errors of 1–2 kJ mol(−1) for industrially relevant compounds, and the method to place crystal structures with different hydrate stoichiometries on the same energy landscape can be extended to other multi-component systems, including solvates. These contributions reduce the gap between the needs of the experimentalist and the capabilities of modern computational tools, transforming crystal structure prediction into a more reliable and actionable procedure that can be used in combination with experimental evidence to direct crystal form selection and establish control(5). Nature Publishing Group UK 2023-11-08 2023 /pmc/articles/PMC10632141/ /pubmed/37938708 http://dx.doi.org/10.1038/s41586-023-06587-3 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Firaha, Dzmitry
Liu, Yifei Michelle
van de Streek, Jacco
Sasikumar, Kiran
Dietrich, Hanno
Helfferich, Julian
Aerts, Luc
Braun, Doris E.
Broo, Anders
DiPasquale, Antonio G.
Lee, Alfred Y.
Le Meur, Sarah
Nilsson Lill, Sten O.
Lunsmann, Walter J.
Mattei, Alessandra
Muglia, Pierandrea
Putra, Okky Dwichandra
Raoui, Mohamed
Reutzel-Edens, Susan M.
Rome, Sandrine
Sheikh, Ahmad Y.
Tkatchenko, Alexandre
Woollam, Grahame R.
Neumann, Marcus A.
Predicting crystal form stability under real-world conditions
title Predicting crystal form stability under real-world conditions
title_full Predicting crystal form stability under real-world conditions
title_fullStr Predicting crystal form stability under real-world conditions
title_full_unstemmed Predicting crystal form stability under real-world conditions
title_short Predicting crystal form stability under real-world conditions
title_sort predicting crystal form stability under real-world conditions
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10632141/
https://www.ncbi.nlm.nih.gov/pubmed/37938708
http://dx.doi.org/10.1038/s41586-023-06587-3
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