Author
Listed:
- Dzmitry Firaha
(Avant-garde Materials Simulation)
- Yifei Michelle Liu
(Avant-garde Materials Simulation)
- Jacco Streek
(Avant-garde Materials Simulation)
- Kiran Sasikumar
(Avant-garde Materials Simulation)
- Hanno Dietrich
(Avant-garde Materials Simulation)
- Julian Helfferich
(Avant-garde Materials Simulation
JobRad)
- Luc Aerts
(Chemin du Foriest)
- Doris E. Braun
(University of Innsbruck)
- Anders Broo
(AstraZeneca Gothenburg)
- Antonio G. DiPasquale
(Genentech)
- Alfred Y. Lee
(Analytical Research & Development)
- Sarah Meur
(Chemin du Foriest)
- Sten O. Nilsson Lill
(AstraZeneca Gothenburg)
- Walter J. Lunsmann
(GRIN Therapeutics)
- Alessandra Mattei
(AbbVie)
- Pierandrea Muglia
(GRIN Therapeutics)
- Okky Dwichandra Putra
(AstraZeneca Gothenburg)
- Mohamed Raoui
(Novartis Pharma)
- Susan M. Reutzel-Edens
(Cambridge Crystallographic Data Centre
SuRE Pharma Consulting)
- Sandrine Rome
(Chemin du Foriest)
- Ahmad Y. Sheikh
(AbbVie)
- Alexandre Tkatchenko
(University of Luxembourg)
- Grahame R. Woollam
(Novartis Pharma)
- Marcus A. Neumann
(Avant-garde Materials Simulation)
Abstract
The physicochemical properties of molecular crystals, such as solubility, stability, compactability, melting behaviour and bioavailability, depend on their crystal form1. In silico crystal form selection has recently come much closer to realization because of the development of accurate and affordable free-energy calculations2–4. 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 control5.
Suggested Citation
Dzmitry Firaha & Yifei Michelle Liu & Jacco Streek & Kiran Sasikumar & Hanno Dietrich & Julian Helfferich & Luc Aerts & Doris E. Braun & Anders Broo & Antonio G. DiPasquale & Alfred Y. Lee & Sarah Meu, 2023.
"Predicting crystal form stability under real-world conditions,"
Nature, Nature, vol. 623(7986), pages 324-328, November.
Handle:
RePEc:nat:nature:v:623:y:2023:i:7986:d:10.1038_s41586-023-06587-3
DOI: 10.1038/s41586-023-06587-3
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