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Quantifying molecular interactions linking disordered and ordered phases to predict crystallisation

Lead Research Organisation: University of Strathclyde
Department Name: Inst of Pharmacy and Biomedical Sci

Abstract

Even though crystallisation is one of the most used unit processes in the chemical and pharmaceutical industries, it is still impossible to predict the crystallisation outcome without conducting an experiment. The current practice of crystallisation screening costs industry between 50K and 120K Euros per compound in time and manpower. Streamlining this approach with the help of computational crystal structure prediction is currently curbed by computing power and the missing link between the predicted structures and the experimental conditions needed to produce them. Current attempts to investigate solution-state aggregation and its influence on the crystallisation outcome show varying success, are isolated, and do not allow for investigation to yield generalised insights.

The aim of this project is to elucidate the molecular interactions in pre-crystallisation states and to link these with crystallisation outcomes. Using a combination of spectroscopic and total scattering techniques, I will extract strength and structure of homomeric interactions from the single component phase (melt or glass), solute-solvent interactions from solution, and the impact of binary solvent microheterogeneity and solvent-solvent interface on aggregation in
solution. This approach will yield the fundamental understanding to enable the prediction of the crystallisation behaviour of compounds not investigated in this study. In addition, I will translate this fundamental knowledge into scale bars of interaction strength and easy-to-use rules comparable to Lipinski's 'Rule of Five' or the Biopharmaceutical Classification System allowing the application of the fundamental insights of this project in the everyday work of crystallisation scientists. This will lead to a step-change in how the community approaches crystallisation and enable a tailored and controlled approach to replace the current brute-force screening.

Publications

10 25 50
 
Description Microheterogeneity structure of water-dimethylformamide (DMF) mixtures
Amount £125,000 (GBP)
Funding ID RB2510442 
Organisation ISIS Neutron Source Facility 
Sector Learned Society
Country United Kingdom
Start 03/2025 
End 03/2025
 
Description The Solution interaction of diatrizoic acid with water towards hydrtae formation
Amount £50,000 (GBP)
Funding ID RB2510371 
Organisation ISIS Neutron Source Facility 
Sector Learned Society
Country United Kingdom
Start 03/2025 
End 03/2025
 
Description CP-MAS spectroscopy on amorphous materials 
Organisation University of Manchester
Country United Kingdom 
Sector Academic/University 
PI Contribution Me and my team provide materials and expertise in generating/stabilising these materials.
Collaborator Contribution Dr Daniel Lee at Manchester provides training and expertise in CP-MAS NMR measurements and interpretation
Impact no outputs yet
Start Year 2024
 
Description Crystal form control with microheterogeneous solutions 
Organisation AstraZeneca
Country United Kingdom 
Sector Private 
PI Contribution me and my research team generate new knowledge about the impact micro-phase separation has on crystallisation outcome
Collaborator Contribution AstraZeneca is providing insight into industrial relevance and suggest materials or interest. They also take part in meetings to discuss the general direction of the project.
Impact no outcomes yet
Start Year 2024