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Now it has been shown that limited experimental data can be used to train sophisticated machine learning models to accurately predict the activity of previously uncharacterized peptide ligand variants.

This study is based on data from the Clinical Practice Research Datalink obtained under license from the UK Medicines and Healthcare products Regulatory Agency

Methods State-of-the-art analytical methods were used to compare physical and chemical stability, and impurity profiles of drug substances/products from different suppliers

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