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Updated: Feb 4, 2026

Cross-Modal Multivariate Pattern Analysis
Published on: November 9, 2011
Multivariate analysis as a method to understand variability in a complex excipient, and its contribution to
Mike Tobyn1, Ana Patricia Ferreira1, Jane Lightfoot2
1a Drug Product Science & Technology , Bristol-Myers Squibb , Moreton, Wirral , UK.
Abstract:
A key part of the Risk Assessment of excipients is to understand how raw material variability could (or does) contribute to differences in performance of the drug product. Here we demonstrate an approach which achieves the necessary understanding for a complex, functional, excipient. Multivariate analysis (MVA) of the certificates of analysis of an ethylcellulose aqueous dispersion (Surelease) formulation revealed low overall variability of the properties of the systems. Review of the scores plot to highlight batches manufactured using the same ethylcellulose raw material in the formulation, indicated that these batches tend to be more closely related than other randomly selected batches. This variability could result in potential differences in the quality of drug product lots made from these batches. Manufacture of a model drug product from Surelease batches coated using different lots of starting material revealed small differences in the release of a model drug, which could be detected by certain model dependent dissolution modeling techniques, but they were not observed when using model-independent techniques. This illustrates that the techniques are suitable for detecting and understanding excipient variability, but that, in this case, the product was still robust.
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