AI Article Synopsis

  • Monoclonal antibodies (mAbs) are increasingly important in cancer therapy, and ensuring their quality is crucial for patient safety.
  • The study investigates the use of image capillary isoelectric focusing (icIEF) combined with statistical methods (PCA and PLS-DA) to effectively characterize and identify different mAbs in a clinical setting.
  • Results showed that this method can accurately distinguish various commercial mAbs and predict which one is being analyzed, proving to be a reliable approach for verifying mAbs before administration to patients.

Article Abstract

Monoclonal antibodies are increasingly used in cancer therapy. To guarantee the quality of these mAbs from compounding to patient administration, characterization methods are required (e.g. identity). In a clinical setting, these methods must be fast and straightforward. For this reason, we investigated the potential of image capillary isoelectric focusing (icIEF) combined with Principal Component Analysis (PCA) and Partial least squares-discriminant analysis (PLS-DA). icIEF profiles obtained from monoclonals antibodies (mAbs) analysis have been pre-processed and the data submitted to principal component analysis (PCA). This pre-processing method has been designed to avoid the impact of concentration and formulation. Analysis of four commercialized mAbs (Infliximab, Nivolumab, Pertuzumab, and Adalimumab) by icIEF-PCA led to the formation of four clusters corresponding to each mAb. Partial least squares-discriminant analysis (PLS-DA) applied to these data allowed us to build models to predict which monoclonal antibody is analyzed. The validation of this model was obtained from k-fold cross-validation and prediction tests. The selectivity and the specificity of the model performance parameters were assessed by the excellent classification obtained. In conclusion, we established that the combination of icIEF and chemometric approaches is a reliable approach for unambiguously identifying compounded therapeutic monoclonal antibodies (mAbs) before patient administration.

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Source
http://dx.doi.org/10.1016/j.talanta.2023.124633DOI Listing

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