Getting to the bottom of things: A model-based approach for root cause investigation in protein chromatography
Chromatographic protein purification is subject to various effects that may lead to disturbances in the process. Column aging or process variations can for example lead to deviations in the eluate composition and hence lead to inconsistencies in pool purities and yield. Before dragging these disturbances into the next batch, their source should be identified and – ideally – eliminated.
Troubleshooting during processing leads to time loss and costs. The causes for deviations are hard to identify visually and manual troubleshooting approaches are both time consuming and expensive. Especially with view on continuous processing, automated monitoring and control strategies are therefore gaining more and more interest. In this context, mechanistic models are promising, but have not yet been applied for a process analysis of biopharmaceutical protein purification yet.
Combination of spectral deconvolution with inverse mechanistic modeling. In the present case study, a novel Process Analytical Technology (PAT) for accelerated and automated troubleshooting has been considered. In a first step, a calibration for a Partial Least Square (PLS) Regression was performed. By means of this PLS model, selective protein concentration could be calculated from the mid-UV absorption spectra. After importing them into ChromX, the model parameters for all species were determined by curve fitting.
Fast and automated troubleshooting for deviating chromatograms. Once the model was calibrated, it could serve for trouble shooting of further observed chromatograms. In case of deviations in the chromatogram , the critical process parameters were automatically altered in ChromX until the modelled chromatogram fitted the observed one. By means of the approach outlined, a valuable modeling tool for root cause investigation was established. Following the procedure, typical disturbing sources as the aging of columns or process variations can be identified rapidly from a simple examination of the chromatogram.