Litcius/Paper detail

In-line Fluorescence Spectroscopy for Quantification of Low Amount of Active Pharmaceutical Ingredient

Dan Henrik Sørensen, Niels Peter Aae Christensen, Erik Skibsted, Jukka Rantanen, Åsmund Rinnan

2022Journal of Pharmaceutical Sciences12 citationsDOIOpen Access PDF

Abstract

The pharmaceutical industry is currently implementing new manufacturing principles and modernizing the related processing solutions. A key element in this development is implementation of process analytical technologies (PAT) for measuring product quality in a real-time mode, ideally for a continuously operating processing line. Near-infrared (NIR) spectroscopy is widely used for this purpose, but has limited use for low concentration formulations, due to its inherent detection limit. Light-induced fluorescence (LIF) spectroscopy is a PAT tool that can be used to quantify low concentrations of active pharmaceutical ingredient, and recent development of instrumentation has made it available for in-line applications. In this study, the content of tryptophan in a dynamic powder flow could be measured as low as 0.10 w/w % with LIF spectroscopy with good accuracy of RMSEP = 0.008 w/w %. Both partial least squares regression and support vector machines (SVM) were investigated, but we found SVM to be the better option due to non-linearities between the calibration test and the in-line measurements. With the use of SVM, LIF spectroscopy is a promising candidate for low concentration applications where NIR is not suitable.

Topics & Concepts

Process analytical technologyActive ingredientFluorescence spectroscopySpectroscopyNear-infrared spectroscopyCalibrationCritical quality attributesProcess engineeringIngredientSupport vector machineAnalytical Chemistry (journal)Materials scienceChemistryComputer scienceFluorescenceChromatographyMathematicsOpticsMachine learningEngineeringBioinformaticsChemical engineeringStatisticsQuantum mechanicsPhysicsFood scienceBioprocessBiologyPhysical chemistryParticle sizeSpectroscopy and Chemometric AnalysesSpectroscopy Techniques in Biomedical and Chemical ResearchFault Detection and Control Systems