Validation of a multipoint near-infrared spectroscopy method for in-line moisture content analysis during freeze-drying.
This study assessed the validity of a multipoint near-infrared (NIR) spectroscopy method for in-line moisture content analysis during a freeze-drying process. It is known that the moisture content affects the stability of a freeze-dried product and hence it is a major critical quality attribute. Therefore assessment of the validity of an analytical method for moisture content determination is vital to ensure the quality of the final product. An aqueous sucrose solution was used as the model formulation of the study. The NIR spectra were calibrated to the moisture content using partial least squares (PLS) regression with coulometric Karl Fischer (KF) titration as the reference method. Different spectral preprocessing methods were compared for the PLS models. A calibration model transfer protocol was established to enable the use of the method in the multipoint mode. The accuracy profile was used as a decision tool to determine the validity of the method. The final PLS model, in which NIR spectra were preprocessed with standard normal variate transformation (SNV), resulted in low root mean square error of prediction value of 0.04%-m/v, i.e. evidence of sufficient overall accuracy of the model. The validation results revealed that the accuracy of the model was acceptable within the moisture content range 0.16-0.70%-m/v that is specific for the latter stages of the freeze-drying process. In addition, the results demonstrated the method's reliable in-process performance and robustness. Thus, the multipoint NIR spectroscopy method was proved capable of providing in-line evaluation of moisture content and it is readily available for use in laboratory scale freeze-drying research and development.
School of Pharmacy, Promis Centre, Faculty of Health Sciences, University of Eastern Finland, P.O. Box 1627, Kuopio FI-70211, Finland. Electronic address: ari.kauppinen@uef.fi.
Ari
A
Kauppinen
Optical Measurement Technologies, VTT Technical Research Centre of Finland, P.O. Box 1199, Kuopio FI-70211, Finland.
Maunu
M
Toiviainen
School of Pharmacy, Promis Centre, Faculty of Health Sciences, University of Eastern Finland, P.O. Box 1627, Kuopio FI-70211, Finland.
Marko
M
Lehtonen
School of Pharmacy, Promis Centre, Faculty of Health Sciences, University of Eastern Finland, P.O. Box 1627, Kuopio FI-70211, Finland.
Kristiina
K
Järvinen
Optical Measurement Technologies, VTT Technical Research Centre of Finland, P.O. Box 1100, Oulu FI-90571, Finland.
Janne
J
Paaso
Optical Measurement Technologies, VTT Technical Research Centre of Finland, P.O. Box 1199, Kuopio FI-70211, Finland.
Mikko
M
Juuti
School of Pharmacy, Promis Centre, Faculty of Health Sciences, University of Eastern Finland, P.O. Box 1627, Kuopio FI-70211, Finland.
Jarkko
J
Ketolainen
D002138:Calibration; D005612:Freeze Drying; D016018:Least-Squares Analysis; D019265:Spectroscopy, Near-Infrared / Q000379:methods*; D014867:Water / Q000032:analysis*
D014867:Water
Accuracy profile; Freeze-drying; Moisture; Multipoint near-infrared spectroscopy; Validation