Estimation of active pharmaceutical ingredients content using locally weighted partial least squares and statistical wavelength selection.
نویسندگان
چکیده
Development of quality estimation models using near infrared spectroscopy (NIRS) and multivariate analysis has been accelerated as a process analytical technology (PAT) tool in the pharmaceutical industry. Although linear regression methods such as partial least squares (PLS) are widely used, they cannot always achieve high estimation accuracy because physical and chemical properties of a measuring object have a complex effect on NIR spectra. In this research, locally weighted PLS (LW-PLS) which utilizes a newly defined similarity between samples is proposed to estimate active pharmaceutical ingredient (API) content in granules for tableting. In addition, a statistical wavelength selection method which quantifies the effect of API content and other factors on NIR spectra is proposed. LW-PLS and the proposed wavelength selection method were applied to real process data provided by Daiichi Sankyo Co., Ltd., and the estimation accuracy was improved by 38.6% in root mean square error of prediction (RMSEP) compared to the conventional PLS using wavelengths selected on the basis of variable importance on the projection (VIP). The results clearly show that the proposed calibration modeling technique is useful for API content estimation and is superior to the conventional one.
منابع مشابه
Estimation of Active Pharmaceutical Ingredient Content Using Locally Weighted Partial Least Squares
Development of quality estimation models using near infrared spectroscopy (NIRS) and multivariate analysis has been accelerated as a Process Analytical Technology (PAT) tool in the pharmaceutical industry. Although linear regression methods such as partial least squares (PLS) are widely used, they may not be able to achieve high estimation accuracy because physical and chemical properties of a ...
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عنوان ژورنال:
- International journal of pharmaceutics
دوره 421 2 شماره
صفحات -
تاریخ انتشار 2011