Multi-group PLS Regression: Application to Epidemiology

Author(s):  
Aida Eslami ◽  
El Mostafa Qannari ◽  
Achim Kohler ◽  
Stéphanie Bougeard
Keyword(s):  
2021 ◽  
pp. 1-12
Author(s):  
Yuta Otsuka ◽  
Suvra Pal

BACKGROUND: Control of the pharmaceutical manufacturing process and active pharmaceutical ingredients (API) is essential to product formulation and bioavailability. OBJECTIVE: The aim of this study is to predict tablet surface API concentration by chemometrics using integrating sphere UV-Vis spectroscopy, a non-destructive and contact-free measurement method. METHODS: Riboflavin, pyridoxine hydrochloride, dicalcium phosphate anhydrate, and magnesium stearate were mixed and ground with a mortar and pestle, and 100 mg samples were subjected to direct compression at a compaction pressure of 6 MPa at 7 mm diameter. The flat surface tablets were then analyzed by integrating sphere UV-Vis spectrometry. Standard normal variate (SNV) normalization and principal component analysis were applied to evaluate the measured spectral dataset. The spectral ranges were prepared at 300–800 nm and 500–700 nm with SNV normalization. Partial least squares (PLS) regression models were constructed to predict the API concentrations based on two previous datasets. RESULTS: The regression vector of constructed PLS regression models for each API was evaluated. API concentration prediction depends on riboflavin absorbance at 550 nm and the excipient dicalcium phosphate anhydrate. CONCLUSION: Integrating sphere UV-Vis spectrometry is a useful tool to process analytical technology.


Author(s):  
Gabriela Krepper ◽  
Florencia Romeo ◽  
David Douglas de Sousa Fernandes ◽  
Paulo Henrique Gonçalves Dias Diniz ◽  
Mário César Ugulino de Araújo ◽  
...  

2017 ◽  
Vol 9 (10) ◽  
pp. 1081 ◽  
Author(s):  
Kensuke Kawamura ◽  
Yasuhiro Tsujimoto ◽  
Michel Rabenarivo ◽  
Hidetoshi Asai ◽  
Andry Andriamananjara ◽  
...  

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