Multivariate Quantification of the Solid State Phase Composition of Co-Amorphous Naproxen-Indomethacin

To benefit from the optimized dissolution properties of active pharmaceutical ingredients in their amorphous forms, co-amorphisation as a viable tool to stabilize these amorphous phases is of both academic and industrial interest. Reports dealing with the physical stability and recrystallization beh...

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Main Authors: Andreas Beyer, Holger Grohganz, Korbinian Löbmann, Thomas Rades, Claudia S. Leopold
Format: Article
Language:English
Published: MDPI AG 2015-10-01
Series:Molecules
Subjects:
PLS
Online Access:http://www.mdpi.com/1420-3049/20/10/19571
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spelling doaj-3404fb310cc64e64ae3fff611807bff92020-11-24T22:34:20ZengMDPI AGMolecules1420-30492015-10-012010195711958710.3390/molecules201019571molecules201019571Multivariate Quantification of the Solid State Phase Composition of Co-Amorphous Naproxen-IndomethacinAndreas Beyer0Holger Grohganz1Korbinian Löbmann2Thomas Rades3Claudia S. Leopold4Division of Pharmaceutical Technology, University of Hamburg, Hamburg 20146, GermanyDepartment of Pharmacy, University of Copenhagen, Copenhagen 2100, DenmarkDepartment of Pharmacy, University of Copenhagen, Copenhagen 2100, DenmarkDepartment of Pharmacy, University of Copenhagen, Copenhagen 2100, DenmarkDivision of Pharmaceutical Technology, University of Hamburg, Hamburg 20146, GermanyTo benefit from the optimized dissolution properties of active pharmaceutical ingredients in their amorphous forms, co-amorphisation as a viable tool to stabilize these amorphous phases is of both academic and industrial interest. Reports dealing with the physical stability and recrystallization behavior of co-amorphous systems are however limited to qualitative evaluations based on the corresponding X-ray powder diffractograms. Therefore, the objective of the study was to develop a quantification model based on X-ray powder diffractometry (XRPD), followed by a multivariate partial least squares regression approach that enables the simultaneous determination of up to four solid state fractions: crystalline naproxen, γ-indomethacin, α-indomethacin as well as co-amorphous naproxen-indomethacin. For this purpose, a calibration set that covers the whole range of possible combinations of the four components was prepared and analyzed by XRPD. In order to test the model performances, leave-one-out cross validation was performed and revealed root mean square errors of validation between 3.11% and 3.45% for the crystalline molar fractions and 5.57% for the co-amorphous molar fraction. In summary, even four solid state phases, involving one co-amorphous phase, can be quantified with this XRPD data-based approach.http://www.mdpi.com/1420-3049/20/10/19571co-amorphoussolid state analysiscompositionmultivariatePLSXRPDrecrystallizationstability
collection DOAJ
language English
format Article
sources DOAJ
author Andreas Beyer
Holger Grohganz
Korbinian Löbmann
Thomas Rades
Claudia S. Leopold
spellingShingle Andreas Beyer
Holger Grohganz
Korbinian Löbmann
Thomas Rades
Claudia S. Leopold
Multivariate Quantification of the Solid State Phase Composition of Co-Amorphous Naproxen-Indomethacin
Molecules
co-amorphous
solid state analysis
composition
multivariate
PLS
XRPD
recrystallization
stability
author_facet Andreas Beyer
Holger Grohganz
Korbinian Löbmann
Thomas Rades
Claudia S. Leopold
author_sort Andreas Beyer
title Multivariate Quantification of the Solid State Phase Composition of Co-Amorphous Naproxen-Indomethacin
title_short Multivariate Quantification of the Solid State Phase Composition of Co-Amorphous Naproxen-Indomethacin
title_full Multivariate Quantification of the Solid State Phase Composition of Co-Amorphous Naproxen-Indomethacin
title_fullStr Multivariate Quantification of the Solid State Phase Composition of Co-Amorphous Naproxen-Indomethacin
title_full_unstemmed Multivariate Quantification of the Solid State Phase Composition of Co-Amorphous Naproxen-Indomethacin
title_sort multivariate quantification of the solid state phase composition of co-amorphous naproxen-indomethacin
publisher MDPI AG
series Molecules
issn 1420-3049
publishDate 2015-10-01
description To benefit from the optimized dissolution properties of active pharmaceutical ingredients in their amorphous forms, co-amorphisation as a viable tool to stabilize these amorphous phases is of both academic and industrial interest. Reports dealing with the physical stability and recrystallization behavior of co-amorphous systems are however limited to qualitative evaluations based on the corresponding X-ray powder diffractograms. Therefore, the objective of the study was to develop a quantification model based on X-ray powder diffractometry (XRPD), followed by a multivariate partial least squares regression approach that enables the simultaneous determination of up to four solid state fractions: crystalline naproxen, γ-indomethacin, α-indomethacin as well as co-amorphous naproxen-indomethacin. For this purpose, a calibration set that covers the whole range of possible combinations of the four components was prepared and analyzed by XRPD. In order to test the model performances, leave-one-out cross validation was performed and revealed root mean square errors of validation between 3.11% and 3.45% for the crystalline molar fractions and 5.57% for the co-amorphous molar fraction. In summary, even four solid state phases, involving one co-amorphous phase, can be quantified with this XRPD data-based approach.
topic co-amorphous
solid state analysis
composition
multivariate
PLS
XRPD
recrystallization
stability
url http://www.mdpi.com/1420-3049/20/10/19571
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