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A comparison of models for the analysis of the kinetics of drug release from PLGA-based nanoparticles

PURPOSE: Poly (lactic-co-glycolic acid) has received much academic attention for developing nanotherapeutics and FDA has approved it for several applications. An important parameter that dictates the bioavailability and hence the biological effect of the drug is drug release from its delivering syst...

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Autores principales: Pourtalebi Jahromi, Leila, Ghazali, Mohammad, Ashrafi, Hajar, Azadi, Amir
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7049635/
https://www.ncbi.nlm.nih.gov/pubmed/32140583
http://dx.doi.org/10.1016/j.heliyon.2020.e03451
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author Pourtalebi Jahromi, Leila
Ghazali, Mohammad
Ashrafi, Hajar
Azadi, Amir
author_facet Pourtalebi Jahromi, Leila
Ghazali, Mohammad
Ashrafi, Hajar
Azadi, Amir
author_sort Pourtalebi Jahromi, Leila
collection PubMed
description PURPOSE: Poly (lactic-co-glycolic acid) has received much academic attention for developing nanotherapeutics and FDA has approved it for several applications. An important parameter that dictates the bioavailability and hence the biological effect of the drug is drug release from its delivering system. This study offers a comparative mathematical analysis of drug release from Poly (lactic-co-glycolic acid)–based nanoparticles to suggest a general model explaining multi-mechanistic release they provide. METHODS: Eight release models, zero order, first order, Higuchi, Hixson-Crowell, the square root of mass, the three-second root of mass, Weibull and Korsmeyer-Peppas, as well as the second degree polynomial equation were applied to 60 data sets. The models analysed regarding several types of errors, regression parameters and average Akaike information criterion. RESULTS AND DISCUSSION: Most of the data sets present the highest R(2), the lowest overall error and AIC for the Weibull model. Weibull model with the mean AIC = -36.37 and mean OE = 7.24 and the highest NE less than 5, 10, 15 and 20 % in most of the cases best fits the release data from various PLGA-based drug delivery systems that are studied. Weibull model seems to show enough flexibility to describe various release patterns PLGA provides.
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spelling pubmed-70496352020-03-05 A comparison of models for the analysis of the kinetics of drug release from PLGA-based nanoparticles Pourtalebi Jahromi, Leila Ghazali, Mohammad Ashrafi, Hajar Azadi, Amir Heliyon Article PURPOSE: Poly (lactic-co-glycolic acid) has received much academic attention for developing nanotherapeutics and FDA has approved it for several applications. An important parameter that dictates the bioavailability and hence the biological effect of the drug is drug release from its delivering system. This study offers a comparative mathematical analysis of drug release from Poly (lactic-co-glycolic acid)–based nanoparticles to suggest a general model explaining multi-mechanistic release they provide. METHODS: Eight release models, zero order, first order, Higuchi, Hixson-Crowell, the square root of mass, the three-second root of mass, Weibull and Korsmeyer-Peppas, as well as the second degree polynomial equation were applied to 60 data sets. The models analysed regarding several types of errors, regression parameters and average Akaike information criterion. RESULTS AND DISCUSSION: Most of the data sets present the highest R(2), the lowest overall error and AIC for the Weibull model. Weibull model with the mean AIC = -36.37 and mean OE = 7.24 and the highest NE less than 5, 10, 15 and 20 % in most of the cases best fits the release data from various PLGA-based drug delivery systems that are studied. Weibull model seems to show enough flexibility to describe various release patterns PLGA provides. Elsevier 2020-02-28 /pmc/articles/PMC7049635/ /pubmed/32140583 http://dx.doi.org/10.1016/j.heliyon.2020.e03451 Text en © 2020 Published by Elsevier Ltd. http://creativecommons.org/licenses/by-nc-nd/4.0/ This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Article
Pourtalebi Jahromi, Leila
Ghazali, Mohammad
Ashrafi, Hajar
Azadi, Amir
A comparison of models for the analysis of the kinetics of drug release from PLGA-based nanoparticles
title A comparison of models for the analysis of the kinetics of drug release from PLGA-based nanoparticles
title_full A comparison of models for the analysis of the kinetics of drug release from PLGA-based nanoparticles
title_fullStr A comparison of models for the analysis of the kinetics of drug release from PLGA-based nanoparticles
title_full_unstemmed A comparison of models for the analysis of the kinetics of drug release from PLGA-based nanoparticles
title_short A comparison of models for the analysis of the kinetics of drug release from PLGA-based nanoparticles
title_sort comparison of models for the analysis of the kinetics of drug release from plga-based nanoparticles
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7049635/
https://www.ncbi.nlm.nih.gov/pubmed/32140583
http://dx.doi.org/10.1016/j.heliyon.2020.e03451
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