Cargando…

Comparative statistical analysis of the release kinetics models for nanoprecipitated drug delivery systems based on poly(lactic-co-glycolic acid)

Poly(lactic-co-glycolic acid) is one of the most used polymers for drug delivery systems (DDSs). It shows excellent biocompatibility, biodegradability, and allows spatio-temporal control of the release of a drug by altering its chemistry. In spite of this, few formulations have reached the market. T...

Descripción completa

Detalles Bibliográficos
Autores principales: Heredia, Nathaly S., Vizuete, Karla, Flores-Calero, Marco, Pazmiño V., Katherine, Pilaquinga, Fernanda, Kumar, Brajesh, Debut, Alexis
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8912140/
https://www.ncbi.nlm.nih.gov/pubmed/35271644
http://dx.doi.org/10.1371/journal.pone.0264825
_version_ 1784667035121221632
author Heredia, Nathaly S.
Vizuete, Karla
Flores-Calero, Marco
Pazmiño V., Katherine
Pilaquinga, Fernanda
Kumar, Brajesh
Debut, Alexis
author_facet Heredia, Nathaly S.
Vizuete, Karla
Flores-Calero, Marco
Pazmiño V., Katherine
Pilaquinga, Fernanda
Kumar, Brajesh
Debut, Alexis
author_sort Heredia, Nathaly S.
collection PubMed
description Poly(lactic-co-glycolic acid) is one of the most used polymers for drug delivery systems (DDSs). It shows excellent biocompatibility, biodegradability, and allows spatio-temporal control of the release of a drug by altering its chemistry. In spite of this, few formulations have reached the market. To characterize and optimize the drug release process, mathematical models offer a good alternative as they allow interpreting and predicting experimental findings, saving time and money. However, there is no general model that describes all types of drug release of polymeric DDSs. This study aims to perform a statistical comparison of several mathematical models commonly used in order to find which of them best describes the drug release profile from PLGA particles synthesized by nanoprecipitation method. For this purpose, 40 datasets extracted from scientific articles published since 2016 were collected. Each set was fitted by the models: order zero to fifth order polynomials, Korsmeyer-Peppas, Weibull and Hyperbolic Tangent Function. Some data sets had few observations that do not allow to apply statistic test, thus bootstrap resampling technique was performed. Statistic evidence showed that Hyperbolic Tangent Function model is the one that best fit most of the data.
format Online
Article
Text
id pubmed-8912140
institution National Center for Biotechnology Information
language English
publishDate 2022
publisher Public Library of Science
record_format MEDLINE/PubMed
spelling pubmed-89121402022-03-11 Comparative statistical analysis of the release kinetics models for nanoprecipitated drug delivery systems based on poly(lactic-co-glycolic acid) Heredia, Nathaly S. Vizuete, Karla Flores-Calero, Marco Pazmiño V., Katherine Pilaquinga, Fernanda Kumar, Brajesh Debut, Alexis PLoS One Research Article Poly(lactic-co-glycolic acid) is one of the most used polymers for drug delivery systems (DDSs). It shows excellent biocompatibility, biodegradability, and allows spatio-temporal control of the release of a drug by altering its chemistry. In spite of this, few formulations have reached the market. To characterize and optimize the drug release process, mathematical models offer a good alternative as they allow interpreting and predicting experimental findings, saving time and money. However, there is no general model that describes all types of drug release of polymeric DDSs. This study aims to perform a statistical comparison of several mathematical models commonly used in order to find which of them best describes the drug release profile from PLGA particles synthesized by nanoprecipitation method. For this purpose, 40 datasets extracted from scientific articles published since 2016 were collected. Each set was fitted by the models: order zero to fifth order polynomials, Korsmeyer-Peppas, Weibull and Hyperbolic Tangent Function. Some data sets had few observations that do not allow to apply statistic test, thus bootstrap resampling technique was performed. Statistic evidence showed that Hyperbolic Tangent Function model is the one that best fit most of the data. Public Library of Science 2022-03-10 /pmc/articles/PMC8912140/ /pubmed/35271644 http://dx.doi.org/10.1371/journal.pone.0264825 Text en © 2022 Heredia et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Heredia, Nathaly S.
Vizuete, Karla
Flores-Calero, Marco
Pazmiño V., Katherine
Pilaquinga, Fernanda
Kumar, Brajesh
Debut, Alexis
Comparative statistical analysis of the release kinetics models for nanoprecipitated drug delivery systems based on poly(lactic-co-glycolic acid)
title Comparative statistical analysis of the release kinetics models for nanoprecipitated drug delivery systems based on poly(lactic-co-glycolic acid)
title_full Comparative statistical analysis of the release kinetics models for nanoprecipitated drug delivery systems based on poly(lactic-co-glycolic acid)
title_fullStr Comparative statistical analysis of the release kinetics models for nanoprecipitated drug delivery systems based on poly(lactic-co-glycolic acid)
title_full_unstemmed Comparative statistical analysis of the release kinetics models for nanoprecipitated drug delivery systems based on poly(lactic-co-glycolic acid)
title_short Comparative statistical analysis of the release kinetics models for nanoprecipitated drug delivery systems based on poly(lactic-co-glycolic acid)
title_sort comparative statistical analysis of the release kinetics models for nanoprecipitated drug delivery systems based on poly(lactic-co-glycolic acid)
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8912140/
https://www.ncbi.nlm.nih.gov/pubmed/35271644
http://dx.doi.org/10.1371/journal.pone.0264825
work_keys_str_mv AT heredianathalys comparativestatisticalanalysisofthereleasekineticsmodelsfornanoprecipitateddrugdeliverysystemsbasedonpolylacticcoglycolicacid
AT vizuetekarla comparativestatisticalanalysisofthereleasekineticsmodelsfornanoprecipitateddrugdeliverysystemsbasedonpolylacticcoglycolicacid
AT florescaleromarco comparativestatisticalanalysisofthereleasekineticsmodelsfornanoprecipitateddrugdeliverysystemsbasedonpolylacticcoglycolicacid
AT pazminovkatherine comparativestatisticalanalysisofthereleasekineticsmodelsfornanoprecipitateddrugdeliverysystemsbasedonpolylacticcoglycolicacid
AT pilaquingafernanda comparativestatisticalanalysisofthereleasekineticsmodelsfornanoprecipitateddrugdeliverysystemsbasedonpolylacticcoglycolicacid
AT kumarbrajesh comparativestatisticalanalysisofthereleasekineticsmodelsfornanoprecipitateddrugdeliverysystemsbasedonpolylacticcoglycolicacid
AT debutalexis comparativestatisticalanalysisofthereleasekineticsmodelsfornanoprecipitateddrugdeliverysystemsbasedonpolylacticcoglycolicacid