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Evolution of the Computational Pharmaceutics Approaches in the Modeling and Prediction of Drug Payload in Lipid and Polymeric Nanocarriers

This review describes different trials to model and predict drug payload in lipid and polymeric nanocarriers. It traces the evolution of the field from the earliest attempts when numerous solubility and Flory-Huggins models were applied, to the emergence of molecular dynamic simulations and docking...

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Autores principales: Abd-algaleel, Shaymaa A., Abdel-Bar, Hend M., Metwally, Abdelkader A., Hathout, Rania M.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8308715/
https://www.ncbi.nlm.nih.gov/pubmed/34358071
http://dx.doi.org/10.3390/ph14070645
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author Abd-algaleel, Shaymaa A.
Abdel-Bar, Hend M.
Metwally, Abdelkader A.
Hathout, Rania M.
author_facet Abd-algaleel, Shaymaa A.
Abdel-Bar, Hend M.
Metwally, Abdelkader A.
Hathout, Rania M.
author_sort Abd-algaleel, Shaymaa A.
collection PubMed
description This review describes different trials to model and predict drug payload in lipid and polymeric nanocarriers. It traces the evolution of the field from the earliest attempts when numerous solubility and Flory-Huggins models were applied, to the emergence of molecular dynamic simulations and docking studies, until the exciting practically successful era of artificial intelligence and machine learning. Going through matching and poorly matching studies with the wet lab-dry lab results, many key aspects were reviewed and addressed in the form of sequential examples that highlighted both cases.
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spelling pubmed-83087152021-07-25 Evolution of the Computational Pharmaceutics Approaches in the Modeling and Prediction of Drug Payload in Lipid and Polymeric Nanocarriers Abd-algaleel, Shaymaa A. Abdel-Bar, Hend M. Metwally, Abdelkader A. Hathout, Rania M. Pharmaceuticals (Basel) Review This review describes different trials to model and predict drug payload in lipid and polymeric nanocarriers. It traces the evolution of the field from the earliest attempts when numerous solubility and Flory-Huggins models were applied, to the emergence of molecular dynamic simulations and docking studies, until the exciting practically successful era of artificial intelligence and machine learning. Going through matching and poorly matching studies with the wet lab-dry lab results, many key aspects were reviewed and addressed in the form of sequential examples that highlighted both cases. MDPI 2021-07-05 /pmc/articles/PMC8308715/ /pubmed/34358071 http://dx.doi.org/10.3390/ph14070645 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Review
Abd-algaleel, Shaymaa A.
Abdel-Bar, Hend M.
Metwally, Abdelkader A.
Hathout, Rania M.
Evolution of the Computational Pharmaceutics Approaches in the Modeling and Prediction of Drug Payload in Lipid and Polymeric Nanocarriers
title Evolution of the Computational Pharmaceutics Approaches in the Modeling and Prediction of Drug Payload in Lipid and Polymeric Nanocarriers
title_full Evolution of the Computational Pharmaceutics Approaches in the Modeling and Prediction of Drug Payload in Lipid and Polymeric Nanocarriers
title_fullStr Evolution of the Computational Pharmaceutics Approaches in the Modeling and Prediction of Drug Payload in Lipid and Polymeric Nanocarriers
title_full_unstemmed Evolution of the Computational Pharmaceutics Approaches in the Modeling and Prediction of Drug Payload in Lipid and Polymeric Nanocarriers
title_short Evolution of the Computational Pharmaceutics Approaches in the Modeling and Prediction of Drug Payload in Lipid and Polymeric Nanocarriers
title_sort evolution of the computational pharmaceutics approaches in the modeling and prediction of drug payload in lipid and polymeric nanocarriers
topic Review
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8308715/
https://www.ncbi.nlm.nih.gov/pubmed/34358071
http://dx.doi.org/10.3390/ph14070645
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