Cited by 340Nanoparticle-Based Drug DeliveryLipid Membrane Structure and BehaviorDrug Solubulity and Delivery Systems

Liposome drugs' loading efficiency: A working model based on loading conditions and drug's physicochemical properties

Zucker, Daniel, Marcus, David, Barenholz, Yechezkel, Goldblum, Amiram·2009·Journal of Controlled Release

Abstract

Remote loading of liposomes by transmembrane gradients is one of the best approaches for achieving the high enough drug level per liposome required for the liposomal drug to be therapeutically efficacious. This breakthrough, which enabled the approval and clinical use of nanoliposomal drugs such as Doxil, has not been paralleled by an in-depth understanding that allows predicting loading efficiency of drugs. Here we describe how applying data-mining algorithms on a data bank based on Barenholz's laboratory's 15 years of liposome research experience on remote loading of 9 different drugs enabled us to build a model that relates drug physicochemical properties and loading conditions to loading efficiency. This model enables choosing candidate molecules for remote loading and optimizing loading conditions according to logical considerations. The model should also help in designing pro-drugs suitable for remote loading. Our approach is expected to improve and accelerate development of liposomal formulations for clinical applications.

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Crossref · 10.1016/j.jconrel.2009.05.036

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References 47 · Cited by 340

Authors
Zucker, D., Marcus, D., Barenholz, Y., & Goldblum, A.
Affiliations
Hebrew University of Jerusalem (IL)
Corresponding author
Barenholz, Yechezkel
Venue
Journal of Controlled Release
Publisher
Elsevier BV
Published
2009-10
Volume
139
Issue
1
Pages
73-80
ISSN
0168-3659 (ISSN-L)
OpenAlex
W2079736261
Cited by
340
References
47
Citations by year
2026: 12 · 2025: 25 · 2024: 22 · 2023: 17 · 2022: 24 · 2021: 18 · 2020: 29 · 2019: 20 · 2018: 29 · 2017: 11 · 2016: 21 · 2015: 14 · 2014: 31 · 2013: 24 · 2012: 9
FWCI
6.29
Type
journal article
Language
en
Open access
closed
Locations
  • Journal of Controlled Release (publishedVersion)
  • PubMed (publishedVersion)
Funders
Hebrew University of Jerusalem
Topics
  • Physical Sciences › Materials Science › Biomaterials › Nanoparticle-Based Drug Delivery
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Lipid Membrane Structure and Behavior
  • Life Sciences › Pharmacology, Toxicology and Pharmaceutics › Pharmaceutical Science › Drug Solubulity and Delivery Systems
Keywords
remote loading, loading efficiency, physicochemical properties of drugs, prediction model, data mining, liposomal formulation, pegylated liposomal doxorubicin
MeSH terms
Artificial Intelligence, Chemistry, Pharmaceutical, Chromatography, High Pressure Liquid, Decision Trees, Drug Carriers, Drug Stability, Pharmaceutical Preparations, Electrochemistry, Forecasting, Lipids, Liposomes, Membranes, Artificial, Models, Chemical, Databases, Factual

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