Liposome drugs' loading efficiency: A working model based on loading conditions and drug's physicochemical properties
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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The un-ionized forms of gradient-forming salts (e.g., acetic acid) permeate the liposome lipid bilayer faster than their ionized forms.
“The degree of ionization of these compounds is pH dependent, and their ionized species (i.e., ammonium and acetate) have a very low permeability coefficient and octanol-to-buffer partition coefficient; therefore they either do not, or only very slowly, permeate the liposome lipid bilayer, while their un-ionized species have high permeability, as well as octanol-to-buffer partition coefficient (exe”
From Fabrication Principles and Their Contribution to the Superior In Vivo Therapeutic Efficacy of Nano-Liposomes Remote Loaded with Glucocorticoids (2011) · cites this paper as [16]
The magnitude of the intraliposome-high/extraliposome-low transmembrane ion gradient is the driving force for remote loading.
“The magnitude of the intraliposome high/external medium low transmembrane gradient of such ions is the driving force for remote loading, as they can be exchanged with amphipathic drugs that are weak acids or bases.”
From Fabrication Principles and Their Contribution to the Superior In Vivo Therapeutic Efficacy of Nano-Liposomes Remote Loaded with Glucocorticoids (2011) · cites this paper as [16]
A transmembrane calcium acetate gradient is most suitable for loading amphipathic weak acids.
“Overall, from our own experience, we concluded that a transmembrane ammonium sulfate gradient is most suitable for stable encapsulation of amphipathic weak bases [16]–[19], [25], [26], while a transmembrane calcium acetate gradient is most suitable for loading amphipathic weak acids [16], [27], [28].”
From Fabrication Principles and Their Contribution to the Superior In Vivo Therapeutic Efficacy of Nano-Liposomes Remote Loaded with Glucocorticoids (2011) · cites this paper as [16]
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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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