Bridging membrane fluidity studies with a predictive model of drug encapsulation to address industrial challenges of liposomal injectables manufacturing.
Mariana Biscaia-Caleiras, Nuno Fonseca, Ana Sofia Lourenço, António Nunes, Abel Ferreira, João Nuno Moreira, Sérgio Simões
{"title":"Bridging membrane fluidity studies with a predictive model of drug encapsulation to address industrial challenges of liposomal injectables manufacturing.","authors":"Mariana Biscaia-Caleiras, Nuno Fonseca, Ana Sofia Lourenço, António Nunes, Abel Ferreira, João Nuno Moreira, Sérgio Simões","doi":"10.1007/s13346-025-01807-x","DOIUrl":null,"url":null,"abstract":"<p><p>Industrial manufacturing of liposomal drugs, often involves high-temperature processes, resulting in increased energy consumption, prolonged process times, and elevated costs, while posing risks of phospholipid and drug degradation. The current study addresses these challenges by exploring remote loading of doxorubicin into liposomes, at temperatures below the phase transition temperature (PTT) of the primary phospholipid (DSPC, 55 °C). Drug loading efficiencies exceeding 90% at 45 °C were achieved, while efficiencies dropped significantly (6-fold and 23-fold) at 37 °C and 25 °C, respectively. This prompted the hypothesis that efficient drug loading might be attained below the PTT, when a minimal threshold for liposomal membrane fluidity is overcome. Using design of experiments (DoE), key factors influencing fluidity were identified: temperature, cholesterol content and surface tension (dependent on the isotonic agent). A full factorial DoE confirmed that membrane fluidity increased with lower surface tension, and high cholesterol content. A predictive model was also generated establishing a correlation between drug loading efficiency, membrane fluidity, and drug partitioning coefficient (logP). This model revealed that doxorubicin (logP = 1.5) requires a fluidity threshold of 4.41 for efficient loading (≥ 90%), whereas daunorubicin (logP = 2.32) needs a lower threshold of 3.85, suggesting that drugs with higher logP values demand lower fluidity thresholds for effective loading. The model's applicability was validated across various lipid formulations, enabling effective drug loading at temperatures as low as 25 °C, potentially reducing degradation risks and energy costs. Overall, these findings highlight the relevance of liposomal membrane fluidity studies as a potential tool for enabling more effective industrial processes.</p>","PeriodicalId":11357,"journal":{"name":"Drug Delivery and Translational Research","volume":" ","pages":""},"PeriodicalIF":5.7000,"publicationDate":"2025-02-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Drug Delivery and Translational Research","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1007/s13346-025-01807-x","RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"MEDICINE, RESEARCH & EXPERIMENTAL","Score":null,"Total":0}
引用次数: 0
Abstract
Industrial manufacturing of liposomal drugs, often involves high-temperature processes, resulting in increased energy consumption, prolonged process times, and elevated costs, while posing risks of phospholipid and drug degradation. The current study addresses these challenges by exploring remote loading of doxorubicin into liposomes, at temperatures below the phase transition temperature (PTT) of the primary phospholipid (DSPC, 55 °C). Drug loading efficiencies exceeding 90% at 45 °C were achieved, while efficiencies dropped significantly (6-fold and 23-fold) at 37 °C and 25 °C, respectively. This prompted the hypothesis that efficient drug loading might be attained below the PTT, when a minimal threshold for liposomal membrane fluidity is overcome. Using design of experiments (DoE), key factors influencing fluidity were identified: temperature, cholesterol content and surface tension (dependent on the isotonic agent). A full factorial DoE confirmed that membrane fluidity increased with lower surface tension, and high cholesterol content. A predictive model was also generated establishing a correlation between drug loading efficiency, membrane fluidity, and drug partitioning coefficient (logP). This model revealed that doxorubicin (logP = 1.5) requires a fluidity threshold of 4.41 for efficient loading (≥ 90%), whereas daunorubicin (logP = 2.32) needs a lower threshold of 3.85, suggesting that drugs with higher logP values demand lower fluidity thresholds for effective loading. The model's applicability was validated across various lipid formulations, enabling effective drug loading at temperatures as low as 25 °C, potentially reducing degradation risks and energy costs. Overall, these findings highlight the relevance of liposomal membrane fluidity studies as a potential tool for enabling more effective industrial processes.
期刊介绍:
The journal provides a unique forum for scientific publication of high-quality research that is exclusively focused on translational aspects of drug delivery. Rationally developed, effective delivery systems can potentially affect clinical outcome in different disease conditions.
Research focused on the following areas of translational drug delivery research will be considered for publication in the journal.
Designing and developing novel drug delivery systems, with a focus on their application to disease conditions;
Preclinical and clinical data related to drug delivery systems;
Drug distribution, pharmacokinetics, clearance, with drug delivery systems as compared to traditional dosing to demonstrate beneficial outcomes
Short-term and long-term biocompatibility of drug delivery systems, host response;
Biomaterials with growth factors for stem-cell differentiation in regenerative medicine and tissue engineering;
Image-guided drug therapy,
Nanomedicine;
Devices for drug delivery and drug/device combination products.
In addition to original full-length papers, communications, and reviews, the journal includes editorials, reports of future meetings, research highlights, and announcements pertaining to the activities of the Controlled Release Society.