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Porbaha P, Ansari R, Kiafar MR, Bashiry R, Khazaei MM, Dadbakhsh A, Azadi A. A Comparative Mathematical Analysis of Drug Release from Lipid-Based Nanoparticles. AAPS PharmSciTech 2024; 25:208. [PMID: 39237678 DOI: 10.1208/s12249-024-02922-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2024] [Accepted: 08/14/2024] [Indexed: 09/07/2024] Open
Abstract
Mathematical modeling of drug release from drug delivery systems is crucial for understanding and optimizing formulations. This research provides a comparative mathematical analysis of drug release from lipid-based nanoparticles. Drug release profiles from various types of lipid nanoparticles, including liposomes, nanostructured lipid carriers (NLCs), solid lipid nanoparticles (SLNs), and nano/micro-emulsions (NEMs/MEMs), were extracted from the literature and used to assess the suitability of eight conventional mathematical release models. For each dataset, several metrics were calculated, including the coefficient of determination (R2), adjusted R2, the number of errors below certain thresholds (5%, 10%, 12%, and 20%), Akaike information criterion (AIC), regression sum square (RSS), regression mean square (RMS), residual sum of square (rSS), and residual mean square (rMS). The Korsmeyer-Peppas model ranked highest among the evaluated models, with the highest adjusted R2 values of 0.95 for NLCs and 0.93 for other liposomal drug delivery systems. The Weibull model ranked second, with adjusted R2 values of 0.92 for liposomal systems, 0.94 for SLNs, and 0.82 for NEMs/MEMs. Thus, these two models appear to be more effective in forecasting and characterizing the release of lipid nanoparticle drugs, potentially making them more suitable for upcoming research endeavors.
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Affiliation(s)
- Pedram Porbaha
- Department of Pharmaceutics, School of Pharmacy, Shiraz University of Medical Science, Shiraz, Iran
- Student Research Committee, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Ramin Ansari
- Student Research Committee, Shiraz University of Medical Sciences, Shiraz, Iran
- Department of Clinical Pharmacy, School of Pharmacy, Shiraz University of Medical Science, Shiraz, Iran
| | | | - Rahman Bashiry
- Student Research Committee, Shiraz University of Medical Sciences, Shiraz, Iran
| | | | | | - Amir Azadi
- Department of Pharmaceutics, School of Pharmacy, Shiraz University of Medical Science, Shiraz, Iran.
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2
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Xiao P, Huang J, Han X, Cheu JWS, Liu Y, Law LH, Lai JHC, Li J, Park SW, Wong CCL, Lam RHW, Chan KWY. Monitor Tumor pHe and Response Longitudinally during Treatment Using CEST MRI-Detectable Alginate Microbeads. ACS APPLIED MATERIALS & INTERFACES 2022; 14:54401-54410. [PMID: 36448714 PMCID: PMC9756293 DOI: 10.1021/acsami.2c10493] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/13/2022] [Accepted: 10/05/2022] [Indexed: 06/17/2023]
Abstract
Imaging pHe of the tumor microenvironment has paramount importance for characterizing aggressive, invasive tumors, as well as therapeutic responses. Here, a robust approach to image pH changes in the tumor microenvironment longitudinally and during sodium bicarbonate treatment was reported. The pH-sensing microbeads were designed and prepared based on materials approved for clinical use, i.e., alginate microbead-containing computed tomography (CT) contrast-agent (iopamidol)-loaded liposomes (Iop-lipobeads). This Iop-lipobead prepared using a customized microfluidic device generated a CEST contrast of 10.6% at 4.2 ppm at pH 7.0, which was stable for 20 days in vitro. The CEST contrast decreased by 11.8% when the pH decreased from 7.0 to 6.5 in vitro. Optimized Iop-lipobeads next to tumors showed a significant increase of 19.7 ± 6.1% (p < 0.01) in CEST contrast at 4.2 ppm during the first 3 days of treatment and decreased to 15.2 ± 4.8% when treatment stopped. Notably, percentage changes in Iop-lipobeads were higher than that of amide CEST (11.7% and 9.1%) in tumors during and after treatment. These findings demonstrated that the Iop-lipobead could provide an independent and sensitive assessment of the pHe changes for a noninvasive and longitudinal monitoring of the treatment effects using multiple CEST contrast.
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Affiliation(s)
- Peng Xiao
- Department
of Biomedical Engineering, City University
of Hong Kong, Hong Kong, China
| | - Jianpan Huang
- Department
of Biomedical Engineering, City University
of Hong Kong, Hong Kong, China
| | - Xiongqi Han
- Department
of Biomedical Engineering, City University
of Hong Kong, Hong Kong, China
| | - Jacinth W. S. Cheu
- Department
of Pathology, Li Ka Shing Faculty of Medicine,
The University of Hong Kong, Hong Kong, China
| | - Yang Liu
- Department
of Biomedical Engineering, City University
of Hong Kong, Hong Kong, China
| | - Lok Hin Law
- Department
of Biomedical Engineering, City University
of Hong Kong, Hong Kong, China
| | - Joseph H. C. Lai
- Department
of Biomedical Engineering, City University
of Hong Kong, Hong Kong, China
| | - Jiyu Li
- Department
of Biomedical Engineering, City University
of Hong Kong, Hong Kong, China
| | - Se Weon Park
- Department
of Biomedical Engineering, City University
of Hong Kong, Hong Kong, China
| | - Carmen C. L. Wong
- Department
of Pathology, Li Ka Shing Faculty of Medicine,
The University of Hong Kong, Hong Kong, China
- State
Key Laboratory of Liver Research, The University
of Hong Kong, Hong Kong, China
| | - Raymond H. W. Lam
- Department
of Biomedical Engineering, City University
of Hong Kong, Hong Kong, China
| | - Kannie W. Y. Chan
- Department
of Biomedical Engineering, City University
of Hong Kong, Hong Kong, China
- City
University of Hong Kong Shenzhen Research Institute, Shenzhen, China
- Russell
H. Morgan Department of Radiology and Radiological Science, The Johns Hopkins University School of Medicine, Baltimore, Maryland 21205, United States
- Tung
Biomedical
Sciences Centre, City University of Hong
Kong, Hong Kong, China
- Hong
Kong Centre for Cerebro-Cardiovascular Health Engineering, Hong Kong, China
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Paulo BB, Ramos FDM, Feliciano MD, Prado DP, Silveira MP, Alvim ID, Prata AS. Spherification of Hydrocolloids by Jet Cutter. JOURNAL OF CULINARY SCIENCE & TECHNOLOGY 2022. [DOI: 10.1080/15428052.2022.2077877] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
Affiliation(s)
- Bruna Barbon Paulo
- Department of Food Engineering, School of Food Engineering, University of Campinas (UNICAMP) - Campinas, São Paulo, Brazil
| | - Fernanda de Melo Ramos
- Department of Food Engineering, School of Food Engineering, University of Campinas (UNICAMP) - Campinas, São Paulo, Brazil
| | - Marcelo D’ELIA Feliciano
- Department of Food Engineering, School of Food Engineering, University of Campinas (UNICAMP) - Campinas, São Paulo, Brazil
| | - Danny Patiño Prado
- Department of Food, Bioprocessing and Nutrition Sciences, University of North Carolina, Raleigh, North Carolina, United States
| | - Mariana Pereira Silveira
- Department of Food Engineering, School of Food Engineering, University of Campinas (UNICAMP) - Campinas, São Paulo, Brazil
| | - Izabela Dutra Alvim
- Center for Technology of Cereals and Chocolates, Institute of Food Technology (ITAL) - Campinas, São Paulo, Brazil
| | - Ana Silvia Prata
- Department of Food Engineering, School of Food Engineering, University of Campinas (UNICAMP) - Campinas, São Paulo, Brazil
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Cunha S, Swedrowska M, Bellahnid Y, Xu Z, Sousa Lobo J, Forbes B, Silva A. Thermosensitive in situ hydrogels of rivastigmine-loaded lipid-based nanosystems for nose-to-brain delivery: characterisation, biocompatibility, and drug deposition studies. Int J Pharm 2022; 620:121720. [DOI: 10.1016/j.ijpharm.2022.121720] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2022] [Revised: 03/10/2022] [Accepted: 04/03/2022] [Indexed: 10/18/2022]
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Cunha S, Forbes B, Sousa Lobo JM, Silva AC. Improving Drug Delivery for Alzheimer's Disease Through Nose-to-Brain Delivery Using Nanoemulsions, Nanostructured Lipid Carriers (NLC) and in situ Hydrogels. Int J Nanomedicine 2021; 16:4373-4390. [PMID: 34234432 PMCID: PMC8256381 DOI: 10.2147/ijn.s305851] [Citation(s) in RCA: 43] [Impact Index Per Article: 10.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2021] [Accepted: 04/29/2021] [Indexed: 12/18/2022] Open
Abstract
Current treatments for Alzheimer's disease (AD) attenuate the progression of symptoms and aim to improve the patient's quality of life. Licensed medicines are mostly for oral administration and are limited by the difficulty in crossing the blood-brain barrier (BBB). Here in, the nasal route has been explored as an alternative pathway that allows drugs to be directly delivered to the brain via the nasal cavity. However, clearance mechanisms in the nasal cavity impair the delivery of drugs to the brain and limit their bioavailability. To optimize nose-to-brain delivery, formulations of lipid-based nanosystems, namely nanoemulsions and nanostructured lipid carriers (NLC), formulated in situ gelling hydrogels have been proposed as approaches for nose-to-brain delivery. These formulations possess characteristics that facilitate drug transport directly to the brain, minimizing side effects and maximizing therapeutic benefits. It has been recommended that the manufacture of these drug delivery systems follows the quality by design (QbD) approach based on nasal administration requirements. This review provides an insight into the current knowledge of the AD, highlighting the need for an effective drug delivery to the brain. Considering the mounting interest in the use of nanoemulsions and NLC for nose-to-brain delivery, a description of drug transport pathways in the nasal cavity and the application of these nanosystems and their in situ hydrogels through the intranasal route are presented. Relevant preclinical studies are summarised, and the future prospects for the use of lipid-based nanosystems in the treatment of AD are emphasized.
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Affiliation(s)
- Sara Cunha
- UCIBIO/REQUIMTE, MEDTECH Laboratory of Pharmaceutical Technology, Department of Drug Sciences, Faculty of Pharmacy, University of Porto, Porto, 4050-313, Portugal
| | - Ben Forbes
- Institute of Pharmaceutical Science, Faculty of Life Sciences and Medicine, King’s College London, London, SE1 9NH, UK
| | - José Manuel Sousa Lobo
- UCIBIO/REQUIMTE, MEDTECH Laboratory of Pharmaceutical Technology, Department of Drug Sciences, Faculty of Pharmacy, University of Porto, Porto, 4050-313, Portugal
| | - Ana Catarina Silva
- UCIBIO/REQUIMTE, MEDTECH Laboratory of Pharmaceutical Technology, Department of Drug Sciences, Faculty of Pharmacy, University of Porto, Porto, 4050-313, Portugal
- UFP Energy, Environment and Health Research Unit (FP ENAS), Fernando Pessoa University, Porto, 4249-004, Portugal
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Andretto V, Rosso A, Briançon S, Lollo G. Nanocomposite systems for precise oral delivery of drugs and biologics. Drug Deliv Transl Res 2021; 11:445-470. [PMID: 33534107 DOI: 10.1007/s13346-021-00905-w] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 01/08/2021] [Indexed: 12/15/2022]
Abstract
Oral delivery is considered the favoured route of administration for both local and systemic delivery of active molecules. Formulation of drugs in conventional systems and nanoparticles has provided opportunities for targeting the gastrointestinal (GI) tract, increasing drug solubility and bioavailability. Despite the achievements of these delivery approaches, the development of a product with the ability of delivering drug molecules at a specific site and according to patients' needs remains a challenging endeavour. The complexity of the physicochemical properties of colloidal systems, their stability in different regions of the gastrointestinal tract, and interaction with the restrictive biological barriers hampered their success for oral precise medicine. To overcome these issues, nanoparticles have been combined with polymers to create hybrid nanosystems, namely nanocomposites. They offer enormous possibilities of structural and mechanical modifications to both nanoparticles and polymeric matrixes to generate systems with new properties, functions, and applications for oral delivery. In this review, nanocomposites' physicochemical and functional properties intended to target specific regions of the GI tract-oral cavity, stomach, small bowel, and colon-are analysed. In parallel, it is provided an insight in the nanocomposite solutions for oral delivery intended for systemic and local absorption, together with a focus on inflammatory bowel diseases (IBDs). Additional difficulties in managing IBD related to the alteration in the physiology of the intestine are described. Finally, future perspectives and opportunities for advancement in this field are discussed.
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Affiliation(s)
- Valentina Andretto
- LAGEPP UMR 5007, Univ Lyon, Université Claude Bernard Lyon 1, CNRS, 43 Boulevard du 11 Novembre 1918, 69100, Villeurbanne, France
| | - Annalisa Rosso
- LAGEPP UMR 5007, Univ Lyon, Université Claude Bernard Lyon 1, CNRS, 43 Boulevard du 11 Novembre 1918, 69100, Villeurbanne, France
| | - Stéphanie Briançon
- LAGEPP UMR 5007, Univ Lyon, Université Claude Bernard Lyon 1, CNRS, 43 Boulevard du 11 Novembre 1918, 69100, Villeurbanne, France
| | - Giovanna Lollo
- LAGEPP UMR 5007, Univ Lyon, Université Claude Bernard Lyon 1, CNRS, 43 Boulevard du 11 Novembre 1918, 69100, Villeurbanne, France.
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Huang J, Xie W, Liu L, Song Y, Pan F, Bai H, Pan T, Lv Y, Chen J, Shi J, Hu X. Nanostructured Lipid Carriers in Alginate Microgels for the Delivery of Astaxanthin. EUR J LIPID SCI TECH 2021. [DOI: 10.1002/ejlt.202000191] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/13/2023]
Affiliation(s)
- Juan Huang
- College of Biosystems Engineering and Food Science Zhejiang University Hangzhou 310058 China
- School of Biology and Food Engineering Changshu Institute of Technology Changshu 215500 China
- Hongsheng Group Company Limited Hangzhou 311200 China
| | - Wenjing Xie
- School of Biology and Food Engineering Changshu Institute of Technology Changshu 215500 China
| | - Lu Liu
- School of Biology and Food Engineering Changshu Institute of Technology Changshu 215500 China
| | - Yucong Song
- School of Biology and Food Engineering Changshu Institute of Technology Changshu 215500 China
| | - Fang Pan
- School of Biology and Food Engineering Changshu Institute of Technology Changshu 215500 China
| | - Hua Bai
- School of Biology and Food Engineering Changshu Institute of Technology Changshu 215500 China
| | - Ting Pan
- School of Biology and Food Engineering Changshu Institute of Technology Changshu 215500 China
| | - Yiwen Lv
- School of Biology and Food Engineering Changshu Institute of Technology Changshu 215500 China
| | - Jianchu Chen
- College of Biosystems Engineering and Food Science Zhejiang University Hangzhou 310058 China
| | - Jianqiang Shi
- Hongsheng Group Company Limited Hangzhou 311200 China
| | - Xiaojia Hu
- Hongsheng Group Company Limited Hangzhou 311200 China
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Facile Synthesis and Characterization of Quercetin-Loaded Alginate Nanoparticles for Enhanced In Vitro Anticancer Effect Against Human Leukemic Cancer U937 Cells. J CLUST SCI 2020. [DOI: 10.1007/s10876-020-01913-5] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/11/2023]
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Al2O3 Nanoparticles Promote the Removal of Carbamazepine in Water by Chlorella vulgaris Immobilized in Sodium Alginate Gel Beads. J CHEM-NY 2020. [DOI: 10.1155/2020/8758432] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022] Open
Abstract
The roles of Al2O3 nanoparticles on the removal of carbamazepine (CBZ) by Chlorella vulgaris immobilized in sodium alginate gel beads were for the first time investigated. The optimum conditions to prepare immobilized C. vulgaris beads with addition of Al2O3 nanoparticles were determined as follows: C. vulgaris density was 3.0 × 106 cells for 1 mL sodium alginate solution, Al2O3 nanoparticle concentration was 0.5 g/L, and concentrations of sodium alginate and CaCl2 were 1.6% and 1%, respectively. The results showed that the proposed algae beads achieved the highest CBZ removal rate of 89.6% after 4 days of treatment, relative to 68.84%, 48.56%, and 17.76% in sodium alginate-immobilized C. vulgaris, free microalgae, and Al2O3 nanoparticle alginate beads, respectively. The results also showed that the CBZ removal rate increased with more proposed algae beads, while decreased with increased bead diameter. The algae beads exhibited excellent CBZ removal ability even after three recycles. This work provided an economical and effective approach to remove CBZ from water.
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Jung S, Song R, Kim J, Ko JH, Lee J. Controlling the Release of Amphiphilic Liposomes from Alginate Hydrogel Particles for Antifouling Paint. LANGMUIR : THE ACS JOURNAL OF SURFACES AND COLLOIDS 2020; 36:1515-1522. [PMID: 31968942 DOI: 10.1021/acs.langmuir.9b03415] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/08/2023]
Abstract
As an alternative to the toxic antifouling paint that minimizes the adhesion force between organic molecules on large surfaces, a paint containing hydrogel particles encapsulating amphiphilic liposomes has been suggested. However, the release rate of liposomes, which is important for maximizing the antifouling performance, has not been adequately explored. We investigated the control of the release rate of liposomes encapsulated in alginate. Monodispersed alginate particles were generated using 3D-printed microfluidic devices, and their sizes were varied through the channel size, flow rate, and alginate concentration in the microfluidic devices ([Formula: see text]). The release rate of liposomes from the alginate particles was experimentally monitored under various conditions: alginate concentration, surrounding solution, and ambient fluid flow. The effects of chemical and mechanical stimuli on the effective diffusion coefficient (Deff) of amphiphilic liposomes were analyzed, and accordingly, the best production conditions for antifouling alginate particles are suggested. This study provides essential physical insights and is useful for optimizing the performance of eco-friendly antifouling paint that includes alginate particles.
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Affiliation(s)
- Sejin Jung
- School of Mechanical Engineering , Sungkyunkwan University , Suwon , Gyeonggi-do 16419 , Republic of Korea
| | - Ryungeun Song
- School of Mechanical Engineering , Sungkyunkwan University , Suwon , Gyeonggi-do 16419 , Republic of Korea
| | - Jihoon Kim
- Maritime Robotics Test and Evaluation Unit , Korea Institute of Ocean Science and Technology , Pohang , Gyeongsangbuk-do 37553 , Republic of Korea
| | - Jin Hwan Ko
- Mechanical Engineering , Jeju National University , 102 Jejudaehak-ro, Jeju-si , Jeju Special Self-Government Province 63243 , Republic of Korea
| | - Jinkee Lee
- School of Mechanical Engineering , Sungkyunkwan University , Suwon , Gyeonggi-do 16419 , Republic of Korea
- Institute for Quantum Biophysics (IQB) , Sungkyunkwan University , Suwon , Gyeonggi-do 16419 , Republic of Korea
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