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Optimizing liposomal drug release via γ-irradiation and iron-based radiosensitization. 通过γ辐照和铁基放射增敏优化脂质体药物释放。
IF 4.3 4区 医学 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-02-03 DOI: 10.1080/08982104.2026.2625077
E Loscertales, S España

Chemotherapy remains a cornerstone of cancer treatment, yet its lack of tumor specificity often leads to systemic toxicity and limits the maximum tolerable dose. To address these limitations, drug-loaded nanocarriers responsive to ionizing radiation have emerged as a promising strategy to achieve localized drug release within irradiated tumor regions, thereby enhancing therapeutic efficacy while minimizing off-target effects. However, current radiation-responsive nanosystems often exhibit limited drug release at clinically relevant radiation doses. In our previous work, we evaluated liposomal formulations varying lipid composition, sensitizers, and particle size. While these systems demonstrated moderate immediate release upon irradiation followed by sustained passive leakage, they were incompatible with remote drug loading and failed to achieve rapid release. In the present study, we optimized the liposomal membrane composition through modulation of polyunsaturated and saturated phospholipids to enhance radiation sensitivity and colloidal stability. Furthermore, we introduced a radiosensitization mechanism based on the encapsulation of Fe³+ ions, which are reduced to Fe2+ upon γ-irradiation. This redox transition triggers a Fenton-like reaction that catalyzes the degradation of lipid hydroperoxides, leading to localized lipid peroxidation and membrane disruption. This dual strategy, membrane composition tuning and iron-mediated oxidative activation, resulted in significantly enhanced drug release upon exposure to low-dose radiation.

化疗仍然是癌症治疗的基石,但其缺乏肿瘤特异性往往导致全身毒性并限制了最大耐受剂量。为了解决这些限制,响应电离辐射的载药纳米载体已经成为一种有前途的策略,可以在照射的肿瘤区域内实现局部药物释放,从而提高治疗效果,同时最大限度地减少脱靶效应。然而,目前的辐射响应纳米系统在临床相关的辐射剂量下往往表现出有限的药物释放。在我们之前的工作中,我们评估了不同脂质组成、致敏剂和颗粒大小的脂质体配方。虽然这些系统在辐照后表现出适度的立即释放,然后是持续的被动泄漏,但它们与远程药物装载不相容,无法实现快速释放。在本研究中,我们通过调节多不饱和磷脂和饱和磷脂来优化脂质体膜的组成,以提高辐射敏感性和胶体稳定性。此外,我们还介绍了一种基于Fe³+离子包封的放射敏化机制,该机制在γ辐照下被还原为Fe2+。这种氧化还原转变引发了芬顿样反应,催化脂质氢过氧化物的降解,导致局部脂质过氧化和膜破坏。这种双重策略,膜组成调整和铁介导的氧化激活,导致暴露于低剂量辐射时显著增强药物释放。
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引用次数: 0
Assessing liposomal compositions for posterior ocular therapeutics: revelations from animal model research-a systematic review. 评估后眼治疗的脂质体组成:来自动物模型研究的启示-系统综述。
IF 4.3 4区 医学 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-02-01 DOI: 10.1080/08982104.2026.2618747
Santosh Nandalal, Madhumitha Haridoss, Raji Rajesh Lenin

Despite advances in retinal therapeutics, drug delivery remains hindered by ocular barriers and rapid clearance. Liposomes provide a promising strategy due to their capacity to enhance drug retention, protect labile compounds, and enable targeted delivery to the retina. Conventional eye drop formulations are inadequate for sustained retinal delivery, highlighting the need for optimized nanocarriers. Our systematic review examined how variations in liposomal composition influence drug delivery efficiency in posterior segment eye diseases. In vivo and ex vivo studies published until November 11, 2025 were systematically searched in PubMed-MEDLINE and SCOPUS. Fourteen studies were included, focusing on liposome preparation methods, particle size, and ocular targeting. Risk of bias (ROB) was assessed using the SYRCLE tool, and the review adhered to PRISMA 2020 guidelines (protocol registered in PROSPERO: CRD42024513400). Findings indicated that lipid-to-cholesterol ratios, surface modifications, and polymer coatings substantially affected particle size, encapsulation efficiency, and drug bioavailability at the retina. While these modifications improved therapeutic outcomes, challenges persist in achieving sustained release and clinical reproducibility. ROB assessment revealed methodological limitations across studies. Due to heterogeneity, we performed semi-quantitative weight-of-evidence data correlation to compare the studies. Standardizing formulation strategies and preparation protocols is essential. Future research should prioritize optimized lipid compositions and noninvasive delivery methods to enhance retinal penetration and retention.

尽管视网膜治疗取得了进展,但药物递送仍然受到眼屏障和快速清除的阻碍。脂质体提供了一种很有前途的策略,因为它们能够增强药物潴留,保护不稳定的化合物,并能够靶向递送到视网膜。传统滴眼液配方不适合持续的视网膜递送,因此需要优化的纳米载体。我们的系统综述研究了脂质体组成的变化如何影响后段眼病的药物递送效率。在PubMed-MEDLINE和SCOPUS中系统地检索了2025年11月11日之前发表的体内和离体研究。纳入14项研究,重点关注脂质体制备方法、颗粒大小和眼部靶向。使用sycle工具评估偏倚风险(ROB),并遵循PRISMA 2020指南(在PROSPERO注册的方案:CRD42024513400)。研究结果表明,脂质与胆固醇的比例、表面修饰和聚合物涂层对颗粒大小、包封效率和药物在视网膜上的生物利用度有很大影响。虽然这些改进改善了治疗效果,但实现持续释放和临床可重复性仍然存在挑战。ROB评估揭示了所有研究的方法学局限性。由于异质性,我们采用半定量证据权重数据相关性来比较研究。标准化配方策略和制备方案至关重要。未来的研究应优先考虑优化脂质成分和无创给药方法,以增强视网膜的穿透和保留。
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引用次数: 0
PEGylated flexosomes as a novel intranasal carrier for quetiapine: formulation, characterization, and in vivo studies. 聚乙二醇化柔体作为奎硫平的新型鼻内载体:配方、表征和体内研究。
IF 4.3 4区 医学 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-02-01 DOI: 10.1080/08982104.2026.2619917
Rana M Gebreel, Alshaimaa Attia, Menna M Abdellatif, Mubarak Algahtany, Hasnaa Ali Ebrahim, Nabil A Shoman

The present study aimed to fabricate PEGylated flexosomes (PFs) for intranasal delivery of quetiapine (QTP), addressing its poor oral bioavailability. QTP-loaded PFs were formulated via thin-film hydration and optimized using a 2³ factorial design to evaluate Brij type and concentration, with or without 0.1% cholesterol, providing ultradeformable nanovesicles capable of efficient brain targeting. Brij surfactants served dual roles as elasticity-enhancing edge activators and PEGylating agents, thereby improving steric stabilization and mucosal interactions. The formulae were assessed by determining particle size, entrapment efficiency, polydispersity, zeta potential, and drug release. The optimized formulation (QTP-OPF) was assessed for deformability, stability, morphology, and ex vivo nasal permeation. Finally, in vivo pharmacokinetic and histopathological assessments were accomplished to estimate the in vivo performance of QTP-OPF. The QTP-OPF exhibited reduced particle size and polydispersity, a high zeta potential, and enhanced drug release. Additionally, it demonstrated superior deformability and maintained stability for 90 days. Transmission electron microscopy confirmed spherical, PEG-coated vesicles. The ex vivo nasal permeation study revealed a 1.6-fold increase over QTP suspension, while in vivo pharmacokinetics revealed a 3.8-fold enhancement in brain Cmax and a 7.5-fold higher brain AUC0-∞. Histopathological evaluation confirmed the formulation's safety. PFs present a promising platform for enhanced intranasal QTP delivery.

本研究旨在制备用于喹硫平(QTP)鼻内给药的聚乙二醇化柔体(PFs),以解决其口服生物利用度差的问题。qtp负载的PFs通过薄膜水合配制,并使用2³析因设计进行优化,以评估Brij类型和浓度,含或不含0.1%胆固醇,提供能够有效靶向大脑的超成形纳米囊泡。Brij表面活性剂具有增强弹性的边缘活化剂和聚乙二醇化剂的双重作用,从而改善了空间稳定性和粘膜相互作用。通过测定颗粒大小、包封效率、多分散性、zeta电位和药物释放来评估配方。对优化后的配方(QTP-OPF)进行了变形性、稳定性、形态和体外鼻透性评估。最后,通过体内药代动力学和组织病理学评估来评估QTP-OPF的体内性能。QTP-OPF具有减小粒径和多分散性、高zeta电位和增强药物释放的特点。此外,它还表现出优异的变形能力,并保持了90天的稳定性。透射电镜证实球形,聚乙二醇包被囊泡。体外鼻渗透研究显示,QTP悬浮液增加1.6倍,而体内药代动力学显示,脑Cmax增加3.8倍,脑AUC0-∞增加7.5倍。组织病理学评价证实了该制剂的安全性。PFs提供了一个有希望的平台来增强鼻内QTP的输送。
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引用次数: 0
Effect of archaeal lipids from A. pernix K1 on the in vitro stability and active loading efficiency of liposomes composed of sphingomyelin and cholesterol. 冬青K1古细菌脂质对鞘磷脂和胆固醇组成脂质体体外稳定性和活性负载效率的影响。
IF 4.3 4区 医学 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-02-01 DOI: 10.1080/08982104.2026.2619597
Jan Kejžar, Mihaela Skrt, Tamara Polajžer, Nataša Poklar Ulrih

Archaeal lipids offer a useful strategy for improving liposomal systems because of their inherent stability under extreme conditions. Incorporating lipids from Aeropyrum pernix K1 allowed us to optimize sphingomyelin-cholesterol formulation. These archaeal lipids enabled complete recovery of liposome morphology after destabilization with 4 mM Ca2+ followed by EDTA, indicating that membrane integrity is maintained in the presence of calcium. This is noteworthy given the anionic nature of the archaeal lipids, which in this case provide colloidal stability without increasing sensitivity to Ca2+. The addition of 2 mol% archaeal lipids also supported high encapsulation efficiency of 95% for active vincristine loading and performed better than the binary mixture when vesicles were prepared by extrusion without cosolvents. Furthermore, reducing the archaeal lipid fraction preserved biological stability provided by sphingomyelin-cholesterol, as confirmed by flow cytometry and fluorescence microscopy, whereas pure archaeosomes composed entirely of archaeal lipids have been reported to show poor stability in biological systems.

由于在极端条件下固有的稳定性,古细菌脂质为改善脂质体系统提供了一种有用的策略。结合从羊角草K1脂质使我们优化鞘磷脂-胆固醇配方。这些古细菌脂质在4 mM Ca2+和EDTA不稳定后使脂质体形态完全恢复,表明在钙存在下膜完整性得以维持。考虑到古菌脂质的阴离子性质,这是值得注意的,在这种情况下,它提供了胶体稳定性,而不会增加对Ca2+的敏感性。添加2 mol%古菌脂质对活性长春新碱的包封率高达95%,且在无共溶剂的情况下,其包封效果优于二元混合物。此外,通过流式细胞术和荧光显微镜证实,减少古细菌脂质部分可以保持鞘磷脂-胆固醇提供的生物稳定性,而据报道,完全由古细菌脂质组成的纯古细菌体在生物系统中的稳定性较差。
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引用次数: 0
Nanoliposomal juglone/β-cyclodextrin complex as a biocontrol strategy against plant pathogenic bacteria. 纳米脂质体核桃酮/β-环糊精复合物对植物病原菌的生物防治策略。
IF 4.3 4区 医学 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-01-22 DOI: 10.1080/08982104.2026.2618757
Kubra Bezir, Sumer Horuz, Serap Acar, Munevver Muge Cagal

Tomatoes are susceptible to a variety of pathogens, including bacteria, which can significantly impact plant yield and quality. The application of natural antibacterial agents, such as juglone, has shown promise in the biocontrol of these pathogens. The main objective of this study was to investigate the effects of liposomal encapsulation on enhancing the bioavailability of juglone as a biocontrol agent. The entrapment of juglone in nanoliposomes as water-soluble cyclodextrin complexes represents a novel strategy that merges the distinct advantages of these two systems into one. In this study, the juglone/β-cyclodextrin inclusion complex was successfully encapsulated in nanoliposomes (J/β-CD/L). Physicochemical and morphological characterizations of the formulations were conducted. The release of juglone from liposomes exhibited a cumulative release of 46.73% at 72 hours. The MIC values of the J/β-CD/L molecule against plant pathogenic bacteria Pseudomonas syringae pv. tomato strain SH-1 (Pst), Xanthomonas euvesicatoria strain SH-2 (Xeu), and Clavibacter michiganensis subsp. michiganensis strain SH-3 (Cmm) were 68.93 µg/mL, 34.47 µg/mL, and 68.93 µg/mL, respectively. These MIC values were found to be lower than free juglone. Based on the seed germination results, the prepared formulation did not show any phytotoxic effect on tomato seeds at the applied concentrations. Thus, the nanoliposomal encapsulation technique appears to be a promising method for enhancing the antibacterial effectiveness of juglone as a biocontrol agent.

西红柿易受多种病原体的影响,包括细菌,这些病原体会严重影响植物的产量和质量。天然抗菌剂的应用,如核桃胶酮,在这些病原体的生物防治中显示出前景。本研究的主要目的是研究脂质体包封对提高核桃胶酮生物利用度的影响。核桃苷包埋在纳米脂质体中作为水溶性环糊精复合物代表了一种新的策略,它将这两种系统的独特优势融合为一体。本研究成功地将核桃苷/β-环糊精包合物包被纳米脂质体(J/β-CD/L)。对配方进行了理化和形态学表征。核桃胶酮在脂质体中72小时的累积释放量为46.73%。J/β-CD/L分子对植物致病菌丁香假单胞菌的MIC值。番茄菌种SH-1 (Pst)、黄单胞菌SH-2 (Xeu)和密歇根键杆菌亚种。密歇根菌株SH-3 (Cmm)分别为68.93µg/mL、34.47µg/mL和68.93µg/mL。这些MIC值被发现低于游离核桃酮。根据种子萌发结果,制备的配方在施用浓度下对番茄种子没有任何植物毒性作用。因此,纳米脂质体包封技术似乎是一种很有前途的方法,可以提高核桃胶酮作为生物防治剂的抗菌效果。
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引用次数: 0
Enhanced buccal bioavailability of olmesartan through ultradeformable bilosomes loaded film: a novel approach for hypertension management. 通过超可成形的脂质体负载膜提高奥美沙坦的口腔生物利用度:一种治疗高血压的新方法。
IF 4.3 4区 医学 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-01-19 DOI: 10.1080/08982104.2026.2616857
Amira N Abd Elrady, Mona M Elkhatib, Magdy I Mohamed, Ahmed M Fatouh

This study investigated the use of ultradeformable bilosomes (UBs)-loaded buccal films to overcome the limited oral bioavailability of olmesartan medoxomil (OLM), a poorly water-soluble antihypertensive. UBs were prepared via thin film hydration technique, and a 24 factorial design evaluated the effects of phosphatidylcholine to bile salt (PC: BS) ratio, permeation enhancer (PE) type and amount, and sonication time on entrapment efficiency (EE), particle size (PS), zeta potential (ZP), and polydispersity index (PDI). The optimized formulation (UBs-12), comprising 50 mg Labrasol® at an 8:1 PC: BS ratio and sonicated for 4 minutes, showed EE% of 67.9 ± 1.9%, PS of 279.8 ± 3.5 nm, ZP of -46.9 ± 1.4 mV, and PDI of 0.46 ± 0.02. It showed a markedly higher OLM release after 24 h (78.5 ± 2.4%) compared to conventional bilosomes and aqueous OLM suspension, as well as a significantly greater deformability index (18.2 ± 0.3) (p = 0.008) than conventional bilosomes. UBs-12 was incorporated into buccal films with favorable in vitro characteristics. Pharmacodynamic assessment in dexamethasone-induced hypertensive male rats demonstrated that UBs-12 films achieved a more pronounced and sustained blood pressure reduction compared to oral suspension. The films yielded a 1.68-fold increase in area under the antihypertensive effect-time curve and a 1.75-fold longer effect half-life. These results support UBs-loaded buccal films as a promising approach to enhance OLM bioavailability.

这项研究调查了使用超可形成的bilosomes (UBs)负载的口腔膜来克服olmesartan medoxomil (OLM)有限的口服生物利用度,OLM是一种水溶性较差的降压药。采用薄膜水合法制备UBs,采用24因子设计评价了磷脂酰胆碱与胆盐(PC: BS)比、渗透增强剂(PE)类型和用量、超声时间对包裹效率(EE)、粒径(PS)、ζ电位(ZP)和多分散性指数(PDI)的影响。优化后的配方(ub -12)为50 mg Labrasol®,PC: BS比为8:1,超声处理4 min, EE%为67.9±1.9%,PS为279.8±3.5 nm, ZP为-46.9±1.4 mV, PDI为0.46±0.02。24 h后OLM释放量(78.5±2.4%)明显高于常规胆囊体和OLM水溶液悬浮液,变形指数(18.2±0.3)显著高于常规胆囊体(p = 0.008)。UBs-12被纳入口腔膜,具有良好的体外特性。地塞米松诱导的高血压雄性大鼠的药效学评估表明,与口服混悬液相比,UBs-12膜实现了更明显和持续的血压降低。降压效果-时间曲线下面积增加1.68倍,效果半衰期延长1.75倍。这些结果支持ubs负载颊膜作为一种有前途的方法来提高OLM的生物利用度。
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引用次数: 0
Development of ganciclovir/resveratrol coloaded bilosomes for improvement of ophthalmic delivery and therapeutic efficacy. 更昔洛韦/白藜芦醇包载胆小体改善眼部输送和治疗效果的研究进展。
IF 4.3 4区 医学 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-01-12 DOI: 10.1080/08982104.2026.2614785
Khaled Shalaby, Mohammed Elmowafy, Hazim M Ali, Raghad Ayed Alenazi, Diaa Massoud, Ayman Salama, Ghareb M Soliman, A A A Darwish, Mohamed A Safwat

Bilosomes have been investigated as potential carrier for ocular delivery. Ocular viral infection may lead to direct or autoimmune damages, uveoretinitis, and disturbed vision. In this work, we fabricated ganciclovir (antiviral agent) and resveratrol (natural antioxidant and anti-inflammatory) coloaded bilosomes. The influence of bile salt concentration and chitosan coating was investigated. Formulations were subjected to physicochemical characterizations and the selected formulations were assessed for structural analyses, in vitro release, ex vivo corneal permeation, and in vivo appraisal. Increasing bile salt concentration resulted in an increase in particle diameter and zeta-potential negativity, while chitosan coating increased vesicular size and shifted the zeta potential to positive values. F3 (containing 10 mg/mL sodium taurocholate) and F4 (chitosan coated F3) showed satisfying results of physicochemical characteristics. Structural analyses proved that lipophilic resveratrol was located in lipid bilayer while hydrophilic ganciclovir was located in aqueous core of the vesicles and both of them were in an amorphous state. F4 provided excellent ocular delivery of resveratrol and ganciclovir presented by higher transcorneal flux (3.27 ± 0.28 and 2.31 ± 0.17 μg/cm2/h, respectively) and permeability coefficient (1.64 ± 0.09 and 1.15 ± 0.08 cm2/h, respectively) when compared to F3 and drugs' suspension. Histological evaluation demonstrated that F4 surpassed F3, showing non-irritant properties and marked anti-inflammatory activity. Conclusively, these findings suggested that F4 coloaded with ganciclovir and resveratrol might be a promising strategy for the feasible treatment of ocular viral infection and its accompanying inflammatory symptoms.

已经研究了胆囊体作为眼内分娩的潜在载体。眼部病毒感染可导致直接或自身免疫损伤、葡萄膜视网膜炎和视力障碍。在这项工作中,我们制备了更昔洛韦(抗病毒药物)和白藜芦醇(天然抗氧化剂和抗炎剂)载于磷脂体。研究了胆盐浓度和壳聚糖包覆对其的影响。对配方进行了理化表征,并对所选配方进行了结构分析、体外释放、体外角膜渗透和体内评价。胆盐浓度增加导致颗粒直径增大,zeta电位呈负性变化,壳聚糖包覆增加了囊泡大小,使zeta电位呈正性变化。F3(含10 mg/mL牛磺胆酸钠)和F4(壳聚糖包被F3)的理化性质令人满意。结构分析表明,亲脂性白藜芦醇位于脂质双分子层,亲水性更昔洛韦位于囊泡的水核,两者均处于无定形状态。与F3和药物悬浮液相比,F4具有较好的白藜芦醇和更昔洛韦眼部递送能力,经角膜通量(分别为3.27±0.28和2.31±0.17 μg/cm2/h)和通透系数(分别为1.64±0.09和1.15±0.08 cm2/h)更高。组织学评价显示F4优于F3,表现出无刺激性和明显的抗炎活性。综上所述,F4联合更昔洛韦和白藜芦醇可能是一种可行的治疗眼部病毒感染及其伴随的炎症症状的有希望的策略。
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引用次数: 0
Pyrophosphate-modified liposomes for bone-targeted delivery. 焦磷酸盐修饰脂质体用于骨靶向递送。
IF 4.3 4区 医学 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-12-28 DOI: 10.1080/08982104.2025.2599839
Alberto Dal Corso, Riccardo Becchetti, Cristina Matteo, Sara Turchetti, Paola Fabbrizio, Marta Cancelliere, Gaia Ghiselli, Marina Meroni, Giovanni Nardo, Massimo Zucchetti, Roberta Frapolli, Claudia Nastasi

Bone-related diseases and bone cancers remain challenging to treat due to limited targeted therapies and significant off-target side effects. This study presents the development of a bone-targeted liposomal formulation, termed Bone Binding Liposomes (BBL), functionalized with a pyrophosphate-cholesterol derivative to enhance binding to bone mineral (hydroxyapatite). Our experiments demonstrated the superior affinity of BBL compared to conventional Non-Binding Liposomes (NBL). Moreover, both formulations efficiently encapsulated a prototype drug and both exhibited comparable biocompatibility, both preserving the drug's physicochemical properties on elective target cells, macrophages. This targeted delivery system holds a potential for treating bone-related diseases, offering a means to improve targeted delivery and reduce off-target effects.

由于有限的靶向治疗和显著的脱靶副作用,骨相关疾病和骨癌的治疗仍然具有挑战性。本研究提出了一种骨靶向脂质体制剂的发展,称为骨结合脂质体(BBL),用焦磷酸盐-胆固醇衍生物功能化,以增强与骨矿物质(羟基磷灰石)的结合。我们的实验表明,与传统的非结合脂质体(NBL)相比,BBL具有更高的亲和力。此外,两种配方都有效地封装了原型药物,并且都表现出相当的生物相容性,都在选择性靶细胞巨噬细胞上保留了药物的物理化学特性。这种靶向递送系统具有治疗骨相关疾病的潜力,为改善靶向递送和减少脱靶效应提供了一种手段。
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引用次数: 0
Advances in microfluidic and artificial intelligence-assisted design of liposomes for drug delivery applications. 微流体和人工智能辅助药物递送脂质体设计的研究进展。
IF 4.3 4区 医学 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-12-25 DOI: 10.1080/08982104.2025.2602591
Chandra Has, Sanjay Kumar Kureel

Liposomes are used as a vehicle in targeted drug delivery due to inherent biocompatibility and encapsulative potential for diverse bioactive agents. However, consistent production remains challenging. With the help of microfluidic systems, liposome synthesis can be precisely controlled, conferring consistency and scalability. This review focuses on the integration of innovative microfluidic-based liposome synthesis and artificial intelligence (AI), specifically machine learning (ML), for the design of optimal critical quality attributes (CQAs), such as vesicle size, size distribution and encapsulation efficiency. ML models such as artificial neural networks (ANN), support vector machines (SVM), and random forest (RF) can predict liposome quality with limited input data. Together with design-of-experiment (DoE), these paradigms provide data-driven optimization. However, the interpretability of the model is enhanced by explainable AI (XAI) tools such as SHAP, which identify determinants for every prediction. The integration of these methods makes an advance toward robust and scalable liposome design. We have also summarized the challenges and future perspectives of scaling AI-guided microfluidic platforms into mainstream pharmaceutical development.

脂质体由于其固有的生物相容性和多种生物活性药物的包封潜力而被用作靶向药物递送的载体。然而,持续的生产仍然具有挑战性。在微流体系统的帮助下,脂质体的合成可以精确控制,赋予一致性和可扩展性。本文综述了基于微流体的脂质体合成与人工智能(AI),特别是机器学习(ML)的集成,以设计最佳关键质量属性(cqa),如囊泡大小,大小分布和封装效率。人工神经网络(ANN)、支持向量机(SVM)和随机森林(RF)等ML模型可以在有限的输入数据下预测脂质体的质量。与实验设计(DoE)一起,这些范式提供了数据驱动的优化。然而,可解释的人工智能(XAI)工具(如SHAP)增强了模型的可解释性,这些工具可以识别每个预测的决定因素。这些方法的集成使脂质体设计朝着鲁棒性和可扩展性的方向发展。我们还总结了将人工智能引导的微流体平台扩展到主流药物开发的挑战和未来前景。
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引用次数: 0
Molecular hydrophilicity dictates the membrane-disruptive efficacy of bile acid-modified lipids in secretory phospholipase A2-responsive liposomes. 分子亲水性决定了胆汁酸修饰的脂质在分泌磷脂酶a2响应脂质体中的膜破坏功效。
IF 4.3 4区 医学 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-12-21 DOI: 10.1080/08982104.2025.2603592
Cheng Wen, Yanjiao Liu, Dan Li, Guodong Zhu

The enzymatic degradation of bile acid-modified phospholipids by secretory phospholipase A2 (sPLA2) can induce membrane disruption in liposomes. However, the influence of bile acid hydrophilicity on this disruptive effect remains unclear. In this study, we synthesized four lipids by conjugating lithocholic acid (LCA: 3α-OH), chenodeoxycholic acid (CDCA: 3α-OH, 7α-OH) or its derivatives (7k-CDCA: 3α-OH, 7 = O; bk-CDCA: 3 = O, 7 = O) to a phosphocholine backbone. We found that sPLA2-mediated release of 6-carboxyfluorescein (6-CF) from liposomes was significantly faster with LCA-PC (100% release) than with the more hydrophilic CDCA-, 7k-CDCA-, or bk-CDCA-PC (14-30% release) in 2 hours. Assays of enzymatic degradation rates indicated that the low efficacy of CDCA-PC and 7k-CDCA-PC correlated with their slow hydrolysis by sPLA2. Although bk-CDCA-PC was degraded at a rate (13.01%) similar to LCA-PC (15.07%) in 2 hours, dialysis experiments revealed that its metabolite (bk-CDCA) readily diffused into the aqueous phase, unlike LCA, which remained anchored to the membrane. This demonstrates that the firm interfacial settlement of the bile acid metabolite is crucial for the membrane-disruptive effect. Our findings establish that increased hydrophilicity of the bile acid moiety attenuates the sPLA2-induced pore-forming effect, providing a critical guideline for the future design of sPLA2-responsive liposomal systems.

分泌型磷脂酶A2 (sPLA2)降解胆汁酸修饰的磷脂可引起脂质体的膜破坏。然而,胆汁酸亲水性对这种破坏作用的影响尚不清楚。本研究通过将石胆酸(LCA: 3α- oh)、鹅去氧胆酸(CDCA: 3α- oh, 7α- oh)或其衍生物(7k-CDCA: 3α- oh, 7 = O; bk-CDCA: 3 = O, 7 = O)偶联到磷脂胆碱骨架上合成了四种脂质。我们发现spla2介导的6-羧基荧光素(6-CF)在脂质体中由LCA-PC(100%释放)在2小时内明显快于亲水性更强的CDCA-、7k-CDCA-或bk-CDCA-PC(14-30%释放)。酶降解率的测定表明,CDCA-PC和7k-CDCA-PC的低效率与它们被sPLA2水解缓慢有关。虽然bk-CDCA- pc在2小时内的降解率(13.01%)与LCA- pc(15.07%)相似,但透析实验显示,其代谢物(bk-CDCA)很容易扩散到水相中,而LCA则保持在膜上。这表明胆汁酸代谢物的牢固界面沉降对膜破坏作用至关重要。我们的研究结果表明,胆汁酸部分亲水性的增加减弱了spla2诱导的孔隙形成效应,为spla2响应脂质体系统的未来设计提供了重要的指导。
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Journal of Liposome Research
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