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Artificial intelligence in smart drug delivery systems: a step toward personalized medicine 智能给药系统中的人工智能:迈向个性化医疗的一步
Pub Date : 2025-05-22 DOI: 10.1039/D5PM00089K
Mitali Panchpuri, Ritu Painuli and Chetan Kumar

One of the most interesting applications of artificial intelligence is in the design of drug delivery systems. Smart drug delivery systems can transfer drugs to specific tissues and cells, enhancing therapeutic effects while reducing undesirable side effects. Attention is focused on the main concepts and techniques of AI such as machine learning, deep learning, and genetic algorithms. In addition to this, genetic algorithms can be used for the selection of the best numerical models, which are able to predict biological processes or optimize the activity of new drugs. Besides the powerful impact of AI on drug design, its combination with new biotechnologies for personalized medicine, sometimes called theragnostics, brings novel diagnostic tools together with targeted therapy, which could ensure quality and effectiveness during clinical research on new drugs. Artificial intelligence (AI) techniques are finding their application in almost all disciplines, with particular success in healthcare. AI-based algorithms can solve complex problems related to diagnosis, prediction, control, and prevention of diseases that are beyond the scope of human abilities. At the same time, the Internet of Things (IoT) revolution has added value to the healthcare sector. The resulting combination of IoT and AI platforms presents a promising fusion to provide healthcare delivery innovations like digital drug delivery, online healthcare consultancy platforms, and virtual healthcare assistants. Personalized medicine is well-suited, regardless of potential disadvantages, to creating drug delivery systems that can respond to the exact needs and other special requirements of patients. The development of smart drug delivery systems is a potential response to the unimodal properties of drugs and the discordance between patient requirements and patient outcomes achieved by currently prescribed medications. The potential and actual positive economic and health-related impacts of advanced drug delivery technologies have created strong demand for new advanced delivery forms.

人工智能最有趣的应用之一是药物输送系统的设计。智能药物输送系统可以将药物转移到特定的组织和细胞,增强治疗效果,同时减少不良副作用。人们的注意力集中在人工智能的主要概念和技术上,如机器学习、深度学习和遗传算法。除此之外,遗传算法还可以用于选择最佳的数值模型,这些模型可以预测生物过程或优化新药的活性。除了人工智能对药物设计的强大影响外,它与个性化医疗的新生物技术(有时被称为治疗学)的结合,将新的诊断工具与靶向治疗结合在一起,可以确保新药临床研究的质量和有效性。人工智能(AI)技术在几乎所有学科中都有应用,在医疗保健领域尤其成功。基于人工智能的算法可以解决超出人类能力范围的疾病的诊断、预测、控制和预防等复杂问题。与此同时,物联网(IoT)革命为医疗保健行业增加了价值。物联网和人工智能平台的结合带来了一种有前景的融合,可以提供数字药物交付、在线医疗咨询平台和虚拟医疗助理等医疗服务创新。尽管存在潜在的缺点,但个性化医疗非常适合创建能够满足患者确切需求和其他特殊要求的药物输送系统。智能给药系统的发展是对药物单峰特性和患者需求与目前处方药物实现的患者结果之间不一致的潜在反应。先进给药技术潜在的和实际的积极的经济和健康影响产生了对新的先进给药形式的强烈需求。
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引用次数: 0
Optimizing mesoporous silica synthesis procedures to enhance their potential as nanoplatforms in therapeutic applications† 优化介孔二氧化硅合成工艺,增强其作为纳米平台在治疗应用中的潜力
Pub Date : 2025-05-15 DOI: 10.1039/D5PM00066A
Olia Alijanpourtolouti, Gamini Senanayake, Sulev Koks and David J. Henry

PARK7 mRNA encodes the DJ-1 protein, which functions as a protective agent against oxidative stress and cell damage within brain cells. Mutations in the mRNA can lead to reduced production of DJ-1 and initiate brain diseases such as Parkinson's disease. Transport of appropriate mRNA to damaged brain cells may provide a suitable treatment. Mesoporous silica nanoparticles (MSNPs), particularly pore-expanded and dye-labeled varieties, are regarded as potential carriers for large therapeutic agents such as mRNA. This study explored the influence of alterations in reaction conditions on the structural characteristics of MSNPs to produce nanoparticles with favorable characteristics for delivering large therapeutic agents to target sites. One-stage and two-stage procedures were compared for the introduction of 3-aminopropyltriethoxysilane (APTES) and an APTES−dye adduct, in conjunction with two different surfactants, cetyltrimethylammonium bromide (CTAB) and cetyltrimethylammonium chloride (CTAC). Analysis of the MSNPs shows that the two-stage method using CTAB as a surfactant produced amine-functionalized, dye-labelled particles with smaller overall size and better uniformity than the one-stage approach. However, due to their small pore size (<10 nm), these particles were unable to encapsulate the PARK7 mRNA (926 nucleotides). The one-stage method via CTAC produced MSNPs with a large pore size (150 nm), broad pore distribution (10–20 nm), and high aggregation, limiting their suitability for brain-targeted gene delivery. In comparison, the two-stage method using CTAC yielded well-ordered MSNPs with an optimal size (80 nm) and pore diameters (15–20 nm), enabling effective encapsulation of the large PARK7 mRNA and offering strong potential for future brain gene therapy studies.

PARK7 mRNA编码DJ-1蛋白,该蛋白在脑细胞内作为抗氧化应激和细胞损伤的保护剂。mRNA的突变可导致DJ-1的产生减少,并引发帕金森病等脑部疾病。转运适当的mRNA到受损的脑细胞可能提供合适的治疗。介孔二氧化硅纳米颗粒(MSNPs),特别是多孔和染料标记的品种,被认为是大型治疗剂(如mRNA)的潜在载体。本研究探讨了反应条件的改变对msnp结构特征的影响,以产生有利于将大型治疗剂输送到靶点的纳米颗粒。比较了引入3-氨基丙基三乙基氧基硅烷(APTES)和APTES -染料加合物的一段和两段工艺,以及两种不同的表面活性剂,十六烷基三甲基溴化铵(CTAB)和十六烷基三甲基氯化铵(CTAC)。MSNPs分析表明,采用CTAB作为表面活性剂的两段法得到的胺功能化、染料标记的颗粒总体尺寸更小,均匀性更好。然而,由于它们的小孔径(10 nm),这些颗粒无法包封PARK7 mRNA(926个核苷酸)。通过CTAC的一阶段方法产生的msnp具有大孔径(150 nm),宽孔分布(10-20 nm)和高聚集性,限制了它们对脑靶向基因传递的适用性。相比之下,使用CTAC的两阶段方法获得了有序的MSNPs,具有最佳尺寸(80 nm)和孔径(15-20 nm),能够有效地封装大型PARK7 mRNA,为未来的脑基因治疗研究提供了强大的潜力。
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引用次数: 0
Comprehensive physicochemical, biophysical, and in vitro characterization of lung surfactant SP-A peptidomimetics 肺表面活性剂SP-A肽模拟物的综合理化、生物物理和体外表征。
Pub Date : 2025-05-06 DOI: 10.1039/D4PM00265B
David Encinas-Basurto, Priya Muralidharan, M. D. Saiful Islam, Ernest L. Vallorz, Stephen M. Black, Monica Kraft, Julie G. Ledford and Heidi M. Mansour

Surfactant protein-A (SP-A) is an endogenous and essential lung surfactant-specific protein that is integral to pulmonary immunity, including inhibition of asthma exacerbations. This study aims to comprehensively characterize two peptides (10-AA and 20-AA) of SP-A which confer activity similar to the full-length oligomeric SP-A protein. Spectroscopic and chromatographic analyses revealed that the phosphate (PS) and acetate (AC) salts exhibited distinct solubility and log P partitioning behavior, impacting their physicochemical properties. MD simulations and circular dichroism showed that SP-A 10-AA initially adopts an α-helical structure but loses helicity over time, while SP-A 20-AA remains disordered. Differential scanning calorimetry confirmed variations in thermal stability between salt forms and zeta potential measurements showed that PS salts had a more negative surface charge, potentially influencing membrane interactions. In vitro studies showed high cell viability (>90%) and stable TEER values at the air–liquid interface, confirming biocompatibility and potential epithelial permeability. These findings provide crucial insights into the structural and functional properties of SP-A peptides, supporting their potential as therapeutic agents for pulmonary diseases.

表面活性剂蛋白- a (SP-A)是一种内源性和必需的肺表面活性剂特异性蛋白,是肺免疫不可或缺的一部分,包括抑制哮喘恶化。本研究旨在全面表征SP-A的两种肽(10-AA和20-AA),这两种肽具有与SP-A蛋白全长低聚体相似的活性。光谱和色谱分析表明,磷酸(PS)和乙酸(AC)盐表现出不同的溶解度和对数P分配行为,影响了它们的理化性质。MD模拟和圆二色性表明,SP-A - 10-AA最初呈α-螺旋结构,但随着时间的推移逐渐失去螺旋结构,而SP-A - 20-AA则保持无序结构。差示扫描量热法证实了盐形态之间热稳定性的变化,zeta电位测量表明PS盐具有更多的负表面电荷,可能影响膜的相互作用。体外研究显示高细胞活力(>90%)和稳定的气液界面TEER值,证实了生物相容性和潜在的上皮通透性。这些发现为SP-A肽的结构和功能特性提供了重要的见解,支持它们作为肺部疾病治疗剂的潜力。
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引用次数: 0
Calcium phosphate reinforced chitosan–carrageenan scaffolds: characterization and in vitro assessment for wound healing† 磷酸钙增强壳聚糖-卡拉胶支架:伤口愈合的表征和体外评估
Pub Date : 2025-05-05 DOI: 10.1039/D4PM00284A
Vinita Patole, Gaurav Kavitkar, Ganesh Ingavle, Isha Behere, Ravindra Wavhale, Abhishek Jha, Sanjeevani Deshkar, Avinash Sanap and Pramod Sakpal

Wound healing is a multifaceted and dynamic biological process, which traditional wound dressings often fail to adequately support, leading to prolonged healing times. It would be highly beneficial to develop wound dressings with the ability to support biological processes such as cell proliferation and angiogenesis and deliver the active agents required to restore intracellular activities to promote wound healing. The current work aimed at developing a polyelectrolyte complex of chitosan (CH) and an anionic polymer, condensed with calcium phosphate (CaP) powder to attain antibacterial and angiogenic potential, cell proliferation, appropriate swelling index, and enhanced wound healing. Polyelectrolyte complexes (PECs) were formulated using chitosan (CH), as a cationic polymer and pectin (PE), sodium alginate (SA), and carrageenan (CA), respectively, as an anionic polymer through a lyophilization process. PEC formation was confirmed by FTIR, XRD, and DSC by observing the changes in their vibrational frequencies, structures, and thermal properties. SEM revealed the porous structure of the scaffolds. From the prepared PEC scaffolds, chitosan–carrageenan (CH-CA) was selected for further studies based on the swelling index, porosity, and degradation studies. Following the production of CaP powder using a microwave-assisted synthesis method, the powder was characterized by FTIR, SEM, XRD, and energy dispersive X-ray (EDX) techniques before being loaded onto CH-CA scaffolds. The results demonstrated approximately 60.75% release of calcium ions (Ca++) from the CH-CA scaffolds in PBS, pH 5.5, as analysed by atomic absorption spectroscopy (AAS) over 24 h. The scaffolds demonstrated a higher swelling index and exhibited antimicrobial activity against E. coli and S. aureus. The scaffolds were found to be hemocompatible and demonstrated angiogenic potential, evidenced by stimulating new blood vessel development in a chick yolk sac membrane assay. Cell proliferation studies demonstrated the cytocompatibility of the scaffolds, and improvement in the cell density of the L929 mouse fibroblast cell line was observed in a live/dead assay. In conclusion, the calcium-loaded CH-CA scaffolds demonstrated antimicrobial properties, increased angiogenesis, blood compatibility, and cell proliferation, indicating their potential as an appropriate wound dressing material.

伤口愈合是一个多方面和动态的生物过程,传统的伤口敷料往往不能充分支持,导致愈合时间延长。开发具有支持细胞增殖和血管生成等生物过程能力的伤口敷料,并提供恢复细胞内活动所需的活性物质,以促进伤口愈合,将是非常有益的。目前的工作旨在开发一种壳聚糖(CH)和阴离子聚合物的聚电解质复合物,与磷酸钙(CaP)粉末凝聚,以达到抗菌和血管生成的潜力,细胞增殖,适当的肿胀指数,并促进伤口愈合。以壳聚糖(CH)为阳离子聚合物,以果胶(PE)、海藻酸钠(SA)和卡拉胶(CA)为阴离子聚合物,经冻干法制备聚电解质配合物(PECs)。通过观察其振动频率、结构和热性能的变化,通过FTIR、XRD和DSC证实了PEC的形成。扫描电镜显示了支架的多孔结构。从制备的PEC支架中,根据膨胀指数、孔隙率和降解研究选择壳聚糖-卡拉胶(CH-CA)进行进一步的研究。采用微波辅助合成法制备CaP粉末后,用FTIR、SEM、XRD和能量色散x射线(EDX)技术对粉末进行表征,然后将粉末加载到CH-CA支架上。原子吸收光谱(AAS)分析结果表明,CH-CA支架在pH 5.5的PBS溶液中,24 h内钙离子(Ca++)释放量约为60.75%,支架具有较高的溶胀指数,对大肠杆菌和金黄色葡萄球菌具有抗菌活性。在鸡卵黄囊膜实验中,发现支架具有血液相容性和血管生成潜力,刺激新血管发育。细胞增殖研究证明了支架的细胞相容性,并且在活/死实验中观察到L929小鼠成纤维细胞系细胞密度的改善。总之,载钙CH-CA支架具有抗菌性能,增加血管生成,血液相容性和细胞增殖,表明其作为合适的伤口敷料材料的潜力。
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引用次数: 0
Understanding the impact of vitamin D supplement formulation, quality and provision to older adults in UK residential care homes† 了解维生素D补充剂的配方、质量和提供对英国养老院老年人的影响。
Pub Date : 2025-05-05 DOI: 10.1039/D5PM00003C
N. Rombel, C. Lim, A. Majeed, S. Abdul-Jabbar, G. R. McClelland and S. A. Jones

Supplying vitamin D supplements to all older adults is beneficial and cost-effective. However, operationalising this supply to residents in long-term care is problematic. This study aimed to understand the challenges of vitamin D supplement provision by auditing the extent of supplementation, measuring the quality of the supplements and investigating the attitudes towards supplement provision in UK care homes. This case study investigated the supply of vitamin D supplement formulations in four UK care homes and analysed the vitamin D content of nine formulation types. It employed semi-structured interviews with care home stakeholders to understand attitudes toward vitamin D supply. Across the nine analysed products, there was >50% variability in their quality (75–137% of the label), but 44% of supplements were of medicinal grade. One tablet from a food-grade product contained 167% vitamin D, and one medicinal-grade tablet only contained 70% vitamin D. Interviews with care home staff highlighted four challenges to providing supplements: the perceived responsibility of healthcare professionals to supplement, difficulties obtaining prescription medications, the absence of national/local strategies, and the financial burden. This study demonstrated sub-optimal vitamin D supplement supply to care home residents, with staff unclear about who was responsible for choosing the correct type of vitamin D supplement, who paid for it, and who was to supply it. This study suggests a new approach to delivering vitamin D supplements to older adults is needed.

向所有老年人补充维生素D是有益的,而且具有成本效益。然而,将这种供应运作到长期护理的居民是有问题的。本研究旨在了解维生素D补充剂提供的挑战,通过审计补充的程度,测量补充剂的质量,并调查英国养老院对补充剂提供的态度。本案例研究调查了四家英国养老院的维生素D补充剂配方的供应,并分析了九种配方类型的维生素D含量。它采用半结构化访谈与养老院利益相关者了解对维生素D供应的态度。在分析的9种产品中,有50%的质量差异(标签的75-137%),但44%的补充剂是药用级的。一种食品级产品的片剂含有167%的维生素D,而一种药用级片剂只含有70%的维生素D。对护理院工作人员的采访强调了提供补充剂的四大挑战:保健专业人员对补充的责任的认识、获得处方药的困难、缺乏国家/地方战略以及财政负担。这项研究表明,养老院居民的维生素D补充剂供应不理想,工作人员不清楚谁负责选择正确类型的维生素D补充剂,谁支付,谁提供。这项研究表明,需要一种向老年人提供维生素D补充剂的新方法。
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引用次数: 0
Tailoring bromelain-loaded lipid–polymer hybrid nanoparticles for asthma management: fabrication and preclinical evaluation† 裁剪菠萝蛋白酶负载的脂质-聚合物混合纳米颗粒用于哮喘管理:制造和临床前评估†
Pub Date : 2025-05-02 DOI: 10.1039/D4PM00327F
Manu Sharma and Namita Gupta

Poor response and associated side effects of available drugs in clinics have limited successful asthma management. Traditionally, bromelain has been found effective in asthma management; however, its use is limited by the need for high oral doses and poor bioavailability. Therefore, the present investigation was tailored to prepare bromelain-loaded lipid–polymer hybrid nanoparticles (Br-LPHNs) to enhance the oral bioavailability and therapeutic efficacy of bromelain in the management of allergic asthma. Br-LPHNs, consisting of a lipid core encapsulated in a biomimetic polymethylmethacrylate coating, were prepared utilizing the double emulsion solvent evaporation method. The drug release behavior, mucolytic potential and stability of the optimized formulation were evaluated. Pharmacokinetic and pharmacodynamic studies were executed in an allergen-induced asthma model. The optimized Br-LPHNs exhibited a nanosize (190.91 ± 29.48 nm) and high entrapment efficiency (89.94 ± 3.98%), along with gastro-resistant and sustained drug release behavior for up to 24 h. Using LPHNs as a carrier improved shelf life (∼6.99-fold) and bioavailability (6.89-fold) compared to pure bromelain. The optimized formulation significantly suppressed bronchial hyperresponsiveness, delayed the onset of bronchospasm and reduced its severity. Moreover, oxidative and immunological markers were significantly (p < 0.05) reduced, accompanied by the restoration of antioxidant enzyme levels to normal. Histopathological investigations also confirmed reduced tissue injury. Thus, the development of Br-LPHNs not only ensured in vitro and in vivo stability of bromelain but also offered a promising approach for asthma management.

临床可用药物的不良反应和相关副作用限制了哮喘治疗的成功。传统上,菠萝蛋白酶被发现对哮喘治疗有效;然而,由于口服剂量大和生物利用度差,其使用受到限制。因此,本研究旨在制备载菠萝蛋白酶脂质-聚合物混合纳米颗粒(br - lphn),以提高菠萝蛋白酶的口服生物利用度和治疗过敏性哮喘的疗效。采用双乳液溶剂蒸发法制备了以聚甲基丙烯酸甲酯为包覆层的脂质核br - lphn。对优化后的制剂进行了释药性能、解粘潜能及稳定性评价。在过敏原诱导的哮喘模型中进行了药代动力学和药效学研究。优化后的br - lphn具有纳米尺寸(190.91±29.48 nm)和高包封效率(89.94±3.98%),以及长达24小时的胃耐药和持续药物释放行为。与纯菠萝蛋白酶相比,使用lphn作为载体提高了货架期(~ 6.99倍)和生物利用度(6.89倍)。优化后的制剂可显著抑制支气管高反应性,延缓支气管痉挛发作,降低其严重程度。此外,氧化和免疫指标显著(p <;0.05)降低,同时抗氧化酶水平恢复正常。组织病理学检查也证实组织损伤减轻。因此,br - lphn的开发不仅保证了菠萝蛋白酶在体外和体内的稳定性,而且为哮喘治疗提供了一种有希望的途径。
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引用次数: 0
Predicting absorption of compounds from an in vivo liver surface based on molecular weight or in vitro release using a dialysis membrane in combination with lipophilicity† 根据分子质量预测化合物在体内肝脏表面的吸收,或利用透析膜结合亲脂性†预测体外释放
Pub Date : 2025-05-01 DOI: 10.1039/D5PM00054H
Fei Yuan, Ayaka Torigoe, Nao Mitsudome, Hirotaka Miyamoto, Shintaro Fumoto, Akira Toriba and Koyo Nishida

A liver surface application (LSA) was developed to reduce the side effects of chemotherapy in liver cancer. The effects of molecular weight (MW) and lipophilicity (log PC) on the absorption of hydrophilic and lipophilic compounds from the rat liver surface were examined. However, how these two factors simultaneously affect compound absorption remains unclear. The combined effects of MW and log PC on the absorption of these compounds in rats and mice were investigated. The compounds were administered to the liver surface using a cylindrical diffusion cell, and in vitro release experiments were conducted using a dialysis membrane to explore the relationship between release and absorption. The results indicate that log (PC/MW0.5) has a significant linear correlation with log Papp, absorption (Papp, apparent permeability coefficient). Similarly, a significant correlation was observed between log (PC × Papp, release) and log Papp, absorption. These two relationships observed in rats were used to predict compound absorption in mice, and the predicted values closely matched the experimental data. This implies that both combinations of MW and in vitro release with log PC can explain compound absorption from the liver surface. This study provided important information for understanding the absorption characteristics of LSA.

为了减少肝癌化疗的副作用,开发了肝表面涂抹(LSA)。研究了分子量(MW)和亲脂性(log PC)对大鼠肝表面亲水和亲脂化合物吸收的影响。然而,这两个因素如何同时影响化合物吸收仍不清楚。研究了木聚糖和原木PC对这些化合物在大鼠和小鼠体内吸收的联合影响。采用圆柱形扩散池给药于肝表面,并采用透析膜进行体外释放实验,探讨释放与吸收的关系。结果表明,测井曲线(PC/MW0.5)与测井曲线(Papp)、吸收率(Papp)、表观渗透率系数(Papp)呈显著的线性相关。同样,在log (PC × Papp,释放)和log Papp,吸收之间也观察到显著的相关性。在大鼠身上观察到的这两种关系被用来预测小鼠体内的化合物吸收,预测值与实验数据非常吻合。这表明,两种组合的MW和体外释放与log PC可以解释从肝脏表面的化合物吸收。本研究为了解LSA的吸收特性提供了重要信息。
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引用次数: 0
Biomimetic nanoparticles for targeted therapy of liver disease 用于肝脏疾病靶向治疗的仿生纳米颗粒。
Pub Date : 2025-04-28 DOI: 10.1039/D5PM00044K
Veena Vijayan, Janitha M. Unagolla, Dhruvisha Panchal, Judith Eloyi John, Siddharth S. Menon and Jyothi U. Menon

Liver fibrosis is a progressive and fatal condition characterized by stiffness and scarring of the liver due to excessive buildup of extracellular matrix (ECM) proteins. If left untreated, it can progress to liver cirrhosis and hepatocellular carcinoma (HCC)–one of the fastest-rising causes of cancer mortality in the United States. Despite the increased prevalence of liver fibrosis due to infections, exposure to toxins, and unhealthy lifestyles, there are no effective treatments available. Recent advances in nanomedicine can lead to more targeted and effective strategies for treating liver diseases than existing treatments. In particular, the use of biomimetic nanoparticles (NPs) such as liposomes and cell-membrane-coated NPs is of interest. NPs functionalized with cell membranes mimic the properties of the source cell used and provide inherent immune evasion ability, homologous adhesion, and prolonged circulation. This review explores the types of biomimetic coatings, different cargoes delivered through biomimetic NPs for various treatment modalities, and the type of core NPs used for targeting liver fibrosis and HCC.

肝纤维化是一种进行性和致死性疾病,其特征是由于细胞外基质(ECM)蛋白过度积聚导致肝脏僵硬和瘢痕形成。如果不及时治疗,它会发展为肝硬化和肝细胞癌(HCC)——这是美国癌症死亡率上升最快的原因之一。尽管由于感染、接触毒素和不健康的生活方式导致肝纤维化的发病率增加,但目前尚无有效的治疗方法。纳米医学的最新进展可以带来比现有治疗方法更有针对性和更有效的治疗肝脏疾病的策略。特别是,使用仿生纳米粒子(NPs),如脂质体和细胞膜包被的NPs是感兴趣的。与细胞膜功能化的NPs模仿所使用的源细胞的特性,并提供固有的免疫逃避能力,同源粘附和延长循环。这篇综述探讨了仿生涂层的类型,通过仿生NPs输送的不同货物用于各种治疗方式,以及用于肝纤维化和HCC的核心NPs的类型。
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引用次数: 0
Effect of shape on cellular internalization and anti-cancer efficacy of hydroxyapatite nanoparticles in an osteosarcoma cell line† 羟基磷灰石纳米颗粒形状对骨肉瘤细胞内化和抗癌效果的影响
Pub Date : 2025-04-24 DOI: 10.1039/D5PM00005J
Simmi Gupta, Esha S. Attar, Vishvesh Joshi and Padma V. Devarajan

Hydroxyapatite nanoparticles (HAP NPs) with distinct morphologies were synthesized by the wet precipitation method by varying pH, and their shape was confirmed by scanning electron microscopy as spherical (pH 12), rod-like (pH 9), and needle-like (pH 8). The particle sizes of HAP NPs were 96.86 ± 1.48 nm for needle-shaped, 118 ± 4.32 nm for rod-shaped, and 94.43 ± 1.02 nm for spherical-shaped particles. XRD analysis showed clear and distinct peaks indicating crystalline nature, while FTIR confirmed the characteristic features of hydroxyapatite. The negative zeta potential of the HAP NPs was attributed to the presence of surface phosphate ions. The influence of HAP NP shape and size on intracellular uptake was evaluated in the MG-63 osteosarcoma cell line by Confocal Laser Scanning Microscopy (CLSM). CLSM results demonstrated that rod-shaped HAP NPs predominantly localized within the lysosome and nucleus, while spherical HAP NPs accumulated at the cell membrane. The MTT, clonogenic survival, cell scratch and transwell migration assays revealed that rod-shaped HAP NPs exhibited superior anticancer activity compared to their needle- and spherical-shaped counterparts and completely suppressed the clonogenic survival of MG-63 cells. Our findings confirm that the shape of HAP NPs is a critical factor influencing their intracellular uptake and anticancer activity.

采用不同pH值的湿沉淀法合成了形貌各异的羟基磷灰石纳米颗粒(HAP NPs),扫描电镜证实其形状为球形(pH值12)、棒状(pH值9)和针状(pH值8)。针状、棒状、球形HAP NPs的粒径分别为96.86±1.48 nm、118±4.32 nm和94.43±1.02 nm。XRD分析显示,其峰清晰清晰,表明其结晶性质,FTIR证实了羟基磷灰石的特征。HAP NPs的负zeta电位归因于表面磷酸离子的存在。用共聚焦激光扫描显微镜(CLSM)观察了MG-63骨肉瘤细胞株中HAP NP形状和大小对细胞内摄取的影响。CLSM结果表明,杆状HAP NPs主要分布在溶酶体和细胞核内,而球形HAP NPs则聚集在细胞膜上。MTT、克隆存活、细胞划痕和跨井迁移实验显示,杆状HAP NPs比针状和球形HAP NPs具有更好的抗癌活性,并完全抑制MG-63细胞的克隆存活。我们的研究结果证实,HAP NPs的形状是影响其细胞内摄取和抗癌活性的关键因素。
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引用次数: 0
A molecular simulation-based deep neural network model for deciphering the adsorption of 5-Fluorouracil in COFs† 基于分子模拟的深度神经网络模型解析5-氟尿嘧啶在COFs中的吸附
Pub Date : 2025-04-23 DOI: 10.1039/D5PM00007F
Khushboo Yadava and Ashutosh Yadav

A database of 1242 experimentally synthesized COFs has been studied to understand their potential as drug carriers by employing molecular simulations and machine learning models to analyze the adsorption abilities and predict the capacity of loading the anticancer drug, 5-fluorouracil. Our findings indicate that different organic linkers, structural features, binding sites, topologies, etc. of COFs play an important role in determining the maximum loading capacity and release parameters of 5-FU. The implementation of molecular simulations-based machine learning methods for drug adsorption studies in COFs is rare in the literature. Once the model was validated, we studied the maximum loading capacity of 5-FU in a series of COFs, 102–108 and 112, from the COF database, as these exhibited a gradual trend in textural properties, aiming to understand this trend and the correlation between their structure and loading capacity. Then, we proceeded to study the adsorption process in detail in 4 of the COFs: three 2D COFs—COF-206, i.e., DCuPc–ANDI-COF; COF-362, i.e., PI-COF-3; and COF-398, i.e., Py-DBA-COF-1—and one 3D COF—COF-363, i.e., PI-COF-4. Radial distribution function and adsorption energy analyses revealed some important interactions and thermodynamic parameters leading to strong binding and slow release of 5-FU. The adsorption energy values in the top-performing COFs fall within the range of −8.43 to −42.25 × 103 kJ mol−1. The correlation of ML input parameters in terms of various chemical and structural descriptors with the maximum loading capacity is discussed. From the molecular simulations, COF-362 is the best-performing COF in terms of loading capacity and adsorption energy values. The ML models, i.e., random forest, decision tree and three deep neural networks, were trained on 80% of the total data, while the remaining 20% of the data was used to test the models. DNN model-3 was chosen as the final model for further analysis based on R2 = 0.87, RMSE = 189.81, and MAE = 100.87. SHapley Additive exPlanations (SHAP) analysis and the feature importance chart indicated that among the structural descriptors, Sacc, LCD, and Vf, and among the chemical descriptors, C, H, and N, had the most positive impact on the output predictions of the model. Finally, a graphical user interface based on the best-performing ML model was created to predict the 5-FU loading capacity of COFs. This will save users time without the need to run the code or perform various tedious drug-loading experiments.

通过分子模拟和机器学习模型分析COFs的吸附能力,并预测其装载抗癌药物5-氟尿嘧啶的能力,研究了1242个实验合成COFs的数据库,以了解它们作为药物载体的潜力。我们的研究结果表明,不同的有机连接体、结构特征、结合位点、拓扑结构等对5-FU的最大负载能力和释放参数起着重要作用。基于分子模拟的机器学习方法在COFs中进行药物吸附研究在文献中是罕见的。模型验证后,我们从COF数据库中研究了一系列COFs(102-108和112)中5-FU的最大承载能力,因为这些COFs在纹理性能上呈现渐变趋势,旨在了解这种趋势以及它们的结构与承载能力之间的相关性。然后,我们对4种COFs的吸附过程进行了详细的研究:3种2D COFs - cof -206,即dcup - and i - cof;COF-362,即PI-COF-3;和COF-398,即py - dba - cof -1和一个3D COF-COF-363,即PI-COF-4。径向分布函数和吸附能分析揭示了导致5-FU强结合和缓释的重要相互作用和热力学参数。性能最好的COFs的吸附能在−8.43 ~−42.25 × 103 kJ mol−1之间。讨论了基于各种化学和结构描述符的机器学习输入参数与最大承载能力的相关性。从分子模拟来看,COF-362在负载能力和吸附能值方面表现最好。ML模型,即随机森林、决策树和三个深度神经网络,在80%的总数据上进行训练,而剩下的20%的数据用于测试模型。根据R2 = 0.87, RMSE = 189.81, MAE = 100.87,最终选择DNN model-3作为进一步分析的最终模型。SHapley加性解释(SHAP)分析和特征重要性图表明,在结构描述符中Sacc、LCD和Vf,在化学描述符中C、H和N对模型的输出预测有最积极的影响。最后,基于最佳ML模型创建了一个图形用户界面来预测COFs的5-FU负载能力。这将节省用户的时间,而无需运行代码或执行各种繁琐的药物加载实验。
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RSC Pharmaceutics
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