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Natural Powerhouse Duo: Hierarchical Levan Hydrogels with Nanoencapsulated Cannabidiol as Local Delivery Systems. 天然动力二人组:层次化Levan水凝胶与纳米封装大麻二酚作为局部递送系统。
IF 4.3 3区 医学 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2025-12-01 Epub Date: 2025-11-11 DOI: 10.1007/s11095-025-03935-y
Diana Solovyov, Natalia N Porfiryeva, Rania Awad, Selay Tornaci, Maya Davidovich-Pinhas, Girts Salms, Arita Dubnika, Ebru Toksoy Öner, Alejandro Sosnik

Introduction: The nonpsychoactive cannabinoid cannabidiol (CBD) has shown a wide range of pharmacological effects that are beneficial for wound healing. However, its local delivery is challenged by a very low aqueous solubility.

Methods: In this work, we synthesized hierarchical hydrogels made of the fructan hydrolyzed levan crosslinked with glycerol diglycidyl ether and loaded them with CBD nanoencapsulated within Pluronic® F127 polymeric micelles (25% w/w payload).

Results: Hydrogels showed the typical porous structure (high resolution-scanning electron microscopy) and water uptake capacity up to ~ 1700%. The CBD release kinetics was studied in water (pH 6.8) and phosphate buffered saline (pH 7.4) under sink conditions, at 37°C. An initial burst release stage within the first 2 h of the assay was followed by a more sustained release stage over 72 h. As expected, hydrogels with a lower crosslinking density exhibited faster CBD release in both media. Release data fit the Korsmeyer-Peppas model with a combined mechanism involving diffusion and polymer chain relaxation together with the release of CBD-loaded polymeric micelles. The good compatibility of the hydrogels was initially confirmed in the monocyte-derived human macrophage cell line THP-1 over 72 h. Then, we showed > 70% viability of primary patient-derived gingival mesenchymal stem cells (GMSCs) exposed to hydrolyzed levan solutions, CBD-loaded polymeric micelle suspensions, and the CBD-loaded hydrogels for 28 days. Finally, we conducted preliminary differentiation studies of GMSCs cultured on non-loaded and CBD-loaded hydrolyzed levan hydrogels. Non-loaded hydrogels promote a transient increase in the secretion of the osteogenic marker alkaline phosphatase secretion that peaked at day 7 and declined thereafter, while CBD-loaded ones promote adipogenic differentiation.

Conclusion: Overall, results demonstrate the potential of levan hydrogels as platforms for local drug delivery applications.

非精神活性大麻素大麻二酚(CBD)已显示出广泛的药理作用,有利于伤口愈合。然而,它的局部递送受到非常低的水溶性的挑战。方法:将果聚糖水解的利凡与甘油二甘油酯醚交联制成层次化水凝胶,并在Pluronic®F127聚合物胶束内(25% w/w载荷)装入CBD纳米胶囊。结果:水凝胶具有典型的多孔结构(高分辨率扫描电镜),吸水率高达~ 1700%。在37°C的沉降条件下,研究了CBD在水(pH 6.8)和磷酸盐缓冲盐水(pH 7.4)中的释放动力学。在试验的前2小时内,初始的爆发释放阶段随后是72小时的更持久的释放阶段。正如预期的那样,具有较低交联密度的水凝胶在两种介质中都表现出更快的CBD释放。释放数据符合Korsmeyer-Peppas模型,其联合机制涉及扩散和聚合物链弛豫以及负载cbd的聚合物胶束的释放。在单核细胞来源的人巨噬细胞系THP-1中,水凝胶的良好相容性最初得到了72小时的证实。然后,我们展示了原发性患者来源的牙龈间充质干细胞(GMSCs)暴露于水解的levan溶液、负载cbd的聚合物胶团悬浮液和负载cbd的水凝胶28 天的存活率为bb0 70%。最后,我们对未加载和加载cbd的水解利凡水凝胶培养的GMSCs进行了初步分化研究。未负载的水凝胶促进成骨标志物碱性磷酸酶分泌的短暂增加,在第7天达到峰值,此后下降,而cbd负载的水凝胶促进成脂分化。结论:总体而言,研究结果显示了利凡水凝胶作为局部给药平台的潜力。
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引用次数: 0
Physiological Considerations and Delivery Strategies for Targeting Tumors Through Intraperitoneal Delivery. 腹腔靶向给药的生理考虑和给药策略。
IF 4.3 3区 医学 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2025-12-01 Epub Date: 2025-08-25 DOI: 10.1007/s11095-025-03917-0
Md Jobair Hossen Jony, Sheyda Ranjbar, Rama Prajapati, Seyyed Majid Eslami, Zixuan Zhen, Mittal Darji, Xueli Zhu, Xiuling Lu

The peritoneal cavity presents both unique challenges and promising opportunities for targeted therapy in malignancies like ovarian, gastric, pancreatic, and colorectal cancers. Intraperitoneal drug delivery offers significant pharmacokinetic advantages over intravenous administration by achieving high local drug concentrations and tumor-specific delivery potential while minimizing systemic toxicity. Despite these theoretical advantages, the clinical implementation of intraperitoneal therapy is limited by several barriers, including restricted tissue penetration, incomplete peritoneal coverage, rapid drug clearance, catheter-related complications, posttreatment peritoneal adhesions, and ascites-induced permeability dysregulation. This review highlights three advanced strategies developed to overcome these obstacles: (1) particulate-based delivery systems, such as nanoparticles to enhance tumor specificity through passive accumulation, active targeting and on-demand drug release in response to internal or external stimuli; (2) Sustained drug release hydrogels and (3) pressurized intraperitoneal aerosol chemotherapy. Despite promising preclinical and clinical advancements, successful translation requires systematic optimization of multiple parameters, such as ascites dynamics, tumor heterogeneity, and multidrug resistance. The integration of advanced delivery technologies with a comprehensive understanding of peritoneal physiology remains crucial for achieving safe and effective clinical applications.

腹腔为卵巢癌、胃癌、胰腺癌和结直肠癌等恶性肿瘤的靶向治疗提供了独特的挑战和有希望的机会。与静脉给药相比,腹腔给药具有显著的药代动力学优势,可以实现较高的局部药物浓度和肿瘤特异性给药潜力,同时最大限度地减少全身毒性。尽管有这些理论上的优势,腹膜内治疗的临床实施仍受到一些障碍的限制,包括组织渗透受限、腹膜覆盖不完全、药物快速清除、导管相关并发症、治疗后腹膜粘连和腹水诱导的渗透性失调。这篇综述强调了克服这些障碍的三种先进策略:(1)基于颗粒的递送系统,如纳米颗粒,通过被动积累、主动靶向和响应内部或外部刺激的按需药物释放来增强肿瘤特异性;(2)缓释水凝胶;(3)加压腹腔喷雾化疗。尽管有临床前和临床进展,但成功的翻译需要系统地优化多个参数,如腹水动力学、肿瘤异质性和多药耐药。将先进的分娩技术与对腹膜生理学的全面理解相结合,对于实现安全有效的临床应用仍然至关重要。
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引用次数: 0
Design and In Vitro Evaluation of Gambogic Acid-Conjugated Stearic Acid Solid Lipid Nanoparticles for Transferrin Receptor-Mediated Drug Delivery. 用于转铁蛋白受体介导的药物递送的甘草酸共轭硬脂酸固体脂质纳米颗粒的设计和体外评价。
IF 4.3 3区 医学 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2025-12-01 Epub Date: 2025-11-06 DOI: 10.1007/s11095-025-03946-9
Raghu Ganugula, Yirivinti Hayagreeva Dinakar, Anjali Kurse, M N V Ravi Kumar, Meenakshi Arora

Solid lipid nanoparticles (SLNs) have garnered significant interest for their safety and efficacy, especially following the success of COVID-19 mRNA vaccines. This study presents the synthesis and characterization of a novel stearic acid (SA)-gambogic acid (GA) conjugate, where GA, a xanthonoid, exhibits high affinity for the transferrin receptor (TfR) without competing with endogenous transferrin. The SA-GA conjugate was employed to formulate SLNs using a hot homogenization-ultrasonication-solvent evaporation technique for the peroral delivery of cyclosporine (CsA), paclitaxel (PTX), and urolithin-A (UA). Physicochemical properties, including particle size, zeta potential, drug loading, and entrapment efficiency, were assessed. Among the three tested compounds, UA exhibited the highest encapsulation efficiency at both 5% and 10% w/w loading, with particle sizes remaining under 250 nm. SA-GA SLNs demonstrated excellent stability in simulated gastric fluids, supporting their potential for oral administration. Cellular uptake studies using Coumarin-6 (C6) and drug-loaded SLNs indicated that UA achieved the highest uptake (~ 50%) in both FHS-74 (human small intestine) and HK2 (human kidney) cell lines. Further, in cisplatin-induced HK2 cell damage models, UA-loaded SA-GA SLNs significantly reduced inflammatory markers TLR4, NF-κB, and IL-1β. These results highlight UA-loaded SA-GA SLNs as a promising TfR-targeted oral delivery system for mitigating cisplatin-induced acute kidney injury (AKI) in cancer therapy.

固体脂质纳米颗粒(sln)因其安全性和有效性而引起了人们的极大兴趣,特别是在COVID-19 mRNA疫苗取得成功之后。本研究提出了一种新型硬脂酸(SA)-藤黄酸(GA)偶联物的合成和表征,其中GA是一种黄嘌呤,对转铁蛋白受体(TfR)具有高亲和力,而不与内源性转铁蛋白竞争。采用热均质-超声-溶剂蒸发技术将SA-GA偶联物制备sln,用于环孢素(CsA)、紫杉醇(PTX)和尿石素- a (UA)的经口给药。评估了物理化学性质,包括粒径、zeta电位、药物负载和包封效率。在三种被测化合物中,UA在5%和10% w/w负载下均表现出最高的包封效率,且粒径保持在250 nm以下。SA-GA sln在模拟胃液中表现出优异的稳定性,支持其口服给药的潜力。利用香豆素-6 (C6)和载药sln进行的细胞摄取研究表明,UA在FHS-74(人小肠)和HK2(人肾脏)细胞系中均获得了最高的摄取(约50%)。此外,在顺铂诱导的HK2细胞损伤模型中,ua负载的SA-GA sln可显著降低炎症标志物TLR4、NF-κB和IL-1β。这些结果突出了ua负载SA-GA sln作为一种有前途的tfr靶向口服给药系统,可减轻癌症治疗中顺铂诱导的急性肾损伤(AKI)。
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引用次数: 0
Efficient Cytosolic Delivery of siRNA Using Lyophilized and Reconstituted Polymer-siRNA Polyplexes. 利用冻干和重组的聚合物-siRNA复合物高效的siRNA细胞质递送。
IF 4.3 3区 医学 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2025-12-01 Epub Date: 2025-06-23 DOI: 10.1007/s11095-025-03884-6
Harini Nagaraj, Taewon Jeon, Yagiz Anil Cicek, Ritabrita Goswami, Nourina Nasim, Rukmini Mhaske, Vincent M Rotello

Purpose: siRNA enables highly specific and targeted gene silencing, offering potential treatment for a range of diseases. Cytosolic access of siRNA is essential for efficacy; Current delivery systems generally use endosomal uptake pathways, leading to siRNA degradation due to inefficient escape. Guanidinium functionalized poly(oxanorbornene)imide (PONI) polymers facilitate direct cytosolic siRNA delivery with excellent gene knockdown efficacy in vitro and in vivo. The use of lyophilization to generate stable powders that retain excellent delivery and knockdown activity when reconstituted is demonstrated, providing a key tool for translation.

Methods: PONI-Guan polymers were mixed with siRNA to form PONI-Guan/siRNA polyplexes. The generated polyplexes were lyophilized and stored at varying temperature conditions for a total duration of 4 weeks. After reconstitution and delivery, cytosolic access of siRNA was assessed through confocal laser scanning microscopy. Knockdown efficacy was assessed in GFP expressing reporter deGFP HEK 293 T cell line using flow cytometry. Efficacy of reconstituted PONI-Guan/si_STAT3 in 4T1 breast cancer cells was evaluated by quantifying gene expression levels (qRT-PCR) and cell growth inhibition (Alamar blue assay). Delivery and therapeutic efficiency were compared between lyophilized and freshly made polyplexes.

Results: Lyophilized polyplexes retained critical functional features of freshly made polyplexes. Resuspended polyplexes facilitated effective cytosolic delivery siRNA and showed therapeutic relevance through the delivery of siRNA targeting STAT-3 gene in 4T1 cells with successful cell growth inhibition (~ 70%) and knockdown (~ 80%) of the gene.

Conclusion: Overall, this strategy signifies a highly transferrable and versatile method for effective storage of siRNA.

目的:siRNA能够实现高度特异性和靶向性的基因沉默,为一系列疾病提供潜在的治疗方法。siRNA的细胞质通路对疗效至关重要;目前的递送系统通常使用内体摄取途径,导致siRNA由于低效逃逸而降解。胍官能化聚(oxanorbornene)亚胺(PONI)聚合物在体外和体内具有良好的基因敲低效果,可促进siRNA的直接细胞质递送。使用冻干来产生稳定的粉末,在重组时保持良好的传递和击倒活性,为翻译提供了关键工具。方法:将PONI-Guan聚合物与siRNA混合形成PONI-Guan/siRNA多聚物。将生成的多聚体冻干并在不同温度条件下保存4周。重组和递送后,通过共聚焦激光扫描显微镜评估siRNA的细胞质通路。流式细胞术检测表达GFP报告细胞deGFP HEK 293 T细胞株的敲除效果。通过定量基因表达水平(qRT-PCR)和细胞生长抑制(Alamar蓝法)评估重组PONI-Guan/si_STAT3在4T1乳腺癌细胞中的作用。比较冻干和新鲜多聚物的递送和治疗效果。结果:冻干后的多聚物保留了新鲜多聚物的关键功能特征。重悬多聚体促进了siRNA的有效胞质递送,并通过在4T1细胞中递送靶向STAT-3基因的siRNA显示出治疗相关性,成功抑制了细胞生长(~ 70%)和敲低(~ 80%)该基因。结论:总的来说,这一策略意味着一种高度可转移和通用的siRNA有效储存方法。
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引用次数: 0
Transdermal Drug Delivery Systems: A Comprehensive Review of Mechanisms, Technologies, and Clinical Applications. 透皮给药系统:机制、技术和临床应用的综合综述。
IF 4.3 3区 医学 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2025-12-01 Epub Date: 2025-12-05 DOI: 10.1007/s11095-025-03962-9
Fengxia Xu, Zhuoya Qiu, Mengru Zhang, Yanru Ren, Liang Kong, Yongshu Liu, Tong Zhang, Cheng Wang, Ping Wang

Background: Transdermal Drug Delivery Systems (TDDS) offer a non-invasive route for sustained systemic or localized drug delivery. By bypassing hepatic first-pass metabolism and improving bioavailability, TDDS enhances patient compliance, especially in the management of chronic diseases. Drug permeation across the skin is mediated through pathways involving the complex skin barrier, predominantly the stratum corneum, with efficacy influenced by both drug properties and skin physiology.

Methods: This review systematically integrates the fundamental mechanisms underlying TDDS, highlights cutting-edge technological advancements developed to overcome the skin barrier, and discusses their expanding clinical applications. The advanced technologies covered include permeation enhancers, vesicular systems (liposomes, transfersomes, ethosomes), microemulsions, microneedles (MNs), responsive systems (pH-, temperature-, enzyme-sensitive), and 3D printing.

Results: These innovative technologies effectively enhance drug flux, enable targeted delivery, and achieve spatiotemporal control of drug release. Clinically, FDA-approved TDDS formulations have been successfully applied to manage various conditions, including chronic pain (fentanyl, buprenorphine), neurological disorders (rotigotine, rivastigmine), cardiovascular diseases (nitroglycerin, clonidine), hormone replacement, and substance dependence (nicotine). Despite significant clinical value, TDDS still faces challenges such as limitations in delivering macromolecules, potential skin irritation, and inter-individual variability.

Conclusion: Future directions in TDDS research focus on integrating nanotechnology, AI-driven optimization, wearable sensors, and closed-loop smart systems. These integrations aim to achieve greater precision, personalization, and efficiency in transdermal drug delivery, providing valuable insights for future research and translational development.

背景:经皮给药系统(TDDS)为持续的全身或局部给药提供了一种非侵入性途径。通过绕过肝脏首过代谢和提高生物利用度,TDDS提高了患者的依从性,特别是在慢性疾病的治疗中。药物通过复杂的皮肤屏障(主要是角质层)介导通过皮肤的渗透,其功效受药物性质和皮肤生理的影响。方法:本文系统地综述了TDDS的基本机制,重点介绍了克服皮肤屏障的最新技术进展,并讨论了其扩大的临床应用。涵盖的先进技术包括渗透增强剂、囊泡系统(脂质体、转移体、脂质体)、微乳液、微针(MNs)、响应系统(pH-、温度-、酶敏感)和3D打印。结果:这些创新技术有效地增强了药物通量,实现了靶向给药,实现了药物释放的时空控制。临床上,fda批准的TDDS制剂已成功应用于治疗各种疾病,包括慢性疼痛(芬太尼、丁丙诺啡)、神经系统疾病(罗替戈汀、利瓦司明)、心血管疾病(硝化甘油、可卡因)、激素替代和物质依赖(尼古丁)。尽管TDDS具有重要的临床价值,但它仍然面临着诸如大分子递送限制、潜在的皮肤刺激和个体间差异等挑战。结论:集成纳米技术、人工智能驱动优化、可穿戴传感器和闭环智能系统是TDDS未来的研究方向。这些整合旨在实现更高的透皮给药精度、个性化和效率,为未来的研究和转化开发提供有价值的见解。
{"title":"Transdermal Drug Delivery Systems: A Comprehensive Review of Mechanisms, Technologies, and Clinical Applications.","authors":"Fengxia Xu, Zhuoya Qiu, Mengru Zhang, Yanru Ren, Liang Kong, Yongshu Liu, Tong Zhang, Cheng Wang, Ping Wang","doi":"10.1007/s11095-025-03962-9","DOIUrl":"10.1007/s11095-025-03962-9","url":null,"abstract":"<p><strong>Background: </strong>Transdermal Drug Delivery Systems (TDDS) offer a non-invasive route for sustained systemic or localized drug delivery. By bypassing hepatic first-pass metabolism and improving bioavailability, TDDS enhances patient compliance, especially in the management of chronic diseases. Drug permeation across the skin is mediated through pathways involving the complex skin barrier, predominantly the stratum corneum, with efficacy influenced by both drug properties and skin physiology.</p><p><strong>Methods: </strong>This review systematically integrates the fundamental mechanisms underlying TDDS, highlights cutting-edge technological advancements developed to overcome the skin barrier, and discusses their expanding clinical applications. The advanced technologies covered include permeation enhancers, vesicular systems (liposomes, transfersomes, ethosomes), microemulsions, microneedles (MNs), responsive systems (pH-, temperature-, enzyme-sensitive), and 3D printing.</p><p><strong>Results: </strong>These innovative technologies effectively enhance drug flux, enable targeted delivery, and achieve spatiotemporal control of drug release. Clinically, FDA-approved TDDS formulations have been successfully applied to manage various conditions, including chronic pain (fentanyl, buprenorphine), neurological disorders (rotigotine, rivastigmine), cardiovascular diseases (nitroglycerin, clonidine), hormone replacement, and substance dependence (nicotine). Despite significant clinical value, TDDS still faces challenges such as limitations in delivering macromolecules, potential skin irritation, and inter-individual variability.</p><p><strong>Conclusion: </strong>Future directions in TDDS research focus on integrating nanotechnology, AI-driven optimization, wearable sensors, and closed-loop smart systems. These integrations aim to achieve greater precision, personalization, and efficiency in transdermal drug delivery, providing valuable insights for future research and translational development.</p>","PeriodicalId":20027,"journal":{"name":"Pharmaceutical Research","volume":" ","pages":"2429-2442"},"PeriodicalIF":4.3,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145687813","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
QbD Optimized Nanoemulsion Based Topical Formulation of Jatyadi Taila: Unveiling its In Vitro and In Vivo Efficacy for Enhanced Wound Healing. QbD优化的纳米乳剂局部配方:揭示其体外和体内促进伤口愈合的功效。
IF 4.3 3区 医学 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2025-12-01 Epub Date: 2025-12-05 DOI: 10.1007/s11095-025-03929-w
Shivam Vijay Chavan, Sonia Guha, Kaisar Raza, Ranjani Karthik Pandit, Karthik Pandit, Murali Monohor Pandey, Deepak Chitkara

Background: Jatyadi Taila (JT) is an Ayurvedic herbal formulation traditionally used for wound healing. However, its oily nature restricts clinical use due to greasy texture, slower absorption, occlusiveness, and application difficulties, resulting in poor patient compliance.

Objectives: To develop and optimize a JT containing nanoemulsion (JT-NE) and incorporate it into a Carbopol-based hydrogel for enhanced wound healing efficacy.

Methods: JT-NE was developed using a Quality by Design (QbD) approach and incorporated into a Carbopol-based hydrogel. The formulations were characterized for physicochemical properties, rheology, and morphology. In vitro fibroblast proliferation and migration assays, along with in vivo wound healing studies in full-thickness wound-bearing Wistar rats, were performed to evaluate therapeutic efficacy.

Results: The optimized JT-NE formulations exhibited a globule size range of 220-300 nm, polydispersity index (0.245-0.380), and zeta potential values of -25.94 ± 1.01 mV, 18.14 ± 1.20 mV, and -26.10 ± 1.25 mV. Hydrogels containing JT-NE demonstrated thixotropic behavior with an average viscosity of 88748 mPa, pH 4.5-5.5, a porous mesh-like morphology with entrapped JT-NE, and ~70% water loss within 4 h. In vitro, JT-NE significantly promoted fibroblast proliferation and migration. In vivo, the formulation enhanced wound closure, increased collagen biosynthesis, downregulated TNF-α, and upregulated KI-67 expression compared to untreated and JT treated groups.

Conclusion: The JT-NE hydrogel significantly improved the therapeutic efficacy of JT, offering a novel, patient-compliant delivery system for effective wound management.

背景:Jatyadi Taila (JT)是传统上用于伤口愈合的阿育吠陀草药配方。但其油性由于质地油腻、吸收较慢、闭塞、使用困难,限制了临床使用,患者依从性差。目的:研制并优化含JT纳米乳(JT- ne)并将其掺入碳波基水凝胶中,以提高伤口愈合效果。方法:采用质量设计法(QbD)制备JT-NE,并将其掺入卡波波基水凝胶中。对配方进行了理化性质、流变性和形貌表征。通过体外成纤维细胞增殖和迁移试验,以及Wistar大鼠全层创面愈合的体内研究,来评估治疗效果。结果:优化后的JT-NE的粒径范围为220 ~ 300 nm,多分散性指数为0.245 ~ 0.380,zeta电位值分别为-25.94±1.01 mV、18.14±1.20 mV和-26.10±1.25 mV。含JT-NE的水凝胶具有触变性行为,平均粘度为88748 mPa, pH为4.5-5.5,JT-NE包被后呈多孔网状,4 h内水分损失约70%。体外实验表明,JT-NE可显著促进成纤维细胞的增殖和迁移。在体内,与未治疗组和JT治疗组相比,该制剂增强了伤口愈合,增加了胶原生物合成,下调了TNF-α,上调了KI-67的表达。结论:JT- ne水凝胶明显提高了JT的治疗效果,为有效的伤口管理提供了一种新颖的、患者适应的给药系统。
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引用次数: 0
Machine Learning Prediction of Protein Adsorption on Drug-delivering Nanoparticles: A Literature Survey and Need for Future Development. 机器学习预测蛋白质在药物递送纳米颗粒上的吸附:文献综述和未来发展需求。
IF 4.3 3区 医学 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2025-11-26 DOI: 10.1007/s11095-025-03981-6
Koushiki Basu, Venkata S Chelagamsetty, Veronica A Ruiz-Avila, Tonglei Li

Nanoparticles (NPs), due to their small size and large surface area, have advanced their use as drug carriers for delivering various therapeutic molecules. When entering biological environments, nanoparticles typically adsorb proteins, forming a surface layer known as a protein corona that significantly affects the biological and therapeutic functions of a delivery system. Understanding and predicting protein adsorption is essential for optimizing nanoparticle design in drug delivery, diagnostics, and therapy. Machine learning and deep learning (ML/DL) offer promising methods for designing nanoparticles with specific properties, particularly given recent advancements in computation and nanoparticle analysis. This review explores ML/DL studies of nanoparticle-protein interactions and emphasizes the popularity of Random Forest (RF) and Deep Learning (DL) models in predicting protein corona compositions. RF models are highly valued for managing high-dimensional data and offering interpretability, which helps identify key NP features influencing protein adsorption. Conversely, DL excels at modeling non-linear relationships and detecting subtle interaction patterns. While most current research focuses on protein coronas, future models may also include other biocorona components. This is particularly relevant for soft materials, such as lipid nanoparticles (LNPs), which are now approved for delivering mRNA and peptide-based vaccines. Our findings underscore the need for advanced modeling techniques and high-quality, diverse experimental data to drive innovations in nanomedicine. Combining RF and DL approaches leverages their complementary strengths to overcome the challenge of limited experimental data and further improve NP designs for biomedical use.

纳米粒子(NPs)由于其小尺寸和大表面积,已被广泛应用于各种治疗分子的药物载体。当进入生物环境时,纳米颗粒通常会吸附蛋白质,形成一层称为蛋白质冠的表面层,显著影响递送系统的生物学和治疗功能。理解和预测蛋白质吸附对于优化纳米颗粒在药物输送、诊断和治疗中的设计至关重要。机器学习和深度学习(ML/DL)为设计具有特定性能的纳米颗粒提供了有前途的方法,特别是考虑到最近在计算和纳米颗粒分析方面的进展。本文探讨了纳米颗粒-蛋白质相互作用的ML/DL研究,并强调了随机森林(RF)和深度学习(DL)模型在预测蛋白质电晕组成方面的普及。RF模型在管理高维数据和提供可解释性方面具有很高的价值,这有助于确定影响蛋白质吸附的关键NP特征。相反,深度学习擅长建模非线性关系和检测微妙的交互模式。虽然目前大多数研究都集中在蛋白质冠状体上,但未来的模型可能还包括其他生物冠状体成分。这与软材料尤其相关,如脂质纳米颗粒(LNPs),目前已被批准用于递送mRNA和肽基疫苗。我们的发现强调了需要先进的建模技术和高质量、多样化的实验数据来推动纳米医学的创新。RF和DL方法的结合利用了它们的互补优势,克服了实验数据有限的挑战,并进一步改进了生物医学用途的NP设计。
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引用次数: 0
Emerging Technologies and Integrated Interdisciplinary Strategies for Mitigating Protein Aggregation in Therapeutic Formulations. 缓解治疗配方中蛋白质聚集的新兴技术和综合跨学科策略。
IF 4.3 3区 医学 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2025-11-20 DOI: 10.1007/s11095-025-03980-7
Haomin Wu, QinXi Fan, Zheng Zhang, Yuanhui Ji

Background: Therapeutic proteins are playing an increasingly important role in marketed drugs and clinical candidates. However, their development still faces major challenges, particularly aggregation.

Objectives: This review explores the recent advancements, current limitations, and future directions of new research methods for therapeutic proteins.

Results: Characterization techniques identify aggregation tendencies and elucidate underlying mechanisms, while computational chemistry provides microscopic insights into the aggregation process. Theoretical modeling and machine learning offer tools for predicting protein stability, enabling high-throughput screening in early formulation development.

Conclusion: Fostering interdisciplinary collaboration will be essential. The integration of diverse approaches offers a more comprehensive understanding of protein aggregation and unlocks new opportunities for innovation in protein formulation development.

背景:治疗性蛋白在上市药物和临床候选药物中发挥着越来越重要的作用。然而,它们的发展仍然面临着重大挑战,特别是聚集性问题。目的:综述了治疗性蛋白的最新研究进展、局限性和未来研究方向。结果:表征技术确定了聚集趋势并阐明了潜在的机制,而计算化学提供了对聚集过程的微观见解。理论建模和机器学习为预测蛋白质稳定性提供了工具,在早期配方开发中实现了高通量筛选。结论:促进跨学科合作至关重要。多种方法的整合提供了对蛋白质聚集的更全面的理解,并为蛋白质配方开发的创新提供了新的机会。
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引用次数: 0
Modulation of Mitogen-Activated Protein Kinase (MAPK) Signaling Pathway in Gastrointestinal Cancers by Phytochemicals. 植物化学物质对胃肠道肿瘤中丝裂原活化蛋白激酶(MAPK)信号通路的调节
IF 4.3 3区 医学 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2025-11-20 DOI: 10.1007/s11095-025-03977-2
Pratibha Pandey, Meenakshi Verma, Samra Siddiqui, Ali G Alkhathami, Mohd Saeed, Ajay Singh, Fahad Khan

The purpose of this review is to provide a concise overview of phytochemicals and their possible effects on gastrointestinal (GI) malignancies via modification of the mitogen-activated protein kinase (MAPK) signaling cascade. Abnormal activation of the MAPK pathway significantly contributes to GI cancer progression and is associated with various facets of cancer, including cellular proliferation, apoptosis, invasion, angiogenesis, and metastasis. Although standard medications are essential for managing GI cancers, their side effects frequently present considerable obstacles to the patient's quality of life. Thus, there is increasing emphasis on phytochemicals that are safe, non-toxic, and multitargeted properties. In recent years, phytochemicals have garnered significant interest in antitumor therapy, leveraging their multifaceted signaling regulatory actions to activate several biological mechanisms, thereby offering substantial benefits in tumor inhibition. These phytochemicals have the ability to reduce tumor development and induce cancer cell death by selectively inhibiting several components of the MAPK pathway in in vitro and in vivo GI cancer models. Thus, this review highlights the current knowledge on phytochemicals that modulate MAPK pathway in GI cancers, their mode of action along with their limitations. In conclusion, phytochemicals offer a promising strategy for addressing dysregulation of the MAPK pathway in gastrointestinal cancer, necessitating further investigation.

这篇综述的目的是简要概述植物化学物质及其通过修饰丝裂原活化蛋白激酶(MAPK)信号级联对胃肠道(GI)恶性肿瘤的可能作用。MAPK通路的异常激活显著促进了GI癌症的进展,并与癌症的各个方面相关,包括细胞增殖、凋亡、侵袭、血管生成和转移。虽然标准的药物治疗对于治疗胃肠道癌症是必不可少的,但它们的副作用经常对患者的生活质量造成相当大的障碍。因此,人们越来越重视具有安全、无毒和多靶点特性的植物化学物质。近年来,植物化学物质在抗肿瘤治疗中获得了极大的兴趣,利用其多方面的信号调节作用来激活几种生物机制,从而在肿瘤抑制中提供了实质性的益处。在体外和体内GI癌症模型中,这些植物化学物质有能力通过选择性抑制MAPK通路的几个组分来减少肿瘤的发展和诱导癌细胞死亡。因此,这篇综述强调了目前对GI癌症中调节MAPK通路的植物化学物质的了解,它们的作用模式以及它们的局限性。总之,植物化学物质为解决胃肠道癌症中MAPK通路失调提供了一个有希望的策略,需要进一步的研究。
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引用次数: 0
A Tale of Two Stressors in Biologic Drug Product Development: Shaking Mode and Primary Packaging. 生物药品开发中的两个压力源:震动模式和初级包装。
IF 4.3 3区 医学 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2025-11-18 DOI: 10.1007/s11095-025-03959-4
Siddhanth Hejmady, Elham Taherian, Reza Nejadnik

Purpose: Mechanical, interfacial, and shear stresses encountered during development, manufacturing and transportation of biologics can compromise monoclonal antibody (mAb) stability. However, most scale-down shaking models often depend solely on orbital agitation and overlook the effect of the solid-liquid interface. To study this gap, stress conditions were applied to simulate early-stage product development and real-world transportation in this work.

Methodology: Accordingly, the aggregation profiles of Cetuximab and Tocilizumab formulations, with and without polysorbate 80 (PS80), were systematically compared after applying horizontal and orbital shaking. Protein aggregation was assessed using orthogonal techniques such as size-exclusion chromatography, dynamic light scattering, flow imaging microscopy, ultraviolet-visible spectroscopy, and visual inspection.

Results: Horizontal shaking more effectively revealed Cetuximab's susceptibility to aggregation under mechanical and interfacial stress whereas orbital shaking conditions were not as discriminative. Furthermore, to explore the effect of vial surface chemistry on subsequent protein aggregation, Cetuximab was subjected to horizontal shaking stress using both untreated and silanized glass vials. Interestingly, hydrophobic silanized vials without surfactant resulted in increased Cetuximab aggregation compared to untreated vials. In contrast, Cetuximab with PS80 showed fewer aggregates in silanized vials than in glass vials.

Conclusion: These results underscore the value of selecting right-for-purpose agitation models and highlight the need to explore the triple interface for improving stress screening in drug product development.

目的:在生物制剂的开发、制造和运输过程中遇到的机械、界面和剪切应力会影响单克隆抗体(mAb)的稳定性。然而,大多数缩小振动模型往往只依赖于轨道搅拌,而忽略了固液界面的影响。为了研究这一差距,本研究采用应力条件来模拟早期产品开发和现实世界的运输。方法:相应的,西妥昔单抗和托珠单抗制剂在有和没有聚山梨酯80 (PS80)的情况下,在水平和轨道振动后进行系统比较。使用正交技术评估蛋白质聚集,如尺寸排除色谱,动态光散射,流动成像显微镜,紫外可见光谱和目视检查。结果:水平震动更有效地揭示了西妥昔单抗在力学和界面应力下的聚集敏感性,而轨道震动则不具有鉴别性。此外,为了探索小瓶表面化学对随后蛋白质聚集的影响,西妥昔单抗使用未经处理和硅化的玻璃小瓶进行水平振动应力。有趣的是,与未经处理的小瓶相比,无表面活性剂的疏水性硅烷化小瓶导致西妥昔单抗聚集增加。相比之下,带有PS80的西妥昔单抗在硅烷化小瓶中比在玻璃小瓶中显示更少的聚集。结论:这些结果强调了选择目的正确的搅拌模型的价值,并强调了探索三重界面以改进药物开发中的应力筛选的必要性。
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Pharmaceutical Research
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