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An Innovative Cheminformatics Framework Integrating Reverse Topological Indices and Machine Learning for Predictive Modeling of Myositis Therapeutics 一个整合反向拓扑指数和机器学习的创新化学信息学框架,用于肌炎治疗的预测建模
IF 2.6 4区 医学 Q2 PHARMACOLOGY & PHARMACY Pub Date : 2026-09-25 DOI: 10.1007/s12247-026-11023-w
Muhammad Waheed Rasheed, Abid Mahboob, Laiba Amin, Muhammad Amjad, Kook Cho

Myositis, a group of inflammatory myopathies characterized by muscle inflammation and progressive weakness, presents significant therapeutic challenges due to its complex and not fully understood pathophysiology. In this study, an innovative computational framework is proposed to investigate the molecular characteristics of drugs used in myositis treatment. Reverse degree-based topological indices, including the modified First Zagreb index, modified atom–bond connectivity index, and modified Randic index, are utilized to quantitatively describe molecular structures and capture their intrinsic properties. To enhance predictive accuracy and support pharmaceutical decision-making, advanced machine learning models, specifically Extreme Gradient Boosting (XGBoost) and Random Forest, are employed to model the relationships between topological descriptors and key physicochemical properties such as molar refractivity, molecular volume, and structural complexity. The obtained results demonstrate strong correlations, with coefficients ranging from 0.8 to 0.9, confirming the robustness of the proposed descriptors. Among the evaluated models, XGBoost demonstrated better fitting performance on the available dataset. However, given the limited sample size, these findings should be regarded as preliminary and require validation using larger datasets and independent evaluation strategies. This study contributes to pharmaceutical innovation by integrating graph-theoretical descriptors with state-of-the-art machine learning techniques to develop reliable predictive models for drug property estimation. The proposed approach offers a scalable and efficient tool for drug design optimization, supporting the advancement of precision medicine and facilitating future research in drug repurposing and therapeutic development for myositis and related disorders.

肌炎是一组以肌肉炎症和进行性无力为特征的炎症性肌病,由于其复杂且尚未完全了解的病理生理学,给治疗带来了重大挑战。在这项研究中,提出了一个创新的计算框架来研究用于肌炎治疗的药物的分子特征。基于逆度的拓扑指数,包括改进的First Zagreb指数、改进的原子键连通性指数和改进的Randic指数,用于定量描述分子结构和捕获其内在性质。为了提高预测精度并支持制药决策,先进的机器学习模型,特别是极端梯度增强(XGBoost)和随机森林,被用来模拟拓扑描述符和关键物理化学性质(如摩尔折射率、分子体积和结构复杂性)之间的关系。得到的结果显示出很强的相关性,系数范围从0.8到0.9,证实了所提出的描述符的鲁棒性。在评估的模型中,XGBoost在可用数据集上表现出更好的拟合性能。然而,由于样本量有限,这些发现应被视为初步的,需要使用更大的数据集和独立的评估策略进行验证。本研究通过将图理论描述符与最先进的机器学习技术相结合,为药物性质估计开发可靠的预测模型,为制药创新做出了贡献。该方法为药物设计优化提供了一种可扩展和有效的工具,支持精准医学的进步,促进肌炎及相关疾病的药物再利用和治疗开发的未来研究。
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引用次数: 0
Quantifying Regulatory Bottlenecks in South Korea’s Clinical Trial Approval Process Through an Analytic Hierarchy Process Framework 通过层次分析法框架量化韩国临床试验审批过程中的监管瓶颈
IF 2.6 4区 医学 Q2 PHARMACOLOGY & PHARMACY Pub Date : 2026-09-25 DOI: 10.1007/s12247-026-11064-1
Riyan Quan, Sujata Purja, Jonghyeok Kim, Karunia Ayu Septanadhira, Eunyoung Kim

Purpose

Drug lag is a critical issue limiting South Korea’s pharmaceutical competitiveness and patient access, and it has been linked to delays in the Investigational New Drug (IND) review process. This study aimed to identify key barriers affecting IND review efficiency in South Korea by analyzing real-world industry experience and to propose concrete strategic actions to mitigate drug lag.

Methods

We employed an exploratory sequential mixed-methods design. First, we used grounded theory to identify problematic factors within the IND process through semi-structured interviews. We then applied the Analytic Hierarchy Process to evaluate these factors, followed by a quadrant analysis of importance and urgency to identify top-priority tasks.

Results

Three core categories (rationality and patient-centricity, professional review, and operational efficiency), were identified as key domains for enhancing IND efficiency. Rationality and patient-centricity emerged as the most important and urgent criterion, followed closely by professional review. Within rationality and patient-centricity, four sub-criteria placed in the first quadrant (highly important and highly urgent): integration of patient needs into evaluation, global regulatory harmonization, acceptance of scientific evidence for new modalities, and adoption of overseas regulatory standards. Two sub-criteria within professional review (expert team review and standardized review guidelines) were also pinpointed in the first quadrant. Although operational efficiency ranked lowest, simplified Korean translation requirements stood out as the most critical factor within this category.

Conclusion

Transitioning from focusing on procedural speed toward embracing regulatory flexibility to enhance scientific rationality and patient access is a viable pathway for mitigating drug lag in South Korea.

药物滞后是限制韩国制药竞争力和患者可及性的一个关键问题,它与研究新药(IND)审查过程的延迟有关。本研究旨在通过分析现实世界的行业经验,找出影响韩国IND审评效率的主要障碍,并提出缓解药物滞后的具体战略行动。方法采用探索性顺序混合方法设计。首先,我们使用扎根理论,通过半结构化访谈来识别IND过程中的问题因素。然后,我们应用层次分析法来评估这些因素,然后对重要性和紧迫性进行象限分析,以确定最优先的任务。结果确定了以患者为中心的合理性、专业评审和操作效率三个核心领域是提高新药开发效率的关键领域。合理性和以患者为中心成为最重要和最紧迫的标准,紧随其后的是专业审查。在合理性和以患者为中心的范围内,第一象限有四个子标准(非常重要和非常紧迫):将患者需求纳入评估,全球监管协调,接受新模式的科学证据,以及采用海外监管标准。在第一象限中还确定了专业审查中的两个子标准(专家组审查和标准化审查指南)。虽然业务效率排在最后,但韩国语的简化翻译要求是最重要的因素。结论从注重程序速度到拥抱监管灵活性以增强科学合理性和患者可及性是缓解韩国药物滞后的可行途径。
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引用次数: 0
Systematic Development of Pregabalin-Loaded Intranasal Thermosensitive In Situ Gel: In-Vitro Characterization, Ex-Vivo Safety and In-Vivo Efficacy Assessment Against Partial Epilepsy 含普瑞巴林鼻内热敏原位凝胶的系统开发:体外表征、离体安全性和局部癫痫的体内疗效评估
IF 2.6 4区 医学 Q2 PHARMACOLOGY & PHARMACY Pub Date : 2026-09-24 DOI: 10.1007/s12247-026-11053-4
Tanaya D. Khairnar, Tulshidas S. Patil, Yogeeta O. Agrawal, Sameer N. Goyal, Nayan A. Gujarathi, Abhijeet A. Aher, Sanjay N. Awathale

Purpose

To develop and optimize pregabalin-loaded thermosensitive in situ gel (PGB-loaded TS-in situ gel) for intranasal delivery to overcome PGB’s short half-life, frequent dosing, plasma-concentration fluctuations, and poor patient compliance. The study aimed to develop intranasal PGB-loaded TS-in situ gel to prolong residence time and reduce the dosing frequency by sustaining the therapeutic effects.

Methods

PGB-loaded TS-in situ gel was formulated using the cold technique and optimized through 3³ Box–Behnken design. It was characterized for morphology, viscosity, gel strength, gelation time, gelation temperature, and drug–polymer compatibility using X-ray diffraction (XRD), differential scanning calorimetry (DSC), and Fourier-transform infrared spectroscopy (FTIR). In-vitro drug release studies evaluated the release profile. Safety and tolerability were assessed through ex-vivo histopathology of sheep nasal mucosa and cell viability studies on rat nasal mucosa. In-vivo pharmacokinetics compared the intranasal formulation with oral PGB solution. Antiepileptic efficacy was evaluated using the 6-Hz psychomotor seizure model.

Results

The optimized formulation exhibited spherical morphology, viscosity before gelation (1220 cps), gel strength (29s), gelation time (36s), and gelation temperature of 33 °C. XRD, DSC, and FTIR confirmed molecular dispersion of PGB within the gel matrix. The formulation showed biphasic drug release, with approximately 99.82% release over 12 h. Histopathological and cell-viability studies demonstrated good nasal safety and tolerability. Pharmacokinetics showed enhanced intranasal absorption, with 1.66-fold higher Cmax, 4-fold higher Tmax, 3.35-fold higher MRT, and 5-fold higher AUC (0–∞) than the oral solution. In the 6-Hz psychomotor seizure model, the optimized formulation significantly reduced seizure characteristics associated with partial epilepsy.

Conclusion

The intranasal PGB-loaded TS-in situ gel provided sustained release, improved pharmacokinetic performance, and enhanced antiepileptic efficacy with nasal safety and tolerability, suggesting promising intranasal strategy for managing partial epileptic seizures. However, further clinical studies are required to confirm its efficacy and translational potential in humans.

Graphical Abstract

目的开发并优化普瑞巴林热敏原位凝胶(PGB-loaded TS-in - situ gel),以克服PGB半衰期短、给药频繁、血药浓度波动和患者依从性差的问题。本研究旨在开发经鼻负载pgb的ts原位凝胶,以延长滞留时间和减少给药频率,维持治疗效果。方法采用冷法制备负载spgb的ts -原位凝胶,并采用3³Box-Behnken设计优化。采用x射线衍射(XRD)、差示扫描量热法(DSC)和傅里叶变换红外光谱(FTIR)对其形貌、粘度、凝胶强度、凝胶时间、凝胶温度和药物-聚合物相容性进行了表征。体外药物释放研究评估了释放概况。通过羊鼻黏膜离体组织病理学和大鼠鼻黏膜细胞活力研究,评价其安全性和耐受性。体内药代动力学比较了鼻内制剂与口服PGB溶液。采用6hz精神运动性发作模型评价抗癫痫疗效。结果优化后的配方形貌为球形,凝胶前粘度为1220 cps,凝胶强度为29s,凝胶时间为36s,凝胶温度为33℃。XRD、DSC和FTIR证实了PGB在凝胶基质中的分子分散。该制剂呈双相释放,在12小时内释放率约为99.82%。组织病理学和细胞活力研究表明,该制剂具有良好的鼻安全性和耐受性。药代动力学结果显示鼻内吸收增强,Cmax比口服溶液高1.66倍,Tmax高4倍,MRT高3.35倍,AUC(0 -∞)高5倍。在6hz精神运动性癫痫模型中,优化后的配方显著降低了与部分癫痫相关的癫痫发作特征。结论经鼻载pgb的ts -原位凝胶具有缓释、改善药代动力学性能、增强抗癫痫疗效、鼻腔安全性和耐受性等特点,是治疗部分性癫痫发作的有效方法。然而,需要进一步的临床研究来证实其在人类中的有效性和转化潜力。图形抽象
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引用次数: 0
Statistical Design and Formulation of a Doxycycline-Loaded Hydrogel for Localised Periodontal Delivery Using JMP: Ex Vivo, In Vitro Antimicrobial and Safety Evaluations JMP用于局部牙周输送的多西环素负载水凝胶的统计设计和配方:体外、体外抗菌和安全性评估
IF 2.6 4区 医学 Q2 PHARMACOLOGY & PHARMACY Pub Date : 2026-09-24 DOI: 10.1007/s12247-026-11066-z
Jeevan Gowda, Deepthi V, Mallamma T, Devi Sneha M, Parimala Hanumesh, Suvetha K

Purpose

Periodontitis requires localized therapy that controls infection while maintaining periodontal tissue compatibility. This study aimed to develop and optimize a doxycycline hydrochloride (Dox-HCl)-loaded hydrogel using a Design of Experiments approach.

Methods

A β-cyclodextrin (β-CD), sodium alginate (SA), and polyvinyl alcohol (PVA) hydrogel was optimized using a three-factor, three-level Box–Behnken design in JMP. The optimized F4 formulation was evaluated for physicochemical properties, syringeability, drug content, drug release, mucoadhesion, cytocompatibility, antimicrobial activity against Porphyromonas gingivalis, and CAM vascular responses.

Results

F4 showed a pH of ~ 6.8, shear-dependent viscosity, acceptable syringeability through a 25-gauge needle, and ~ 98.5% drug content. FTIR and DSC supported characterization of the Dox-HCl–excipient mixture, although final hydrogel compatibility and Dox-HCl/β-CD inclusion-complex formation were not definitively established. Approximately 94% drug release occurred within 240 min, following anomalous transport (Korsmeyer–Peppas n = 0.63). F4 showed concentration-dependent antimicrobial activity, with MIC and MBC values of 7.8 and 15.6 µg/mL, respectively. A 17 mm inhibition zone was observed against P. gingivalis, while L929 cell viability remained > 90%. HET-CAM analysis showed differences in selected vascular parameters between F4 and blank-hydrogel-treated CAMs.

Conclusion

F4 demonstrated favourable physicochemical properties with preliminary antimicrobial, cytocompatibility, release, mucoadhesive, and CAM responses, supporting its potential as a localized Dox-HCl delivery platform. Further studies addressing drug retention, periodontal-specific compatibility, polymicrobial biofilms, stability, vascular responses, and in vivo efficacy are required.

目的牙周炎需要局部治疗来控制感染,同时保持牙周组织的相容性。本研究旨在利用实验设计方法开发和优化盐酸多西环素(Dox-HCl)负载水凝胶。方法采用三因素三水平Box-Behnken设计,在JMP中对SA β-环糊精(β-CD)、海藻酸钠(SA)和聚乙烯醇(PVA)水凝胶进行优化。对优化后的F4配方进行理化性质、可注射性、药物含量、药物释放、黏附性、细胞相容性、抗牙龈卟啉单胞菌活性和CAM血管反应等评价。结果f4的pH值为~ 6.8,剪切黏度依赖,25号针可接受注射,药物含量为~ 98.5%。FTIR和DSC支持了Dox-HCl -赋形剂混合物的表征,尽管最终的水凝胶相容性和Dox-HCl/β-CD包合复合物的形成尚未确定。大约94%的药物释放发生在异常转运后的240分钟内(Korsmeyer-Peppas n = 0.63)。F4的抑菌活性呈浓度依赖性,MIC和MBC分别为7.8和15.6µg/mL。L929对牙龈卟啉单胞菌有17 mm的抑制带,细胞活力保持在90%。HET-CAM分析显示F4与空白水凝胶处理的cam在选择血管参数上存在差异。结论f4具有良好的物理化学性质,具有初步的抗菌、细胞相容性、释放、黏附和CAM反应,支持其作为局部Dox-HCl递送平台的潜力。需要进一步研究药物滞留、牙周特异性相容性、多微生物生物膜、稳定性、血管反应和体内疗效。
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引用次数: 0
Engineering the Mucosal Frontier: Nanotechnology-Enabled Transmucosal Drug Delivery System in Emerging Era 工程粘膜前沿:纳米技术在新兴时代的跨粘膜给药系统
IF 2.6 4区 医学 Q2 PHARMACOLOGY & PHARMACY Pub Date : 2026-09-24 DOI: 10.1007/s12247-026-11041-8
Rasmita Nayak, Ridhima Sandal, Mahika Yaduvanshi, Sandhya Verma, Sanjula Baboota, Nupur Shrivastava

Introduction

Transmucosal drug delivery systems (TM-DDS) have transformed pharmaceutical sciences from 2020 to the present by utilising vascularised mucosal surfaces, including buccal, nasal, sublingual, vaginal, rectal, and ocular channels, thereby surmounting the restrictions associated with oral and parenteral administration. These needle-free platforms circumvent first-pass metabolism, resulting in significant enhancements in bioavailability, a swift therapeutic start, and improved patient compliance, particularly among paediatric and geriatric populations resistant to injections. This review emphasises that mucosal absorption occurs through paracellular channels and transcellular pathways across epithelial membranes, hindered by route-specific obstacles. The personalised treatments incorporate nanotechnology-integrated polymeric nanoparticles, liposomes, and dendrimers, enabling precise, controlled release and targeting the disease. The analysis illustrates that the clinical pipelines encompass endocrinology, cardiovascular disorders, oncology, and specific demographics, with market forecasts predicting buccal systems will attain USD 3.91 billion by 2027.

Methodology

This review aims to collect, analyse, and summarise information from already published research articles and reviews related to the transmucosal drug delivery system that were collected from various sources such as Google Scholar, PubMed, and ScienceDirect. Therefore, there is no need for ethical authorisation. The collective information was evaluated and synthesised to provide an overview of recent advances, challenges, and future perspectives in transmucosal drug delivery systems.

Conclusion

The TM-DDS demonstrates superior formulation stability, scalable production, less inter-patient variability, and compliance with FDA/EMA regulations. Emerging safer alternatives like intelligent biomaterials, personalised 3D printing, and enhanced pipelines promise accessible, patient-centred medicines that will improve efficacy, adherence, and global health outcomes in the future years.

Graphical Abstract

从2020年到现在,粘膜给药系统(TM-DDS)通过利用血管化的粘膜表面,包括口腔、鼻腔、舌下、阴道、直肠和眼通道,从而克服了口服和肠外给药的限制,改变了制药科学。这些无针平台规避了首过代谢,显著提高了生物利用度,快速启动治疗,并改善了患者的依从性,特别是在对注射有耐药性的儿科和老年人群中。这篇综述强调粘膜吸收通过细胞旁通道和跨上皮膜的细胞通路发生,受到路线特异性障碍的阻碍。个性化治疗结合了纳米技术——聚合纳米颗粒、脂质体和树状大分子,实现了精确、可控的释放和靶向疾病。分析表明,临床管道包括内分泌学,心血管疾病,肿瘤学和特定人口统计学,市场预测预测口腔系统到2027年将达到39.1亿美元。本综述旨在收集、分析和总结从谷歌Scholar、PubMed和ScienceDirect等不同来源收集的与经黏膜给药系统相关的已发表的研究文章和综述的信息。因此,不需要伦理授权。对这些集体信息进行了评估和综合,以概述经黏膜给药系统的最新进展、挑战和未来前景。结论TM-DDS具有良好的配方稳定性、可规模化生产、患者间差异小、符合FDA/EMA法规的特点。智能生物材料、个性化3D打印和增强的管道等新兴的更安全的替代品有望在未来几年提高疗效、依从性和全球健康结果,从而使人们能够获得以患者为中心的药物。图形抽象
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引用次数: 0
Establishing Antidiabetic Potential of Navayasa Churnam: Phyto-Metabolomics, Systems Pharmacology, In Vitro, In Vivo, and In Silico Studies 建立Navayasa Churnam的降糖潜力:植物代谢组学,系统药理学,体外,体内和计算机研究
IF 2.6 4区 医学 Q2 PHARMACOLOGY & PHARMACY Pub Date : 2026-09-24 DOI: 10.1007/s12247-026-11060-5
Sibu Sen, Faizan Momin, Kalpana Talari, Ezhilmathe A., Nabarun Mukhopadhyay, Poornima S., Chandraiah Godugu, Venkata Rao Kaki, Manoj P. Dandekar, Amol G. Dikundwar

Purpose

Navayasa Churnam (NVC) is a traditional Ayurvedic polyherbal preparation that contains nine medicinal plants as well as elemental iron, commonly used for the treatment of variety of disease conditions including metabolic disorders. The present study aims to explore NVC's phytochemical composition and molecular processes underlying its potential antidiabetic effects.

Methods

This study evaluated NVC’s antidiabetic potential using an integrated techniques that included LC-Orbitrap HRMS/MS-based phyto-metabolomics, network pharmacology, molecular docking, in vitro, and in vivo validation.

Results

Untargeted LC-MS/MS profiling yielded a preliminary identification of 129 phytoconstituents spanning across flavonoids, alkaloids, phenolic acids, and terpenoids. NVC exhibited inhibitory effect towards α-glucosidase with an IC50 value of 21.47 ± 1.55 µg/mL. NVC administration boosted glucose intake in HepG2 cells under hyperglycemic and lipotoxic circumstances compared to the disease control, with an effect similar to metformin. NVC therapy significantly reduced fasting blood glucose levels by approximately 62% in STZ-induced diabetic rats compared to disease control (p < 0.0001). NVC treatment increased hepatic GLUT4 levels from 6.5 to 8.5 ng/mg, suggesting partial restoration of GLUT4 expression (p < 0.05).

Conclusions

Network pharmacology identified 12 hub proteins involved in glucose metabolism, insulin signaling, and oxidative stress, and molecular docking demonstrated favorable interactions between NVC phytoconstituents and diabetes-related targets. Collectively, these findings provide quantified experimental and computational data supporting NVC formulation’s multi-targeted antidiabetic potential.

Graphical Abstract

avayasa Churnam (NVC)是一种传统的阿育吠陀多草药制剂,含有九种药用植物和元素铁,通常用于治疗各种疾病,包括代谢紊乱。本研究旨在探讨NVC的植物化学成分及其潜在的抗糖尿病作用的分子过程。方法采用LC-Orbitrap基于HRMS/ ms的植物代谢组学、网络药理学、分子对接、体外和体内验证等综合技术评估NVC的降糖潜力。结果通过定向LC-MS/MS分析,初步鉴定了129种植物成分,包括黄酮类、生物碱类、酚酸类和萜类。NVC对α-葡萄糖苷酶有抑制作用,IC50值为21.47±1.55µg/mL。与疾病对照组相比,NVC增加了高血糖和脂毒性环境下HepG2细胞的葡萄糖摄入量,其效果与二甲双胍相似。与疾病对照组相比,NVC治疗显著降低stz诱导的糖尿病大鼠的空腹血糖水平约62% (p < 0.0001)。NVC处理使肝脏GLUT4水平从6.5 ng/mg增加到8.5 ng/mg,表明GLUT4表达部分恢复(p < 0.05)。结论网络药理学鉴定了12个参与糖代谢、胰岛素信号和氧化应激的枢纽蛋白,分子对接表明NVC植物成分与糖尿病相关靶点之间存在良好的相互作用。总的来说,这些发现提供了量化的实验和计算数据,支持NVC制剂的多靶点抗糖尿病潜力。图形抽象
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引用次数: 0
Quality by Design-Driven Development and Optimization of Anti-Rheumatic Solid Lipid Nanoparticles-Loaded Hydrogel: Formulation Characterization, Rheological Evaluation, and Preclinical Efficacy 抗风湿病固体脂质纳米颗粒负载水凝胶的设计驱动开发和优化:配方表征,流变学评估和临床前疗效
IF 2.6 4区 医学 Q2 PHARMACOLOGY & PHARMACY Pub Date : 2026-09-24 DOI: 10.1007/s12247-026-11074-z
Prajakta Pujari, Meenaxi Maste, Preeti Salve

Purpose

Rheumatoid arthritis is a chronic autoimmune disease requiring long-term therapy, often limited by systemic adverse effects and inadequate drug delivery to inflamed joints. This study aimed to develop and optimize a ferulic acid-loaded solid lipid nanoparticle hydrogel using a Quality-by-Design approach to improve topical anti-arthritic therapy.

Methods

Nanoparticles were prepared by hot-homogenization and optimized using a Box-Behnken design. The optimized nanoparticles were characterized by dynamic light scattering, zeta potential, scanning and transmission electron microscopy, followed by in-vitro evaluation and incorporation into a xanthan gum-based gel. The hydrogel was further assessed for physicochemical properties, stability, in-vitro drug release, ex-vivo skin permeation, dermal safety, anti-inflammatory activity using the carrageenan-induced paw edema model, and anti-arthritic efficacy in the complete Freund’s adjuvant-induced arthritis model.

Results

The optimized nanoparticles exhibited a favourable in-vitro safety profile with 95.6 ± 0.4% cell viability, significantly inhibited protein denaturation (74.3 ± 0.2%), and effectively suppressed COX-2 activity (IC₅₀ = 40.86 µg/ml). The hydrogel demonstrated desirable physicochemical properties, excellent stability, and sustained drug release, achieving 83.2 ± 0.3% cumulative drug release and 72.9 ± 0.4% ex-vivo skin permeation after 8 h. In vivo studies showed superior anti-inflammatory and anti-arthritic efficacy compared with the conventional gel, as evidenced by significant reductions in paw edema, preservation of body weight, and marked protection against cartilage and bone damage.

Conclusion

The Quality-by-Design optimized ferulic acid loaded solid lipid nanoparticles-based hydrogel is a promising topical drug delivery system for rheumatoid arthritis, offering sustained release, enhanced dermal permeation, and improved local therapeutic efficacy.

Graphical Abstract

目的类风湿性关节炎是一种需要长期治疗的慢性自身免疫性疾病,通常受到全身不良反应和炎症关节药物输送不足的限制。本研究旨在开发和优化阿魏酸负载固体脂质纳米颗粒水凝胶,采用质量设计方法来改善局部抗关节炎治疗。方法采用热均质法制备纳米颗粒,并采用Box-Behnken优化设计。通过动态光散射、zeta电位、扫描电镜和透射电镜对优化后的纳米颗粒进行了表征,随后进行了体外评价,并将其掺入黄原胶凝胶中。进一步评估水凝胶的理化性质、稳定性、体外药物释放、体外皮肤渗透、皮肤安全性、卡拉胶诱导足跖水肿模型的抗炎活性,以及在完全的弗氏佐剂诱导关节炎模型中的抗关节炎功效。结果优化后的纳米颗粒具有良好的体外安全性,细胞存活率为95.6±0.4%,显著抑制蛋白质变性(74.3±0.2%),并有效抑制COX-2活性(IC₅₀= 40.86µg/ml)。该水凝胶具有良好的物理化学性质、优异的稳定性和持续的药物释放,8小时后可达到83.2±0.3%的累积药物释放和72.9±0.4%的离体皮肤渗透。体内研究显示,与传统凝胶相比,水凝胶具有更好的抗炎和抗关节炎功效,可以显著减轻足跖水肿,保持体重,并对软骨和骨损伤有明显的保护作用。结论阿魏酸负载固体脂质纳米颗粒水凝胶具有缓释、增强皮肤渗透、改善局部治疗效果等优点,是一种很有前景的类风湿关节炎局部给药系统。图形抽象
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引用次数: 0
Investigating the Multi-Target Mechanisms of Calycosin-7-O-β-D‑glucoside Against Colorectal Cancer via Integrated Network Pharmacology, Molecular Docking, and In Vitro Experiments 通过综合网络药理学、分子对接和体外实验研究毛蕊花素-7- o -β-D糖苷抗结直肠癌的多靶点机制
IF 2.6 4区 医学 Q2 PHARMACOLOGY & PHARMACY Pub Date : 2026-09-23 DOI: 10.1007/s12247-026-11051-6
Zhaohuan Li, Jie Xu, Jianjin Guo, Xin Zhang, Jingwen Zhao, Peihan Li, Mingbin Gui, Xin Cheng, Feng Gao

Purpose

Colorectal cancer (CRC) is a heterogeneous and drug-resistant malignancy that urgently requires multi-target therapeutic agents. This study aimed to systematically elucidate the multi-target molecular mechanisms of calycosin-7-O-β-D-glucoside (CG), a bioactive flavonoid from Astragali radix, against CRC by integrating computational prediction, dynamic simulation, clinical bioinformatics validation, and in vitro experimental verification.

Methods

Network pharmacology was employed to predict CG targets and CRC-associated genes, with overlapping targets subjected to PPI network construction, GO/KEGG enrichment analyses, and core target screening. Molecular docking and 100‑ns molecular dynamics (MD) simulation were performed to evaluate binding affinity and complex stability. Multi‑database bioinformatics analyses (HPA, GEPIA, TIMER) validated clinical relevance, prognostic value, and immune infiltration correlations of core targets. In vitro assays, including CCK‑8, TUNEL, EdU, flow cytometry, colony formation, wound healing, Transwell invasion, tumorsphere formation, and Western blotting, were conducted in HCT116 and HT29 cells to confirm CG’s antitumor effects and mechanistic regulation.

Results

Network pharmacology identified 99 overlapping targets, with ten core targets and significant enrichment in the PI3K‑Akt signaling pathway. Molecular docking revealed strong binding affinities, and MD simulation confirmed long‑term stability of the CG–HSP90AA1 complex. Multi‑database analyses showed core target overexpression in CRC tissues, association with poor prognosis, and correlations with CD8⁺ T cells, Tregs, MDSCs, and neutrophils. In vitro, CG concentration‑dependently suppressed viability, induced apoptosis, inhibited proliferation, migration, invasion, and tumorsphere formation. Western blotting confirmed that CG reduced p‑PI3K/PI3K and p‑Akt/Akt ratios, decreased Bcl‑2/Bax, and activated cleaved caspase‑3, triggering the mitochondrial apoptotic pathway.

Conclusion

This study is the first to demonstrate that CG exerts anti‑CRC effects through multi‑target binding to HSP90AA1, TNF, and PTGS2, coordinately suppressing the PI3K‑Akt pathway and downstream apoptotic cascades, thereby inhibiting malignant phenotypes and cancer stem cell‑like properties. These findings establish a comprehensive “computational prediction → dynamic simulation → clinical association → experimental validation” paradigm and provide experimental evidence supporting CG as a promising adjuvant therapeutic candidate for CRC.

目的结直肠癌(CRC)是一种异质性、耐药的恶性肿瘤,迫切需要多靶点的治疗药物。本研究旨在通过计算预测、动态模拟、临床生物信息学验证和体外实验验证等方法,系统阐明黄芪活性类黄酮毛蕊异黄酮(calycoin -7- o -β-D-glucoside, CG)抗CRC的多靶点分子机制。方法采用网络药理学方法预测CG靶点和crc相关基因,对重叠靶点进行PPI网络构建、GO/KEGG富集分析和核心靶点筛选。通过分子对接和100 - ns分子动力学(MD)模拟来评估结合亲和力和配合物的稳定性。多数据库生物信息学分析(HPA、GEPIA、TIMER)验证了核心靶点的临床相关性、预后价值和免疫浸润相关性。在HCT116和HT29细胞中进行CCK‑8、TUNEL、EdU、流式细胞术、菌落形成、创面愈合、Transwell侵袭、肿瘤球形成、Western blotting等体外实验,证实CG的抗肿瘤作用及其机制调控。结果网络药理学鉴定出99个重叠靶点,其中10个核心靶点在PI3K - Akt信号通路中显著富集。分子对接显示出较强的结合亲和力,MD模拟证实了CG-HSP90AA1复合物的长期稳定性。多数据库分析显示核心靶点在结直肠癌组织中过表达,与预后不良相关,并与CD8 + T细胞、Tregs、MDSCs和中性粒细胞相关。在体外,CG浓度依赖性地抑制细胞活力,诱导细胞凋亡,抑制增殖、迁移、侵袭和肿瘤球形成。Western blotting证实,CG降低了p - PI3K/PI3K和p - Akt/Akt比值,降低了Bcl - 2/Bax,激活了裂解型caspase - 3,触发了线粒体凋亡途径。本研究首次证实了CG通过多靶点结合HSP90AA1、TNF和PTGS2发挥抗CRC作用,协同抑制PI3K - Akt通路和下游凋亡级联反应,从而抑制恶性表型和癌症干细胞样特性。这些发现建立了一个全面的“计算预测→动态模拟→临床关联→实验验证”的范式,并为CG作为一种有希望的CRC辅助治疗候选者提供了实验证据。
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引用次数: 0
Spray-Drying-Assisted Development and Characterization of Apomorphine Hydrochloride-Loaded Liposomes for Sustained Subcutaneous Delivery 喷雾干燥辅助下持续皮下递送盐酸阿波啡脂质体的研制和表征
IF 2.6 4区 医学 Q2 PHARMACOLOGY & PHARMACY Pub Date : 2026-09-22 DOI: 10.1007/s12247-026-11031-w
Raziye Çabuk, Cem Varan, Gamze Varan, Erem Bilensoy

Purpose

Apomorphine hydrochloride (Apo HCl), a dopaminergic agonist used in advanced Parkinson’s disease, is limited by its short plasma half-life, oxidative instability, and need for frequent subcutaneous dosing. This study aimed to develop a sustained-release liposomal formulation of Apo HCl using a scalable manufacturing-oriented approach. Combining spray-drying-based lipid matrix formation with high-pressure homogenization offers a practical strategy for producing liposomal dispersions designed to protect Apo HCl and provide sustained subcutaneous drug release.

Methods

Apo HCl-loaded liposomes were prepared by spray drying, hydration and high-pressure homogenization. The effects of lipid composition, cholesterol content, and Apo HCl concentration were evaluated through physicochemical characterization, solid-state analysis, in vitro release, cytocompatibility, and short-term stability studies.

Results

The selected lead formulation showed a particle size of 112 nm, polydispersity index of 0.14, zeta potential of − 42 mV, and encapsulation efficiency of 99.2%. The liposomal formulation sustained Apo HCl release for up to 48 h, whereas the reference solution released rapidly within 1 h. Blank liposomes maintained L929 cell viability above 70% and showed favorable short-term refrigerated stability.

Conclusions

The selected lead Apo HCl liposomes represent a promising liposomal platform for sustained subcutaneous delivery and warrant further in vivo evaluation to confirm their pharmacokinetic performance and translational potential.

Summary

Apomorphine hydrochloride requires frequent administration due to its short duration of action, limiting patient convenience in Parkinson’s disease management. This study developed spray-drying-assisted liposomes for subcutaneous delivery. Lipid matrices were prepared by spray drying, hydrated under acidic and antioxidant-containing conditions, and processed by high-pressure homogenization. The selected lead formulation showed nanosized vesicles, low polydispersity, high encapsulation efficiency, negative zeta potential, and a gradual in vitro release profile within the 48 h study period. Stability and physicochemical characterization supported the suitability of the formulation approach. These findings indicate that Apo HCl liposomes may provide a promising platform for further in vivo evaluation.

Teaser

This study presents a spray-drying-assisted liposomal formulation designed to sustain apomorphine hydrochloride release and support further evaluation as a subcutaneous sustained-release delivery platform.

目的盐酸阿波啡(Apo HCl)是一种用于晚期帕金森病的多巴胺能激动剂,由于其血浆半衰期短、氧化不稳定和需要频繁皮下给药而受到限制。本研究旨在开发一种以规模化生产为导向的载脂蛋白HCl缓释脂质体制剂。将喷雾干燥的脂质基质形成与高压均质相结合,为生产旨在保护载脂蛋白HCl和提供持续皮下药物释放的脂质体分散体提供了实用的策略。方法采用喷雾干燥、水化、高压均质法制备sapo高负荷脂质体。脂质组成、胆固醇含量和载脂蛋白HCl浓度的影响通过理化特性、固态分析、体外释放、细胞相容性和短期稳定性研究来评估。结果优选的铅剂粒径为112 nm,多分散性指数为0.14,zeta电位为- 42 mV,包封率为99.2%。脂质体制剂可持续释放载脂蛋白HCl长达48 h,而参比溶液在1 h内迅速释放。空白脂质体使L929细胞存活率保持在70%以上,并具有良好的短期冷藏稳定性。结论所选择的载脂蛋白铅脂质体是一种有前景的持续皮下递送脂质体平台,值得进一步的体内评价以确认其药代动力学性能和转化潜力。盐酸阿波啡由于作用时间短,需要频繁给药,限制了帕金森病患者治疗的便利性。本研究开发了用于皮下递送的喷雾干燥辅助脂质体。采用喷雾干燥法制备脂质基质,在酸性和抗氧化条件下进行水化,并进行高压均质处理。所选择的铅制剂具有纳米级囊泡、低多分散性、高包封效率、负zeta电位和在48 h内逐渐释放的特点。稳定性和理化性质证明了该配方方法的适用性。这些发现表明载脂蛋白脂质体可能为进一步的体内评价提供了一个有希望的平台。本研究提出了一种喷雾干燥辅助脂质体制剂,旨在维持盐酸阿波吗啡的释放,并支持进一步评估作为皮下缓释给药平台。
{"title":"Spray-Drying-Assisted Development and Characterization of Apomorphine Hydrochloride-Loaded Liposomes for Sustained Subcutaneous Delivery","authors":"Raziye Çabuk,&nbsp;Cem Varan,&nbsp;Gamze Varan,&nbsp;Erem Bilensoy","doi":"10.1007/s12247-026-11031-w","DOIUrl":"10.1007/s12247-026-11031-w","url":null,"abstract":"<div><h3>Purpose</h3><p>Apomorphine hydrochloride (Apo HCl), a dopaminergic agonist used in advanced Parkinson’s disease, is limited by its short plasma half-life, oxidative instability, and need for frequent subcutaneous dosing. This study aimed to develop a sustained-release liposomal formulation of Apo HCl using a scalable manufacturing-oriented approach. Combining spray-drying-based lipid matrix formation with high-pressure homogenization offers a practical strategy for producing liposomal dispersions designed to protect Apo HCl and provide sustained subcutaneous drug release.</p><h3>Methods</h3><p>Apo HCl-loaded liposomes were prepared by spray drying, hydration and high-pressure homogenization. The effects of lipid composition, cholesterol content, and Apo HCl concentration were evaluated through physicochemical characterization, solid-state analysis, in vitro release, cytocompatibility, and short-term stability studies.</p><h3>Results</h3><p>The selected lead formulation showed a particle size of 112 nm, polydispersity index of 0.14, zeta potential of − 42 mV, and encapsulation efficiency of 99.2%. The liposomal formulation sustained Apo HCl release for up to 48 h, whereas the reference solution released rapidly within 1 h. Blank liposomes maintained L929 cell viability above 70% and showed favorable short-term refrigerated stability.</p><h3>Conclusions</h3><p>The selected lead Apo HCl liposomes represent a promising liposomal platform for sustained subcutaneous delivery and warrant further in vivo evaluation to confirm their pharmacokinetic performance and translational potential.</p><h3>Summary</h3><p>Apomorphine hydrochloride requires frequent administration due to its short duration of action, limiting patient convenience in Parkinson’s disease management. This study developed spray-drying-assisted liposomes for subcutaneous delivery. Lipid matrices were prepared by spray drying, hydrated under acidic and antioxidant-containing conditions, and processed by high-pressure homogenization. The selected lead formulation showed nanosized vesicles, low polydispersity, high encapsulation efficiency, negative zeta potential, and a gradual in vitro release profile within the 48 h study period. Stability and physicochemical characterization supported the suitability of the formulation approach. These findings indicate that Apo HCl liposomes may provide a promising platform for further in vivo evaluation.</p><h3>Teaser</h3><p>This study presents a spray-drying-assisted liposomal formulation designed to sustain apomorphine hydrochloride release and support further evaluation as a subcutaneous sustained-release delivery platform.</p></div>","PeriodicalId":656,"journal":{"name":"Journal of Pharmaceutical Innovation","volume":"22 1","pages":""},"PeriodicalIF":2.6,"publicationDate":"2026-09-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"149034931","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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
CyberAIDD-Guided Design and Developability-Aware Prioritization of Lapatinib-Inspired Analogues for Breast Cancer 网络辅助指导下的乳腺癌拉帕替尼类似物的设计和可发展性优先排序
IF 2.6 4区 医学 Q2 PHARMACOLOGY & PHARMACY Pub Date : 2026-09-22 DOI: 10.1007/s12247-026-11071-2
Mitali Kamat, Kiran N. Gaikwad, Sourabh Malabade, B. V. Deepika, Parixit Bhandurge, Sukanya Pote, Harini Patil, Shailaja Nare, Mahesh Palled, Purva Patil

Purpose

This study aimed to generate and computationally prioritize lapatinib-inspired analogues with improved predicted EGFR kinase binding, conformational stability, pathway relevance, and developability in the context of breast cancer.

Methods

An artificial intelligence-assisted platform was used to generate 2,000 lapatinib analogues. The compounds were docked into the ATP-binding site of the human EGFR kinase domain co-crystallized with lapatinib (PDB ID: 1XKK), followed by Prime MM-GBSA rescoring of the top 20 candidates. Four prioritized analogues were subjected to 200 ns molecular dynamics simulations, including RMSD, RMSF, secondary-structure, interaction-persistence, ligand-flexibility, principal component, free-energy landscape, and dynamic cross-correlation analyses. Network pharmacology and GO/KEGG enrichment were used to identify breast cancer-associated targets and pathways. Drug-likeness, pharmacokinetic behaviour, and toxicity were predicted using QikProp, SwissADME, and ADMETlab 3.0.

Results

P407AM53379 showed the best docking score (-8.7), whereas P407AM21445 exhibited a favourable MM-GBSA estimate of -73.56 kcal/mol. P407AM63960 demonstrated the most balanced dynamic behaviour, with a mean protein Cα RMSD of approximately 1.42 Å, limited residue fluctuations, persistent interactions, compact conformational sampling, and a dominant low-energy basin. Network analysis linked the prioritized compounds with EGFR/ERBB, PI3K-AKT, MAPK, JAK-STAT, mTOR, and resistance-related pathways. However, predicted solubility, hERG, hepatotoxicity, genotoxicity, and molecular-size liabilities remained.

Conclusion

P407AM63960 emerged as the most dynamically balanced computationally prioritized EGFR-binding hypothesis among the comparable simulated systems. However, the structure-based analyses directly evaluated only the EGFR kinase domain. Chemical synthesis and experimental evaluation against both EGFR and HER2 are therefore required before dual-target activity, selectivity or therapeutic relevance can be established.

本研究旨在生成和计算优先考虑拉帕替尼启发的类似物,这些类似物在乳腺癌背景下具有更好的预测EGFR激酶结合、构象稳定性、途径相关性和可发展性。方法采用人工智能辅助平台生成2000个拉帕替尼类似物。将这些化合物与拉帕替尼(PDB ID: 1XKK)共结晶的人EGFR激酶结构域的atp结合位点对接,然后对前20个候选药物进行Prime MM-GBSA评分。对四种优先的类似物进行了200 ns的分子动力学模拟,包括RMSD、RMSF、二级结构、相互作用持久性、配体柔韧性、主成分、自由能景观和动态相互关联分析。网络药理学和GO/KEGG富集用于鉴定乳腺癌相关靶点和途径。使用QikProp、SwissADME和ADMETlab 3.0预测药物相似性、药代动力学行为和毒性。结果sp407am53379的对接评分最高(-8.7),而P407AM21445的对接评分为-73.56 kcal/mol。P407AM63960表现出最平衡的动态行为,其平均蛋白Cα RMSD约为1.42 Å,残差波动有限,相互作用持续,构象采样紧凑,并且具有优势的低能盆地。网络分析将优先化合物与EGFR/ERBB、PI3K-AKT、MAPK、JAK-STAT、mTOR和耐药相关途径联系起来。然而,预测的溶解度、hERG、肝毒性、遗传毒性和分子大小的依赖性仍然存在。结论在模拟系统中,p407am63960是计算优先级最高的egfr结合假设。然而,基于结构的分析仅直接评估了EGFR激酶结构域。因此,在确定双靶点活性、选择性或治疗相关性之前,需要对EGFR和HER2进行化学合成和实验评估。
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引用次数: 0
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Journal of Pharmaceutical Innovation
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