European Journal of Pharmaceutical Sciences最新文献

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Preparation, physicochemical characterization, ex vivo, and in vivo evaluations of asiatic acid-loaded solid lipid nanoparticles formulated with natural waxes for nose-to-brain delivery 用于鼻脑给药的天然蜡配制的积雪草酸固体脂质纳米颗粒的制备、理化表征、体内外评价
IF 4.3 3区 医学
European Journal of Pharmaceutical Sciences Pub Date : 2024-10-15 DOI: 10.1016/j.ejps.2024.106935
Tissana Rojanaratha , Paisan Tienthai , Warunya Woradulayapinij , Thunyatorn Yimsoo , Veerakiet Boonkanokwong , Garnpimol C. Ritthidej
{"title":"Preparation, physicochemical characterization, ex vivo, and in vivo evaluations of asiatic acid-loaded solid lipid nanoparticles formulated with natural waxes for nose-to-brain delivery","authors":"Tissana Rojanaratha ,&nbsp;Paisan Tienthai ,&nbsp;Warunya Woradulayapinij ,&nbsp;Thunyatorn Yimsoo ,&nbsp;Veerakiet Boonkanokwong ,&nbsp;Garnpimol C. Ritthidej","doi":"10.1016/j.ejps.2024.106935","DOIUrl":"10.1016/j.ejps.2024.106935","url":null,"abstract":"<div><div>Asiatic acid (AA) has neuroprotective potential for prevention and treatment of Alzheimer's disease. Natural waxes with various ratios of Tween 80 and Span 80 or soybean lecithin were formulated to obtain AA-loaded solid lipid nanoparticles (AA-SLN) to improve direct nose to brain transport. Optimal AA-SLN had particle size below 200 nm with uniform size distribution and zeta potential of nearly -30 mV indicating a low risk of particle aggregation. Formulation with rice bran wax, Tween 80, and soybean lecithin (AA-RwS<sub>100</sub>) showed the highest entrapment efficiency and yield of &gt;98 % while <em>in vitro</em> AA release of AA-SLN was linearly up to 48 h For <em>ex vivo</em> permeation, confocal laser scanning microscopy (CLSM) and histopathological studies on porcine olfactory mucosa (OM) and respiratory mucosa (RM), AA-SLN showed significantly higher permeation across OM than RM (<em>p</em> &lt; 0.05) up to 6 h and AA-RwS100 also showed the highest amount of drug permeated as confirmed by CLSM results. Although AA-SLN showed non-significantly lower permeation than AA solution (AA-SOL) (<em>p</em> &gt; 0.05), no epithelial and mucosal structure damages were observed in OM treated with AA-RwS<sub>100</sub> and RM treated with all AA-SLNs indicating safety for nasal administration while AA-SOL showed significant damage to both OM and RM. In addition, <em>in vivo</em> brain distribution study by fluorescence imaging using Rhodamine (R6g) showed higher brain distribution after intranasal administration of R6g-loaded solid lipid nanoparticles (R6g-SLN) than R6g solution (R6g-SOL) and intravenous administration of R6g-SLN, and R6g-RwS<sub>100</sub> also showed the highest brain accumulation at 8 h post administration.</div></div>","PeriodicalId":12018,"journal":{"name":"European Journal of Pharmaceutical Sciences","volume":"203 ","pages":"Article 106935"},"PeriodicalIF":4.3,"publicationDate":"2024-10-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142446512","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Melt-extruded formulations of fenofibrate with various grades of hydrogenated phospholipid exhibit promising in-vitro biopharmaceutical behavior 含有不同等级氢化磷脂的非诺贝特熔融挤出制剂在体外生物制药方面表现良好
IF 4.3 3区 医学
European Journal of Pharmaceutical Sciences Pub Date : 2024-10-15 DOI: 10.1016/j.ejps.2024.106936
Mikołaj Czajkowski , Aleksandra Słaba , Bartłomiej Milanowski , Annette Bauer-Brandl , Martin Brandl , Paulina Skupin-Mrugalska
{"title":"Melt-extruded formulations of fenofibrate with various grades of hydrogenated phospholipid exhibit promising in-vitro biopharmaceutical behavior","authors":"Mikołaj Czajkowski ,&nbsp;Aleksandra Słaba ,&nbsp;Bartłomiej Milanowski ,&nbsp;Annette Bauer-Brandl ,&nbsp;Martin Brandl ,&nbsp;Paulina Skupin-Mrugalska","doi":"10.1016/j.ejps.2024.106936","DOIUrl":"10.1016/j.ejps.2024.106936","url":null,"abstract":"<div><div>In the current study, it was demonstrated that three commercially available grades of hydrogenated phospholipids (HPL) differing in their content of phosphatidylcholine may be used as components for hot melt-extruded binary (HPL as sole excipient) or ternary (in combination with copovidone) solid dispersions of fenofibrate (FEN) at mass fractions between 0.5 and 20% (ternary) or 80% (binary). X-ray powder diffraction indicated complete conversion of crystalline fenofibrate into the amorphous state by hot melt extrusion for all ternary blends. In contrast, both the binary blends (HPL- and copovidone-based) contained minor remaining crystallites. Irrespectively, all solid dispersions induced during dissolution studies a supersaturated state of FEN, where the ternary ASDs showed enhanced and more complete release of FEN as compared to the binary blends and, even more pronounced, in comparison to the marketed micronized and nano-milled formulations. In terms of the cumulated amount permeated, there were marginal differences between the various formulations when combined dissolution/permeation was done using FeSSIF as donor medium; with FaSSIF as donor medium, the binary HPL-ASD containing the grade with the highest phosphatidylcholine fraction performed best in terms of permeation, even significantly better than the marketed nano-crystal formulation. Otherwise, no significant differences were seen between the various grades of HPL when FEN dissolution and permeation were analyzed for ternary solid dispersions. In conclusion, the <em>in-vitro</em> biopharmaceutical behaviour of hydrogenated phospholipid-containing blends manufactured by hot melt extrusion appears promising. They can be a viable formulation option for poorly water-soluble and lipophilic drug compounds like FEN.</div></div>","PeriodicalId":12018,"journal":{"name":"European Journal of Pharmaceutical Sciences","volume":"203 ","pages":"Article 106936"},"PeriodicalIF":4.3,"publicationDate":"2024-10-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142446469","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Synthetic membrane selection for in vitro release testing (IVRT): A case study of topical mometasone furoate semi-solid dosage forms 体外释放测试(IVRT)的合成膜选择:糠酸莫米松局部半固体制剂的案例研究。
IF 4.3 3区 医学
European Journal of Pharmaceutical Sciences Pub Date : 2024-10-12 DOI: 10.1016/j.ejps.2024.106934
Güler Sarıbey, Emine Kahraman, Sevgi Güngör
{"title":"Synthetic membrane selection for in vitro release testing (IVRT): A case study of topical mometasone furoate semi-solid dosage forms","authors":"Güler Sarıbey,&nbsp;Emine Kahraman,&nbsp;Sevgi Güngör","doi":"10.1016/j.ejps.2024.106934","DOIUrl":"10.1016/j.ejps.2024.106934","url":null,"abstract":"<div><div>In vitro release testing (IVRT) is extensively used to develop the formulation of topical semi-solid products, to evaluate the quality and consistency of the product after scale-up and post-approval changes, and more recently to aid the evaluation of topical generic products’ equivalency. The selection of synthetic membrane is one of the most critical parameters of the method development part of IVRT. It is well known that the membrane features namely its polymer matrices, porosity, pore size, thickness can have a substantial effect on the IVRT data. However, there is no detailed information available in the literature regarding the membrane selection for different types of topical dosage forms. Therefore, we aimed to investigate whether difference topical semi-solid dosage forms of the same drug molecule would cause to variation in the membrane selection. Within this framework, rheological behaviour of commercially available three different types of topical semi-solid dosage forms (ointment, cream, and lotion) of mometasone furoate (0.1%) were primarily characterized. Then, the membrane inertness test was conducted using a series of synthetic hydrophilic membranes (regenerated cellulose, cellulose acetate, cellulose nitrate, mixed cellulose ester membranes) and hydrophobic membranes (polyether sulfone, polypropylene, polytetrafluoroethylene membranes) after identifying of an appropriate receptor medium that ensures sink condition for mometasone furoate. Lastly, IVRT studies from the topical semi-solid products were performed utilizing Franz-type diffusion cells. The membrane inertness and in vitro release data demonstrated that the cellulose acetate membrane showed superior diffusion properties in general while the other synthetic membranes exhibited varying outcomes for different semi-solid dosage forms of mometasone furoate. Overall, the results indicated that the release rate and the cumulative drug released amount of drug after 6 h through the different synthetic membranes might vary depending on the semi-solid dosage form. In order to select the synthetic membrane for IVRT, it should also be considered potential interactions between the polymer matrices and the chemical structure of drug molecule as well as formulation components prior to conducting membrane inertness test and IVRT studies.</div></div>","PeriodicalId":12018,"journal":{"name":"European Journal of Pharmaceutical Sciences","volume":"203 ","pages":"Article 106934"},"PeriodicalIF":4.3,"publicationDate":"2024-10-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142461133","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Mechanistic insight into heat enhanced permeation of diclofenac and piroxicam in combination with chemical penetration enhancers across skin 双氯芬酸和吡罗昔康与化学渗透促进剂联合使用时皮肤热渗透增强的机理研究
IF 4.3 3区 医学
European Journal of Pharmaceutical Sciences Pub Date : 2024-10-10 DOI: 10.1016/j.ejps.2024.106933
F. Caserta , M.B. Brown , W.J. McAuley
{"title":"Mechanistic insight into heat enhanced permeation of diclofenac and piroxicam in combination with chemical penetration enhancers across skin","authors":"F. Caserta ,&nbsp;M.B. Brown ,&nbsp;W.J. McAuley","doi":"10.1016/j.ejps.2024.106933","DOIUrl":"10.1016/j.ejps.2024.106933","url":null,"abstract":"<div><div>The topical application of heat offers considerable potential for enhancing the delivery of non-steroidal anti-inflammatory drugs across the skin barrier. A better understanding of the mechanisms underpinning the improved skin permeation and how heat can be best used to work with complementary enhancement strategies would help to realise this potential. In this study the effect of heat on the permeation of diclofenac and piroxicam across different membranes, including human skin was investigated along with use of complementary enhancement strategies including selection of formulation pH, drug salt form and inclusion of chemical penetration enhancers. Heat alone improved drug delivery across human skin for both drugs, with larger increases for piroxicam. This increase was produced by improvements in drug release, molecular diffusivity and partitioning into the stratum corneum. In combination with chemical penetration enhancers, heat synergistically increased the skin permeation of diclofenac and piroxicam up to 13 and 40-fold respectively, with the increase in permeation being ascribed primarily to improvements in drug and enhancer partitioning into the stratum corneum. An Arrhenius plot of diclofenac permeation across skin was linear indicating that the orthorhombic to hexagonal stratum corneum lipid packing transition did not have a significant effect on skin permeation in response to heat.</div></div>","PeriodicalId":12018,"journal":{"name":"European Journal of Pharmaceutical Sciences","volume":"203 ","pages":"Article 106933"},"PeriodicalIF":4.3,"publicationDate":"2024-10-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142434200","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Microfluidic post-insertion of polyethylene glycol lipids and KK or RGD high functionality and quality lipids in milk-derived extracellular vesicles 用微流体技术将聚乙二醇脂质和 KK 或 RGD 高功能优质脂质后植入源于牛奶的细胞外囊泡。
IF 4.3 3区 医学
European Journal of Pharmaceutical Sciences Pub Date : 2024-10-09 DOI: 10.1016/j.ejps.2024.106929
Longjian Geng , Makoto Matsumoto , Feijie Yao , Mizuki Umino , Mariko Kamiya , Hidefumi Mukai , Shigeru Kawakami
{"title":"Microfluidic post-insertion of polyethylene glycol lipids and KK or RGD high functionality and quality lipids in milk-derived extracellular vesicles","authors":"Longjian Geng ,&nbsp;Makoto Matsumoto ,&nbsp;Feijie Yao ,&nbsp;Mizuki Umino ,&nbsp;Mariko Kamiya ,&nbsp;Hidefumi Mukai ,&nbsp;Shigeru Kawakami","doi":"10.1016/j.ejps.2024.106929","DOIUrl":"10.1016/j.ejps.2024.106929","url":null,"abstract":"<div><div>To achieve the desired delivery effect, extracellular vesicles (EVs) must bypass rapid clearance from circulation and exhibit affinity for target cells; however, it is difficult to simultaneously incorporate two materials into EVs. Post-insertion is a general modification method that can be performed by simply mixing different solutions. Previously, we have developed a microfluidic post-insertion method that supported fast and upscaled modification of EVs using KK-modified high-functionality and -quality (HFQ) lipids. Here, we used microfluidic post-insertion to achieve simultaneous incorporation of polyethylene glycol (PEG) lipids and KK or RGD-modified HFQ lipids into milk-derived EVs to avoid uptake from the reticuloendothelial system and increase the uptake into target cells. PEG lipid and HFQ lipids were formulated to produce micelles and subsequently mixed with EV solution using a microfluidic device. Compared to bulk mixing, microfluidic post-insertion showed higher cellular association. Altered cellular association capacities and endocytic pathways indicated simultaneous incorporation. The cellular association of modified EVs can be adjusted by altering the ratio of (EK)<sub>4</sub>-KK in micelles with slight changes in physicochemical properties. Furthermore, microfluidic post-insertion is also suitable for (SG)<sub>5</sub>-RGD, which is insoluble in phosphate-buffered saline (PBS). Our results may be valuable for the development and manufacture of functional EVs as drug delivery systems for clinical applications.</div></div>","PeriodicalId":12018,"journal":{"name":"European Journal of Pharmaceutical Sciences","volume":"203 ","pages":"Article 106929"},"PeriodicalIF":4.3,"publicationDate":"2024-10-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142399821","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Esophageal transit of solid oral dosage forms – impact of different surface materials characterized in vitro and in vivo by MRI in healthy volunteers 固体口服剂型的食道转运--不同表面材料对健康志愿者体外和体内磁共振成像的影响。
IF 4.3 3区 医学
European Journal of Pharmaceutical Sciences Pub Date : 2024-10-09 DOI: 10.1016/j.ejps.2024.106926
Henriette Hummler , Susanne Page , Cordula Stillhart , Phil Lorenz , Marie-Luise Kromrey , Werner Weitschies , Michael Grimm
{"title":"Esophageal transit of solid oral dosage forms – impact of different surface materials characterized in vitro and in vivo by MRI in healthy volunteers","authors":"Henriette Hummler ,&nbsp;Susanne Page ,&nbsp;Cordula Stillhart ,&nbsp;Phil Lorenz ,&nbsp;Marie-Luise Kromrey ,&nbsp;Werner Weitschies ,&nbsp;Michael Grimm","doi":"10.1016/j.ejps.2024.106926","DOIUrl":"10.1016/j.ejps.2024.106926","url":null,"abstract":"<div><div>Acceptable swallowability and complete esophageal transit are decisive for the safe and effective administration of solid oral dosage forms. This applies in particular to the main user group of medicines, older adults, who often suffer from swallowing difficulties. It is well known that surface properties play an important role in this respect. In the past, this has led to the development of numerous coating formulations for tablets with improved swallowability. However, <em>in vitro</em> and especially <em>in vivo</em> data investigating a positive effect of different coating materials is limited. Therefore, we investigated coating materials being based on polyvinyl alcohol, hydroxypropyl methylcellulose, and a copolymer of methacrylate in respect to their influence on swallowability and esophageal transit of a tablet formulation. They were compared to uncoated tablets as well as to hard gelatin capsules. Three <em>in vitro</em> assays suitable for routine use in pharmaceutical development were performed: i.) Wettability test in artificial saliva; ii.) Swelling measurement in artificial saliva; iii.) Measurement of the adhesion between surface materials and a simulated mucosa surface. All three assays resulted in a differentiation of the surface materials. The coated tablets showed favorable behavior compared to uncoated tablets and hard gelatin capsules. To test the effect of the different materials <em>in vivo</em>, an intervention study was conducted. 36 adults were included and the likeliness of prolonged esophageal transit of (un-)coated tablets as well as a hard gelatin capsule of the same weight was objectively evaluated by means of magnetic resonance imaging. While hard gelatin capsules showed highest rates for prolonged esophageal transit, the tendency for adhesion was reduced for uncoated tablets, and least for coated tablets, i.e., prolonged esophageal transit in 22.2 %, 11.1 %, and ≤5.6 % of the cases, respectively. Further differentiation of the coating materials was not possible. Subjective evaluations of each participant with respect to subjective swallowability and esophageal transit did not correlate well with the objective measurements by means of magnetic resonance imaging. The use of coatings in general has a positive influence on esophageal transit. However, the selection of coating type seems to be of greater importance in respect to patients' oral perception of the dosage forms compared to their influence on the probability for prolonged esophageal transit.</div></div>","PeriodicalId":12018,"journal":{"name":"European Journal of Pharmaceutical Sciences","volume":"203 ","pages":"Article 106926"},"PeriodicalIF":4.3,"publicationDate":"2024-10-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142389107","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Ligand binding to proteins – when flawed fluorescence quenching methodology and interpretation become the new norm 配体与蛋白质的结合--当错误的荧光淬灭方法和解释成为新规范时。
IF 4.3 3区 医学
European Journal of Pharmaceutical Sciences Pub Date : 2024-10-09 DOI: 10.1016/j.ejps.2024.106930
Marco van de Weert, Christian Schönbeck
{"title":"Ligand binding to proteins – when flawed fluorescence quenching methodology and interpretation become the new norm","authors":"Marco van de Weert,&nbsp;Christian Schönbeck","doi":"10.1016/j.ejps.2024.106930","DOIUrl":"10.1016/j.ejps.2024.106930","url":null,"abstract":"<div><div>Intrinsic protein fluorescence quenching measurements have become a widespread methodology to determine ligand-binding properties of in particular serum albumin. Particularly common is the use of double log equations to extract parameters like binding constant and stoichiometry and/or number of binding sites. In this article we discuss that the methodology has several significant and often unrecognized pitfalls, and the double log equations are improperly derived for their purported use. Using simulations, it is shown that the binding stoichiometry and binding constants obtained using these equations may differ substantially from their true values. In addition, it is illustrated how this methodology, via the use of site markers, is unsuited to determine the binding site of ligands on serum albumin. We thus call for a reassessment of the literature in which this methodology plays a central role in characterizing ligand binding to proteins.</div></div>","PeriodicalId":12018,"journal":{"name":"European Journal of Pharmaceutical Sciences","volume":"203 ","pages":"Article 106930"},"PeriodicalIF":4.3,"publicationDate":"2024-10-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142389109","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Evaluating experimental, knowledge-based and computational cocrystal screening methods to advance drug-drug cocrystal fixed-dose combination development 评估实验、基于知识和计算的结晶筛选方法,推动药物-药物结晶固定剂量复方制剂的开发。
IF 4.3 3区 医学
European Journal of Pharmaceutical Sciences Pub Date : 2024-10-09 DOI: 10.1016/j.ejps.2024.106931
Alice Parkes , Ahmad Ziaee , Emmet O'Reilly
{"title":"Evaluating experimental, knowledge-based and computational cocrystal screening methods to advance drug-drug cocrystal fixed-dose combination development","authors":"Alice Parkes ,&nbsp;Ahmad Ziaee ,&nbsp;Emmet O'Reilly","doi":"10.1016/j.ejps.2024.106931","DOIUrl":"10.1016/j.ejps.2024.106931","url":null,"abstract":"<div><div>Fixed-dose combinations (FDCs) offer significant advantages to patients and the pharmaceutical industry alike through improved dissolution profiles, synergistic effects and extended patent lifetimes. Identifying whether two active pharmaceutical ingredients have the potential to form a drug-drug cocrystal (DDC) or interact is an essential step in determining the most suitable type of FDC to formulate. The lack of coherent strategies to determine if two active pharmaceutical ingredients that can be co-administered can form a cocrystal, has significantly impacted DDC commercialisation. This review aims to accelerate the development of FDCs and DDCs by evaluating existing experimental, knowledge-based and computational cocrystal screening methods; the background of their development, their application in screening for cocrystals and DDCs, and their limitations are discussed. The evaluation provided in this review will act as a guide for selecting suitable screening methods to accelerate FDC development.</div></div>","PeriodicalId":12018,"journal":{"name":"European Journal of Pharmaceutical Sciences","volume":"203 ","pages":"Article 106931"},"PeriodicalIF":4.3,"publicationDate":"2024-10-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142399820","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Data-driven insights into the properties of liquisolid systems based on machine learning algorithms 基于机器学习算法,以数据为驱动,深入了解液固系统的特点。
IF 4.3 3区 医学
European Journal of Pharmaceutical Sciences Pub Date : 2024-10-06 DOI: 10.1016/j.ejps.2024.106927
Ivana Vasiljević, Erna Turković, Jelena Parojčić
{"title":"Data-driven insights into the properties of liquisolid systems based on machine learning algorithms","authors":"Ivana Vasiljević,&nbsp;Erna Turković,&nbsp;Jelena Parojčić","doi":"10.1016/j.ejps.2024.106927","DOIUrl":"10.1016/j.ejps.2024.106927","url":null,"abstract":"<div><div>Liquisolid systems (LS) represent a formulation approach where liquid drug or its dispersion is transformed into a powder with good flowability and compactibility, leading to enhanced drug dissolution and bioavailability. Many research groups have focused on the preparation and investigation of LS, leading to a higher need for comprehensive evaluation of factors impacting LS characteristics. The aim of this work was to investigate the applicability of machine learning algorithms in the LS evaluation, using data mined from published literature, and provide an insight into critical factors governing the liquisolid system performance.</div><div>The dataset was prepared using publication search engines and relevant keywords, with a total of 425 formulations included in the database. The database focused on preparation methods, formulation parameters, and liquisolid system characteristics. Subsequently, critical properties of the liquisolid system, i.e. flowability, compact hardness, and drug dissolution, were analyzed using machine learning algorithms, including Gradient Boosting, Adaptive Boosting and Random Forest.</div><div>In addition to conventional preparation methods and excipients, novel technologies (fluid bed preparation, extrusion/spheronization) and materials (Neusilin®, Fujicalin®, and Syloid®) enhanced the properties of liquisolid systems. The analysis revealed that formulation factors, such as carrier and coating agent type and content, liquid phase load, model drug type and content, as well as preparation method, significantly influenced liquisolid system characteristics. The models developed exhibited high prediction accuracy when applied on test data (higher than 80 %). This indicates that the machine learning models may provide an insight into the critical attributes affecting the LS performance and may be used as a valuable tool in the development and optimization of these samples.</div></div>","PeriodicalId":12018,"journal":{"name":"European Journal of Pharmaceutical Sciences","volume":"203 ","pages":"Article 106927"},"PeriodicalIF":4.3,"publicationDate":"2024-10-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142389105","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Establishment of a semi-continuous nano-production line using the Microfluidizer® technology for the fabrication of lipid-based nanoparticles part 1: Screening of critical parameters and design of experiment optimization studies 利用 Microfluidizer® 技术建立半连续纳米生产线,用于制造脂基纳米颗粒,第 1 部分:关键参数筛选和实验设计优化研究。
IF 4.3 3区 医学
European Journal of Pharmaceutical Sciences Pub Date : 2024-10-06 DOI: 10.1016/j.ejps.2024.106928
Christina Glader , Ramona Jeitler , Yan Wang , Carolin Tetyczka , Manuel Zettl , Matthias Schlömer , Philippe Caisse , Steve Mesite , Svea Stephan , Vanessa Bourgeaux , Eva Roblegg
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