Design of experiments

实验设计
  • 文章类型: Journal Article
    纳米颗粒介导的mRNA递送已成为一种有前途的治疗方式,但它的增长仍然受到有效和耐受性良好的交付策略的发现和优化的限制。含有带电或可电离脂质的脂质纳米颗粒是体内mRNA递送的新兴标准,所以创造便利,合成这些关键类脂分子的可调策略对于推进该领域至关重要。这里,我们产生了一个N-取代的甘氨酸寡聚体文库,peptoids,并进行多阶段向下选择过程,以在我们的果壳纳米颗粒平台中确定前导候选肽作为电离成分。首先,我们通过基于预测的物理性质对>200个分子的文库进行聚类来鉴定有希望的类肽结构基序,并评估每个簇的成员在体内的报告基因表达。然后,铅类肽基序使用实验设计方法进行优化,以探索类肽的带电和亲脂性部分的变化,有利于发现结构元素和纳米颗粒性质之间的趋势。我们进一步证明,与基准可电离脂质相比,基于类肽的果壳导致小鼠中治疗相关水平的抗呼吸道合胞病毒抗体表达,耐受性问题或诱导的免疫反应最小。DLin-MC3-DMA。通过这项工作,我们提出了基于类肽的纳米颗粒作为一个可调的递送平台,可以针对一系列治疗方案进行优化。
    Nanoparticle-mediated mRNA delivery has emerged as a promising therapeutic modality, but its growth is still limited by the discovery and optimization of effective and well-tolerated delivery strategies. Lipid nanoparticles containing charged or ionizable lipids are an emerging standard for in vivo mRNA delivery, so creating facile, tunable strategies to synthesize these key lipid-like molecules is essential to advance the field. Here, we generate a library of N-substituted glycine oligomers, peptoids, and undertake a multistage down-selection process to identify lead candidate peptoids as the ionizable component in our Nutshell nanoparticle platform. First, we identify a promising peptoid structural motif by clustering a library of >200 molecules based on predicted physical properties and evaluate members of each cluster for reporter gene expression in vivo. Then, the lead peptoid motif is optimized using design of experiments methodology to explore variations on the charged and lipophilic portions of the peptoid, facilitating the discovery of trends between structural elements and nanoparticle properties. We further demonstrate that peptoid-based Nutshells leads to expression of therapeutically relevant levels of an anti-respiratory syncytial virus antibody in mice with minimal tolerability concerns or induced immune responses compared to benchmark ionizable lipid, DLin-MC3-DMA. Through this work, we present peptoid-based nanoparticles as a tunable delivery platform that can be optimized toward a range of therapeutic programs.
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  • 文章类型: Journal Article
    毛细管电泳-十二烷基硫酸钠(CE-SDS)是一种常见的分析程序,用于定量与单克隆抗体(mAb)的纯度和糖基化相关的关键质量属性。在这项研究中,结合实验设计的设计质量分析框架的应用用于开发和验证此分析程序的非简化(CE-NR)和简化(CE-R)版本。正式风险评估用于根据分析目标概况中概述的性能标准的潜在影响来识别用于优化的关键方法属性。然后,将这些关键因素与方法性能联系起来的响应面用于生成协调过程,以降低CE-R和CE-NR应用程序的执行风险。根据监管指南验证这些程序是否符合其要求的性能标准,和程序稳健性的多变量评估表明方法参数处于足够的控制状态以确保mAb质量的适当定量。总的来说,这项研究证明了采用“设计质量分析”框架来利用来自多个关键方法参数的多维知识来确保分析程序适合目的的实用性。
    Capillary electrophoresis-sodium dodecyl sulfate (CE-SDS) is a common analytical procedure used to quantitate critical quality attributes relating to the purity and glycosylation of monoclonal antibodies (mAbs). In this study, the application of an Analytical Quality by Design framework incorporating Design of Experiments was used to develop and validate both non-reduced (CE-NR) and reduced (CE-R) versions of this analytical procedure. Formal risk assessments were used to identify critical method attributes for optimization based on their potential impacts to performance criteria outlined in an analytical target profile. The resulting response surfaces connecting these critical factors to method performance were then utilized to generate a harmonized procedure to reduce execution risk across CE-R and CE-NR applications. Validation of these procedures according to regulatory guidelines support that they meet their required performance criteria, and a multivariate assessment of procedure robustness indicates that method parameters are in a sufficient state of control to ensure appropriate quantitation of mAb quality. Overall, this study demonstrates the utility of adopting an Analytical Quality by Design framework to leverage multidimensional knowledge from multiple critical method parameters to ensure an analytical procedure is fit-for-purpose.
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  • 文章类型: Journal Article
    这项工作旨在提出一种设计质量(QbD)分步方法,以配制抗溃疡和胃保护性口服混悬剂。
    使用硫糖铝作为药物模型。质量目标产品概况是在配制前早期建立的。粘度,可重悬,pH值,通过筛选基于不同原型组成的几个悬浮平台来评估密度。通过热分析和红外光谱进行活性药物成分与赋形剂之间的相容性研究。采用Ishikawa鱼骨图和失效模式和效应分析来确定关键材料属性(CMA),关键工艺参数(CPPs),和关键质量属性(CQA)。在制造后的正常条件下和在超加速应力条件下一个月,通过22个全因子实验设计进一步评估了CMA和CPPs对已确定的CQA的影响。
    铅原型没有显示物理化学不相容性。风险评估工具表明,润湿剂的浓度和增稠剂的总浓度代表了粘度方面制剂质量分布的关键因素。包含1.125w/v%总浓度的Natrosol250HX和AvicelRC591的优化制剂根据所建立的曲线表现出增强的性能。
    分析和物理化学测试显示了最终制剂与质量概况的稳健性和合规性。提出的基于QBD的分步方法,实验设计,我们研究中提出的质量风险管理对参与口服混悬剂开发的当地行业和配方科学家具有实际意义。
    UNASSIGNED: This work aims to present a Quality-by-Design (QbD) step-by-step methodology to formulate anti-ulcer and gastro-protective oral suspensions.
    UNASSIGNED: Sucralfate was used as a drug model. The Quality Target Product Profile was established early during preformulation. Viscosity, resuspendability, pH, and density were assessed through the screening of several suspension platforms based on different prototype compositions. A compatibility study between the active pharmaceutical ingredient and the excipients was performed by thermal analysis and infrared spectroscopy. An Ishikawa fishbone diagram and Failure Mode and Effect Analysis were employed to identify the Critical Material Attributes (CMAs), Critical Process Parameters (CPPs), and Critical Quality Attributes (CQAs). CMAs\' and CPPs\' impact on identified CQAs was further assessed through a 22 full factorial experimental design at normal conditions after manufacture and one month at super-accelerated stress conditions. Results: The lead prototype exhibited no physicochemical incompatibilities. The risk assessment tools revealed that the concentration of the wetting agent and the total concentration of thickening agents represented critical factors for the quality profile of the preparation in terms of viscosity. The optimized formulation comprising 1.125 w/v% total concentration of Natrosol 250 HX and Avicel RC 591 exhibited an enhanced performance according to the established profile.
    UNASSIGNED: The analytical and physicochemical tests showed the robustness and compliance of the final preparation with the quality profile. The proposed step-by-step methodology based on QbD, Design of Experiments, and Quality Risk Management presented in our research holds practical implications for local industries and formulation scientists involved in the development of oral suspensions.
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  • 文章类型: Journal Article
    这项研究的重点是设计,表征,并优化了负载多西他赛的纳米结构脂质载体(NLCs)用于治疗皮肤癌。采用以实验设计(DoE)原则为指导的系统配方开发过程,关键参数,如粒度,多分散指数(PDI),zeta电位,优化包封效率以确保NLC的稳定性和载药效。结合XRD和低温TEM分析用于NLC纳米结构评估,确认明确定义的纳米结构的形成。体外动力学研究表明,在48小时内控制和持续释放多西他赛,强调长期治疗效果的潜力。对人脐静脉内皮细胞(HUVEC)和SK-MEL-24黑色素瘤细胞系的细胞毒性测定显示,对癌细胞的功效增强,具有显著的选择性细胞毒性和对正常细胞的影响最小。这种多维方法,包括配方优化和全面表征,将负载多西他赛的NLC定位为晚期皮肤癌治疗的有希望的候选药物。这些发现强调了这些纳米载体的潜在翻译影响,为未来临床前研究和皮肤癌治疗的临床应用铺平了道路。
    This study focuses on the design, characterization, and optimization of nanostructured lipid carriers (NLCs) loaded with docetaxel for the treatment of skin cancer. Employing a systematic formulation development process guided by Design of Experiments (DoE) principles, key parameters such as particle size, polydispersity index (PDI), zeta potential, and entrapment efficiency were optimized to ensure the stability and drug-loading efficacy of the NLCs. Combined XRD and cryo-TEM analysis were employed for NLC nanostructure evaluation, confirming the formation of well-defined nanostructures. In vitro kinetics studies demonstrated controlled and sustained docetaxel release over 48 h, emphasizing the potential for prolonged therapeutic effects. Cytotoxicity assays on human umbilical vein endothelial cells (HUVEC) and SK-MEL-24 melanoma cell line revealed enhanced efficacy against cancer cells, with significant selective cytotoxicity and minimal impact on normal cells. This multidimensional approach, encompassing formulation optimization and comprehensive characterization, positions the docetaxel-loaded NLCs as promising candidates for advanced skin cancer therapy. The findings underscore the potential translational impact of these nanocarriers, paving the way for future preclinical investigations and clinical applications in skin cancer treatment.
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  • 文章类型: Journal Article
    Heck反应被广泛用于构建各种生物相关支架,并已成功用于生产活性药物成分(API)。通常,与末端烯烃的反应对反式取代的烯烃产物具有较高的产率和立体选择性,和原始协议的许多绿色变体已被开发用于此类底物。然而,这些方法可能无法以相同的效率应用于具有挑战性底物的反应,如内烯烃,提供三取代的烯烃。在目前的工作中,我们在绿色条件下实施了Heck反应方案,以获得三取代的烯烃作为最终产物或具有药物意义的关键中间体。对模型反应进行的一组初步实验导致基于实验设计(DoE)研究选择简单且绿色的设置。以这样的方式,最佳实验条件(催化剂负载量,烯烃的等价物,碱和四烷基铵盐,composition,和溶剂的量)已经确定。然后,进行了第二组实验,使反应完成并考虑其他因素。如此定义的方案涉及使用EtOH作为溶剂,微波(MW)辐射以实现短反应时间,和负载型催化剂PdEnCat®40,它提供了更容易的回收和再利用。在不同的芳基溴化物和内部烯烃上测试这些条件以评估底物范围。此外,为了尽可能限制废物的产生,开发了一种简单的异构化程序,将异构副产物转化为所需的共轭烯烃,这也是热力学上最受欢迎的产品。本文公开的方法代表绿色,高效,和易于使用的处理对不同的三取代的烯烃通过Heck反应。
    The Heck reaction is widely employed to build a variety of biologically relevant scaffolds and has been successfully implemented in the production of active pharmaceutical ingredients (APIs). Typically, the reaction with terminal alkenes gives high yields and stereoselectivity toward the trans-substituted alkenes product, and many green variants of the original protocol have been developed for such substrates. However, these methodologies may not be applied with the same efficiency to reactions with challenging substrates, such as internal olefins, providing trisubstituted alkenes. In the present work, we have implemented a Heck reaction protocol under green conditions to access trisubstituted alkenes as final products or key intermediates of pharmaceutical interest. A set of preliminary experiments performed on a model reaction led to selecting a simple and green setup based on a design of experiments (DoE) study. In such a way, the best experimental conditions (catalyst loading, equivalents of alkene, base and tetraalkylammonium salt, composition, and amount of solvent) have been identified. Then, a second set of experiments were performed, bringing the reaction to completion and considering additional factors. The protocol thus defined involves using EtOH as the solvent, microwave (mw) irradiation to achieve short reaction times, and the supported catalyst Pd EnCat®40, which affords an easier recovery and reuse. These conditions were tested on different aryl bromides and internal olefines to evaluate the substrate scope. Furthermore, with the aim to limit as much as possible the production of waste, a simple isomerization procedure was developed to convert the isomeric byproducts into the desired conjugated E alkene, which is also the thermodynamically favoured product. The approach herein disclosed represents a green, efficient, and easy-to-use handle towards different trisubstituted alkenes via the Heck reaction.
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  • 文章类型: Journal Article
    酸性气体在石油和天然气工业中的吸收由于其毒性和腐蚀作用而很重要。最近,各种研究人员已经研究了基于水性或有机溶剂的纳米流体作为吸收剂的应用。在这项研究中,利用基于Box-Behnken三级实验设计的响应面方法(RSM),利用单个鼓泡柱来研究水基纳米流体对SO2和CO2吸收过程的影响。考虑到这一点,CO2和SO2分别在充满纳米流体之一的泡罩塔的底部注入:Al2O3-水,SiO2-水,或ZnO-水为每个实验。然后,已经阐明了纳米流体中SO2或CO2的吸收速率。重要参数的影响,包括纳米颗粒的重量分数(NP)(0.01、0.055和0.1wt。%),气液接触时间(150、300和450s),研究了注气喷嘴的直径(0.46、0.57和0.68mm)。结果表明,在ZnO-水纳米流体中观察到两种气体的最大摩尔通量,其次是SiO2-水纳米流体。此外,增加纳米粒子的质量分数和气泡尺寸导致摩尔通量上升。然而,增加气体-液体接触时间导致所述气体的摩尔通量降低。最后,已经提出了一组准确的方程来预测在这项工作中评估的各种纳米流体中SO2和CO2的摩尔通量。
    The absorption of acidic gases in the oil and gas industries is important due to their toxicity and corrosive effects. Recently, the application of nanofluids based on aqueous or organic solvents as absorbents has been examined by a variety of researchers. In this study, a single bubble column was exploited to study the effect of water-based nanofluids on the absorption processes of SO2 and CO2 using response surface methodology (RSM) based on Box-Behnken three-level experiment design. With this in mind, CO2 and SO2 are separately injected at the bottom of a bubble column filled with one of the nanofluids: Al2O3-water, SiO2-water, or ZnO-water for each experiment. Then, the rate of SO2 or CO2 absorption in the nanofluids has been elucidated. The effect of important parameters including the weight fraction of the nanoparticles (NPs) (0.01, 0.055, and 0.1 wt.%), gas-liquid contact time (150, 300, and 450 s), and the diameter of nozzle for gas injection (0.46, 0.57, and 0.68 mm) have been studied. Results revealed that the maximum molar flux of both gases was observed in the ZnO-water nanofluid, followed by the SiO2-water nanofluid. In addition, increasing the nanoparticle mass fraction and the bubble size causes the molar flux to rise. However, increasing the gas-liquid contact time causes the molar flux of the mentioned gases to decrease. Finally, a set of the accurate equations has been proposed to predict the molar flux of SO2 and CO2 in the various nanofluids assessed in this work.
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  • 文章类型: Journal Article
    医药产品的设计和开发需要特定的知识,时间,和投资。响应面法(RSM)是实验设计(DoE)中广泛使用的技术,用于优化各种工艺和产品。本研究的目的是模拟和生产含有1%环吡罗明的实验乳液,并评估其物理,流变学,和机械性能及其释放环吡唑胺的能力。目的是通过基于所选择的标准应用中心复合材料设计来优化含有1%环吡罗胺的实验乳化凝胶的组成。表面活性剂(聚山梨酯80)对物理、流变学,以及乳液的机械性能,以及从这些系统中释放环吡酮醇胺。在优化过程中,产生了含有38.27%矿物油的最佳成分的乳化凝胶,6.56%聚山梨酯80和含有1%环吡罗胺的55.17%水凝胶,满足指定标准(因变量),包括环吡唑胺的最大通量,最低溶胶-凝胶转变温度(Tsol/gel),和油相的最小粒径。该乳液的油相粒径(D50)测定为0.337μm,系统Tsol/gel为9.1°C,并且计算出来自该凝胶基质的环吡酮醇胺的通量为1.44mg/cm2。该最佳组合物的乳液可用于治疗真菌性皮肤病。
    The design and development of pharmaceutical products require specific knowledge, time, and investment. Response surface methodology (RSM) is a widely used technique in the design of experiments (DoE) to optimize various processes and products. The aim of this study was to model and produce experimental emulgels containing 1% ciclopirox olamine and to evaluate their physical, rheological, and mechanical properties and their ability to release ciclopirox olamine. The objective was to optimize the composition of the experimental emulgel containing 1% ciclopirox olamine by applying a central composite design based on selected criteria. The surfactant (polysorbate 80) had the greatest influence on the physical, rheological, and mechanical properties of the emulgels, as well as on the release of ciclopirox olamine from these systems. During the optimization process, an emulgel of optimal composition was generated containing 38.27% mineral oil, 6.56% polysorbate 80, and 55.17% hydrogel containing 1% ciclopirox olamine, meeting specified criteria (dependent variables) including the maximum flux of ciclopirox olamine, the minimum sol-gel transition temperature (Tsol/gel), and the minimum particle size of the oil phase. The oil phase particle size (D50) of this emulgel was determined to be 0.337 µm, the system Tsol/gel was 9.1 °C, and the flux of ciclopirox olamine from this gel matrix was calculated to be 1.44 mg/cm2. This emulgel of optimal composition could be used to treat fungal skin diseases.
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  • 文章类型: Journal Article
    杏仁树是世界上栽培最多的坚果树。生产杏仁会产生大量的副产品,其中大部分未使用。在这里,这项研究旨在开发一种绿色化学方法来鉴定和提取潜在有价值的化合物从杏仁副产品。最初,用10种不同的天然深共晶溶剂(NADES)进行筛选。乳酸/甘油的混合物,摩尔比为1:1(1:50植物材料与NADES(w/v),水含量为20%v/v)被确定为儿茶素的最佳提取溶剂,咖啡酰奎宁酸,和浓缩的杏仁壳中的单宁。随后,通过使用小型化提取技术的实验设计(DoE)协议对方法进行了优化,微波辅助萃取(MAE),与所选的NADES一起使用。发现最佳条件为70°C,辐照时间为15分钟。通过实验确认了由DoE确定的最佳提取条件,并与文献中已经建立的方法进行了比较。在这些条件下,代谢物的提取量高2.4倍,根据总峰面积的增加,而不是使用的既定文献方法。此外,通过应用多参数分析绿色度量(AGREE)和绿色分析过程指数(GAPI)度量,可以得出结论,所开发的方法比已建立的文献方法更绿色,因为它包括绿色分析化学的各种原理。
    Almond trees are the most cultivated nut tree in the world. The production of almonds generates large amounts of by-products, much of which goes unused. Herein, this study aimed to develop a green chemistry approach to identify and extract potentially valuable compounds from almond by-products. Initially, a screening was performed with 10 different Natural Deep Eutectic Solvents (NADESs). The mixture lactic acid/glycerol, with a molar ratio 1:1 (1:50 plant material to NADES (w/v) with 20% v/v of water) was identified as the best extraction solvent for catechin, caffeoylquinic acid, and condensed tannins in almond hulls. Subsequently, a method was optimized by a Design of Experiment (DoE) protocol using a miniaturized extraction technique, Microwave-Assisted Extraction (MAE), in conjunction with the chosen NADESs. The optimal conditions were found to be 70 °C with 15 min irradiation time. The optimal extraction conditions determined by the DoE were confirmed experimentally and compared to methods already established in the literature. With these conditions, the extraction of metabolites was 2.4 times higher, according to the increase in total peak area, than the established literature methods used. Additionally, by applying the multiparameter Analytical Greenness Metric (AGREE) and Green Analytical Process Index (GAPI) metrics, it was possible to conclude that the developed method was greener than the established literature methods as it includes various principles of green analytical chemistry.
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  • 文章类型: Journal Article
    先进材料的开发往往是耗时和昂贵的,因为涉及大量的变量和需要的实验。有效的实验策略将通过减少所需的实验量而不牺牲可获得的信息来加速开发。在本文中,以拉胀聚氨酯(PU)泡沫的发展为例进行了讨论。拉伸材料是具有负泊松比的材料,在许多结构和功能应用中具有潜力。拉胀PU泡沫是研究最多的拉胀材料,它们的制造和性能受到许多加工和环境因素的影响。本文介绍了一种复杂的实验方法设计,以帮助减少实验工作量,同时有效地筛选这些因素。然后将该方法应用于实验中,以说明其实用性和明显的优势,从而极大地促进了材料的开发。
    Development of advanced materials is often time consuming and expensive because of the large number of variables involved and experiments needed. An effective experimentation strategy would accelerate development by reducing the required amount of experiments without sacrificing the obtainable information. In this paper, the development of auxetic polyurethane (PU) foams was discussed as a case study. Auxetic materials are materials with a negative Poisson\'s ratio and have potential in many structural and functional applications. Auxetic PU foams are the most studied auxetic materials, and their manufacturing and properties are affected by many processing and environmental factors. This paper introduces a sophisticated design of experimental methodology to help reduce the experimental effort while effectively screening these factors. This methodology is then applied in an experiment to illustrate its utility and distinct advantages that greatly facilitate material development.
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  • 文章类型: Journal Article
    变压器油中溶解糠醛的准确检测对于实时监测变压器油纸绝缘的老化状态至关重要。尽管无标记表面增强拉曼光谱(SERS)对变压器油中溶解的糠醛具有很高的灵敏度,由于基板一致性差和定量可靠性低,挑战依然存在。在这里,机器学习(ML)算法用于无标记SERS的基板制造和光谱分析。最初,通过实验组合制备了一种高稠度的Ag@Au衬底,粒子群优化神经网络(PSO-NN),粒子群算法和遗传算法的混合策略(HybridPSO-GA)。值得注意的是,提出了一个两步机器学习框架,其运行机制是分类,然后是量化。该框架采用分层建模策略,结合了简单的算法,如核支持向量机(Kernel-SVM),k-最近邻(KNN),等。,在每个集群上独立建立轻量级回归模型,这允许每个模型更有效地专注于拟合其群集中的数据。分类模型达到了100%的准确率,而回归模型的平均相关系数(R2)为0.9953,均方根误差(RMSE)始终低于10-2。因此,这种ML框架是一种快速可靠的检测变压器油中溶解糠醛的方法,即使存在不同的干扰物质,这也可能有其他复杂的混合监测系统的潜力。
    Accurate detection of dissolved furfural in transformer oil is crucial for real-time monitoring of the aging state of transformer oil-paper insulation. While label-free surface-enhanced Raman spectroscopy (SERS) has demonstrated high sensitivity for dissolved furfural in transformer oil, challenges persist due to poor substrate consistency and low quantitative reliability. Herein, machine learning (ML) algorithms were employed in both substrate fabrication and spectral analysis of label-free SERS. Initially, a high-consistency Ag@Au substrate was prepared through a combination of experiments, particle swarm optimization-neural network (PSO-NN), and a hybrid strategy of particle swarm optimization and genetic algorithm (Hybrid PSO-GA). Notably, a two-step ML framework was proposed, whose operational mechanism is classification followed by quantification. The framework adopts a hierarchical modeling strategy, incorporating simple algorithms such as kernel support vector machine (Kernel-SVM), k-nearest neighbors (KNN), etc., to independently establish lightweight regression models on each cluster, which allows each model to focus more effectively on fitting the data within its cluster. The classification model achieved an accuracy of 100%, while the regression models exhibited an average correlation coefficient (R2) of 0.9953 and the root mean square errors (RMSE) consistently below 10-2. Thus, this ML framework emerges as a rapid and reliable method for detecting dissolved furfural in transformer oil, even in the presence of different interfering substances, which may also have potentiality for other complex mixture monitoring systems.
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