quality by design (QbD)

设计质量 ( QbD )
  • 文章类型: Journal Article
    阻止在常规分析中使用表面增强拉曼散射(SERS)的主要限制是由于用作SERS基底的金属纳米颗粒的异质性而导致的信号变异性。本研究旨在稳健地优化银纳米颗粒的合成过程,以提高测量的SERS信号可重复性和协议合成可重复性。该过程受到与微波辐射相关的化学还原方法的启发,以确保更好的控制和均匀加热。实施创新质量设计策略以优化过程的不同参数。首先进行了初步的调查设计,以评估通过石川图选择的四个参数的影响。关键质量属性是最大化SERS响应的强度并最小化其方差。反应时间,温度和搅拌速度是关键的工艺参数。使用I-最优设计对这些进行了优化。模拟了覆盖与成功概率相关的最佳反应条件(3.36min-130°C-600rpm)的稳健操作区。这一点的验证证实了批次内和批次间变异性小于15%的预测。总之,这项研究成功地优化了银纳米粒子,低成本和简单的技术增强了SERS的定量观点。
    A major limitation preventing the use of surface-enhanced Raman scattering (SERS) in routine analyses is the signal variability due to the heterogeneity of metallic nanoparticles used as SERS substrates. This study aimed to robustly optimise a synthesis process of silver nanoparticles to improve the measured SERS signal repeatability and the protocol synthesis repeatability. The process is inspired by a chemical reduction method associated with microwave irradiation to guarantee better controlled and uniform heating. The innovative Quality by Design strategy was implemented to optimise the different parameters of the process. A preliminary investigation design was firstly carried out to evaluate the influence of four parameters selected by means of an Ishikawa diagram. The critical quality attributes were to maximise the intensity of the SERS response and minimise its variance. The reaction time, temperature and stirring speed are critical process parameters. These were optimised using an I-optimal design. A robust operating zone covering the optimal reaction conditions (3.36 min-130 °C-600 rpm) associated with a probability of success was modelled. Validation of this point confirmed the prediction with intra- and inter-batch variabilities of less than 15%. In conclusion, this study successfully optimised silver nanoparticles by a rapid, low cost and simple technique enhancing the quantitative perspectives of SERS.
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  • 文章类型: Journal Article
    自2007年首次生产以来,人类诱导多能干细胞(iPSC)为开发针对一系列疾病的各种细胞疗法提供了新的平台。从罕见的遗传性眼病到癌症治疗。然而,基于iPSC的细胞疗法要进入市场并实现更广泛的全球采用,必须应对几个挑战.这份白皮书,由日本再生医学学会(JSRM)撰写-国际细胞治疗学会(ISCT)iPSC委员会深入研究了在追求安全和经济可行的iPSC疗法时遇到的障碍。特别是从细胞治疗行业的角度来看。它讨论了全球准则和监管框架的差异,概述了确保细胞治疗安全所需的一系列质量控制测试,并提供了围绕货物成本(COG)的细节和重要考虑因素,包括自动化先进制造的影响。
    Since their first production in 2007, human induced pluripotent stem cells (iPSCs) have provided a novel platform for the development of various cell therapies targeting a spectrum of diseases, ranging from rare genetic eye disorders to cancer treatment. However, several challenges must be tackled for iPSC-based cell therapy to enter the market and achieve broader global adoption. This white paper, authored by the Japanese Society for Regenerative Medicine (JSRM) - International Society for Cell Therapy (ISCT) iPSC Committee delves into the hurdles encountered in the pursuit of safe and economically viable iPSC-based therapies, particularly from the standpoint of the cell therapy industry. It discusses differences in global guidelines and regulatory frameworks, outlines a series of quality control tests required to ensure the safety of the cell therapy, and provides details and important considerations around cost of goods (COGs), including the impact of automated advanced manufacturing.
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  • 文章类型: Journal Article
    背景:盐酸帕唑帕尼(PZB)是一种蛋白激酶抑制剂,已被美国食品和药物管理局和欧洲机构批准用于治疗肾细胞癌和其他肾脏恶性肿瘤。然而,它表现出差的水溶性和不一致的口服药物吸收。在这方面,目前的研究工作需要通过热熔挤出(HME)技术开发和评估盐酸帕唑帕尼的挤出物,以提高溶解度和增加口服生物利用度。
    结果:使用诸如KollidonVA64,羟丙基甲基纤维素(HPMC),EudragitEPO,和Affinisol15LV以1:2的比例通过HME工艺通过实验室规模的18mm挤出机。借助自定义筛选设计(SAS的JMP软件,版本14.0)通过测量扭矩值来研究聚合物类型和增塑剂水平对挤出物加工性能质量的影响,外观,和崩解时间作为反应。含有KollidonVA64和Affinisol15LV的聚合物共混物产生相应的透明挤出物,虽然发现EudragitEPO和HPMC挤出物是不透明的白色和褐色,分别。此外,对工艺参数如螺杆转速和机筒温度的影响进行评估,使用确定的筛选设计对挤出物外观进行测量,扭矩,崩解时间,和溶解曲线。根据统计结果,可以得出结论,机筒温度对扭矩有显著影响,崩解时间,并在30分钟时溶解,而螺杆转速对响应变量影响不大。与KollidonVA64挤出物相比,Affinisol挤出物显示出较少的水分吸收和较快的溶解。在长达3个月的加速条件下,评估了Affinisol挤出物的多晶型稳定性,未发现重结晶。与游离帕唑帕尼药物和市售制剂相比,使用Affinisol聚合物的PZB-挤出物(测试制剂A)显示出显著更高的生物利用度(AUC)。
    BACKGROUND: Pazopanib hydrochloride (PZB) is a protein kinase inhibitor approved by the United States Food and Drug Administration and European agencies for the treatment of renal cell carcinoma and other renal malignancies. However, it exhibits poor aqueous solubility and inconsistent oral drug absorption. In this regard, the current research work entails the development and evaluation of the extrudates of pazopanib hydrochloride by the hot-melt extrusion (HME) technique for solubility enhancement and augmenting oral bioavailability.
    RESULTS: Solid dispersion of the drug was prepared using polymers such as Kollidon VA64, hydroxypropylmethylcellulose (HPMC), Eudragit EPO, and Affinisol 15LV in a 1:2 ratio by the HME process through a lab-scale 18 mm extruder. Systematic optimization of the formulation variables was carried out with the help of custom screening design (JMP Software by SAS, Version 14.0) to study the impact of polymer type and plasticizer level on the quality of extrudate processability by measuring the torque value, appearance, and disintegration time as the responses. The polymer blends containing Kollidon VA64 and Affinisol 15LV resulted in respective clear transparent extrudates, while Eudragit EPO and HPMC extrudates were found to be opaque white and brownish, respectively. Furthermore, evaluation of the impact of process parameters such as screw rpm and barrel temperature was measured using a definitive screening design on the extrude appearance, torque, disintegration time, and dissolution profile. Based on the statistical outcomes, it can be concluded that barrel temperature has a significant impact on torque, disintegration time, and dissolution at 30 min, while screw speed has an insignificant impact on the response variables. Affinisol extrudates showed less moisture uptake and faster dissolution in comparison to Kollidon VA64 extrudates. Affinisol extrudates were evaluated for polymorphic stability up to a 3-month accelerated condition and found no recrystallization. PZB-Extrudates using the Affinisol polymer (Test formulation A) revealed significantly higher bioavailability (AUC) in comparison to the free Pazopanib drug and marketed formulation.
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  • 文章类型: Journal Article
    口腔途径对于全身给药具有很大的前景和可能的益处。本研究涉及设计,通过使用QbD方法开发和优化马来酸依那普利(EM)的口腔片剂配方。我们使用干法制粒方法制备EM口腔片剂。在QTPP配置文件中,EM口腔片剂的CQAs是粘膜粘附强度,肿胀指数和药物释放(因变量);EM含片的CMA为Carbopol934P,HPMC-K100M和壳聚糖(独立变量)。稀释剂数量,选择混合时间和压缩力作为CPPs;Box-Behnkentdesign用于评估CMA和CPPs之间的关系。基于DoE,EMBT-18的优化配方的组成由20mgEM组成,15毫克卡波姆934p,17毫克HPMC-K100M,10mg的壳聚糖,30毫克PVPK-30,1毫克硬脂酸镁,16毫克甘露醇,1毫克阿斯巴甜,和50mg乙基纤维素。发现EMBT18的优化配方具有24.32±0.30g的粘膜粘合强度。与市售产品相比,溶胀指数为90.74±0.25%,药物释放持续10小时98.4±3.62%。释放时间长达8小时。我们试图设计一种马来酸依那普利的口腔片剂,用于治疗高血压的持续药物释放。由于创伤或无意识状况而不能服用口服药物的患者可以接受该制剂。开发一种新的医疗产品非常耗时,极其昂贵和高风险,成功的机会很小。因此,这项研究表明,EM片剂已经在市场上出售,但我们选择了口腔给药系统,使用QbD工具的新方法来准确地定位产品的质量。
    The buccal route has great prospects and possible benefits for the administration of drugs systemically. The present study involves designing, developing and optimising the buccal tablet formulation of Enalapril Maleate (EM) by using the QbD approach. We prepared the EM buccal tablets using the dry granulation method. In the QTPP profile, the CQAs for EM buccal tablets are Mucoadhesive strength, swelling index and drug release (dependent variables); the CMAs identified for EM buccal tablets were Carbopol 934P, HPMC-K100M and chitosan (independent variables). Diluent quantity, blending time and compression force were selected as CPPs; the Box-Behnkentdesign was used to evaluate the relationship between the CMAs and CPPs. Based on the DoE, the composition of the optimised formulation of EM BT-18 consists of 20mg of EM, 15 mg of carbopol 934p, 17 mg of HPMC-K100M, 10mg of chitosan, 30 mg of PVP K-30, 1 mg of magnesium stearate, 16 mg of Mannitol, 1 mg of aspartame, and 50 mg of Ethyl cellulose. The optimised formulation of EM BT 18 was found to have a Mucoadhesive strength of 24.32±0.30g. The swelling index was 90.74±0.25% and drug release was sustained up to 10 hours 98.4±3.62% compared to the marketed product, whose release was up to 8 hours. We attempted to design a buccal tablet of Enalapril Maleate for sustained drug release in the treatment of hypertension. Patients who cannot take oral medication due to trauma or unconscious conditions could receive the formulation. Development of a newly P.ceutical product is very time-consuming, extremely costly and high-risk, with very little chance of a successful outcome. Hence, this study showed EM tablets are already available on the market but we have chosen a buccal drug delivery system using a novel approach using QbD tools to target the quality of the product accurately.
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  • 文章类型: Journal Article
    包合物需要更高浓度的β环糊精(βCD),导致制剂体积增加,毒性,和生产成本。本系统综述使用设计质量(QbD)作为预测聚乙烯吡咯烷酮(PVP)作为三元物质解决包合物问题的潜在应用的工具,提供了全面的分析。我们回顾了2013年至2023年的623篇文献,并使用QbD概念选择了18篇研究论文进行统计和荟萃分析,以确定选择药物和PVP对包合物影响的最关键因素。QbD分析显示分子量(MW),分配系数(LogP),和辅助物质比例直接影响络合效率(CE),以吉布斯自由能(ΔG)表示的热力学稳定性,和药物释放百分比。然而,稳定常数(Ks)保持不受任何这些参数的影响。结果表明,低MW(250),中位数对数P(6),βCD:PVP比为2:3会导致更高的CE,较低的G,和改善药物释放。PVP提高药物溶解度,增强分娩和治疗效果,并抵消由于pH降低而导致的药物电离增加。在某些情况下,其庞大的性质和与CD分子的氢键可以形成非包合物。研究结果表明,PVP和β-环糊精之间存在潜在的分子相互作用,这可能增强了低MW和logP值小于9的药物的包合物的稳定性。系统评价表明,基于QbD的综合方法为未来的药物制剂研究提供了可复制的模板。
    Inclusion complexes require higher concentration of Beta cyclodextrins (βCD) resulting in increased formulation bulk, toxicity, and production costs. This systematic review offers a comprehensive analysis using Quality by design (QbD) as a tool to predict potential applications of Polyvinylpyrrolidone (PVP) as a ternary substance to address issues of inclusion complexes. We reviewed 623 documents from 2013 to 2023 and Eighteen (18) research papers were selected for statistical and meta-analysis using the QbD concept to identify the most critical factors for selecting drugs and effect of PVP on inclusion complexes. The QbD analysis revealed that Molecular weight (MW), Partition coefficient (Log P), and the auxiliary substance ratio directly affected complexation efficiency (CE), thermodynamic stability in terms of Gibbs free energy (ΔG), and percent drug release. However, Stability constant (Ks) remained unaffected by any of these parameters. The results showed that low MW (250), median Log P (6), and a βCD: PVP ratio of 2:3 would result in higher CE, lower G, and improved drug release. PVP improves drug solubility, enhances delivery and therapeutic outcomes, and counteracts increased drug ionization due to decreased pH. In certain cases, its bulky nature and hydrogen bonding with CD molecules can form non-inclusion complexes. The findings of the study shows that there is potential molecular interaction between PVP and β-cyclodextrins, which possibly enhances the stability of inclusion complexes for drug with low MW and log P values less than 9. The systematic review shows a comprehensive methodology based on QbD offers a replicable template for future investigations into drug formulation research.
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  • 文章类型: Journal Article
    该研究致力于采用质量设计(QbD)方法制造缓释己二酸(APA)口腔膜。利用热熔挤出技术开发了用于治疗口干症的薄膜。创建了以患者为中心的质量目标产品概况,并相应地确定了关键质量属性。三项早期制剂开发试验,辅以风险评估,使配方和工艺参数与产品质量标准保持一致。采用D-最优混合料设计,通过评估三个配方变量来系统优化配方:控释聚合物Eudragit®(ERSPO)的量,生物粘合剂Carbopol®(CBP971P),和成孔剂聚乙二醇(PEG1500)作为独立变量,以及在1、4和8小时内释放的%APA作为响应。使用实验软件设计(Design-Expert®),计算了总共16次实验运行,并使用ThermofisherScientificTM双螺杆挤出机挤出。所有薄膜均表现出可接受的含量均匀性和延长释放曲线,具有释放APA至少8小时的潜力。含有30%ERSPO的薄膜,10%CBP971P,20%PEG1500在8小时内释放了88.6%APA。增加CBP浓度可增强粘附性和溶胀能力,而降低ERSPO浓度可产生具有更高机械强度的薄膜。释放动力学非常适合Higuchi和Krosmeyer-Peppas模型,表明Fickian扩散释放机制。
    The study endeavors the fabrication of extended-release adipic acid (APA) buccal films employing a quality by design (QbD) approach. The films intended for the treatment of xerostomia were developed utilizing hot-melt extrusion technology. The patient-centered quality target product profile was created, and the critical quality attributes were identified accordingly. Three early-stage formulation development trials, complemented by risk assessment aligned the formulation and process parameters with the product quality standards. Employing a D-optimal mixture design, the formulations were systematically optimized by evaluating three formulation variables: amount of the release-controlling polymer Eudragit® (E RSPO), bioadhesive agent Carbopol® (CBP 971P), and pore forming agent polyethylene glycol (PEG 1500) as independent variables, and % APA release in 1, 4 and 8 h as responses. Using design of experiment software (Design-Expert®), a total of 16 experimental runs were computed and extruded using a Thermofisher ScientificTM twin screw extruder. All films exhibited acceptable content uniformity and extended-release profiles with the potential for releasing APA for at least 8 h. Films containing 30% E RSPO, 10% CBP 971P, and 20% PEG 1500 released 88.6% APA in 8 h. Increasing the CBP concentration enhanced adhesiveness and swelling capacities while decreasing E RSPO concentration yielded films with higher mechanical strength. The release kinetics fitted well into Higuchi and Krosmeyer-Peppas models indicating a Fickian diffusion release mechanism.
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  • 文章类型: Journal Article
    一个望远镜,通过应用设计原则的质量研究了两步合成。成功建立了由12个单独反应组成的动力学模型来描述合成和副反应。所得到的模型预测了工艺参数变化对总产量和质量的影响。通过改变工艺参数并显示模型预测的工艺响应来创建等高线图。过程响应满足预定质量要求的区域称为设计空间。在这些设计空间中探索了工艺参数的新范围。发现了新的条件,其增加了该方法的稳健性并且允许试剂的使用量的显著减少。进一步优化,基于新产生的知识,是预期的。改进可以是直接过程改进或控制策略的增强。制定的战略也可以应用于其他流程,加强未来和现有的研究和开发工作。
    A telescoped, two-step synthesis was investigated by applying Quality by Design principles. A kinetic model consisting of 12 individual reactions was successfully established to describe the synthesis and side reactions. The resulting model predicts the effects of changes in process parameters on total yield and quality. Contour plots were created by varying process parameters and displaying the model predicted process response. The areas in which the process response fulfils predetermined quality requirements are called design spaces. New ranges for process parameters were explored within these design spaces. New conditions were found that increased the robustness of the process and allowed for a considerable reduction of the used amounts of a reagent. Further optimizations, based on the newly generated knowledge, are expected. Improvements can either be direct process improvements or enhancements to control strategies. The developed strategies can also be applied to other processes, enhancing upcoming and preexisting research and development efforts.
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  • 文章类型: Journal Article
    针对连续制造(CM)的过程中质量监控和针对实时发布(RTR)测试的关键质量属性(CQA)评估,超声表征是一项关键技术,非侵入性,快速,和成本效益的性质。在超声质量评估中,有关药物片剂的超声波反应,其缺陷状态和质量参数是至关重要的。然而,超声CQA表征需要一个稳健的数学模型,这是传统的基于第一原理的建模方法无法获得的。使用实验数据的机器学习(ML)正在成为克服此类建模挑战的关键分析工具。在这项工作中,开发了一种新颖的基于深度神经网络的ML驱动的无损评估(ML-NDE)建模框架,及其提取和预测三个CQAs的有效性,即缺陷状态,压缩力水平,和崩解剂的量,已证明。使用机器人平板电脑处理实验设备,每个属性的不同波形数据集被获取并用于训练,正在验证,并测试各自的ML模型。本研究详细介绍了用于制药CM的高级算法质量评估框架,其中自动RTR测试对于开发具有成本效益的过程中实时监控系统至关重要。提出的ML-NDE方法已通过对单独(未使用)测试数据集的评估证明了其有效性。
    In in-process quality monitoring for Continuous Manufacturing (CM) and Critical Quality Attributes (CQA) assessment for Real-time Release (RTR) testing, ultrasonic characterization is a critical technology for its direct, non-invasive, rapid, and cost-effective nature. In quality evaluation with ultrasound, relating a pharmaceutical tablet\'s ultrasonic response to its defect state and quality parameters is essential. However, ultrasonic CQA characterization requires a robust mathematical model, which cannot be obtained with traditional first principles-based modeling approaches. Machine Learning (ML) using experimental data is emerging as a critical analytical tool for overcoming such modeling challenges. In this work, a novel Deep Neural Network-based ML-driven Non-Destructive Evaluation (ML-NDE) modeling framework is developed, and its effectiveness for extracting and predicting three CQAs, namely defect states, compression force levels, and amounts of disintegrant, is demonstrated. Using a robotic tablet handling experimental rig, each attribute\'s distinct waveform dataset was acquired and utilized for training, validating, and testing the respective ML models. This study details an advanced algorithmic quality assessment framework for pharmaceutical CM in which automated RTR testing is expected to be critical in developing cost-effective in-process real-time monitoring systems. The presented ML-NDE approach has demonstrated its effectiveness through evaluations with separate (unused) test datasets.
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  • 文章类型: Journal Article
    设计质量(QBD)是药物开发的系统方法,从预定义的目标开始,并强调基于合理的科学和风险管理对产品的理解。本研究的目的是利用QbD概念来开发稳定的负载肽的长效注射制剂。通过强制降解研究,实现了对肽降解机制的深入理解。阐明(酸)水解和氧化作为肽ACTY116的主要降解途径。产品的质量集中在风险评估上,确定了与每种配方的关键质量属性(CQA)相关的关键材料属性(CMA)和关键工艺参数(CPPs),导致制定相应的控制策略。通过采取正确的控制策略来增强三种LAI(长效可注射)制剂的CQA。选择对ACTY116表现出最高稳定性的LAI制剂用于随后在大鼠中的药代动力学研究。实现了解决肽化学不稳定性和体内长效释放的目的。对于其他具有敏感官能团如酰胺键的分子,氨基,和羟基,利用基于PLGA的原位凝胶作为稳定分子的LAI制剂提供了有价值的见解。
    Quality by design (QbD) serves as a systematic approach to pharmaceutical development, beginning with predefined objectives and emphasizing an understanding of the product based on sound science and risk management. The purpose of this study is to utilize the QbD concept to develop a stable peptide-loaded long-acting injection formulation. An in-depth comprehension of peptide degradation mechanisms was achieved through forced degradation investigations, elucidating (acid) hydrolysis and oxidation as the primary degradation pathways for the peptide ACTY116. The quality built into the product was focused on risk assessment, for which the critical material attributes (CMAs) and critical process parameters (CPPs) associated with the critical quality attributes (CQAs) of each formulation were identified, leading to the development of the corresponding control strategies. CQAs for three LAI (long-acting injectable) formulations were enhanced by taking the right control strategies. The LAI formulation exhibiting the highest stability for ACTY116 was chosen for subsequent pharmacokinetic investigations in rats. The objective of addressing peptide chemical instability and in vivo long-acting release was achieved. For other molecules with susceptible functionalities like amide bonds, amino groups, and hydroxyl groups, the utilization of PLGA-based in situ gel as an LAI formulation for stabilizing molecules provides valuable insights.
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  • 文章类型: Journal Article
    通过产品质量洞察实现生物制造过程的实时监控和控制仍然是生物制药行业的重点领域。目标是制造具有所需质量属性的产品。为了通过设计方法实现这种严格的以属性为中心的质量,至关重要的是支持开发持续提供高质量产品并促进产品商业化的流程。与离线分析测试相关的时间延迟会限制过程开发的速度。因此,开发和部署分析技术对于加速流程开发是必要的。在这项研究中,我们开发了微顺序注射过程分析仪和自动样品制备平台系统。这些创新解决了对自动,在线,实时样品采集和制备平台系统,用于过程监控,control,和释放生物制药。这些系统还可以作为离线分析系统部署在实验室区域和制造车间,以实现在良好的制造实践环境中制造的产品的快速测试和发布。
    Enabling real-time monitoring and control of the biomanufacturing processes through product quality insights continues to be an area of focus in the biopharmaceutical industry. The goal is to manufacture products with the desired quality attributes. To realize this rigorous attribute-focused Quality by Design approach, it is critical to support the development of processes that consistently deliver high-quality products and facilitate product commercialization. Time delays associated with offline analytical testing can limit the speed of process development. Thus, developing and deploying analytical technology is necessary to accelerate process development. In this study, we have developed the micro sequential injection process analyzer and the automatic assay preparation platform system. These innovations address the unmet need for an automatic, online, real-time sample acquisition and preparation platform system for in-process monitoring, control, and release of biopharmaceuticals. These systems can also be deployed in laboratory areas as an offline analytical system and on the manufacturing floor to enable rapid testing and release of products manufactured in a good manufacturing practice environment.
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