Scale-up

放大
  • 文章类型: Journal Article
    背景:解决土著粮食安全和粮食主权问题需要采取社区驱动的战略,以改善传统和当地粮食的获取和供应。整合土著领导的参与性方法支持了成功的计划实施。学习圈:当地健康食品到学校是一个参与性计划,召集包括食品生产者在内的一系列利益相关者,教育者和知识守护者计划,实施和监测当地食品系统的行动。在HaidaGwaii的试点工作(2014-2015年),不列颠哥伦比亚省(BC),在加强当地和传统食物获取方面,学习圈(LC)方法取得了有希望的成果,青年和青少年的知识和技能。因此,当前评估的目的是研究在海达民族内部纵向扩大LC的过程;并横向跨越三个不同的原住民背景:GitxsanNation,Hazelton/UpperSkeena,BC;Ministikwan湖Cree国家,萨斯喀彻温省;黑河原住民,2016年至2019年之间的曼尼托巴。
    方法:实现科学框架,福斯特-菲什曼和沃森(2012)ABLE变革框架,用于将LC理解为促进社区能力建设以加强当地粮食系统的参与性方法。面试(n=52),对会议摘要(n=44)和跟踪表(n=39)进行了主题分析。
    结果:LC促进了一个合作过程,以:(1)建立优势并探索增加准备和能力的方法,以回收传统和当地的粮食系统;(2)加强与土地的联系,社区一级的行动和多部门伙伴关系;(4)通过振兴传统食品推动非殖民化行动;(5)改善学校社区对当地健康和传统食品的供应和评价;(6)通过实现粮食主权和粮食安全的步骤促进整体健康。HaidaGwaii内部的扩大规模支持了不断增长的,强大的当地和传统食品系统,并增强了海达的领导力。这种方法在其他原住民环境中运作良好,尽管基线能力和冠军的存在是有利因素。
    结论:研究结果强调了LC是一种参与式方法,可以在社区粮食系统中建立能力并支持迭代计划行动。确定的优势和挑战支持扩展的机会,在其他具有不同粮食系统的土著社区采用和修改LC方法。
    BACKGROUND: Addressing Indigenous food security and food sovereignty calls for community-driven strategies to improve access to and availability of traditional and local food. Participatory approaches that integrate Indigenous leadership have supported successful program implementation. Learning Circles: Local Healthy Food to School is a participatory program that convenes a range of stakeholders including food producers, educators and Knowledge Keepers to plan, implement and monitor local food system action. Pilot work (2014-2015) in Haida Gwaii, British Columbia (BC), showed promising results of the Learning Circles (LC) approach in enhancing local and traditional food access, knowledge and skills among youth and adolescents. The objective of the current evaluation was therefore to examine the process of scaling-up the LC vertically within the Haida Nation; and horizontally across three diverse First Nations contexts: Gitxsan Nation, Hazelton /Upper Skeena, BC; Ministikwan Lake Cree Nation, Saskatchewan; and Black River First Nation, Manitoba between 2016 and 2019.
    METHODS: An implementation science framework, Foster-Fishman and Watson\'s (2012) ABLe Change Framework, was used to understand the LC as a participatory approach to facilitate community capacity building to strengthen local food systems. Interviews (n = 52), meeting summaries (n = 44) and tracking sheets (n = 39) were thematically analyzed.
    RESULTS: The LC facilitated a collaborative process to: (1) build on strengths and explore ways to increase readiness and capacity to reclaim traditional and local food systems; (2) strengthen connections to land, traditional knowledge and ways of life; (3) foster community-level action and multi-sector partnerships; (4) drive actions towards decolonization through revitalization of traditional foods; (5) improve availability of and appreciation for local healthy and traditional foods in school communities; and (6) promote holistic wellness through steps towards food sovereignty and food security. Scale-up within Haida Gwaii supported a growing, robust local and traditional food system and enhanced Haida leadership. The approach worked well in other First Nations contexts, though baseline capacity and the presence of champions were enabling factors.
    CONCLUSIONS: Findings highlight LC as a participatory approach to build capacity and support iterative planning-to-action in community food systems. Identified strengths and challenges support opportunities to expand, adopt and modify the LC approach in other Indigenous communities with diverse food systems.
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  • 文章类型: Journal Article
    本研究旨在开发一种用于食品包装的增值生物基聚合物产品。聚(3-羟基丁酸酯-共-3-羟基戊酸酯)(PHBV)是一种有前途的生物塑料,其加工性能和脆性受到限制,我们小组先前通过掺入与过氧化物和助剂相容的高分子量天然橡胶(NR)来解决。然而,在工业环境中的可加工性证明是困难的。环氧咖啡油(COE),一种源自废物的增塑剂,通过挤出掺入PHBV/NR/过氧化物/助剂基质中,并评价所得片材的性能。COE的掺入显着降低了PHBV/NR片材的氧气和水渗透性。最高降解温度Tpeak(°C)增加了约4.6°C,相对于原始PHBV,结晶度降低了约15.5%,表明良好的热稳定性。PHBV/NR共混物的熔融温度(Tm)和玻璃化转变温度(Tg)在COE掺入下保持不变。X-射线衍射(XRD)显示增塑共混物的晶体尺寸减小约10.36%。能量色散X射线分析(EDAX)和扫描电子显微镜(SEM)证实了良好的分散而没有相分离。增塑共混物的吸水率降低了61.02%,而表面接触角测量显示改进的耐水性。塑化的PHBV片材由于其高热稳定性而显示出环保包装膜的前景,有效的阻隔性能,和工业可扩展性。
    This study aimed to develop a value-added bio-based polymer product for food packaging. Poly(3-hydroxybutyrate-co-3-hydroxyvalerate) (PHBV) is a promising bioplastic with limitations in processability and brittleness, which our group previously addressed by incorporating high-molecular-weight natural rubber (NR) compatibilized with peroxide and coagent. Yet, processability in an industrial setting proved difficult. Coffee oil epoxide (COE), a waste-derived plasticizer, was incorporated into the PHBV/NR/peroxide/coagent matrix via extrusion, and properties of resulting sheets were evaluated. COE incorporation significantly decreased the oxygen and water permeability of the PHBV/NR sheets. Maximum degradation temperature Tpeak (°C) increased by ~4.6 °C, and degree of crystallinity decreased by ~15.5% relative to pristine PHBV, indicating good thermal stability. Melting (Tm) and glass transition temperatures (Tg) of the PHBV/NR blend remained unchanged with COE incorporation. X-ray diffraction (XRD) revealed ~10.36% decrease in crystal size for the plasticized blend. Energy-dispersive X-ray analysis (EDAX) and scanning electron microscopy (SEM) confirmed good dispersion with no phase separation. The water uptake capacity of the plasticized blend was reduced by 61.02%, while surface contact angle measurements showed improved water resistance. The plasticized PHBV sheet shows promise for environmentally friendly packaging films due to its high thermal stability, effective barrier properties, and industrial scalability.
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  • 文章类型: Journal Article
    先进的微生物组疗法已成为治疗多种疾病的有力方法。虽然基因工程微生物的遗传不稳定性是生物制造过程中众所周知的挑战,尚未对其进行高级微生物组疗法的研究。这里,在有和没有三种易错DNA聚合酶polB的两个菌株背景下,研究了产生白介素2和Aldafermin的工程大肠杆菌Nissle1917菌株的进化,DINB,和umuDC,这有助于宿主菌株的突变率。全基因组短读测序揭示了基于pMUT的生产质粒在连续传代约150代后的遗传不稳定性,使用自动化平台在六个不同菌株的五个独立谱系中进行高通量微生物进化。虽然在缺失易错的DNA聚合酶后可以观察到12%-43%的突变数量减少,生产相关基因的中断无法阻止,强调需要额外的策略来提高高级微生物组疗法的稳定性。
    Advanced microbiome therapeutics have emerged as a powerful approach for the treatment of numerous diseases. While the genetic instability of genetically engineered microorganisms is a well-known challenge in the scale-up of biomanufacturing processes, it has not yet been investigated for advanced microbiome therapeutics. Here, the evolution of engineered Escherichia coli Nissle 1917 strains producing Interleukin 2 and Aldafermin were investigated in two strain backgrounds with and without the three error-prone DNA polymerases polB, dinB, and umuDC, which contribute to the mutation rate of the host strain. Whole genome short-read sequencing revealed the genetic instability of the pMUT-based production plasmid after serial passaging for approximately 150 generations using an automated platform for high-throughput microbial evolution in five independent lineages for six distinct strains. While a reduction of the number of mutations of 12%-43% could be observed after the deletion of the error-prone DNA polymerases, the interruption of production-relevant genes could not be prevented, highlighting the need for additional strategies to improve the stability of advanced microbiome therapeutics.
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  • 文章类型: Journal Article
    许多有影响力的政策和科学机构呼吁在扩大儿童和青少年心理健康服务(CYMHS)方面取得更快的进展。CYMHS的许多创新为推进规模扩大提供了希望,但对现实世界的努力进展知之甚少。我们进行了范围审查,以确定在全球范围内扩大CYMHS的有希望的方法。在六个数据库中完成了搜索(学术搜索完成,CINAHL,MEDLINE,PsychInfo,PubMed,和WebofScience)。根据系统审查的首选报告项目和范围审查的荟萃分析扩展(PRISMA-ScR)清单进行文章选择和综合。根据Cochrane图书馆推荐的世界银行列出的LMIC国家的搜索过滤器,对中低收入国家(LMIC)进行了第二次搜索。作者在标题/摘要和全文审查中使用了双重编码策略。确定了符合资格标准的28篇文章,其中描述了22项举措(在11个不同的国家)。我们的审查发现,CYMHS中已发表的大多数扩大研究都没有通过设计或报告中的扩大框架来了解。尽管出现了有希望的方法,但已确定的文章中使用的方法和结果差异很大,限制了我们得出比较有效性结论的能力。在我们的评论中确定的成功和失败在很大程度上反映了更广泛的文献中的共识,即需要策略来更好地应对系统和政策实施的复杂性,同时确保CYMHS干预措施适合当地环境。
    Numerous influential policy and scientific bodies are calling for more rapid advances in the scale-up of child and youth mental health services (CYMHS). A number of CYMHS innovations hold promise for advancing scale-up but little is known about how real-world efforts are progressing. We conducted a scoping review to identify promising approaches to CYMHS scale-up across the globe. Searches were completed in six databases (Academic Search Complete, CINAHL, MEDLINE, PsychInfo, PubMed, and Web of Science). Article selection and synthesis were conducted in accordance to the Preferred Reporting Items for Systematic Reviews and Meta-Analysis extension for Scoping Reviews (PRISMA-ScR) checklist. A second search focused on low-and-middle-income countries (LMIC) was conducted based on the Cochrane Library recommended search filters of the World Bank listed LMIC countries. Authors used a double coding strategy during the title/abstract and full-text review. Twenty-eight articles meeting the eligibility criteria were identified that described 22 initiatives (in 11 different countries). Our review found the majority of published scale-up studies in CYMHS were not informed by scale-up frameworks in design or reporting. The methods and outcomes used in the identified articles were highly variable and limited our ability to draw conclusions about comparative effectiveness although promising approaches emerged. Successes and failures identified in our review largely reflect consensus in the broader literature regarding the need for strategies to better navigate the complexities of system and policy implementation while ensuring CYMHS interventions fit local contexts.
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  • 文章类型: Journal Article
    背景:学习卫生系统(LHS)-以证据产生和应用的周期为特征-越来越多的人认识到它们在改善公共卫生干预措施和优化健康影响方面的潜力;然而,很少有证据表明它们在公共卫生实践中的应用。这里,我们描述了澳大利亚公共卫生部门如何应用LHS方法来成功改进支持学校体育活动政策实施的模式.
    方法:这项工作是在强有力的研究实践伙伴关系的背景下进行的。LHS的核心能力包括:i)伙伴关系和利益相关者参与;ii)劳动力发展和学习健康社区;iii)多学科的科学专业知识;iv)实践数据收集和管理系统;v)证据监测和综合;vi)决策的治理和组织过程。使用了三个周期的数据生成和应用。在每个循环中,在新南威尔士州小学进行的随机对照试验用于生成有关支持模型对改善学校实施政府体育活动政策的有效性的数据,其交付成本,以及采用和可接受性等过程措施。每种类型的数据都进行了独立分析,合成,然后提交给一个多学科的研究人员和从业者团队,在与利益相关者协商后,导致协作决策,以逐步改进支持模型。
    结果:第1周期测试了支持模型的第一个版本(由针对已确定的政策实施障碍的五个实施策略组成),并显示了该模型在改善学校政策实施方面的可行性和有效性。进行了数据知情的更改,以增强影响,包括增加三个实施战略,以解决悬而未决的障碍。周期2(现在,测试了八个实施策略的一揽子计划)建立了模型的有效性和成本效益,以改善学校的政策实施。进行了数据知情变更,以降低交付成本,特别是采用最昂贵的策略来减少外部支持人员的面对面联系。第3周期表明,适应措施使交付的相对成本降至最低,而不会对效果产生不利影响。
    结论:通过此过程,我们确定了一种有效的,成本效益高,服务交付的可接受和可扩展的策略实现支持模型。这为寻求优化循证干预措施对健康的影响的其他机构提供了重要信息,以告知或支持LHS方法。
    BACKGROUND: Learning Health Systems (LHS) - characterised by cycles of evidence generation and application - are increasingly recognised for their potential to improve public health interventions and optimise health impacts; however there is little evidence of their application in the context of public health practice. Here, we describe how an Australian public health unit applied a LHS approach to successfully improve a model of support for implementation of a school-based physical activity policy.
    METHODS: This body of work was undertaken in the context of a strong research-practice partnership. Core LHS capabilities included: i) partnerships and stakeholder engagement; ii) workforce development and learning health communities; iii) multi-disciplinary scientific expertise; iv) practice data collection and management system; v) evidence surveillance and synthesis; and vi) governance and organisational processes of decision making. Three cycles of data generation and application were used. Within each cycle, randomised controlled trials conducted in NSW primary schools were used to generate data on the support model\'s effectiveness for improving schools\' implementation of a government physical activity policy, its delivery costs, and process measures such as adoption and acceptability. Each type of data were analysed independently, synthesised, and then presented to a multi-disciplinary team of researchers and practitioners, in consult with stakeholders, leading to collaborative decisions for incremental improvements to the support model.
    RESULTS: Cycle 1 tested the first version of the support model (composed of five implementation strategies targeting identified barriers of policy implementation) and showed the model\'s feasibility and efficacy for improving schools\' policy implementation. Data-informed changes were made to enhance impact, including the addition of three implementation strategies to address outstanding barriers. Cycle 2 (now, testing a package of eight implementation strategies) established the model\'s effectiveness and cost-effectiveness for improving school\'s policy implementation. Data-informed changes were made to reduce delivery costs, specifically adapting the costliest strategies to reduce in-person contact from external support personnel. Cycle 3 showed that the adaptations minimised the relative cost of delivery without adversely impacting on the effect.
    CONCLUSIONS: Through this process, we identified an effective, cost-effective, acceptable and scalable policy implementation support model for service delivery. This provides important information to inform or support LHS approaches for other agencies seeking to optimise the health impact of evidence-based interventions.
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  • 文章类型: Journal Article
    细胞和基因疗法是解决各种严重疾病和未满足需求的创新解决方案。过继细胞疗法(ACT),一种细胞免疫疗法,近年来由于嵌合抗原受体CAR-T产品的批准而受到青睐。市场研究表明,到2030年,该行业的价值预计将达到244亿美元,复合年增长率(CAGR)为21.5%。更重要的是,ACT被认为是有效的希望和未来,为全世界的医疗从业者和患者提供个性化的癌症治疗。这种治疗方法的重大全球势头突出表明,迫切需要将其确立为一种实用和标准化的方法。了解细胞培养条件如何影响T细胞的扩增和分化是至关重要的。然而,在确保制造过程的稳健性和可重复性方面存在持续的挑战。目前的研究评估了各种过继性T细胞培养平台,以实现数十亿细胞的大规模生产和高质量的细胞输出,同时细胞死亡最少。它检查了生物反应器参数等因素,媒体,补充和刺激。这项研究解决了制造中可扩展性和可重复性的基本挑战,这对于使过继性T细胞疗法成为一种可获得且强大的新型癌症疗法至关重要。
    Cell and gene therapies are an innovative solution to various severe diseases and unfulfilled needs. Adoptive cell therapy (ACT), a form of cellular immunotherapies, has been favored in recent years due to the approval of chimeric antigen receptor CAR-T products. Market research indicates that the industry\'s value is predicted to reach USD 24.4 billion by 2030, with a compound annual growth rate (CAGR) of 21.5%. More importantly, ACT is recognized as the hope and future of effective, personalized cancer treatment for healthcare practitioners and patients worldwide. The significant global momentum of this therapeutic approach underscores the urgent need to establish it as a practical and standardized method. It is essential to understand how cell culture conditions affect the expansion and differentiation of T-cells. However, there are ongoing challenges in ensuring the robustness and reproducibility of the manufacturing process. The current study evaluated various adoptive T-cell culture platforms to achieve large-scale production of several billion cells and high-quality cellular output with minimal cell death. It examined factors such as bioreactor parameters, media, supplements and stimulation. This research addresses the fundamental challenges of scalability and reproducibility in manufacturing, which are essential for making adoptive T-cell therapy an accessible and powerful new class of cancer therapeutics.
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  • 文章类型: Journal Article
    人类肝脏干细胞(HLSCs)作为细胞治疗的评估需要可扩展,控制膨胀过程。我们首先专注于定义HLSC膨胀的适当工艺参数,如种子密度,使用抗生素,常规2D培养系统中的最佳细胞年龄和临界代谢物浓度。为了扩大规模,我们将HLSC膨胀转移到多板和搅拌罐生物反应器系统,以确定其局限性。为了有效扩增,需要4000个细胞cm-2的接种密度。虽然生长没有受到抗生素的显著影响,乳酸和氨的浓度是重要的。观察到至少20个累积人口倍增(CPD)的最大扩展能力,确认HLSC的增长,身份和功能。对于HLSCs在多板生物反应器系统Xpansion(XPN)中的扩增,由于低kLa为0.076h-1,氧气供应策略得到了优化。XPN生物反应器的最终平均细胞密度为94±8×103个细胞cm-2,是T烧瓶中标准方法的两倍以上。然而,在更大的XPN50设备中,HLSC密度仅达到28±0.9×103细胞cm-2,而葡萄糖消耗率增加了8倍。在完全控制的2升搅拌罐生物反应器(STR)中,HLSC在均质微环境中使用先进的过程分析技术以与T-烧瓶和XPN50过程相当的速率扩增。最终,使用两种不同的生物反应器系统成功地扩大了HLSCs的规模,导致足够数量的可行的,用于治疗应用的功能性和未分化HLSCs。
    The assessment of human liver stem cells (HLSCs) as cell therapeutics requires scalable, controlled expansion processes. We first focused on defining appropriate process parameters for HLSC expansion such as seeding density, use of antibiotics, optimal cell age and critical metabolite concentrations in conventional 2D culture systems. For scale-up, we transferred HLSC expansion to multi-plate and stirred-tank bioreactor systems to determine their limitations. A seeding density of 4000 cells cm-2 was needed for efficient expansion. Although growth was not significantly affected by antibiotics, the concentrations of lactate and ammonia were important. A maximum expansion capacity of at least 20 cumulative population doublings (cPDs) was observed, confirming HLSC growth, identity and functionality. For the expansion of HLSCs in the multi-plate bioreactor system Xpansion (XPN), the oxygen supply strategy was optimized due to a low kLa of 0.076 h-1. The XPN bioreactor yielded a final mean cell density of 94 ± 8 × 103 cells cm-2, more than double that of the standard process in T-flasks. However, in the larger XPN50 device, HLSC density reached only 28 ± 0.9 × 103 cells cm-2, while the glucose consumption rate increased 8-fold. In a fully-controlled 2 L stirred-tank bioreactor (STR), HLSCs expanded at a comparable rate to the T-flask and XPN50 processes in a homogeneous microenvironment using advanced process analytical technology. Ultimately, the scale-up of HLSCs was successful using two different bioreactor systems, resulting in sufficient numbers of viable, functional and undifferentiated HLSCs for therapeutic applications.
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  • 文章类型: Journal Article
    早期发现镰状细胞病(SCD)对于降低受影响儿童的死亡率至关重要。苏里南目前缺乏针对SCD的新生儿筛查计划(NSP)。我们执行了一个试点计划来评估这一计划的可扩展性。从五个出生中心收集干燥的血斑并进行电泳分析。程序的可扩展性是使用不采用来评估的,放弃,扩大规模,传播,和可持续性框架。跨越六个领域的挑战(疾病,技术,价值主张,采用者系统,organization,和社会制度),被分层分类得很简单?,复杂?,还是复杂的?事实证明,执行主要面临复杂挑战的方案是困难的,而在主要复杂领域的方案可能无法实现。在5185例成功筛查的新生儿中,有33例(0.64%)检测到SCD。大多数领域被分类为简单或复杂。确定了苏里南的疾病检测和筛查技术适用性,有利的父母接受。方案实施只需要医务人员进行少量的例行调整。复杂的挑战包括依赖外部供应商进行技术维护,确保受影响的新生儿及时获得专门的儿科护理,并确保可持续的财务资金。扩大规模具有挑战性但可行,特别是有针对性地关注已确定的复杂挑战。
    The early detection of sickle cell disease (SCD) is vital to reduce mortality among affected children. Suriname currently lacks a newborn screening programme (NSP) for SCD. We performed a pilot programme to evaluate the scalability of such an initiative. Dried blood spots were collected from five birth centres and subjected to electrophoresis analysis. The programme scalability was evaluated using the non-adoption, abandonment, scale-up, spread, and sustainability framework. Challenges across six domains (illness, technology, value proposition, adopter system, organisation, and societal system), were categorised hierarchically as simple 😊, complicated 😐, or complex 😢. It has been proven that implementing programmes with mainly complicated challenges is difficult and those in mainly complex areas may be unachievable. SCD was detected in 33 of 5185 (0.64%) successfully screened newborns. Most of the domains were classified as simple or complicated. Disease detection and technology suitability for screening in Suriname were confirmed, with favourable parental acceptance. Only minor routine adjustment was required from the medical staff for programme implementation. Complex challenges included a reliance on external suppliers for technical maintenance, ensuring timely access to specialised paediatric care for affected newborns, and securing sustainable financial funding. Scaling up is challenging but feasible, particularly with a targeted focus on identified complex challenges.
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  • 文章类型: Journal Article
    这项研究的目的是使用悍马声共振(HAR)技术快速开发足够强大的穿心莲内酯纳米悬浮液(AG-NS)系统。该系统能有效提高AG的溶出性能,同时具有较高的稳定性和放大适应性。采用HAR技术对AG-NS的配方进行高通量优化,并逐步优化制备工艺。Z-Ave=223.99±3.16nm的最佳AG-NS,用聚乙烯吡咯烷酮K30和十二烷基硫酸钠成功制备了PDI=0.095±0.007和ζ电位=-33.20±0.58mV。最佳处方使用HAR技术成功放大了100和150倍,这是其商业规模生产的初步探索。AG-NS采用冷冻干燥和流化床技术进行固化,分别。使用各种分析技术详尽地表征了最佳AG-NS及其固化产物。HAR技术和干燥过程的高能量输入将部分药物转化为无定形状态。体外药物溶出研究表明,在两种溶出介质(pH1.2缓冲液和pH6.8缓冲液)下,AG-NS及其固化产品的药物溶出率均高于对照。AG-NS及其固化产品在短期稳定性和加速稳定性实验中成功保持了物理稳定性,分别。
    The aim of this study was to rapidly develop a sufficiently robust andrographolide nanosuspension (AG-NS) system using hummer acoustic resonance (HAR) technology. The system can effectively improve the dissolution properties of AG, while having high stability and scale-up adaptability. The formulation of AG-NS was optimized in a high-throughput manner using HAR technology and the preparation process was optimized stepwise. Optimal AG-NS with Z-Ave = 223.99 ± 3.16 nm, PDI=0.095 ± 0.007 and zeta potential = -33.20 ± 0.58 mV was successfully prepared with Polyvinylpyrrolidone K30 and Sodium dodecyl sulfate. The optimal prescription was successfully scaled up 100 and 150 times using HAR technology, which was the initial exploration of its commercial scale production. AG-NS was solidified using freeze drying and fluid bed technology, respectively. The optimal AG-NS and its solidified products were exhaustively characterized using various analytical techniques. The high energy input of HAR technology and drying process converted part of the drug into the amorphous state. The in-vitro drug dissolution studies demonstrated relatively higher drug dissolution for AG-NS and its solidified products compared to controls at both the dissolution media (pH 1.2 buffer and pH 6.8 buffer). AG-NS and its solidified products successfully maintained their physical stability in short-term stability and accelerated stability experiments, respectively.
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  • 文章类型: Journal Article
    T形偏最小二乘回归(T-PLSR)是一种有价值的机器学习技术,用于新药产品的配方和制造工艺开发。准确的T-PLSR模型需要具有多种配方和工艺条件的实验数据。然而,由于成本,使用大型制造设备收集全面的实验数据通常具有挑战性,时间,和大量的原材料消耗。本研究提出了T-PLSR和迁移学习(TL)的混合建模,以通过利用大量小规模制造数据进行模型构建来增强T-PLSR模型对大规模制造数据的预测性能。提出的T-PLSRTL方法已应用于实际案例研究,重点是将压片过程从经验丰富的压实模拟器扩展到经验不足的旋转压片机。T-PLSR+TL模型对新药产品的片剂质量属性的预测性能明显优于T-PLSR模型,无需使用新药产品的大规模生产数据。结果表明,通过使用小规模制造数据来覆盖缺乏大规模制造数据,T-PLSR+TL比T-PLSR更有能力解决新药产品。此外,T-PLSR+TL具有使用广泛数据库简化新药产品的配方和制造过程开发活动的潜力。
    T-shaped partial least squares regression (T-PLSR) is a valuable machine learning technique for the formulation and manufacturing process development of new drug products. An accurate T-PLSR model requires experimental data with multiple formulations and process conditions. However, it is usually challenging to collect comprehensive experimental data using large-scale manufacturing equipment because of the cost, time, and large consumption of raw materials. This study proposes a hybrid modeling of T-PLSR and transfer learning (TL) to enhance the prediction performance of a T-PLSR model for large-scale manufacturing data by exploiting a large amount of small-scale manufacturing data for model building. The proposed method of T-PLSR+TL was applied to a practical case study focusing on scaling up the tableting process from an experienced compaction simulator to a less-experienced rotary tablet press. The T-PLSR+TL models achieved significantly better prediction performance for tablet quality attributes of new drug products than T-PLSR models without using large-scale manufacturing data with new drug products. The results demonstrated that T-PLSR+TL is more capable of addressing new drug products than T-PLSR by using small-scale manufacturing data to cover a scarcity of large-scale manufacturing data. Furthermore, T-PLSR+TL holds the potential to streamline formulation and manufacturing process development activities for new drug products using an extensive database.
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