intranasal administration

鼻内给药
  • 文章类型: Journal Article
    由于保护肺的生理屏障和内体截留现象,将反义寡核苷酸(ASO)递送至气道上皮细胞是艰巨的。这阻止了ASO到达它们的细胞内目标。涉及肽的各种递送策略-,lipid-,正在研究基于聚合物的载体,然而挑战依然存在。S10是一种基于肽的递送剂,能够在细胞内递送生物分子,如GFP,CRISPR相关核酸酶核糖核蛋白(RNP),基本编辑器RNP,和荧光肽在鼻内或气管内给药后进入肺细胞,雪貂,和恒河猴.在这里,我们证明,在单次鼻内滴注后,将S10共价连接到荧光标记的肽或功能性剪接转换磷酸二酰胺吗啉代寡聚物上可改善小鼠气道上皮的细胞内递送.数据显示,从气管到肺部远端区域的均匀输送,特别是进入气道内衬的细胞。定量测量进一步强调,与直接缀合(没有PEG接头)或经由永久硫醇-马来酰亚胺键缀合相比,经由二硫键通过聚乙二醇化(PEG)接头缀合是最有益的策略。我们相信,基于S10的缀合提供了在肺中实现具有治疗性质的肽和ASO的细胞内递送的伟大策略。
    Delivery of antisense oligonucleotides (ASOs) to airway epithelial cells is arduous due to the physiological barriers that protect the lungs and the endosomal entrapment phenomenon, which prevents ASOs from reaching their intracellular targets. Various delivery strategies involving peptide-, lipid-, and polymer-based carriers are being investigated, yet the challenge remains. S10 is a peptide-based delivery agent that enables the intracellular delivery of biomolecules such as GFP, CRISPR-associated nuclease ribonucleoprotein (RNP), base editor RNP, and a fluorescent peptide into lung cells after intranasal or intratracheal administrations to mice, ferrets, and rhesus monkeys. Herein, we demonstrate that covalently attaching S10 to a fluorescently labeled peptide or a functional splice-switching phosphorodiamidate morpholino oligomer improves their intracellular delivery to airway epithelia in mice after a single intranasal instillation. Data reveal a homogeneous delivery from the trachea to the distal region of the lungs, specifically into the cells lining the airway. Quantitative measurements further highlight that conjugation via a disulfide bond through a pegylated (PEG) linker was the most beneficial strategy compared with direct conjugation (without the PEG linker) or conjugation via a permanent thiol-maleimide bond. We believe that S10-based conjugation provides a great strategy to achieve intracellular delivery of peptides and ASOs with therapeutic properties in lungs.
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  • 文章类型: Journal Article
    鼻内胰岛素(INI)正在探索作为阿尔茨海默病(AD)的治疗方法。改善记忆,功能能力,和脑脊液(CSF)AD生物标志物谱在INI给药后观察到。然而,鼻内给药方式可能显著影响结局.
    显示使用Aptar药筒泵系统(CPS)鼻内输送系统将胰岛素可靠地输送到大脑。
    为了可视化INI生物分布,我们开发了一种新型PET放射性示踪剂,镓68-放射性标记(NOTA缀合)胰岛素,[68Ga]Ga-NOTA-胰岛素。我们使用AptarCPS向麻醉的健康成年长尾猴施用[68Ga]Ga-NOTA-胰岛素,并在PET/CT扫描后测量大脑区域活动和全身剂量测定。
    我们观察到在用AptarCPS鼻内施用后[68Ga]Ga-NOTA-胰岛素的脑渗透。放射性摄取见于多个区域,包括杏仁核,壳核,下丘脑,海马体,和脉络丛.在第二组Vervets中还建立了安全性和全身剂量学。安全性得到证实:生命体征保持稳定,血糖水平没有变化,并且没有器官暴露于超过2.5mSv的放射性。从vervet器官分布推断,可以估计人类[68Ga]Ga-NOTA-胰岛素吸收剂量,并且可以安全施用于人的[68Ga]Ga-NOTA-胰岛素的最大剂量被确定为185MBq。
    使用[68Ga]Ga-NOTA-胰岛素作为PET放射性示踪剂对于观察长尾猴的脑摄取是安全且有效的。Further,AptarCPS成功地将[68Ga]Ga-NOTA-胰岛素靶向大脑。该数据对于指导人体鼻内[68Ga]Ga-NOTA-胰岛素给药的未来研究至关重要。
    UNASSIGNED: Intranasal insulin (INI) is being explored as a treatment for Alzheimer\'s disease (AD). Improved memory, functional ability, and cerebrospinal fluid (CSF) AD biomarker profiles have been observed following INI administration. However, the method of intranasal delivery may significantly affect outcomes.
    UNASSIGNED: To show reliable delivery of insulin to the brain using the Aptar Cartridge Pump System (CPS) intranasal delivery system.
    UNASSIGNED: To visualize INI biodistribution, we developed a novel PET radiotracer, Gallium 68-radiolabeled (NOTA-conjugated) insulin, [68Ga]Ga-NOTA-insulin. We used the Aptar CPS to administer [68Ga]Ga-NOTA-insulin to anesthetized healthy adult vervet monkeys and measured brain regional activity and whole-body dosimetry following PET/CT scans.
    UNASSIGNED: We observed brain penetration of [68Ga]Ga-NOTA-insulin following intranasal administration with the Aptar CPS. Radioactive uptake was seen in multiple regions, including the amygdala, putamen, hypothalamus, hippocampus, and choroid plexus. A safety profile and whole-body dosimetry were also established in a second cohort of vervets. Safety was confirmed: vitals remained stable, blood glucose levels were unchanged, and no organ was exposed to more than 2.5 mSv of radioactivity. Extrapolations from vervet organ distribution allowed for estimation of the [68Ga]Ga-NOTA-insulin absorbed dose in humans, and the maximum dose of [68Ga]Ga-NOTA-insulin that can be safely administered to humans was determined to be 185 MBq.
    UNASSIGNED: The use of [68Ga]Ga-NOTA-insulin as a PET radiotracer is safe and effective for observing brain uptake in vervet monkeys. Further, the Aptar CPS successfully targets [68Ga]Ga-NOTA-insulin to the brain. The data will be essential in guiding future studies of intranasal [68Ga]Ga-NOTA-insulin administration in humans.
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  • 文章类型: Journal Article
    自1970年代以来,利巴韦林已被用作抗病毒剂来治疗各种病毒感染。在过去的几十年里,已经对利巴韦林的药理学进行了研究,并探讨了其在新适应症中使用的可能性。根据多项研究的结果,利巴韦林在治疗各种起源的恶性肿瘤中的功效已得到证实。此外,由于脑肿瘤手术治疗的复杂性,利巴韦林向大脑的靶向递送成为现有治疗方法的有希望的替代方案。活性药物成分(API)靶向脑肿瘤是通过鼻内药物递送经由鼻到脑机制实现的。此外,使用这种传递机制,在绕过血脑屏障(BBB)的同时可以到达大脑,从而避免了第一次通过肝脏的影响。尽管该方法具有显著的优势,它的应用有限制因素-粘膜纤毛清除,旨在从鼻粘膜表面去除异物。在原地,系统能够降低干扰因素对API的强度,并允许在鼻内给药期间实现最大生物利用度。
    Ribavirin has been used as an antiviral agent to treat a variety of viral infections since the 1970s. Over the past few decades, studies have been conducted on the pharmacology of ribavirin, and the possibility of its use in new indications has been explored. According to the results of a number of studies, ribavirin efficacy in the therapy of malignant neoplasms of various genesis has been proven. Furthermore, due to the complexity of brain tumor therapy using surgical methods, targeted delivery of ribavirin to the brain becomes a promising alternative to existing treatment methods. Targeting of active pharmaceutical ingredient (API) to the brain tumor is achieved by intranasal drug delivery via a Nose-to-Brain mechanism. In addition, using this delivery mechanism, it is possible to reach the brain while bypassing the blood-brain barrier (BBB), thus avoiding the effects of the first passage through the liver. Despite the significant advantages of the method, there are limiting factors to its application - mucociliary clearance, which aims to remove foreign bodies from the surface of the nasal mucosa. In situ, systems are able to reduce the intensity of interfering factors on API and allow the achievement of maximum bioavailability during intranasal administration.
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  • 文章类型: Journal Article
    肌萎缩侧索硬化症(ALS)是一种以进行性运动神经元变性为特征的致命疾病,缺乏有效的临床治疗方法。在这项研究中,我们评估了间充质干细胞来源的小细胞外囊泡(sEVs)鼻内递送是否是使用SOD1G93A小鼠治疗ALS的一种策略.体内追踪显示,鼻内递送的sEV进入中枢神经系统,并被脊髓神经元和一些小胶质细胞广泛吸收。鼻内接受sEV给药的SOD1G93A小鼠在运动性能和存活时间方面显示出显著的改善。sEV管理后,病理变化,包括脊髓运动神经元死亡和突触去神经,轴突脱髓鞘,神经肌肉接头变性和电生理缺陷,线粒体空泡化明显减轻。sEV给药减弱了促炎细胞因子和神经胶质反应的升高。蛋白质组学和转录组学分析揭示了SO1G93A小鼠脊髓中补体和凝血级联和NF-κB信号通路的上调,sEV给药显著抑制。通过使用Western印迹检测C1q和NF-κB表达进一步证实了变化。总之,sEV的鼻内给药通过抑制神经炎症和补体和凝血级联和NF-κB信号通路的过度激活有效地延迟ALS的进展,并且是ALS治疗的潜在选择。
    Amyotrophic lateral sclerosis (ALS) is a fatal disease characterized by progressive motoneuron degeneration, and effective clinical treatments are lacking. In this study, we evaluated whether intranasal delivery of mesenchymal stem cell-derived small extracellular vesicles (sEVs) is a strategy for ALS therapy using SOD1G93A mice. In vivo tracing showed that intranasally-delivered sEVs entered the central nervous system and were extensively taken up by spinal neurons and some microglia. SOD1G93A mice that intranasally received sEV administration showed significant improvements in motor performances and survival time. After sEV administration, pathological changes, including spinal motoneuron death and synaptic denervation, axon demyelination, neuromuscular junction degeneration and electrophysiological defects, and mitochondrial vacuolization were remarkably alleviated. sEV administration attenuated the elevation of proinflammatory cytokines and glial responses. Proteomics and transcriptomics analysis revealed upregulation of the complement and coagulation cascade and NF-ĸB signaling pathway in SOD1G93A mouse spinal cords, which was significantly inhibited by sEV administration. The changes were further confirmed by detecting C1q and NF-ĸB expression using Western blots. In conclusion, intranasal administration of sEVs effectively delays the progression of ALS by inhibiting neuroinflammation and overactivation of the complement and coagulation cascades and NF-ĸB signaling pathway and is a potential option for ALS therapy.
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  • 文章类型: Journal Article
    异常α-突触核蛋白(αSyn),包括αSyn的寡聚形式,在多系统萎缩患者的大脑中积累并引起神经元功能障碍。尚未开发针对异常αSyn聚集的神经保护药物用于治疗多系统萎缩。此外,早期治疗疾病对于阻止神经变性中神经元损伤的进展至关重要。在这项研究中,使用早期多系统萎缩小鼠模型和体外动力学分析,我们研究了鼻腔和口服海藻糖如何改善多系统萎缩的病理和临床症状。多系统萎缩模型在αSyn诱导后至少四周显示记忆障碍。行为和生理分析表明,鼻内和口服海藻糖可将记忆障碍逆转至接近正常水平。值得注意的是,海藻糖治疗减少了多系统萎缩模型脑中毒性αSyn的量并增加了αSyn的聚集形式。体外动力学分析证实海藻糖加速了αSyn的聚集体形成。根据我们的发现,我们提出了一种新的策略,通过加速αSyn聚集体形成导致减少对有毒αSyn低聚物的暴露,特别是在疾病进展的早期阶段。
    Abnormal α-synuclein (αSyn), including an oligomeric form of αSyn, accumulates and causes neuronal dysfunction in the brains of patients with multiple system atrophy. Neuroprotective drugs that target abnormal αSyn aggregation have not been developed for the treatment of multiple system atrophy. In addition, treating diseases at an early stage is crucial to halting the progress of neuronal damage in neurodegeneration. In this study, using early-stage multiple system atrophy mouse model and in vitro kinetic analysis, we investigated how intranasal and oral administration of trehalose can improve multiple system atrophy pathology and clinical symptoms. The multiple system atrophy model showed memory impairment at least four weeks after αSyn induction. Behavioural and physiological analyses showed that intranasal and oral administration of trehalose reversed memory impairments to near-normal levels. Notably, trehalose treatment reduced the amount of toxic αSyn and increased the aggregated form of αSyn in the multiple system atrophy model brain. In vitro kinetic analysis confirmed that trehalose accelerated the aggregate formation of αSyn. Based on our findings, we propose a novel strategy whereby accelerated αSyn aggregate formation leads to reduced exposure to toxic αSyn oligomers, particularly during the early phase of disease progression.
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  • 文章类型: Journal Article
    鼻内途径可以将多种物质从鼻子直接输送到大脑,通过嗅觉和三叉神经通路,绕过血脑屏障,避免全身吸收。尽管这条路线有潜力,各种管理方法使数据的可重复性和解释具有挑战性,强调建立一致的方法论的必要性。考虑到这一点,我们研究的目的是评估和比较两种染料体积(30μl和50μl)在大鼠尸体鼻腔中的分布.我们采用了三种不同的鼻内给药方法:滴鼻剂,通过移液管尖端,或插管插入鼻腔。结果表明,对于这两卷,使用滴鼻剂和移液管吸头方法,染料分散主要发生在前庭,呼吸和嗅觉区域,没有接触到嗅球。用套管法,沉积主要发生在呼吸和嗅觉区域,染料达到嗅球的66.7%和100%,分别,低量和高容量。此外,结果显示了两卷之间的差异,在咽部,喉部,气管,隔窗,和尖锐的乳头,在所有三种方法中,用50μl滴注观察到染料的存在增加。根据我们的结果,用套管鼻内给药是嗅觉区染料沉积的最有效方法.然而,有必要对活体动物进行进一步的研究,以确定和完善始终允许在嗅觉系统中特定沉积的给药方法。
    The intranasal route enables direct delivery of multiple substances from the nose to the brain, through olfactory and trigeminal pathways, bypassing the blood-brain barrier and avoiding systemic absorption. Despite the potential of this route, the various administration approaches make data reproducibility and interpretation challenging, emphasizing the necessity to establish a consistent methodology. Considering this, the aim of our study was to assess and compare the distribution of two dye volumes (30 µl and 50 µl) in the nasal cavity of rat cadavers. We employed three distinct methods of intranasal delivery: nose drops, by pipette tip, or cannula inserted into the nasal cavity. The results indicated that for both volumes, using the nose drops and the pipette tip methods, the dye dispersion occurred mainly in the vestibule, respiratory and olfactory regions, without reaching the olfactory bulbs. Using the cannula method, the deposition predominantly occurred in the respiratory and olfactory regions, with the dye reaching 66.7% and 100% of the olfactory bulbs, respectively, to low and high volume. Furthermore, the results demonstrated differences between the two volumes, in the pharynx, larynx, trachea, septal window, and incisive papilla, where an increased dye presence was observed with the 50 µl instillation across all three methods. According to our results, the intranasal delivery with a cannula was the most effective method for dye deposition in the olfactory region. However, further studies in live animals will be necessary to determine and refine the administration method that consistently allows specific deposition in the olfactory system.
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  • 文章类型: Journal Article
    白藜芦醇是广泛存在于植物中的天然酚类化合物。先前的研究表明,由于其抗氧化作用,其在脑缺血中的神经保护作用,抗炎,和抗凋亡作用。白藜芦醇鼻内给药增强其穿透血脑屏障的能力,提高治疗效果和安全性。
    我们旨在研究暴露于脑缺血的大鼠鼻内施用白藜芦醇治疗的治疗潜力。
    64只雄性大鼠分为三组:假手术组,仅暴露于手术压力;载体和白藜芦醇组,大脑中动脉闭塞后,鼻内接受载体或50mg/kg白藜芦醇7天,分别。我们评估了修改后的神经系统严重程度评分,电线悬挂试验,血脑屏障破坏,脑含水量,和梗死体积。基质金属蛋白酶-9,核因子-κB,检查了B细胞淋巴瘤蛋白2和B细胞淋巴瘤蛋白2相关的X信使RNA表达。
    在缺血后3天和7天,与接受媒介物的大鼠相比,接受鼻内白藜芦醇的大鼠具有更低的神经严重程度评分和更小的脑梗塞体积.此外,与媒介物组相比,鼻内白藜芦醇治疗的大鼠在缺血后7天表现出明显延长的挂线性能.白藜芦醇组的血脑屏障破坏和脑含水量显著低于媒介物组。此外,与媒介物组相比,白藜芦醇处理组显示基质金属蛋白酶-9和核因子-κB的表达较低,而B细胞淋巴瘤蛋白2相关X和B细胞淋巴瘤蛋白2的表达水平差异无统计学意义。
    鼻内给药白藜芦醇通过改善神经行为功能对缺血性卒中具有神经保护作用,减少血脑屏障的破坏,脑水肿,和梗死体积。这种治疗也下调基质金属蛋白酶-9和核因子-κB的表达,表明其作为缺血性卒中的治疗选择的潜力。
    UNASSIGNED: Resveratrol is a natural phenolic compound widely found in plants. Previous studies have suggested its neuroprotective role in cerebral ischemia due to its anti-oxidative, anti-inflammatory, and anti-apoptotic effects. Intranasal administration of resveratrol enhances its capacity to penetrate the blood-brain barrier, increasing therapeutic efficacy and safety.
    UNASSIGNED: We aimed to examine the therapeutic potential of intranasal administration of resveratrol treatment in rats exposed to cerebral ischemia.
    UNASSIGNED: Sixty-four male rats were divided into three groups: the sham group, which was exposed to only surgical stress; the vehicle and resveratrol groups, which received intranasal vehicle or 50 mg/kg resveratrol for 7 days following middle cerebral artery occlusion, respectively. We assessed the modified neurologic severity scores, wire hanging tests, blood-brain barrier disruption, brain water content, and infarct volume. Levels of matrix metalloproteinase-9, nuclear factor-kappa B, B-cell lymphoma protein 2, and B-cell lymphoma protein 2-associated X messenger RNA expression were examined.
    UNASSIGNED: At 3- and 7-days post-ischemia, rats receiving intranasal resveratrol had lower modified neurological severity scores and a smaller brain infarct volume than the rats receiving vehicle. Additionally, the intranasal resveratrol-treated rats showed significantly prolonged wire-hanging performance at the 7-day mark post-ischemia compared to the vehicle group. The blood-brain barrier disruption and brain water content were significantly lower in the resveratrol group than in the vehicle group. Furthermore, the resveratrol-treated group displayed lower expression of Matrix Metalloproteinase-9 and Nuclear Factor-Kappa B in contrast to the vehicle group, while the difference in expression levels of B-cell lymphoma protein 2-associated X and B-cell lymphoma protein 2 were not significant.
    UNASSIGNED: Intranasal administration of resveratrol showed neuroprotective effects on ischemic stroke by improving neurobehavioral function, reducing blood-brain barrier disruption, cerebral edema, and infarct volume. This treatment also downregulated Matrix Metalloproteinase-9 and Nuclear Factor-Kappa B expression, indicating its potential as a therapeutic option for ischemic stroke.
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  • 文章类型: Journal Article
    大鼠鼻内给予总牛脑神经节苷脂(6mg/kg)保护CA1海马神经元免于前脑缺血/再灌注损伤双血管闭塞模型(伴有低血压)引起的死亡。海马切片中活化小胶质细胞(Iba1)和星形胶质细胞(GFAP)标记蛋白的特异性抗体的免疫组织化学反应揭示了外源性神经节苷脂的神经保护作用,这主要可以通过它们抑制神经炎症和神经胶质增生的能力来解释。在假手术大鼠和缺血/再灌注动物中,海马CA1区神经营养因子BDNF的表达没有差异。然而,神经节苷脂的给药增加了对照组和缺血组的BDNF表达。鼻内给药途径允许使用较低浓度的神经节苷脂预防海马神经元的死亡。
    Intranasal administration of total bovine brain gangliosides (6 mg/kg) to rats protected the CA1 hippocampal neurons from the death caused by two-vessel occlusion model (with hypotension) of forebrain ischemia/reperfusion injury. The immunohistochemical reaction of specific antibodies to marker proteins of activated microglia (Iba1) and astrocytes (GFAP) in hippocampal slices revealed the neuroprotective effect of exogenous gangliosides which can be mostly explained by their ability to suppress neuroinflammation and gliosis. The expression of neurotrophic factor BDNF in the CA1 region of hippocampus did not differ in sham-operated rats and animals exposed to ischemia/reperfusion. However, the administration of gangliosides increased the BDNF expression in both control and ischemic groups. The intranasal route of administration allows using lower concentrations of gangliosides preventing the death of hippocampal neurons.
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  • 文章类型: Journal Article
    背景:鼻内右美托咪定的使用受到对其吸收药代动力学的有限理解的阻碍。
    方法:我们研究了全身麻醉成年患者仰卧位鼻内右美托咪定的药代动力学和可行性。28名35至80岁的患者,ASA1-3,体重在50到100公斤之间,我们招募了在全身麻醉下进行择期单侧全髋关节或膝关节置换术的患者.所有患者在麻醉诱导后鼻内给予100μg右美托咪定。从每个患者收集6个静脉血样品(在从右美托咪定施用的0、5、15、45、60、240分钟时间点),并测量右美托咪定血浆浓度。将鼻给药后的浓度-时间曲线与来自静脉内右美托咪定(n=202)的群体分析的早期数据合并,以便使用非线性混合效应来估计吸收参数。使用具有参数估计及其相关变异性的模拟(n=1000)来估计峰值浓度(CMAX)和时间(TMAX)。
    结果:有28名成年患者,平均(SD)年龄为66(8)岁,体重为83(10)kg。右美托咪定的平均体重调整剂量为1.22(0.15)μgkg-1。在鼻内给药(TMAX)后98分钟达到CMAX0.273μgL-1。右美托咪定的相对生物利用度为80%(95%CI75-91%)。吸收半衰期(TABS=120分钟;95%CI90-147分钟)比先前对成年患者的药代动力学研究慢。所有患者围手术期血流动力学均保持稳定。
    结论:全身麻醉期间仰卧位鼻内给药右美托咪定是可行的,生物利用度良好。与直立的清醒患者相比,这种给药方法吸收较慢,在TMAX持续数小时后达到浓度。
    BACKGROUND: The use of intranasal dexmedetomidine is hampered by a limited understanding of its absorption pharmacokinetics.
    METHODS: We examined the pharmacokinetics and feasibility of intranasal dexmedetomidine administered in the supine position to adult patients undergoing general anaesthesia. Twenty-eight patients between 35 and 80 years of age, ASA 1-3 and weight between 50 and 100 kg, who underwent elective unilateral total hip or knee arthroplasty under general anaesthesia were recruited. All patients received 100 μg of intranasal dexmedetomidine after anaesthesia induction. Six venous blood samples (at 0, 5, 15, 45, 60, 240 min timepoints from dexmedetomidine administration) were collected from each patient and dexmedetomidine plasma concentrations were measured. Concentration-time profiles after nasal administration were pooled with earlier data from a population analysis of intravenous dexmedetomidine (n = 202) in order to estimate absorption parameters using nonlinear mixed effects. Peak concentration (CMAX) and time (TMAX) were estimated using simulation (n = 1000) with parameter estimates and their associated variability.
    RESULTS: There were 28 adult patients with a mean (SD) age of 66 (8) years and weight of 83 (10) kg. The mean weight-adjusted dose of dexmedetomidine was 1.22 (0.15) μg kg-1. CMAX 0.273 μg L-1 was achieved at 98 min after intranasal administration (TMAX). The relative bioavailability of dexmedetomidine was 80% (95% CI 75-91%). The absorption half-time (TABS = 120 min; 95% CI 90-147 min) was slower than that in previous pharmacokinetic studies on adult patients. Perioperative haemodynamics of all patients remained stable.
    CONCLUSIONS: Administration of intranasal dexmedetomidine in the supine position during general anaesthesia is feasible with good bioavailability. This administration method has slower absorption when compared to awake patients in upright position, with consequent concentrations attained after TMAX for several hours.
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  • 文章类型: Journal Article
    在过去的几十年里,已经研究了鼻-脑递送作为将分子递送到中枢神经系统(CNS)的替代途径,绕过血脑屏障.已经广泛探索了使用纳米技术载体通过该途径促进药物转移。由于可能涉及不同的途径(系统或轴突),因此确切的运输机制尚不清楚。尽管在这一领域有大量的研究,各个方面仍然需要解决。例如,为了实现这一目标,合适的载体应该具有什么物理化学性质?为了确定载体特征之间的相关性(例如,粒径和表面电荷)和药物靶向效率百分比(DTE%)和直接转运百分比(DTP%),使用机器学习进行相关研究。
    在Pubmed上对2010年至2021年的文献进行了详细分析,以建立“NANOSE”数据库。回归分析已应用于利用机器学习技术。
    总共64篇研究文章被考虑用于构建NANOSE数据库(102种配方)。基于颗粒的制剂的特征在于平均尺寸在150-200nm之间并且呈现-10至-25mV的负ζ电位(ZP)。DTP/DTE值回归的最通用模型由决策树回归表示,其次是K-最近邻回归(Kneighbor回归)。
    文献综述显示,鼻-脑传递在神经退行性疾病中得到了广泛的研究。纳米系统的物理化学性质(平均尺寸和ZP)与DTE/DTP参数之间的相关性研究表明,对于DTP/DTE可预测性,ZP可能比粒径更重要。
    UNASSIGNED: In the last few decades, nose-to-brain delivery has been investigated as an alternative route to deliver molecules to the Central Nervous System (CNS), bypassing the Blood-Brain Barrier. The use of nanotechnological carriers to promote drug transfer via this route has been widely explored. The exact mechanisms of transport remain unclear because different pathways (systemic or axonal) may be involved. Despite the large number of studies in this field, various aspects still need to be addressed. For example, what physicochemical properties should a suitable carrier possess in order to achieve this goal? To determine the correlation between carrier features (eg, particle size and surface charge) and drug targeting efficiency percentage (DTE%) and direct transport percentage (DTP%), correlation studies were performed using machine learning.
    UNASSIGNED: Detailed analysis of the literature from 2010 to 2021 was performed on Pubmed in order to build \"NANOSE\" database. Regression analyses have been applied to exploit machine-learning technology.
    UNASSIGNED: A total of 64 research articles were considered for building the NANOSE database (102 formulations). Particle-based formulations were characterized by an average size between 150-200 nm and presented a negative zeta potential (ZP) from -10 to -25 mV. The most general-purpose model for the regression of DTP/DTE values is represented by Decision Tree regression, followed by K-Nearest Neighbors Regressor (KNeighbor regression).
    UNASSIGNED: A literature review revealed that nose-to-brain delivery has been widely investigated in neurodegenerative diseases. Correlation studies between the physicochemical properties of nanosystems (mean size and ZP) and DTE/DTP parameters suggest that ZP may be more significant than particle size for DTP/DTE predictability.
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