levodopa

左旋多巴
  • 文章类型: Journal Article
    当前的研究提出了一种基于ZnO/Co3O4纳米复合材料修饰的丝网印刷电极(ZnO/Co3O4NC/SPE)的简单而灵敏的传感器的创建,用于测定左旋多巴。在ZnO/Co3O4NC/SPE,观察到左旋多巴溶液在pH6.0磷酸盐缓冲溶液(PBS)中的氧化峰,该氧化峰更加分辨且更加增强。使用差分脉冲伏安法(DPV)测量左旋多巴,其显示出优异的线性范围(0.001-800.0μM)和检测限(0.81nM)。干扰的存在不影响左旋多巴在ZnO/Co3O4NC/SPE上的电化学响应,显示高选择性。使用制造的传感器已成功检测到真实样品中的左旋多巴。
    The current study presents the creation of a straightforward and sensitive sensor based on ZnO/Co3O4 nanocomposite modified screen-printed electrode (ZnO/Co3O4NC/SPE) for levodopa determination. At ZnO/Co3O4NC/SPE, an oxidative peak for levodopa solution in pH 6.0 phosphate buffer solution (PBS) were seen that were both more resolved and more enhanced. Levodopa was measured using differential pulse voltammetry (DPV), which showed an excellent linear range (0.001-800.0 μM) and detection limit (0.81 nM). The presence of interference did not affect the electrochemical response of levodopa at ZnO/Co3O4NC/SPE, demonstrating high selectivity. Levodopa in a real samples have been successfully detected using the manufactured sensor.
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  • 文章类型: Journal Article
    UNASSIGNED: To compare the dopamine transporter (DAT) density with other risk factors for L-DOPA-induced dyskinesia (LID) in patients with Parkinson\'s disease (PD), with and without LID.
    UNASSIGNED: We evaluated 67 subjects: 44 patients with idiopathic PD of varying degrees of severity (PD group), and 23 healthy age-matched volunteers (control group). Among the 44 patients in the PD group, 29 were male and the following means were recorded at baseline: age, 59 ± 7 years; disease duration, 10 ± 6 years; Hoehn and Yahr (H&Y) stage, 2.16 ± 0.65; and Unified Parkinson\'s Disease Rating Scale part III (UPDRS III) score, 29.74 ± 17.79. All subjects underwent 99mTc-TRODAT-1 SPECT. We also calculated specific uptake ratios or binding potentials in the striatum.
    UNASSIGNED: The DAT density in the ipsilateral and contralateral striata was lower in the PD group. The variables disease duration, L-DOPA dosage, doses per day, L-DOPA effect duration time, H&Y stage, and UPDRS III score explained the occurrence of LID. The DAT density in the ipsilateral striatum, contralateral striatum, and caudate nucleus was lower in the patients with LID than in those without.
    UNASSIGNED: Our findings suggest that presynaptic dopaminergic denervation is associated with LID in individuals with PD.
    UNASSIGNED: Comparar a densidade do transportador de dopamina (DAT) com outros fatores de risco para discinesia induzida pela L-DOPA em pacientes com doença de Parkinson, com e sem discinesias.
    UNASSIGNED: Sessenta e sete sujeitos, 23 voluntários saudáveis e 44 pacientes pareados por idade com diferentes graus de gravidade da doença de Parkinson idiopática (29 homens; idade média ± desvio-padrão (DP), 59 ± 7 anos; duração média ± DP dos sintomas, 10 ± 6 anos; H&Y: média ± DP, 2,16 ± 0,65; UPDRS III: média ± DP, 29,74 ± 17,79). Todos os sujeitos realizaram SPECT cerebral com 99mTc-TRODAT-1. Além disso, foram calculadas as taxas de captação específica ou potenciais de ligação no estriado.
    UNASSIGNED: A densidade de DAT do estriado ipsilateral ou contralateral foi menor no grupo doença de Parkinson. As variáveis duração da doença, dosagem de L-DOPA, doses por dia, tempo de duração do efeito da L-DOPA, H&Y e UPDRS III explicaram a ocorrência de discinesia. Adicionalmente, pacientes com discinesia exibiram menor densidade de DAT no estriado ipsilateral ou contralateral e no núcleo caudado do que os pacientes sem discinesia.
    UNASSIGNED: O presente estudo sugere que a denervação dopaminérgica pré-sináptica na doença de Parkinson está associada ao desenvolvimento de discinesia induzida pela L-DOPA.
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  • 文章类型: Journal Article
    帕金森病(PD)是一种逐渐恶化的影响神经系统的神经退行性疾病,以缓慢的进展和不同的症状为标志。它是第二常见的神经退行性疾病,影响了世界上600多万人。它的多因素病因包括环境,基因组,和表观遗传因素。临床症状包括非运动和运动症状,运动症状是经典的表现。治疗方法包括药理学,非药理学,和手术干预。传统的药物治疗包括给药(MAOIs,DA,和左旋多巴),而新出现的证据探讨了抗糖尿病药物用于神经保护和基因治疗以减轻帕金森病症状的潜力。非药物治疗,比如锻炼,富含钙的饮食,补充足够的维生素D,旨在减缓疾病进展和预防并发症。对于那些有药物引起的副作用和/或难治性症状的患者,手术是一种治疗选择。深部脑刺激是主要的手术选择,与运动症状改善有关。通过经皮内镜胃空肠造口术和便携式输液泵输注左旋多巴/卡比多巴肠凝胶成功地减少了“关闭”时间,出现非运动和运动症状的地方,增加“开启”时间。本文旨在解决PD的一般方面,并对PD的常规和最新治疗进展以及新兴治疗方法进行比较全面的综述。然而,需要进一步的研究来优化治疗并提供合适的替代方案。
    Parkinson\'s disease (PD) is a gradually worsening neurodegenerative disorder affecting the nervous system, marked by a slow progression and varied symptoms. It is the second most common neurodegenerative disease, affecting over six million people in the world. Its multifactorial etiology includes environmental, genomic, and epigenetic factors. Clinical symptoms consist of non-motor and motor symptoms, with motor symptoms being the classic presentation. Therapeutic approaches encompass pharmacological, non-pharmacological, and surgical interventions. Traditional pharmacological treatment consists of administering drugs (MAOIs, DA, and levodopa), while emerging evidence explores the potential of antidiabetic agents for neuroprotection and gene therapy for attenuating parkinsonian symptoms. Non-pharmacological treatments, such as exercise, a calcium-rich diet, and adequate vitamin D supplementation, aim to slow disease progression and prevent complications. For those patients who have medically induced side effects and/or refractory symptoms, surgery is a therapeutic option. Deep brain stimulation is the primary surgical option, associated with motor symptom improvement. Levodopa/carbidopa intestinal gel infusion through percutaneous endoscopic gastrojejunostomy and a portable infusion pump succeeded in reducing \"off\" time, where non-motor and motor symptoms occur, and increasing \"on\" time. This article aims to address the general aspects of PD and to provide a comparative comprehensive review of the conventional and the latest therapeutic advancements and emerging treatments for PD. Nevertheless, further studies are required to optimize treatment and provide suitable alternatives.
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  • 文章类型: Journal Article
    肠道微生物组中的种间途径已被证明可以代谢左旋多巴,帕金森病的主要治疗方法,并降低其生物利用度。虽然已经确定了酶促反应,建立所产生的大分子作为微生物代谢生物标志物的能力在技术上仍然具有挑战性。在这项研究中,我们利用基于非目标质谱的方法来研究粪肠球菌在左旋多巴代谢过程中产生的挥发性有机化合物(VOCs),产孢梭菌,还有LentaEggerthella.我们在有和没有它们各自的生物活性代谢物的情况下培养了这些生物,并检测到左旋多巴诱导的VOC谱变化。然后,我们利用生物信息学来确定2,6-二甲基吡嗪的显着差异,4,6-二甲基嘧啶,和4,5-二甲基嘧啶与其生物转化有关。用左旋多巴代谢酶抑制剂补充培养物显示出左旋多巴相关二嗪的特定调节,验证它们与新陈代谢的关系。此外,功能组分析描述了菌株特异性VOC谱,反映了代谢活性的种间差异,可用于评估个体患者的微生物组功能.总的来说,这项工作鉴定了微生物介导的左旋多巴代谢的先前未表征的代谢物,以确定该活性的潜在指标,并进一步阐明不同肠道细菌的代谢能力。
    Interspecies pathways in the gut microbiome have been shown to metabolize levodopa, the primary treatment for Parkinson\'s disease, and reduce its bioavailability. While the enzymatic reactions have been identified, the ability to establish the resulting macromolecules as biomarkers of microbial metabolism remains technically challenging. In this study, we leveraged an untargeted mass spectrometry-based approach to investigate volatile organic compounds (VOCs) produced during levodopa metabolism by Enterococcus faecalis, Clostridium sporogenes, and Eggerthella lenta. We cultured these organisms with and without their respective bioactive metabolites and detected levodopa-induced shifts in VOC profiles. We then utilized bioinformatics to identify significant differences in 2,6-dimethylpyrazine, 4,6-dimethylpyrimidine, and 4,5-dimethylpyrimidine associated with its biotransformation. Supplementing cultures with inhibitors of levodopa-metabolizing enzymes revealed specific modulation of levodopa-associated diazines, verifying their relationship to its metabolism. Furthermore, functional group analysis depicts strain-specific VOC profiles that reflect interspecies differences in metabolic activity that can be leveraged to assess microbiome functionality in individual patients. Collectively, this work identifies previously uncharacterized metabolites of microbe-mediated levodopa metabolism to determine potential indicators of this activity and further elucidate the metabolic capabilities of different gut bacteria.
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  • 文章类型: Journal Article
    精神病症状和妄想信念与健康和临床样本中的多巴胺传播有关,并且被认为至少部分是由于感知噪声中的虚幻模式所致。然而,关于多巴胺在检测噪声模式中的作用的现有文献尚无定论。为了解决这个问题,我们在双盲安慰剂对照的受试者内设计中评估了操纵多巴胺能神经传递对健康个体(n=48,n=19女性)虚幻模式感知的影响(参见https://osf.io/a4k9j/注册).我们预测个体在vs.离开L-DOPA更有可能感知到虚幻的模式,特别是仅包含噪声的图像中的对象。使用信号检测模型,然而,我们没有发现可靠的证据表明L-DOPA与安慰剂相比会增加误报率.Further,L-DOPA不能可靠地调节准确度,辨别灵敏度和反应偏差。在所有情况下,贝叶斯统计揭示了支持零假设的有力证据。任务设计遵循了先前关于虚幻模式感知的工作,每个条件包含有限数量的项目。因此,需要谨慎解释结果,因为权力是有限的。未来的研究应该使用更多的项目来解决虚幻的模式感知,并考虑到健康与健康的潜在剂量依赖性效应和差异效应临床样本。重要性陈述精神病和妄想信念与健康和临床样本中的多巴胺传播有关,并被认为部分是由于感知噪声中的虚幻模式所致。然而,关于多巴胺在检测虚幻模式中的作用的发现尚无定论。为了解决这个问题,我们评估了增强多巴胺传递对健康个体虚幻模式感知的影响.我们的假设,即增强多巴胺传递会增加参与者对噪声中虚幻模式的感知倾向,这一假设并未得到证实。这种无效效应表明,早期的发现可能不如以前认为的那么稳健,多巴胺和虚幻模式感知之间的关系可能会受到剂量依赖的影响,并且在健康与临床样本。
    Psychotic symptoms and delusional beliefs have been linked to dopamine transmission in both healthy and clinical samples and are assumed to result at least in part from perceiving illusory patterns in noise. However, the existing literature on the role of dopamine in detecting patterns in noise is inconclusive. To address this issue, we assessed the effect of manipulating dopaminergic neurotransmission on illusory pattern perception in healthy individuals (n = 48, n = 19 female) in a double-blind placebo-controlled within-subjects design (see preregistration at https://osf.io/a4k9j/). We predicted individuals on versus off ʟ-DOPA to be more likely to perceive illusory patterns, specifically objects in images containing only noise. Using a signal detection model, however, we found no credible evidence that ʟ-DOPA compared with placebo increased false alarm rates. Further, ʟ-DOPA did not reliably modulate measures of accuracy, discrimination sensitivity, and response bias. In all cases, Bayesian statistics revealed strong evidence in favor of the null hypothesis. The task design followed previous work on illusory pattern perception and comprised a limited number of items per condition. The results therefore need to be interpreted with caution, as power was limited. Future studies should address illusory pattern perception using more items and take into account potential dose-dependent effects and differential effects in healthy versus clinical samples.
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  • 文章类型: Journal Article
    帕金森病(PD)是一种无法治愈的疾病,进步,神经退行性疾病。随着PD的进展和症状的进展,患者越来越依赖家庭和照顾者。传统的成本效益分析(CEA)只考虑患者和付款人相关的结果,不承认对家庭的影响,看护者,更广泛的社会。这项新颖的社会投资回报率(SROI)分析旨在评估通过改善澳大利亚晚期PD(aPD)患者获得左旋多巴(LD)设备辅助疗法(DAT)所产生的更广泛影响。
    进行了为期三年的SROI预测分析。与aPD生活在一起的人及其家人被招募进行定性访谈或定量调查。次要研究和临床试验数据用于补充主要研究。结果在MicrosoftExcel™的SROI值图中进行评估和评估。根据支付意愿将财务代理分配给每个最终结果,经济估值,和重置价值。治疗成本投入来自药物福利计划(PBS)和医疗保险福利计划(MBS)公布的价格。
    进行了24次访谈,共收到55份调查回复。在澳大利亚,每投资1美元用于访问基于LD的DAT,估计创造了1.79美元的社会价值。超过3年,估计将投资277.16亿美元,创造4.0677亿美元的社会回报。这个值由与APD一起生活的人共享(27%),他们的合作伙伴(22%),儿童(36%),澳大利亚政府(15%)。创造的大部分价值本质上是社会和情感的,包括减少忧虑,增加与家人和朋友的联系,增加了对未来的希望。
    对基于LD的DAT的投资有望产生积极的社会回报。超过50%的价值是为与aPD一起生活的人的合作伙伴和子女创造的。在传统的CEA中不会捕获该值。SROI方法强调了投资于aPD治疗的重要性,捕捉通过改进对基于LD的数据的访问而创造的社会价值。
    UNASSIGNED: Parkinson\'s disease (PD) is an incurable, progressive, neurodegenerative disorder. As PD advances and symptoms progress, patients become increasingly dependent on family and carers. Traditional cost-effectiveness analyses (CEA) only consider patient and payer-related outcomes, failing to acknowledge impacts on families, carers, and broader society. This novel Social Return on Investment (SROI) analysis aimed to evaluate the broader impact created by improving access to levodopa (LD) device-aided therapies (DATs) for people living with advanced PD (aPD) in Australia.
    UNASSIGNED: A forecast SROI analysis over a three-year time horizon was conducted. People living with aPD and their families were recruited for qualitative interviews or a quantitative survey. Secondary research and clinical trial data was used to supplement the primary research. Outcomes were valued and assessed in a SROI value map in Microsoft Excel™. Financial proxies were assigned to each final outcome based on willingness-to-pay, economic valuation, and replacement value. Treatment cost inputs were sourced from Pharmaceutical Benefits Schedule (PBS) and Medicare Benefits Scheme (MBS) published prices.
    UNASSIGNED: Twenty-four interviews were conducted, and 55 survey responses were received. For every $1 invested in access to LD-based DATs in Australia, an estimated $1.79 of social value is created. Over 3 years, it was estimated $277.16 million will be invested and $406.77 million of social return will be created. This value is shared between people living with aPD (27%), their partners (22%), children (36%), and the Australian Government (15%). Most of the value created is social and emotional in nature, including reduced worry, increased connection to family and friends, and increased hope for the future.
    UNASSIGNED: Investment in LD-based DATs is expected to generate a positive social return. Over 50% of the value is created for the partners and children of people living with aPD. This value would not be captured in traditional CEA. The SROI methodology highlights the importance of investing in aPD treatment, capturing the social value created by improved access to LD-based DATs.
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  • 文章类型: Journal Article
    背景:早期,帕金森病(PD)长期生存的简单预测因子可能有助于识别高危患者,并且对于更个性化的治疗至关重要.
    方法:这个大,回顾性研究检查了诊断后1年较高的左旋多巴等效日剂量(LEDD)是否可预测长期生存.
    结果:接受≥600mgLEDD的292例患者与接受<600mgLEDD的2233例患者的死亡风险增加(风险比1.5;95%置信区间1.3-1.7),特别是年龄<75岁的患者(1.8;1.4-2.4)。
    结论:在PD中,较高的LEDD可能是死亡率增加的早期风险标志,可能是因为它反映了更严重的疾病。
    BACKGROUND: Early, simple predictors for long-term survival in Parkinson\'s disease (PD) may help identify patients at elevated risk and are crucial for more personalized treatment.
    METHODS: This large, retrospective study examined whether higher levodopa equivalent daily dose (LEDD) a year after diagnosis predicts long-term survival.
    RESULTS: Mortality risk was increased among 292 patients receiving ≥ 600 mg LEDD versus 2233 patients receiving < 600 mg LEDD (hazard ratio 1.5; 95% confidence interval 1.3-1.7), particularly among patients aged < 75 years (1.8; 1.4-2.4).
    CONCLUSIONS: In PD, higher LEDD can be an early risk marker of increased mortality, probably because it reflects more severe disease.
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  • 文章类型: Journal Article
    背景:语义流畅性是在有限的时间内从给定类别中命名项目的能力,它依赖于语义知识,工作记忆,和执行功能。与帕金森病(PD)患者相似,进行性核上性麻痹(PSP)患者在完善的语义流利度测试中得分低于健康成人.然而,目前还不清楚产生的单词有多独特。这项研究检查了PSP患者的语义流畅性与单词\'独特性之间的关系。
    方法:27例PSP理查森综合征(PSP-RS)患者,37例PD患者,41名健康对照(HC)进行了标准的语义流畅性测试(动物),他们的口头反应是录音的。我们用独特性来反映产生原创和有效作品的能力,也就是说,创造力。
    结果:与PD和HC组相比,PSP-RS组产生的正确单词和唯一单词更少。此外,HC和PD组的流畅性和独特性之间的相关性为正相关,而PSP-RS组则为负。重要的是,实际的左旋多巴剂量与流畅度呈正相关,但与PSP-RS的独特性呈负相关。服用较大剂量左旋多巴的PSP-RS患者倾向于产生更多正确的单词,但独特的单词较少。
    结论:这些结果表明,左旋多巴可能在PSP-RS的早期阶段调节语义流畅性和独特性。
    BACKGROUND: Semantic fluency is the ability to name items from a given category within a limited time, which relies on semantic knowledge, working memory, and executive function. Similar to patients with Parkinson\'s disease (PD), patients with progressive supranuclear palsy (PSP) scored lower than healthy adults in the well-established semantic fluency test. However, it is unclear how unique are the produced words. This study examined the relationship between semantic fluency and words\' uniqueness in patients with PSP.
    METHODS: Twenty-seven patients with PSP Richardson\'s syndrome (PSP-RS), 37 patients with PD, and 41 healthy controls (HC) performed a standard semantic fluency test (animals), and their verbal responses were audio-recorded. We used the uniqueness to reflect the ability to produce both original and effective work, that is, creativity.
    RESULTS: The PSP-RS group produced fewer correct words and fewer unique words than the PD and HC groups. Moreover, the correlation between fluency and uniqueness was positive in the HC and PD groups but negative in the PSP-RS group. Importantly, the actual levodopa dose was positively correlated with the fluency but negatively correlated with the uniqueness in PSP-RS. The PSP-RS patients who took a greater dose of levodopa tended to produce more correct words but fewer unique words.
    CONCLUSIONS: These results suggested that levodopa may modulate semantic fluency and uniqueness in the early stages of PSP-RS.
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  • 文章类型: Journal Article
    在向纹状体提供多巴胺的神经元单侧消融的啮齿动物中,多巴胺前体L-DOPA的慢性治疗诱导行为反应的进行性增加,一个被称为行为敏化的过程。这种致敏作用在抑制蛋白-3敲除小鼠中减弱。使用病毒介导的基因递送到这些小鼠的多巴胺耗尽的纹状体,我们发现arrestin-3的恢复完全挽救了行为敏感性,而其突变体在c-JunN末端激酶(JNK)激活方面没有缺陷。一种25个残基的抑制蛋白-3衍生肽,可促进JNK3在细胞中的活化,在直接途径纹状体神经元中普遍或选择性表达,也充分挽救了敏感性,而无活性的同源抑制蛋白2衍生肽则没有。行为拯救伴随着JNK3活性的恢复,正如多巴胺耗竭纹状体中转录因子c-Jun的JNK依赖性磷酸化所反映的那样。因此,抑制蛋白-3辅助JNK3在直接途径神经元中的激活是多巴胺消耗和慢性L-DOPA治疗后致敏的分子机制的关键要素。
    In rodents with unilateral ablation of neurons supplying dopamine to the striatum, chronic treatment with the dopamine precursor L-DOPA induces a progressive increase of behavioral responses, a process known as behavioral sensitization. This sensitization is blunted in arrestin-3 knockout mice. Using virus-mediated gene delivery to the dopamine-depleted striatum of these mice, we find that the restoration of arrestin-3 fully rescues behavioral sensitization, whereas its mutant defective in c-Jun N-terminal kinase (JNK) activation does not. A 25-residue arrestin-3-derived peptide that facilitates JNK3 activation in cells, expressed ubiquitously or selectively in direct pathway striatal neurons, also fully rescues sensitization, whereas an inactive homologous arrestin-2-derived peptide does not. Behavioral rescue is accompanied by the restoration of JNK3 activity, as reflected by JNK-dependent phosphorylation of the transcription factor c-Jun in the dopamine-depleted striatum. Thus, arrestin-3-assisted JNK3 activation in direct pathway neurons is a critical element of the molecular mechanism underlying sensitization upon dopamine depletion and chronic L-DOPA treatment.
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  • 文章类型: Journal Article
    背景和目标:目前,对于接受左旋多巴-卡比多巴肠凝胶(LCIG)治疗的晚期帕金森病(PD)患者,目前尚无预测临床结局的工具.这项研究的目的是开发一种新的深度神经网络模型,以预测LCIG治疗两年后晚期PD患者的临床结果。材料和方法:这是一个纵向的,2019年9月至2021年9月,在LCIG治疗的多中心注册表中,对59名晚期PD患者进行了24个月的观察性研究,其中包括43个运动障碍中心。数据集包括649个患者的测量值,形成不规则的时间序列,在预处理阶段,它们被转换成规则的时间序列。运动状态通过统一帕金森病评定量表(UPDRS)第III部分(关闭)和IV进行评估。通过NMS问卷(NMSQ)和老年抑郁量表(GDS)评估NMS,PDQ-39的生活质量以及Hoehn和Yahr的严重程度(HY)。多元线性回归,阿丽玛,SARIMA,使用长短期记忆-递归神经网络(LSTM-RNN)模型。结果:LCIG显著改善运动障碍持续时间和生活质量,男性进步了19%,女性进步了10%,分别。多元线性回归模型显示,PDQ-39和UPDRS-IV指数每增加一个单位,UPDRS-III减少1.5和4.39个单位,分别。尽管ARIMA-(2,0,2)模型是AIC标准101.8和验证标准MAE=0.25,RMSE=0.59和RS=0.49的最佳模型,但它无法长期预测PD患者的特征。在所有的时间序列模型中,LSTM-RNN模型以最高的准确度预测这些临床特征(MAE=0.057,RMSE=0.079,RS=0.0053,均方误差=0.0069).结论:LSTM-RNN模型预测,以最高的精度,LCIG治疗2年后晚期PD患者的性别依赖性临床结局.
    Background and Objectives: Currently, no tool exists to predict clinical outcomes in patients with advanced Parkinson\'s disease (PD) under levodopa-carbidopa intestinal gel (LCIG) treatment. The aim of this study was to develop a novel deep neural network model to predict the clinical outcomes of patients with advanced PD after two years of LCIG therapy. Materials and Methods: This was a longitudinal, 24-month observational study of 59 patients with advanced PD in a multicenter registry under LCIG treatment from September 2019 to September 2021, including 43 movement disorder centers. The data set includes 649 measurements of patients, which make an irregular time series, and they are turned into regular time series during the preprocessing phase. Motor status was assessed with the Unified Parkinson\'s Disease Rating Scale (UPDRS) Parts III (off) and IV. The NMS was assessed by the NMS Questionnaire (NMSQ) and the Geriatric Depression Scale (GDS), the quality of life by PDQ-39, and severity by Hoehn and Yahr (HY). Multivariate linear regression, ARIMA, SARIMA, and Long Short-Term Memory-Recurrent NeuralNetwork (LSTM-RNN) models were used. Results: LCIG significantly improved dyskinesia duration and quality of life, with men experiencing a 19% and women a 10% greater improvement, respectively. Multivariate linear regression models showed that UPDRS-III decreased by 1.5 and 4.39 units per one-unit increase in the PDQ-39 and UPDRS-IV indexes, respectively. Although the ARIMA-(2,0,2) model is the best one with AIC criterion 101.8 and validation criteria MAE = 0.25, RMSE = 0.59, and RS = 0.49, it failed to predict PD patients\' features over a long period of time. Among all the time series models, the LSTM-RNN model predicts these clinical characteristics with the highest accuracy (MAE = 0.057, RMSE = 0.079, RS = 0.0053, mean square error = 0.0069). Conclusions: The LSTM-RNN model predicts, with the highest accuracy, gender-dependent clinical outcomes in patients with advanced PD after two years of LCIG therapy.
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