Parkinson Disease

帕金森病
  • 文章类型: Journal Article
    背景:帕金森病(PD)患者的手功能衰弱问题可能在多任务处理期间恶化。
    目的:研究双重任务干扰对轻度至中度重度PD患者pegboard任务的影响。
    方法:描述性分析。
    方法:对2006年在荷兰进行的ParkinsonNet理疗研究的基线数据进行的二次分析。在单任务和双任务条件下,用更多受影响的手进行了9孔桩测试。在双重任务试验中,增加了一个认知任务。患者特异性指标-帕金森氏病确定了两个功能优先组-报告手臂和手部问题作为联合健康管理的优先事项(“上肢优先事项”)和优先考虑其他问题(“其他优先事项”)。我们调查了不同疾病严重程度(Hoehn和Yahr阶段)和两个优先组的单任务和双任务表现的差异,并计算了双重任务效应。
    结果:参与者为566名PD患者(Hoehn和YahrI-IV期)。双任务干扰发生在每个疾病阶段。任务条件和疾病严重程度(F(3,559)=4.28,p=0.005)与任务条件和优先组(F(1,561)=4.44,p=0.036)之间存在显著的交互作用。在患有更晚期疾病或优先考虑上肢问题的参与者中,双重任务干扰更大。
    结论:我们在广泛的PD患者样本中描述了双重任务干扰对标准化灵活性测试的手表现影响更大。双重任务干扰可能会影响PD患者的日常生活,尤其是那些患有更严重疾病或报告手臂和手问题的人。对于临床医生来说,在上肢评估和治疗过程中考虑双重任务干扰是很重要的。
    BACKGROUND: Debilitating problems with hand function experienced by people with Parkinson\'s disease (PD) can worsen during multitasking.
    OBJECTIVE: To investigate the effects of dual-task interference on a pegboard task in people with mild to moderately severe PD.
    METHODS: Descriptive analysis.
    METHODS: A secondary analysis of baseline data from the ParkinsonNet physiotherapy study conducted in 2006 in the Netherlands. The 9-hole peg test was performed with the more affected hand under single- and dual-task conditions. In dual-task trials, a cognitive task was added. The patient specific index-Parkinson\'s disease identified two functional priority groups-those reporting arm and hand problems as a priority for allied health management (\"upper extremity priority\") and those prioritizing other issues (\"other priority\"). We investigated differences in single- and dual-task performance at different levels of disease severity (Hoehn and Yahr stage) and for the two priority groups, and calculated the dual-task effect.
    RESULTS: Participants were 566 people with PD (Hoehn and Yahr stages I-IV). Dual-task interference occurred at each disease stage. Significant interactions existed between the task condition and disease severity (F (3, 559) = 4.28, p = 0.005) and task condition and priority group (F (1, 561) = 4.44, p = 0.036). Dual-task interference was greater in participants with more advanced disease or those prioritizing upper extremity problems.
    CONCLUSIONS: We described the effects of dual-task interference on more affected hand performance of a standardized dexterity test in a broad sample of people with PD. Dual-task interference may impact the daily lives of people with PD, especially those with more severe disease or who report arm and hand problems. It is important for clinicians to consider dual-task interference during upper extremity assessment and treatment.
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  • 文章类型: Journal Article
    目的:本研究的目的是比较帕金森病伴轻度认知障碍(PD-MCI)患者和帕金森病伴认知正常(PD-CN)患者默认模式网络(DMN)子系统中有效连接的差异。目的是研究PD-MCI患者DMN功能障碍的潜在机制及其与PD-MCI临床认知功能的关系。
    方法:频谱动态因果模型(spDCM)用于分析DMN子系统在静息状态下功能磁共振成像(fMRI)数据的有效连通性,其中包括内侧前额叶皮层(MPFC),后扣带皮质(PCC),左右角回(LAG,RAG)在23例PD-MCI和22例PD-CN患者中,分别。采用双样本t检验对两组DMN子系统的有效连通性值进行统计学分析。采用Spearman相关分析检验两组间存在显著差异的子系统有效连接值与临床认知功能(以蒙特利尔认知评估量表(MoCA)评分测量)的相关性。
    结果:统计学分析显示MPFC-LAG和LAG-PCC有效连接在两个患者组之间存在显著差异(MPFC-LAG:t=-2.993,p<0.05;LAG-PCC:t=2.174,p<0.05)。
    结论:研究结果表明,在PD-MCI患者中发现了DMN子系统之间有效连接的异常强度和方向。
    OBJECTIVE: The objective of this study is to compare the differences in effective connectivity within the default mode network (DMN) subsystems between patients with Parkinson\'s disease with mild cognitive impairment (PD-MCI) and patients with Parkinson\'s disease with normal cognition (PD-CN). The mechanisms underlying DMN dysfunction in PD-MCI patients and its association with clinical cognitive function in PD-MCI are aimed to be investigated.
    METHODS: The spectral dynamic causal model (spDCM) was employed to analyze the effective connectivity of functional magnetic resonance imaging (fMRI) data in the resting state for the DMN subsystems, which include the medial prefrontal cortex (MPFC), posterior cingulate cortex (PCC), left and right angular gyrus (LAG, RAG) in 23 PD-MCI and 22 PD-CN patients, respectively. The effective connectivity values of DMN subsystems in the two groups were statistically analyzed using a two-sample t-test. The Spearman correlation analysis was used to test the correlation between the effective connectivity values of the subsystems with significant differences between the two groups and the clinical cognitive function (as measured by Montreal Cognitive Assessment Scale (MoCA) score).
    RESULTS: Statistical analysis revealed significant differences in the effective connections of MPFC-LAG and LAG-PCC between the two patient groups (MPFC-LAG: t = -2.993, p < 0.05; LAG-PCC: t = 2.174, p < 0.05).
    CONCLUSIONS: The study findings suggest that abnormal strength and direction of effective connections between DMN subsystems are found in PD-MCI patients.
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  • 文章类型: Journal Article
    帕金森病(PD)是一种神经退行性疾病,其特征是中脑黑质致密区多巴胺能神经元的进行性丧失和细胞内蛋白质聚集体的形成,称为路易体。其主要成分是蛋白质α-突触核蛋白。一些研究表明,线粒体在PD的发病机制中起着核心作用,包括家族性和散发形式的疾病。线粒体功能障碍归因于生物能损伤,氧化应激增加,线粒体DNA损伤,和线粒体形态的改变。这些改变可能导致中枢神经系统的不正常功能并最终导致神经变性。线粒体功能的扰动使其成为潜在的靶标,值得探索的神经保护疗法和改善PD的线粒体健康。因此,在当前的审查中,我们提供了针对PD中α-突触核蛋白病的基于线粒体的治疗方法的更新。
    Parkinson\'s disease (PD) is a neurodegenerative disorder characterized by the progressive loss of dopaminergic neurons in the substantia nigra pars compacta region of the midbrain and the formation of intracellular protein aggregates known as Lewy bodies, of which a major component is the protein α-synuclein. Several studies have suggested that mitochondria play a central role in the pathogenesis of PD, encompassing both familial and sporadic forms of the disease. Mitochondrial dysfunction is attributed to bioenergetic impairment, increased oxidative stress, damage to mitochondrial DNA, and alteration in mitochondrial morphology. These alterations may contribute to improper functioning of the central nervous system and ultimately lead to neurodegeneration. The perturbation of mitochondrial function makes it a potential target, worthy of exploration for neuroprotective therapies and to improve mitochondrial health in PD. Thus, in the current review, we provide an update on mitochondria-based therapeutic approaches toward α-synucleinopathies in PD.
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  • 文章类型: Journal Article
    脑深部电刺激(DBS)是临床上治疗帕金森病(PD)的常用方法。然而,仍然需要对其行动模式有一个完整的了解。DBS被认为主要通过电和神经化学途径起作用。此外,DBS还有其他作用机制。本文综述了DBS治疗PD的基本概念和应用。包括它的机制,临床意义,和最近的研究。
    Deep brain stimulation (DBS) is a common therapy for managing Parkinson\'s disease (PD) in clinical practice. However, a complete understanding of its mode of action is still needed. DBS is believed to work primarily through electrical and neurochemical pathways. Furthermore, DBS has other mechanisms of action. This review explores the fundamental concepts and applications of DBS in treating PD, including its mechanisms, clinical implications, and recent research.
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  • 文章类型: Journal Article
    帕金森病(PD)是一种使人衰弱的疾病,影响65岁及以上人群的1.8%。PD患者通常需要住院治疗,并且经常通过急诊科(ED)入院。值得注意的是,与没有PD的患者相比,他们的住院时间往往更长。这项研究的主要结果是比较在ED中接受卡比多巴-左旋多巴(CL)的患者与未接受卡比多巴治疗的患者的住院时间(LOS)。次要结果包括30天再入院率和用于躁动的可注射给药。此外,在亚分析中比较了在实施信息管理技术(IMT)警报前后接受CL的患者百分比.在这项回顾性研究中,数据库报告确定了在住院期间接受CL的患者。如果患者没有通过急诊室入院,则被排除在外,年龄小于65岁,或在ED后进入重症监护病房。对照组共266例,干预组217例。干预组LOS明显短于对照组(3.29天vs5.37天;P=0.002),30天再入院频率明显较低(P=0.032),和使用较少的注射搅拌(P=0.035)。IMT警报的子分析显示,在警报实施之前,28.5%的患者在急诊室接受CL;而在警觉后,该百分比增加到91.4%(P<0.001)。这项研究的结果发现,在ED中接受CL的PD患者组的LOS较短,降低30天的再入院率,与未在ED中接受CL的组相比,用于搅动的注射剂较少。考虑到CL的短半衰期和对PD的临床重要性,这种改善可能是由于CL供应的连续性。
    Parkinson\'s disease (PD) is a debilitating condition that affects 1.8% of people 65 years of age and older. Patients with PD often require hospitalization and are frequently admitted through the emergency department (ED). Notably, their hospital durations tend to be lengthier compared with patients without PD. The primary outcome of this research was to compare the length of stay (LOS) of patients who received carbidopa-levodopa (CL) in the ED with those who did not. Secondary outcomes included 30-day-readmission rates and administration of injectable for agitation. In addition, the percentage of patients receiving CL before and after an information management technology (IMT) alert implementation was compared in a sub-analysis. Patients that received CL during their inpatient stay were identified by a database report in this retrospective study. Patients were excluded if they were not admitted through the ED, younger than 65 years of age, or admitted to the intensive care unit after the ED. There was a total of 266 in the control group and 217 patients in the intervention group. The intervention group had a significantly shorter LOS than the control group (3.29 vs 5.37 days; P = 0.002), significantly less frequent 30-day readmissions (P = 0.032), and used fewer injectables for agitation (P = 0.035). The sub-analysis of the IMT alert revealed that prior to the alert\'s implementation, 28.5% of patients received CL in the ED; whereas post-alert, this percentage increased to 91.4% (P < 0.001). The results of this study found that the group of PD patients who received CL in the ED had shorter LOS, lower 30-day readmissions, and used less injectables for agitation compared with the group that did not receive CL in the ED. This improvement is possibly due to continuity of CL supply considering its short half-life and clinical importance for PD.
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  • 文章类型: Journal Article
    背景:帕金森病(PD)是一种进行性神经退行性疾病,以运动和非运动系统表现和精神症状为特征。这项研究的目的是根据患病率和死亡率数据,使用疾病-死亡模型和相应的偏微分方程(PDE)来估计德国PD的年龄和性别特定发生率。
    方法:基于描述疾病-死亡模型动态的PDE,使用已发表的患病率和死亡率估算了德国年龄和性别特异性PD的发病率.患病率由中央法定医疗保险研究所(子)提供2010年至2019年期间的患病率。根据挪威的可比人口数据估计帕金森病相关死亡率。自举用于发病率估计(5000个样本的中值),并获得95%置信区间以解释发病率估计的准确性。
    结果:男性在所有年龄段的PD发病率均高于女性。两组的最高发病率(5000个引导样本的中位数)估计为85岁,男性发病率为每100,000人年538.49(py),女性发病率为每100,000py。随着自举95%CI宽度的增加,老年人的估计显示出更大的不确定性。
    结论:疾病-死亡模型和相应的PDE,它描述了患病率的变化,作为死亡率和发病率的函数,可用于估计PD作为慢性疾病的发病率。由于这种方法不太可能高估发病率,我们发现帕金森病的发病率适合进一步分析,偏倚风险较低.
    BACKGROUND: Parkinson\'s disease (PD) is a progressive neurodegenerative disorder characterized by motor and nonmotor system manifestations and psychiatric symptoms. The aim of this study was to estimate the age- and sex-specific incidence of PD in Germany using an illness-death model and a corresponding partial differential equation (PDE) based on prevalence and mortality data.
    METHODS: Based on a PDE that describes the dynamics in an illness-death model, the age- and sex-specific incidence of PD in Germany was estimated using published prevalence and mortality rates. Prevalence rates were provided by the Central Institute for Statutory Health Insurance (Zi) for the period from 2010 to 2019. Parkinson\'s related mortality was estimated based on comparable population data from Norway. Bootstrapping was used for incidence estimation (median of 5000 samples) and to obtain 95% confidence intervals to interpret the accuracy of the incidence estimation.
    RESULTS: Men had higher incidences of PD than women at all ages. The highest incidences (median of 5000 bootstrap samples) for both groups were estimated for the age of 85 years with an incidence of 538.49 per 100,000 person-years (py) in men and 284.09 per 100,000 py in women, with an increasing width of bootstrapping 95% CIs showing greater uncertainty in the estimation at older ages.
    CONCLUSIONS: The illness-death model and the corresponding PDE, which describes changes in prevalence as a function of mortality and incidence, can be used to estimate the incidence of PD as a chronic disease. As overestimation of incidence is less likely with this method, we found incidence rates of Parkinson\'s disease that are suitable for further analyses with a lower risk of bias.
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  • 文章类型: Journal Article
    背景:遗传检测对于确定参与帕金森病(PD)患者的临床试验至关重要,这些患者携带葡萄糖脑苷脂酶(GBA)或富亮氨酸重复激酶2(LRRK2)基因变异体。受过神经遗传学或遗传咨询培训的专业人员的有限可用性是增加测试的主要障碍。远程医疗解决方案,以增加获得遗传学教育可以帮助解决有关顾问可用性的问题,并为患者和家庭成员提供选择。
    目标:作为预测试遗传咨询的替代方案,我们开发了一种基于网络的遗传学教育工具,该工具专注于PD的GBA和LRRK2测试,称为“帕金森病信息和教育遗传咨询交互式多媒体方法”(IMAGINE-PD),并进行了用户测试和可用性测试.目的是进行用户和可用性测试,以获得利益相关者的反馈,以改进IMAGINE-PD。
    方法:遗传咨询师和PD和神经遗传学主题专家为IMAGINE-PD开发了专门针对GBA和LRRK2基因检测的内容。根据美国卫生与人类服务部的研究,对11名运动障碍专家和13名PD患者进行了结构化访谈,以评估用户测试中IMAGINE-PD的内容,并对12名PD患者进行了访谈,以评估高保真原型的可用性。基于研究的网页设计和可用性指南。定性数据分析告知更改以创建IMAGINE-PD的最终版本。
    结果:由3名评估者审查了定性数据。主题是从运动障碍专家和PD患者在用户测试中的3个方面的反馈数据中确定的:内容,例如所涵盖的主题,网站导航等功能,以及图片和颜色等外观。同样,可用性测试反馈的定性分析确定了这3个领域的其他主题。考虑到评论的重要性和类似评论的频率,审稿人之间达成共识,确定了反馈的关键点。在用户测试和可用性测试阶段,根据评估人员在每个主题内的共识建议,对IMAGINE-PD进行了改进,以创建IMAGINE-PD的最终版本。
    结论:内容审查和可用性测试的用户测试已对IMAGINE-PD进行了改进,GBA和LRRK2测试的遗传学教育工具。正在将这种由利益相关者知情的干预措施与标准的远程遗传咨询方法进行比较。
    BACKGROUND: Genetic testing is essential to identify research participants for clinical trials enrolling people with Parkinson disease (PD) carrying a variant in the glucocerebrosidase (GBA) or leucine-rich repeat kinase 2 (LRRK2) genes. The limited availability of professionals trained in neurogenetics or genetic counseling is a major barrier to increased testing. Telehealth solutions to increase access to genetics education can help address issues around counselor availability and offer options to patients and family members.
    OBJECTIVE: As an alternative to pretest genetic counseling, we developed a web-based genetics education tool focused on GBA and LRRK2 testing for PD called the Interactive Multimedia Approach to Genetic Counseling to Inform and Educate in Parkinson\'s Disease (IMAGINE-PD) and conducted user testing and usability testing. The objective was to conduct user and usability testing to obtain stakeholder feedback to improve IMAGINE-PD.
    METHODS: Genetic counselors and PD and neurogenetics subject matter experts developed content for IMAGINE-PD specifically focused on GBA and LRRK2 genetic testing. Structured interviews were conducted with 11 movement disorder specialists and 13 patients with PD to evaluate the content of IMAGINE-PD in user testing and with 12 patients with PD to evaluate the usability of a high-fidelity prototype according to the US Department of Health and Human Services Research-Based Web Design & Usability Guidelines. Qualitative data analysis informed changes to create a final version of IMAGINE-PD.
    RESULTS: Qualitative data were reviewed by 3 evaluators. Themes were identified from feedback data of movement disorder specialists and patients with PD in user testing in 3 areas: content such as the topics covered, function such as website navigation, and appearance such as pictures and colors. Similarly, qualitative analysis of usability testing feedback identified additional themes in these 3 areas. Key points of feedback were determined by consensus among reviewers considering the importance of the comment and the frequency of similar comments. Refinements were made to IMAGINE-PD based on consensus recommendations by evaluators within each theme at both user testing and usability testing phases to create a final version of IMAGINE-PD.
    CONCLUSIONS: User testing for content review and usability testing have informed refinements to IMAGINE-PD to develop this focused, genetics education tool for GBA and LRRK2 testing. Comparison of this stakeholder-informed intervention to standard telegenetic counseling approaches is ongoing.
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  • 文章类型: Journal Article
    背景:老年人群神经退行性疾病(NDD)的管理通常要求很高,并且涉及各种医疗保健服务机构提供的护理,导致医疗保健系统在成本和资源方面承担更大的负担。各种卫生服务在综合医疗模式中的融合,与信息和通信技术(ICT)共同启用和采用,已被确定为有效的替代医疗保健解决方案。然而,它的广泛实施面临着巨大的挑战。综合信通技术的开发和实施都与患者和保健专业人员以外的不同利益攸关方群体的合作和接受联系在一起,据报道,这些群体之间的需求和偏好存在差异。
    目标:补充以前的出版物,报告了欧盟资助的项目PROCare4Life(促进老年人生活质量的个性化综合护理)的开发中最终用户的需求和要求,本文旨在报告来自各个领域的其他关键利益相关者的意见,包括学术界,媒体,市场,和决策,改善基于ICT的综合医疗保健平台的可接受性和实施,以支持NDD的管理。
    方法:该研究包括2020年6月至8月在5个欧洲国家(德国,意大利,葡萄牙,罗马尼亚,和西班牙)。面试大多在网上进行,除非参与者要求亲自面试。在这些情况下,应用了COVID-19PROCare4Life安全程序。
    结果:本研究确定了2个主题和5个子主题。用户参与度,提供培训和教育,媒体发挥的作用被确定为战略措施,以确保基于ICT的医疗保健平台的可接受性。预计可持续供资和与当局的合作是执行过程中需要考虑的其他问题。
    结论:强调了以用户为中心的设计方法在确保用户参与基于ICT的平台开发方面的重要性。可以通过在用户的努力之间建立协同作用来解决阻碍基于ICT的医疗保健平台的可接受性和实施的最常见挑战,学术利益相关者,开发者,政策制定者,和决策者。为了支持未来开发基于ICT的医疗保健平台的项目,这项研究概述了在研究用户需求时可以整合的以下建议:(1)正确识别未来用户群体面临的特殊挑战,同时不忽视他们的社会和临床环境;(2)反复评估未来用户的数字技能和他们对拟议平台的接受程度;(3)使ICT平台的功能与未来用户的实际需求相一致;(4)让主要利益相关者参与指导思考如何在未来实施平台。
    RR2-10.2196/22463。
    BACKGROUND: The management of neurodegenerative diseases (NDDs) in older populations is usually demanding and involves care provision by various health care services, resulting in a greater burden on health care systems in terms of costs and resources. The convergence of various health services within integrated health care models, which are enabled and adopted jointly with information and communication technologies (ICTs), has been identified as an effective alternative health care solution. However, its widespread implementation faces formidable challenges. Both the development and implementation of integrated ICTs are linked to the collaboration and acceptance of different groups of stakeholders beyond patients and health care professionals, with reported discrepancies in the needs and preferences among these groups.
    OBJECTIVE: Complementing a previous publication, which reported on the needs and requirements of end users in the development of the European Union-funded project PROCare4Life (Personalized Integrated Care Promoting Quality of Life for Older People), this paper aimed to report on the opinions of other key stakeholders from various fields, including academia, media, market, and decision making, for improving the acceptability and implementation of an integrated ICT-based health care platform supporting the management of NDDs.
    METHODS: The study included 30 individual semistructured interviews that took place between June and August 2020 in 5 European countries (Germany, Italy, Portugal, Romania, and Spain). Interviews were mostly conducted online, except in cases where participants requested to be interviewed in person. In these cases, COVID-19 PROCare4Life safety procedures were applied.
    RESULTS: This study identified 2 themes and 5 subthemes. User engagement, providing training and education, and the role played by the media were identified as strategic measures to ensure the acceptability of ICT-based health care platforms. Sustainable funding and cooperation with authorities were foreseen as additional points to be considered in the implementation process.
    CONCLUSIONS: The importance of the user-centered design approach in ensuring the involvement of users in the development of ICT-based platforms has been highlighted. The most common challenges that hinder the acceptability and implementation of ICT-based health care platforms can be addressed by creating synergies among the efforts of users, academic stakeholders, developers, policy makers, and decision makers. To support future projects in developing ICT-based health care platforms, this study outlined the following recommendations that can be integrated when conducting research on users\' needs: (1) properly identify the particular challenges faced by future user groups without neglecting their social and clinical contexts; (2) iteratively assess the digital skills of future users and their acceptance of the proposed platform; (3) align the functionalities of the ICT platform with the real needs of future users; and (4) involve key stakeholders to guide the reflection on how to implement the platform in the future.
    UNASSIGNED: RR2-10.2196/22463.
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  • 文章类型: Journal Article
    目的:帕金森病(PD)是我们老龄化社会中常见的进行性神经退行性疾病。早期PD生物标志物需要及时的临床干预和病理生理学的理解。由于PD的特征之一是黑质致密质中多巴胺能神经元的进行性丢失,我们提出了一种特征提取方法,用于分析PD和非PD患者之间黑质的差异。
    方法:我们提出了一种基于秩-1张量分解的体积图像特征提取方法。此外,我们应用了一种特征选择方法,该方法排除了PD和非PD之间的共同特征。我们收集了263名患者的神经黑色素图像:124名PD患者和139名非PD患者,并将其分为训练和测试数据集进行实验。然后,我们使用提出的特征提取方法和线性判别分析,通过实验评估PD和非PD患者之间黑质的分类精度。
    结果:对于我们的66名非PD和42名PD患者的测试数据集,所提出的方法实现了0.72的灵敏度和0.64的特异性。此外,我们通过秩1张量与选定特征的线性组合来可视化黑质中的重要模式。可视化的图案包括腹横向层,在PD中可以观察到神经元的严重丧失。
    结论:我们开发了一种新的特征提取方法,用于分析黑质,以诊断PD。在实验中,即使所提出的特征提取方法和线性判别分析的分类精度低于专家医师,结果表明了张量特征提取的潜力。
    OBJECTIVE: Parkinson disease (PD) is a common progressive neurodegenerative disorder in our ageing society. Early-stage PD biomarkers are desired for timely clinical intervention and understanding of pathophysiology. Since one of the characteristics of PD is the progressive loss of dopaminergic neurons in the substantia nigra pars compacta, we propose a feature extraction method for analysing the differences in the substantia nigra between PD and non-PD patients.
    METHODS: We propose a feature-extraction method for volumetric images based on a rank-1 tensor decomposition. Furthermore, we apply a feature selection method that excludes common features between PD and non-PD. We collect neuromelanin images of 263 patients: 124 PD and 139 non-PD patients and divide them into training and testing datasets for experiments. We then experimentally evaluate the classification accuracy of the substantia nigra between PD and non-PD patients using the proposed feature extraction method and linear discriminant analysis.
    RESULTS: The proposed method achieves a sensitivity of 0.72 and a specificity of 0.64 for our testing dataset of 66 non-PD and 42 PD patients. Furthermore, we visualise the important patterns in the substantia nigra by a linear combination of rank-1 tensors with selected features. The visualised patterns include the ventrolateral tier, where the severe loss of neurons can be observed in PD.
    CONCLUSIONS: We develop a new feature-extraction method for the analysis of the substantia nigra towards PD diagnosis. In the experiments, even though the classification accuracy with the proposed feature extraction method and linear discriminant analysis is lower than that of expert physicians, the results suggest the potential of tensorial feature extraction.
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  • 文章类型: Journal Article
    帕金森病(PD)是一种复杂的神经退行性疾病,其特征是一系列运动和非运动症状,突出的特征是步态冻结(FOG),这严重损害了患者的生活质量。尽管进行了广泛的研究,FOG背后的精确机制仍然难以捉摸,对有效管理和治疗构成挑战。本文提出了光纤陀螺预测和检测方法的综合荟萃分析,重点是可穿戴传感器技术和机器学习(ML)方法的集成。通过对文献的详尽回顾,这项研究确定了关键趋势,数据集,预处理技术,特征提取方法,评估指标,以及ML和非ML方法之间的比较分析。分析还探讨了提示设备的利用。在FOG预测研究中有限采用可解释AI(XAI)方法代表了一个巨大的差距。提高用户的接受度和理解力需要理解算法预测的逻辑。目前的光纤陀螺检测与预测研究存在着一些局限性,在讨论中确定。这些包括提示设备的问题,数据集约束,道德和隐私问题,财务和可访问性限制,以及多学科合作的要求。未来的研究途径集中在精炼可解释性上,扩大和多样化数据集,坚持用户要求,提高检测和预测精度。这些发现有助于促进对FOG的理解,并为开发更有效的检测和预测方法提供有价值的指导。最终受益于受PD影响的个人。
    Parkinson\'s Disease (PD) is a complex neurodegenerative disorder characterized by a spectrum of motor and non-motor symptoms, prominently featuring the freezing of gait (FOG), which significantly impairs patients\' quality of life. Despite extensive research, the precise mechanisms underlying FOG remain elusive, posing challenges for effective management and treatment. This paper presents a comprehensive meta-analysis of FOG prediction and detection methodologies, with a focus on the integration of wearable sensor technology and machine learning (ML) approaches. Through an exhaustive review of the literature, this study identifies key trends, datasets, preprocessing techniques, feature extraction methods, evaluation metrics, and comparative analyses between ML and non-ML approaches. The analysis also explores the utilization of cueing devices. The limited adoption of explainable AI (XAI) approaches in FOG prediction research represents a significant gap. Improving user acceptance and comprehension requires an understanding of the logic underlying algorithm predictions. Current FOG detection and prediction research has a number of limitations, which are identified in the discussion. These include issues with cueing devices, dataset constraints, ethical and privacy concerns, financial and accessibility restrictions, and the requirement for multidisciplinary collaboration. Future research avenues center on refining explainability, expanding and diversifying datasets, adhering to user requirements, and increasing detection and prediction accuracy. The findings contribute to advancing the understanding of FOG and offer valuable guidance for the development of more effective detection and prediction methodologies, ultimately benefiting individuals affected by PD.
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