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Novel tools to quantify total, phospho-Ser129 and aggregated alpha-synuclein in the mouse brain 量化小鼠大脑中总α-突触核蛋白、磷酸化-Ser129α-突触核蛋白和聚集α-突触核蛋白的新工具
IF 8.7 1区 医学 Q1 NEUROSCIENCES Pub Date : 2024-11-08 DOI: 10.1038/s41531-024-00830-y
Benjamin Guy Trist, Courtney Jade Wright, Alejandra Rangel, Louise Cottle, Asheeta Prasad, Nanna Møller Jensen, Hjalte Gram, Nicolas Dzamko, Poul Henning Jensen, Deniz Kirik

Assays for quantifying aggregated and phosphorylated (S129) human α-synuclein protein are widely used to evaluate pathological burden in patients suffering from synucleinopathy disorders. Many of these assays, however, do not cross-react with mouse α-synuclein or exhibit poor sensitivity for this target, which is problematic considering the preponderance of mouse models at the forefront of pre-clinical α-synuclein research. In this project, we addressed this unmet need by reformulating two existing AlphaLISA® SureFire® Ultra™ total and pS129 α-synuclein assay kits to yield robust and ultrasensitive (LLoQ ≤ 0.5 pg/mL) quantification of mouse and human wild-type and pS129 α-synuclein protein. We then employed these assays, together with the BioLegend α-synuclein aggregate ELISA, to assess α-synuclein S129 phosphorylation and aggregation in different mouse brain tissue preparations. Overall, we highlight the compatibility of these new immunoassays with rodent models and demonstrate their potential to advance knowledge surrounding α-synuclein phosphorylation and aggregation in synucleinopathies.

用于量化聚集和磷酸化(S129)人类α-突触核蛋白蛋白的检测方法被广泛用于评估突触核蛋白病患者的病理负担。然而,这些检测方法中的许多都不能与小鼠α-突触核蛋白发生交叉反应,或者对这一靶点的灵敏度较低,考虑到小鼠模型在临床前α-突触核蛋白研究中占主导地位,这就很成问题了。在本项目中,我们重新配制了两种现有的 AlphaLISA® SureFire® Ultra™ 总α-突触核蛋白和 pS129 α-突触核蛋白检测试剂盒,对小鼠和人类野生型α-突触核蛋白和 pS129 α-突触核蛋白进行了稳健、超灵敏(LLoQ ≤ 0.5 pg/mL)的定量检测,从而满足了这一尚未满足的需求。然后,我们采用这些检测方法和 BioLegend α-突触核蛋白聚合酶联免疫吸附法评估不同小鼠脑组织制备物中 α-突触核蛋白 S129 磷酸化和聚合情况。总之,我们强调了这些新型免疫测定与啮齿类动物模型的兼容性,并展示了它们在增进有关突触核蛋白病中α-突触核蛋白磷酸化和聚集的知识方面的潜力。
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引用次数: 0
The p.Gly2019Ser is a common LRRK2 pathogenic variant among Egyptians with familial and sporadic Parkinson's disease. p.Gly2019Ser是埃及家族性和散发性帕金森病患者中常见的LRRK2致病变体。
IF 6.7 1区 医学 Q1 NEUROSCIENCES Pub Date : 2024-11-06 DOI: 10.1038/s41531-024-00826-8
Martina B William, Sharifa Hamed, Ali Shalash, Eman M Khedr, Mohamed H Yousef, Shaimaa El-Jaafary, Gharib Fawi, Asmaa Helmy, Eman Hamid, Mohamed Essam, Hamin Lee, Alina Jama, Mohamed Koraym, Doaa M Mahmoud, Sara Elfarrash, Yasmin Elsaid, Asmaa S Gabr, Nourhan Shebl, Nesreen Abdelwahhab, Tamer M Belal, Nehal A B Elsayed, Mohamed El-Gamal, Shimaa Elgamal, Salma Ragab, Jaidaa Mekky, Lobna Aly, Samir Nabhan, Gaafar Ragab, Mohamed A Hussein, Mohamed Tharwat Hegazy, Henry Houlden, Mohamed Salama, Mie Rizig

The impact of LRRK2 variants on the risk of Parkinson's disease in Egyptians remains unknown. We examined 1210 Egyptians (611 PD patients and 599 controls) from 16 governorates across Egypt for 12 LRRK2 pathogenic variants. The p.Gly2019Ser was the only variant detected, with a prevalence of 4.1% in sporadic cases, 6.5% in familial cases, and 0.68% in controls. Among p.Gly2019Ser carriers, all were heterozygous bar one homozygous patient, and all shared the common haplotype 1. Demographics and UPDRS scores did not differ between carriers and non-carriers, with most patients being males and developed PD in their fifties. Young and Early-onset PD prevalence was 37.5% in carriers and 33% in non-carriers. Familial cases were 16.6% in carriers and 11.5% in non-carriers. This study affirms that like other Mediterranean populations, Egyptians with PD have a higher prevalence of the p.Gly2019Ser variant compared to the global average. LRRK2 inhibitors could be promising therapeutic options for further exploration in this population.

LRRK2变体对埃及人患帕金森病风险的影响尚不清楚。我们对来自埃及16个省的1210名埃及人(611名帕金森病患者和599名对照组)进行了研究,以检测12个LRRK2致病变体。p.Gly2019Ser是唯一检测到的变异,在散发性病例中的发病率为4.1%,在家族性病例中的发病率为6.5%,在对照组中的发病率为0.68%。在p.Gly2019Ser携带者中,除一名同型患者外,其余均为杂合子,且均具有共同的单倍型1。携带者和非携带者的人口统计学特征和UPDRS评分没有差异,大多数患者为男性,在50多岁时发病。年轻早发型帕金森病的发病率在携带者中为37.5%,在非携带者中为33%。家族病例在携带者中占16.6%,在非携带者中占11.5%。这项研究证实,与其他地中海地区的人群一样,患有帕金森病的埃及人p.Gly2019Ser变异的患病率高于全球平均水平。在这一人群中,LRRK2抑制剂可能是很有希望的治疗选择,有待进一步探索。
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引用次数: 0
Transcranial direct current stimulation for Parkinson’s disease: systematic review and meta-analysis of motor and cognitive effects 经颅直流电刺激治疗帕金森病:运动和认知效果的系统回顾和荟萃分析
IF 8.7 1区 医学 Q1 NEUROSCIENCES Pub Date : 2024-11-06 DOI: 10.1038/s41531-024-00821-z
Zhuo Duan, Chencheng Zhang

Transcranial direct current stimulation (tDCS) is a promising noninvasive intervention for Parkinson’s disease (PD). However, studies of its motor and cognitive effect have produced mixed results. We conducted a systematic review including 38 studies and meta-analysis of 12 randomized sham-controlled trials with 263 PD patients. No significant differences were found between active and sham tDCS in motor function (UPDRS-III: SMD = –0.14, p = 0.74), gait (SMD = 0.10, p = 0.513), attention and working memory (SMD = 0.24, p = 0.13), executive function (SMD = 0.03, p = 0.854), and memory and learning (SMD: −0.07, p = 0.758). The prediction intervals indicated substantial heterogeneity among studies. Meta-regression showed small positive effects in younger PD patients with milder symptoms. These findings are preliminary but suggest tDCS may benefit some PD patients while being neutral or harmful to others.

经颅直流电刺激(tDCS)是治疗帕金森病(PD)的一种很有前景的非侵入性干预方法。然而,对其运动和认知效果的研究结果不一。我们对 38 项研究进行了系统回顾,并对 12 项随机假对照试验进行了荟萃分析,共有 263 名帕金森病患者参加了这些试验。在运动功能(UPDRS-III:SMD = -0.14,p = 0.74)、步态(SMD = 0.10,p = 0.513)、注意力和工作记忆(SMD = 0.24,p = 0.13)、执行功能(SMD = 0.03,p = 0.854)以及记忆和学习(SMD:-0.07,p = 0.758)方面,活性和假性 tDCS 没有发现明显差异。预测区间表明研究之间存在很大的异质性。元回归显示,对症状较轻的年轻帕金森病患者有微小的积极影响。这些研究结果是初步的,但表明 tDCS 可能对某些帕金森病患者有益,而对其他患者则无益或有害。
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引用次数: 0
Systemic inflammation accelerates neurodegeneration in a rat model of Parkinson's disease overexpressing human alpha synuclein. 在过度表达人α突触核蛋白的帕金森病大鼠模型中,全身炎症会加速神经退行性变。
IF 6.7 1区 医学 Q1 NEUROSCIENCES Pub Date : 2024-11-05 DOI: 10.1038/s41531-024-00824-w
Mariangela Massaro Cenere, Marta Tiberi, Emanuela Paldino, Sebastian Luca D'Addario, Mauro Federici, Cecilia Giacomet, Debora Cutuli, Alessandro Matteocci, Francesca Cossa, Beatrice Zarrilli, Nicolas Casadei, Ada Ledonne, Laura Petrosini, Nicola Berretta, Francesca Romana Fusco, Valerio Chiurchiù, Nicola B Mercuri

Increasing efforts have been made to elucidate how genetic and environmental factors interact in Parkinson's disease (PD). In the present study, we assessed the development of symptoms on a genetic PD rat model that overexpresses human α-synuclein (Snca+/+) at a presymptomatic age, exposed to a pro-inflammatory insult by intraperitoneal injection of lipopolysaccharide (LPS), using immunohistology, high-dimensional flow cytometry, constant potential amperometry, and behavioral analyses. A single injection of LPS into WT and Snca+/+ rats triggered long-lasting increase in the activation of pro-inflammatory microglial markers, monocytes, and T lymphocytes. However, only LPS Snca+/+ rats showed dopaminergic neuronal loss in the substantia nigra pars compacta (SNpc), associated with a reduction in the release of evoked dopamine in the striatum. No significant changes were observed in the behavioral domain. We propose our double-hit animal as a reliable model to investigate the mechanisms whereby α-synuclein and inflammation interact to promote neurodegeneration in PD.

人们越来越努力地阐明帕金森病(PD)的遗传和环境因素是如何相互作用的。在本研究中,我们利用免疫组织学、高维流式细胞术、恒电位安培计和行为分析,评估了在无症状年龄过量表达人类α-突触核蛋白(Snca+/+)的遗传性帕金森病大鼠模型的症状发展情况。向 WT 和 Snca+/+ 大鼠注射一次 LPS 会引发促炎性小胶质细胞标志物、单核细胞和 T 淋巴细胞激活的持久性增加。然而,只有 LPS Snca+/+ 大鼠的黑质(SNpc)出现多巴胺能神经元缺失,与纹状体中诱发多巴胺释放的减少有关。在行为领域没有观察到明显的变化。我们建议将双击动物作为一种可靠的模型,用于研究α-突触核蛋白和炎症相互作用促进帕金森病神经变性的机制。
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引用次数: 0
The effect of pallidal stimulation on sleep outcomes and related brain connectometries in Parkinson’s disease 刺激苍白球对帕金森病患者睡眠结果及相关脑连接测量的影响
IF 8.7 1区 医学 Q1 NEUROSCIENCES Pub Date : 2024-11-04 DOI: 10.1038/s41531-024-00800-4
Zhaoting Zheng, Defeng Liu, Houyou Fan, Hutao Xie, Quan Zhang, Guofan Qin, Yin Jiang, Fangang Meng, Zixiao Yin, Anchao Yang, Jianguo Zhang

Sleep difficulties affect up to 98% of Parkinson’s disease (PD) patients and are often not well treated. How globus pallidus internus (GPi)-DBS could help is less understood. We retrospectively analyzed sleep outcomes in 32 PD patients after GPi-DBS with a two-year follow-up. We observed high heterogeneity in sleep response to pallidal stimulation: 16 patients showed clinically meaningful improvement, 9 had minor changes, and 7 experienced worsened sleep quality, with no overall significant change on the Parkinson’s Disease Sleep Scale-2 (P = 0.19). Further analysis revealed that stimulation of the left sensorimotor GPi was significantly associated with sleep improvement. Fiber tracts from the left sensorimotor GPi to the bilateral sensorimotor cortex, right GPi, brainstem, and bilateral cerebellum were linked to better sleep, while projections to the left hippocampus correlated with worsened sleep. These findings may guide personalized GPi-DBS lead placement to optimize sleep outcomes in PD.

多达98%的帕金森病(PD)患者会受到睡眠障碍的影响,而这些患者往往得不到很好的治疗。人们对苍白球内肌(GPi)-DBS如何发挥作用还不甚了解。我们对 32 名帕金森病患者进行了为期两年的 GPi-DBS 治疗后的睡眠状况进行了回顾性分析。我们观察到苍白球刺激后睡眠反应的高度异质性:16 名患者的睡眠质量得到了有临床意义的改善,9 名患者的睡眠质量略有变化,7 名患者的睡眠质量恶化,但帕金森病睡眠量表-2 的总体变化不大(P = 0.19)。进一步分析表明,刺激左侧感觉运动 GPi 与睡眠改善显著相关。从左侧感觉运动 GPi 到双侧感觉运动皮层、右侧 GPi、脑干和双侧小脑的纤维束与睡眠改善有关,而到左侧海马的投射与睡眠恶化有关。这些发现可指导个性化的 GPi-DBS 导联放置,以优化帕金森病患者的睡眠效果。
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引用次数: 0
Subthalamic stimulation causally modulates human voluntary decision-making to stay or go. 刺激丘脑下部可调节人类的去留自主决策。
IF 6.7 1区 医学 Q1 NEUROSCIENCES Pub Date : 2024-11-02 DOI: 10.1038/s41531-024-00807-x
Yichen Wang, Linbin Wang, Luis Manssuer, Yi-Jie Zhao, Qiong Ding, Yixin Pan, Peng Huang, Dianyou Li, Valerie Voon

The voluntary nature of decision-making is fundamental to human behavior. The subthalamic nucleus is important in reactive decision-making, but its role in voluntary decision-making remains unclear. We recorded from deep brain stimulation subthalamic electrodes time-locked with acute stimulation using a Go/Nogo task to assess voluntary action and inaction. Beta oscillations during voluntary decision-making were temporally dissociated from motor function. Parkinson's patients showed an inaction bias with high beta and intermediate physiological states. Stimulation reversed the inaction bias highlighting its causal nature, and shifting physiology closer to reactive choices. Depression was associated with higher alpha during Voluntary-Nogo characterized by inaction or inertial status quo maintenance whereas apathy had higher beta-gamma during voluntary action or impaired effortful initiation of action. Our findings suggest the human subthalamic nucleus causally contributes to voluntary decision-making, possibly through threshold gating or toggling mechanisms, with stimulation shifting towards voluntary action and suggest biomarkers as potential clinical predictors.

决策的自愿性是人类行为的基础。丘脑下核在反应性决策中非常重要,但它在自愿决策中的作用仍不清楚。我们使用 Go/Nogo 任务记录了与急性刺激时间锁定的脑深部刺激丘下电极,以评估自主行动和不行动。自主决策过程中的β振荡在时间上与运动功能分离。帕金森病患者表现出高β和中间生理状态下的不作为偏差。刺激可逆转不作为偏差,突出其因果性质,并使生理状态更接近于反应性选择。抑郁症患者在自愿-Nogo过程中具有较高的α值,其特征是不行动或惯性维持现状,而冷漠症患者在自愿行动过程中具有较高的β-γ值,或行动的努力启动受损。我们的研究结果表明,人类丘脑下核可能通过阈值门控或切换机制对自主决策有因果关系,刺激转向自主行动,并建议将生物标志物作为潜在的临床预测指标。
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引用次数: 0
Biomarkers for cognitive impairment in alpha-synucleinopathies: an overview of systematic reviews and meta-analyses. α-突触核蛋白病认知障碍的生物标志物:系统综述和荟萃分析概述。
IF 6.7 1区 医学 Q1 NEUROSCIENCES Pub Date : 2024-11-02 DOI: 10.1038/s41531-024-00823-x
Elisa Mantovani, Alice Martini, Alessandro Dinoto, Chiara Zucchella, Sergio Ferrari, Sara Mariotto, Michele Tinazzi, Stefano Tamburin

Cognitive impairment (CI) is common in α-synucleinopathies, i.e., Parkinson's disease, Lewy bodies dementia, and multiple system atrophy. We summarize data from systematic reviews/meta-analyses on neuroimaging, neurophysiology, biofluid and genetic diagnostic/prognostic biomarkers of CI in α-synucleinopathies. Diagnostic biomarkers include atrophy/functional neuroimaging brain changes, abnormal cortical amyloid and tau deposition, and cerebrospinal fluid (CSF) Alzheimer's disease (AD) biomarkers, cortical rhythm slowing, reduced cortical cholinergic and glutamatergic and increased cortical GABAergic activity, delayed P300 latency, increased plasma homocysteine and cystatin C and decreased vitamin B12 and folate, increased CSF/serum albumin quotient, and serum neurofilament light chain. Prognostic biomarkers include brain regional atrophy, cortical rhythm slowing, CSF amyloid biomarkers, Val66Met polymorphism, and apolipoprotein-E ε2 and ε4 alleles. Some AD/amyloid/tau biomarkers may diagnose/predict CI in α-synucleinopathies, but single, validated diagnostic/prognostic biomarkers lack. Future studies should include large consortia, biobanks, multi-omics approach, artificial intelligence, and machine learning to better reflect the complexity of CI in α-synucleinopathies.

认知障碍(CI)常见于α-突触核蛋白病,即帕金森病、路易体痴呆和多系统萎缩。我们总结了有关α-突触核蛋白病中CI的神经影像学、神经生理学、生物流体和基因诊断/预后生物标志物的系统综述/元分析数据。皮质胆碱能和谷氨酸能活性降低,皮质 GABA 能活性增加,P300 潜伏期延迟,血浆同型半胱氨酸和胱抑素 C 增加,维生素 B12 和叶酸减少,CSF/血清白蛋白商增加,血清神经丝轻链增加。预后生物标志物包括脑区域萎缩、皮质节律减慢、CSF淀粉样蛋白生物标志物、Val66Met多态性、载脂蛋白-E ε2和ε4等位基因。一些AD/淀粉样蛋白/tau生物标志物可诊断/预测α-突触核蛋白病的CI,但缺乏单一、有效的诊断/预后生物标志物。未来的研究应包括大型联盟、生物库、多组学方法、人工智能和机器学习,以更好地反映α-突触核蛋白病中CI的复杂性。
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引用次数: 0
α-synuclein overexpression and the microbiome shape the gut and brain metabolome in mice α-突触核蛋白过表达和微生物组塑造了小鼠的肠道和大脑代谢组
IF 8.7 1区 医学 Q1 NEUROSCIENCES Pub Date : 2024-10-30 DOI: 10.1038/s41531-024-00816-w
Livia H. Morais, Joseph C. Boktor, Siamak MahmoudianDehkordi, Rima Kaddurah-Daouk, Sarkis K. Mazmanian

Pathological forms of α-synuclein contribute to synucleinopathies, including Parkinson’s disease (PD). Most cases of PD arise from gene-environment interactions. Microbiome composition is altered in PD, and gut bacteria are causal to symptoms in animal models. We quantitatively profiled nearly 630 metabolites in the gut, plasma, and brain of α-synuclein-overexpressing (ASO) mice, compared to wild-type (WT) animals, and comparing germ-free (GF) to specific pathogen-free (SPF) animals (n = 5 WT-SPF; n = 6 ASO-SPF; n = 6 WT-GF; n = 6 ASO-GF). Many differentially expressed metabolites in ASO mice are also dysregulated in human PD patients, including amine oxides, bile acids and indoles. The microbial metabolite trimethylamine N-oxide (TMAO) strongly correlates from the gut to the plasma to the brain in mice, notable since TMAO is elevated in the blood and cerebrospinal fluid of PD patients. These findings uncover broad metabolomic changes that are influenced by the intersection of host genetics and microbiome in a mouse model of PD.

α-突触核蛋白的病理形式导致突触核蛋白病,包括帕金森病(PD)。帕金森病的大多数病例是由基因与环境相互作用引起的。帕金森病患者的微生物组组成发生了改变,肠道细菌与动物模型中的症状有因果关系。我们定量分析了α-突触核蛋白过表达(ASO)小鼠肠道、血浆和大脑中的近630种代谢物,与野生型(WT)动物进行了比较,并将无菌(GF)动物与无特定病原体(SPF)动物进行了比较(n = 5 WT-SPF;n = 6 ASO-SPF;n = 6 WT-GF;n = 6 ASO-GF)。ASO 小鼠体内许多表达不同的代谢物在人类帕金森病患者体内也出现失调,包括氧化胺、胆汁酸和吲哚。微生物代谢物三甲胺 N-氧化物(TMAO)与小鼠从肠道到血浆再到大脑的代谢过程密切相关,值得注意的是,TMAO 在帕金森病患者的血液和脑脊液中都有升高。这些发现揭示了在一种帕金森病小鼠模型中受宿主遗传学和微生物组交叉影响的广泛代谢组变化。
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引用次数: 0
Structural basis of epitope recognition by anti-alpha-synuclein antibodies MJFR14-6-4-2. 抗α-突触核蛋白抗体 MJFR14-6-4-2 表位识别的结构基础。
IF 6.7 1区 医学 Q1 NEUROSCIENCES Pub Date : 2024-10-27 DOI: 10.1038/s41531-024-00822-y
Ilva Liekniņa, Lasse Reimer, Teodors Panteļejevs, Alons Lends, Kristaps Jaudzems, Aadil El-Turabi, Hjalte Gram, Anissa Hammi, Poul Henning Jensen, Kaspars Tārs

Alpha-synuclein (α-syn) inclusions in the brain are hallmarks of so-called Lewy body diseases. Lewy bodies contain mainly aggregated α-syn together with some other proteins. Monomeric α-syn lacks a well-defined three-dimensional structure, but it can aggregate into oligomeric and fibrillar amyloid species, which can be detected using specific antibodies. Here we investigate the aggregate specificity of monoclonal MJFR14-6-4-2 antibodies. We conclude that partial masking of epitope in unstructured monomer in combination with a high local concentration of epitopes is the main reason for MJFR14-6-4-2 selectivity towards aggregates. Based on the structural insight, we produced mutant α-syn that when fibrillated is unable to bind MJFR14-6-4-2. Using these fibrils as a tool for seeding cellular α-syn aggregation, provides superior signal/noise ratio for detection of cellular α-syn aggregates by MJFR14-6-4-2. Our data provide a molecular level understanding of specific recognition of toxic amyloid oligomers, which is critical for the development of inhibitors against synucleinopathies.

大脑中的α-突触核蛋白(α-syn)包涵体是所谓路易体疾病的特征。路易体主要含有聚集的α-syn和其他一些蛋白质。单体α-syn缺乏明确的三维结构,但它可以聚集成低聚体和纤维状淀粉样蛋白,可以用特异性抗体检测到。在这里,我们研究了单克隆 MJFR14-6-4-2 抗体的聚集特异性。我们的结论是,非结构化单体中表位的部分掩蔽与表位的高局部浓度相结合,是 MJFR14-6-4-2 对聚集体具有选择性的主要原因。基于这一结构洞察力,我们制备了突变体 α-syn,当其纤维化时无法与 MJFR14-6-4-2 结合。使用这些纤维作为播种细胞 α-syn 聚集的工具,可为 MJFR14-6-4-2 检测细胞 α-syn 聚集提供卓越的信号/噪声比。我们的数据提供了对毒性淀粉样蛋白寡聚体特异性识别的分子水平理解,这对开发突触核蛋白病抑制剂至关重要。
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引用次数: 0
Unveiling early signs of Parkinson's disease via a longitudinal analysis of celebrity speech recordings. 通过对名人讲话录音的纵向分析,揭示帕金森病的早期症状。
IF 6.7 1区 医学 Q1 NEUROSCIENCES Pub Date : 2024-10-27 DOI: 10.1038/s41531-024-00817-9
Anna Favaro, Ankur Butala, Thomas Thebaud, Jesús Villalba, Najim Dehak, Laureano Moro-Velázquez

Numerous studies proposed methods to detect Parkinson's disease (PD) via speech analysis. However, existing corpora often lack prodromal recordings, have small sample sizes, and lack longitudinal data. Speech samples from celebrities who publicly disclosed their PD diagnosis provide longitudinal data, allowing the creation of a new corpus, ParkCeleb. We collected videos from 40 subjects with PD and 40 controls and analyzed evolving speech features from 10 years before to 20 years after diagnosis. Our longitudinal analysis, focused on 15 subjects with PD and 15 controls, revealed features like pitch variability, pause duration, speech rate, and syllable duration, indicating PD progression. Early dysarthria patterns were detectable in the prodromal phase, with the best classifiers achieving AUCs of 0.72 and 0.75 for data collected ten and five years before diagnosis, respectively, and 0.93 post-diagnosis. This study highlights the potential for early detection methods, aiding treatment response identification and screening in clinical trials.

许多研究提出了通过语音分析检测帕金森病(PD)的方法。然而,现有的语料库往往缺乏前驱期录音,样本量较小,而且缺乏纵向数据。公开披露帕金森病诊断结果的名人的语音样本提供了纵向数据,因此可以创建新的语料库 ParkCeleb。我们收集了 40 名帕金森氏症患者和 40 名对照组患者的视频,分析了确诊前 10 年到确诊后 20 年间不断变化的语音特征。我们的纵向分析主要针对 15 名患有帕金森氏症的受试者和 15 名对照组受试者,分析结果显示,音调变化、停顿持续时间、语速和音节持续时间等特征表明帕金森氏症正在发展。早期构音障碍模式可在前驱期检测到,最佳分类器对诊断前十年和五年收集的数据的AUC分别为0.72和0.75,诊断后的AUC为0.93。这项研究强调了早期检测方法的潜力,有助于临床试验中的治疗反应识别和筛查。
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引用次数: 0
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NPJ Parkinson's Disease
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