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Mitochondrial oxidant stress promotes α-synuclein aggregation and spreading in mice with mutated glucocerebrosidase 线粒体氧化应激促进糖脑苷酶突变小鼠α-突触核蛋白聚集和扩散
IF 8.7 1区 医学 Q1 NEUROSCIENCES Pub Date : 2024-12-11 DOI: 10.1038/s41531-024-00842-8
Pietro La Vitola, Eva M. Szegö, Rita Pinto-Costa, Angela Rollar, Eugenia Harbachova, Anthony HV Schapira, Ayse Ulusoy, Donato A. Di Monte

In this study, heterozygous expression of a common Parkinson-associated GBA1 variant, the L444P mutation, was found to exacerbate α-synuclein aggregation and spreading in a mouse model of Parkinson-like pathology targeting neurons of the medullary vagal system. These neurons were also shown to become more vulnerable to oxidative and nitrative stress after L444P expression. The latter paralleled neuronal formation of reactive oxygen species and led to a pronounced accumulation of nitrated α-synuclein. A causal relationship linked mutation-induced oxidative/nitrative stress to enhanced α-synuclein aggregation and spreading that could indeed be rescued by neuronal overexpression of mitochondrial superoxide dismutase 2. Further evidence supported a key involvement of mitochondria as sources of reactive oxygen species as well as targets of oxidative and nitrative damage within L444P-expressing neurons. These findings support the conclusion that enhanced vulnerability to mitochondrial oxidative stress should be considered an important mechanism predisposing to pathology conversion in carriers of GBA1 mutations.

在这项研究中,发现一种常见的帕金森相关GBA1变异L444P突变的杂合表达,在一个针对髓系迷走神经系统神经元的帕金森样病理小鼠模型中,加剧了α-突触核蛋白的聚集和扩散。这些神经元在表达L444P后也更容易受到氧化应激和硝化应激的影响。后者与活性氧的神经元形成平行,并导致硝化α-突触核蛋白的显著积累。突变诱导的氧化/硝化应激与α-突触核蛋白聚集和扩散增强之间的因果关系确实可以通过线粒体超氧化物歧化酶2的神经元过表达来挽救。进一步的证据支持线粒体作为活性氧的来源以及表达l444p的神经元中氧化和硝化损伤的靶标的关键参与。这些发现支持这样的结论,即线粒体氧化应激易感性的增强应被认为是GBA1突变携带者易发生病理转化的重要机制。
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引用次数: 0
Bidirectional relationship between olfaction and Parkinson’s disease 嗅觉与帕金森病的双向关系
IF 8.7 1区 医学 Q1 NEUROSCIENCES Pub Date : 2024-12-05 DOI: 10.1038/s41531-024-00838-4
Jonggeol Jeffrey Kim, Sara Bandres-Ciga, Karl Heilbron, Cornelis Blauwendraat, Alastair J. Noyce

Hyposmia (decreased smell function) is a common early symptom of Parkinson’s disease (PD). The shared genetic architecture between hyposmia and PD is unknown. We leveraged genome-wide association study (GWAS) results for self-assessment of ‘ability to smell’ and PD diagnosis to determine shared genetic architecture between the two traits. Linkage disequilibrium score (LDSC) regression found that the sense of smell negatively correlated at a genome-wide level with PD. Local Analysis of [co]Variant Association (LAVA) found negative correlations in four genetic loci near GBA1, ANAPC4, SNCA, and MAPT, indicating shared genetic liability only within a subset of prominent PD risk genes. Using Mendelian randomization, we found evidence for a strong causal relationship between PD and liability towards poorer sense of smell, but weaker evidence for the reverse direction. This work highlights the heritability of olfactory function and its relationship with PD heritability and provides further insight into the association between PD and hyposmia.

嗅觉功能减退是帕金森病(PD)常见的早期症状。低钾症和帕金森病之间的共同遗传结构尚不清楚。我们利用全基因组关联研究(GWAS)结果对“嗅觉能力”和PD诊断进行自我评估,以确定这两种特征之间的共享遗传结构。连锁不平衡评分(LDSC)回归发现嗅觉与帕金森病在全基因组水平呈负相关。局部变异关联分析(Local Analysis of [co]Variant Association, LAVA)发现GBA1、ANAPC4、SNCA和MAPT附近的四个基因位点呈负相关,表明只有在突出的PD风险基因子集内才有共同的遗传责任。使用孟德尔随机化,我们发现PD与嗅觉差的倾向性之间有很强的因果关系,但相反的证据较弱。这项工作强调了嗅觉功能的遗传能力及其与PD遗传能力的关系,并为PD与低嗅觉之间的关系提供了进一步的见解。
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引用次数: 0
Comparison of vagus nerve cross-sectional area between brain-first and body-first Parkinson’s disease 脑先与体先帕金森病迷走神经横截面积的比较
IF 8.7 1区 医学 Q1 NEUROSCIENCES Pub Date : 2024-12-05 DOI: 10.1038/s41531-024-00844-6
Shuangshuang Dong, Bo Shen, Xu Jiang, Jun Zhu, Haiying Zhang, Yang Zhao, Yaning Chen, Dongfeng Li, Yuanyuan Feng, Yi Chen, Yang Pan, Feng Han, Ben Liu, Li Zhang

The vagus nerve (VN) is the main neural pathway linking the gut and brain in Parkinson’s disease (PD). In this study, we utilized high-resolution ultrasound to measure the VN cross-sectional area (CSA) in 96 healthy controls (HCs) and 75 PD patients. The PD group was further categorized into three subgroups: PD-preRBD, PD-postRBD, and PD-nonRBD. PD-preRBD was the body-first subtype, and PD-postRBD and PD-nonRBD were the brain-first subtype. The PD group had a significantly lower VN CSA than HCs. Subgroup analysis revealed that the PD-preRBD group tended to exhibit a smaller VN CSA than both the PD-postRBD and PD-nonRBD groups. The VN CSA, specifically the right VN, was significantly correlated with the body-first subtype and some components of PD-related assessment scales. Overall, these findings provide evidence of VN atrophy in PD, especially in body-first PD, suggesting that VN ultrasound could serve as an adjunctive diagnostic tool.

迷走神经(VN)是帕金森病(PD)中连接肠道和大脑的主要神经通路。在这项研究中,我们利用高分辨率超声测量了96名健康对照(hc)和75名PD患者的VN横截面积(CSA)。PD组进一步分为三个亚组:PD- prerbd、PD- poststrbd和PD- nonrbd。PD-preRBD为机体优先亚型,pd - poststrbd和PD-nonRBD为脑优先亚型。PD组VN CSA明显低于hc组。亚组分析显示,PD-preRBD组的VN CSA比pd - poststrbd组和PD-nonRBD组都要小。VN CSA,特别是右侧VN,与身体优先亚型和pd相关评估量表的某些成分显著相关。总的来说,这些发现提供了PD中VN萎缩的证据,特别是在体优先PD中,表明VN超声可以作为辅助诊断工具。
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引用次数: 0
MRgFUS subthalamotomy in Parkinson’s disease: an approach aimed at minimizing Lesion Volume 帕金森病的MRgFUS丘脑下切开术:旨在减少病变体积的方法
IF 8.7 1区 医学 Q1 NEUROSCIENCES Pub Date : 2024-12-02 DOI: 10.1038/s41531-024-00843-7
Marina Campins-Romeu, Rebeca Conde-Sardón, Isabel Sastre-Bataller, Carlos Morata-Martínez, Mireya Losada-López, José Luís León-Guijarro, Luis Raga-Rodríguez, Julia Pérez-García, Antonio Gutiérrez-Martín, Andrés M. Lozano, Raquel Baviera-Muñoz, Irene Martínez-Torres

Idiopathic Parkinson’s Disease (PD) is a neurodegenerative disorder characterized by tremor, rigidity, bradykinesia, and postural instability. Magnetic Resonance-guided high-intensity focused ultrasound (MRgFUS) of the subthalamic nucleus (STN) is gaining recognition as a minimally invasive surgical option. This study assesses the safety and efficacy of unilateral MRgFUS subthalamotomy, aiming to create the smallest effective lesion. Between June 2021 and October 2023, twelve PD patients underwent the procedure, with primary outcomes focused on safety and motor improvements after six months. Results indicated significant motor improvements, with over 50% reduction in tremor, rigidity, and bradykinesia, while balance and gait remained stable. Quality of life also improved. Side effects were generally mild and transient, though some patients experienced involuntary movements, managed through medication adjustments. Despite limitations, this technique appears to offer a promising, less-invasive alternative for managing PD symptoms with a favorable risk-benefit profile. Further research is necessary to refine the procedure and assess long-term outcomes.

特发性帕金森病(PD)是一种以震颤、强直、运动迟缓和姿势不稳定为特征的神经退行性疾病。磁共振引导下丘脑下核高强度聚焦超声(MRgFUS)作为一种微创手术选择正得到越来越多的认可。本研究评估单侧MRgFUS丘脑下切开术的安全性和有效性,旨在创造最小的有效病变。在2021年6月至2023年10月期间,12名PD患者接受了该手术,主要结果集中在六个月后的安全性和运动改善。结果显示显著的运动改善,震颤、强直和运动迟缓减少50%以上,而平衡和步态保持稳定。生活质量也有所提高。副作用通常是轻微和短暂的,尽管一些患者经历了不自主的运动,通过药物调整来控制。尽管存在局限性,但该技术似乎为治疗PD症状提供了一种有希望的、侵入性较小的替代方法,具有良好的风险-收益概况。需要进一步的研究来完善手术程序并评估长期结果。
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引用次数: 0
Personalized progression modelling and prediction in Parkinson’s disease with a novel multi-modal graph approach 一种新的多模态图方法在帕金森病的个性化进程建模和预测
IF 8.7 1区 医学 Q1 NEUROSCIENCES Pub Date : 2024-12-01 DOI: 10.1038/s41531-024-00832-w
Jie Lian, Xufang Luo, Caihua Shan, Dongqi Han, Chencheng Zhang, Varut Vardhanabhuti, Dongsheng Li, Lili Qiu

Parkinson’s disease (PD) is a complex neurological disorder characterized by dopaminergic neuron degeneration, leading to diverse motor and non-motor impairments. This variability complicates accurate progression modelling and early-stage prediction. Traditional classification methods based on clinical symptoms are often limited by disease heterogeneity. This study introduces an graph-based interpretable personalized progression method, utilizing data from the Parkinson’s Progression Markers Initiative (PPMI) and Stroke Parkinson’s Disease Biomarker Program (PDBP). Our approach integrates multimodal inter-individual and intra-individual data, including clinical assessments, MRI, and genetic information to make multi-dimension predictions. Validated using the PDBP dataset from 12 to 36 months, our AdaMedGraph method demonstrated strong performance, achieving AUC values of 0.748 and 0.714 for the 12-month Hoehn and Yahr Scale and Movement Disorder Society-Sponsored Revision of the Unified Parkinson’s Disease Rating Scale (MDS-UPDRS) III on the PPMI test set. Ablation analysis reveals the importance of baseline clinical assessment predictors. This novel framework improves personalized care and offers insights into unique disease trajectories in PD patients.

帕金森病(PD)是一种以多巴胺能神经元变性为特征的复杂神经系统疾病,可导致多种运动和非运动损伤。这种可变性使准确的级数建模和早期预测变得复杂。传统的基于临床症状的分类方法往往受到疾病异质性的限制。本研究介绍了一种基于图的可解释的个性化进展方法,利用来自帕金森病进展标记计划(PPMI)和中风帕金森病生物标记计划(PDBP)的数据。我们的方法整合了个体间和个体内的多模式数据,包括临床评估、MRI和遗传信息,以进行多维预测。使用12至36个月的PDBP数据集进行验证,我们的AdaMedGraph方法表现出很强的性能,在PPMI测试集上,12个月的Hoehn和Yahr量表和运动障碍协会赞助的统一帕金森病评定量表(MDS-UPDRS) III的AUC值分别为0.748和0.714。消融分析揭示了基线临床评估预测因子的重要性。这种新的框架改善了个性化护理,并为PD患者独特的疾病轨迹提供了见解。
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引用次数: 0
Molecular and cellular determinants of L-Dopa-induced dyskinesia in Parkinson’s Disease 左旋多巴诱导帕金森病运动障碍的分子和细胞决定因素
IF 8.7 1区 医学 Q1 NEUROSCIENCES Pub Date : 2024-11-30 DOI: 10.1038/s41531-024-00836-6
Federica Servillo, Maria De Carluccio, Giulia Di Lazzaro, Federica Campanelli, Gioia Marino, Giuseppina Natale, Ada Ledonne, Mariangela Massaro Cenere, Emanuela Paldino, Daniela Di Giuda, Anna Picca, Francesco Bove, Riccardo Di Iorio, Benedetta Angeloni, Angelo Tiziano Cimmino, Giovanni Bellomo, Barbara Picconi, Anna Rita Bentivoglio, Nicola Biagio Mercuri, Lucilla Parnetti, Veronica Ghiglieri, Maria Teresa Viscomi, Paolo Calabresi

Treatment with L-3,4-dihydroxyphenylalanine (L-Dopa) compensates for decreased striatal dopamine (DA) levels and reduces Parkinson’s disease (PD) symptoms. However, during disease progression, L-Dopa-induced dyskinesia (LID) develops virtually in all PD patients, making the control of PD symptoms difficult. Thus, understanding the mechanisms underlying LID and the control of these motor abnormalities is a major issue in the care of PD patients. From experimental and clinical studies, a complex cascade of molecular and cellular events emerges, but the primary determinants of LID are still unclear. Here, with a translational approach, including four animal models and a wide cohort of PD patients, we show that striatal DA denervation is the major causal factor for the emergence of LID, while α-synuclein aggregates do not seem to play a significant role. Our data also support the concept that maladaptive basal ganglia plasticity is the main pathophysiological mechanism underlying LID.

l -3,4-二羟基苯丙氨酸(L-Dopa)治疗可补偿纹状体多巴胺(DA)水平的降低并减轻帕金森病(PD)症状。然而,在疾病进展过程中,几乎所有PD患者都会出现左旋多巴诱导的运动障碍(LID),这使得PD症状的控制变得困难。因此,了解LID的机制和控制这些运动异常是PD患者护理的主要问题。从实验和临床研究中,出现了一系列复杂的分子和细胞事件,但LID的主要决定因素仍不清楚。在这里,通过翻译方法,包括四种动物模型和广泛的PD患者队列,我们表明纹状体DA失神经是LID出现的主要原因,而α-突触核蛋白聚集体似乎没有发挥重要作用。我们的数据也支持了基底神经节可塑性不适应是LID的主要病理生理机制的观点。
{"title":"Molecular and cellular determinants of L-Dopa-induced dyskinesia in Parkinson’s Disease","authors":"Federica Servillo, Maria De Carluccio, Giulia Di Lazzaro, Federica Campanelli, Gioia Marino, Giuseppina Natale, Ada Ledonne, Mariangela Massaro Cenere, Emanuela Paldino, Daniela Di Giuda, Anna Picca, Francesco Bove, Riccardo Di Iorio, Benedetta Angeloni, Angelo Tiziano Cimmino, Giovanni Bellomo, Barbara Picconi, Anna Rita Bentivoglio, Nicola Biagio Mercuri, Lucilla Parnetti, Veronica Ghiglieri, Maria Teresa Viscomi, Paolo Calabresi","doi":"10.1038/s41531-024-00836-6","DOIUrl":"https://doi.org/10.1038/s41531-024-00836-6","url":null,"abstract":"<p>Treatment with L-3,4-dihydroxyphenylalanine (L-Dopa) compensates for decreased striatal dopamine (DA) levels and reduces Parkinson’s disease (PD) symptoms. However, during disease progression, L-Dopa-induced dyskinesia (LID) develops virtually in all PD patients, making the control of PD symptoms difficult. Thus, understanding the mechanisms underlying LID and the control of these motor abnormalities is a major issue in the care of PD patients. From experimental and clinical studies, a complex cascade of molecular and cellular events emerges, but the primary determinants of LID are still unclear. Here, with a translational approach, including four animal models and a wide cohort of PD patients, we show that striatal DA denervation is the major causal factor for the emergence of LID, while α-synuclein aggregates do not seem to play a significant role. Our data also support the concept that maladaptive basal ganglia plasticity is the main pathophysiological mechanism underlying LID.</p>","PeriodicalId":19706,"journal":{"name":"NPJ Parkinson's Disease","volume":"26 1","pages":""},"PeriodicalIF":8.7,"publicationDate":"2024-11-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142756301","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
MJF-14 proximity ligation assay detects early non-inclusion alpha-synuclein pathology with enhanced specificity and sensitivity MJF-14接近结扎法检测早期非包涵性α -突触核蛋白病理,具有增强的特异性和敏感性
IF 8.7 1区 医学 Q1 NEUROSCIENCES Pub Date : 2024-11-29 DOI: 10.1038/s41531-024-00841-9
Nanna Møller Jensen, YuHong Fu, Cristine Betzer, Hongyun Li, Sara Elfarrash, Ali H. Shaib, Donatus Krah, Zagorka Vitic, Lasse Reimer, Hjalte Gram, Vladimir Buchman, Mark Denham, Silvio O. Rizzoli, Glenda M. Halliday, Poul Henning Jensen

α-Synuclein proximity ligation assay (PLA) has proved a sensitive technique for detection of non-Lewy body α-synuclein aggregate pathology. Here, we describe the MJF-14 PLA, a new PLA towards aggregated α-synuclein with unprecedented specificity, using the aggregate-selective α-synuclein antibody MJFR-14-6-4-2 (hereafter MJF-14). Signal in the assay correlates with α-synuclein aggregation in cell culture and human neurons, induced by α-synuclein overexpression or pre-formed fibrils. Co-labelling of MJF-14 PLA and pS129-α-synuclein immunofluorescence in post-mortem cases of dementia with Lewy bodies shows that while the MJF-14 PLA reveals extensive non-inclusion pathology, it is not sensitive towards pS129-α-synuclein-positive Lewy bodies. In Parkinson’s disease brain, direct comparison of PLA and immunohistochemistry with the MJF-14 antibody shows widespread α-synuclein pathology preceding the formation of conventional Lewy pathology. In conclusion, we introduce an improved α-synuclein aggregate PLA to uncover abundant non-inclusion pathology, which deserves future validation with brain bank resources and in different synucleinopathies.

α-突触核蛋白接近结联试验(PLA)已被证明是检测非路易体α-突触核蛋白聚集病理的灵敏技术。在这里,我们利用α-synuclein抗体MJFR-14-6-4-2(以下简称MJF-14)描述了MJF-14聚乳酸,这是一种针对聚集α-synuclein的新型聚乳酸,具有前所未有的特异性。实验中的信号与细胞培养和人神经元中α-突触核蛋白聚集有关,α-突触核蛋白过表达或预形成原纤维诱导α-突触核蛋白聚集。MJF-14 PLA与pS129-α-突触核蛋白免疫荧光共标记在死后痴呆伴路易体病例中显示,MJF-14 PLA表现出广泛的非包涵病理,但对pS129-α-突触核蛋白阳性的路易体不敏感。在帕金森病大脑中,PLA和免疫组织化学与MJF-14抗体的直接比较显示,在常规Lewy病理形成之前,广泛存在α-突触核蛋白病理。总之,我们引入了改进的α-突触核蛋白聚集体聚乳酸,揭示了丰富的非包涵病理,值得未来用脑库资源和不同的突触核蛋白病理进行验证。
{"title":"MJF-14 proximity ligation assay detects early non-inclusion alpha-synuclein pathology with enhanced specificity and sensitivity","authors":"Nanna Møller Jensen, YuHong Fu, Cristine Betzer, Hongyun Li, Sara Elfarrash, Ali H. Shaib, Donatus Krah, Zagorka Vitic, Lasse Reimer, Hjalte Gram, Vladimir Buchman, Mark Denham, Silvio O. Rizzoli, Glenda M. Halliday, Poul Henning Jensen","doi":"10.1038/s41531-024-00841-9","DOIUrl":"https://doi.org/10.1038/s41531-024-00841-9","url":null,"abstract":"<p>α-Synuclein proximity ligation assay (PLA) has proved a sensitive technique for detection of non-Lewy body α-synuclein aggregate pathology. Here, we describe the MJF-14 PLA, a new PLA towards aggregated α-synuclein with unprecedented specificity, using the aggregate-selective α-synuclein antibody MJFR-14-6-4-2 (hereafter MJF-14). Signal in the assay correlates with α-synuclein aggregation in cell culture and human neurons, induced by α-synuclein overexpression or pre-formed fibrils. Co-labelling of MJF-14 PLA and pS129-α-synuclein immunofluorescence in post-mortem cases of dementia with Lewy bodies shows that while the MJF-14 PLA reveals extensive non-inclusion pathology, it is not sensitive towards pS129-α-synuclein-positive Lewy bodies. In Parkinson’s disease brain, direct comparison of PLA and immunohistochemistry with the MJF-14 antibody shows widespread α-synuclein pathology preceding the formation of conventional Lewy pathology. In conclusion, we introduce an improved α-synuclein aggregate PLA to uncover abundant non-inclusion pathology, which deserves future validation with brain bank resources and in different synucleinopathies.</p>","PeriodicalId":19706,"journal":{"name":"NPJ Parkinson's Disease","volume":"10 1","pages":""},"PeriodicalIF":8.7,"publicationDate":"2024-11-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142753741","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Awake versus asleep deep brain stimulation targeting the caudal zona incerta for essential tremor 针对尾椎内侧的深部脑刺激治疗本质性震颤
IF 8.7 1区 医学 Q1 NEUROSCIENCES Pub Date : 2024-11-22 DOI: 10.1038/s41531-024-00833-9
Rasmus Stenmark Persson, Yulia Blomstedt, Anders Fytagoridis, Marwan Hariz, Patric Blomstedt

To compare awake and asleep deep brain stimulation (DBS) surgery for Essential Tremor (ET), we conducted this retrospective cohort study of patients consecutively operated with DBS targeting the caudal Zona incerta (cZi). 37 underwent surgery awake and 55 asleep. Tremor before surgery and on/off stimulation one year after surgery were evaluated using the Essential Tremor Rating Scale (ETRS). Procedural time, electrode localization, stimulation parameters and adverse events were noted and compared. ETRS scores were similar at baseline between the groups except for contralateral arm tremor, which was slightly worse in the awake group. Total ETRS, contralateral arm tremor and activities of daily living scores showed no significant difference between the groups on-stimulation at one-year follow-up. Compared to the awake group, the asleep group had shorter procedural time and lower stimulation parameters. There were no intracranial haemorrhages nor surgery site-infections. Both groups showed a good improvement of tremor at one-year follow-up. Image-guided DBS surgery targeting the cZi enables safe and efficient asleep surgery for ET.

为了比较清醒状态下和睡眠状态下的脑深部刺激(DBS)手术治疗本质性震颤(ET)的效果,我们对连续接受以尾椎内侧区(cZi)为靶点的脑深部刺激(DBS)手术的患者进行了这项回顾性队列研究。37 名患者在清醒状态下接受了手术,55 名患者在睡眠状态下接受了手术。使用基本震颤评分量表(ETRS)对手术前的震颤和手术后一年的刺激开/关情况进行评估。对手术时间、电极定位、刺激参数和不良反应进行了记录和比较。两组患者的 ETRS 评分基线相似,但清醒组患者的对侧手臂震颤稍差。在一年的随访中,两组的 ETRS 总分、对侧手臂震颤分和日常生活活动分在刺激后无显著差异。与清醒组相比,睡眠组的手术时间更短,刺激参数更低。没有发生颅内出血或手术部位感染。在一年的随访中,两组患者的震颤均有良好改善。以cZi为靶点的图像引导DBS手术可以安全有效地进行ET的睡眠手术。
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引用次数: 0
Accelerating Parkinson’s Disease drug development with federated learning approaches 利用联合学习方法加速帕金森病药物开发
IF 8.7 1区 医学 Q1 NEUROSCIENCES Pub Date : 2024-11-21 DOI: 10.1038/s41531-024-00837-5
Amit Khanna, Jamie Adams, Chrystalina Antoniades, Bastiaan R. Bloem, Camille Carroll, Jesse Cedarbaum, Joshua Cosman, David T. Dexter, Marissa F. Dockendorf, Jeremy Edgerton, Laura Gaetano, Erkuden Goikoetxea, Derek Hill, Fay Horak, Elena S. Izmailova, Tairmae Kangarloo, Dina Katabi, Catherine Kopil, Michael Lindemann, Jennifer Mammen, Kenneth Marek, Kevin McFarthing, Anat Mirelman, Martijn Muller, Gennaro Pagano, M. Judith Peterschmitt, Jie Ren, Lynn Rochester, Sakshi Sardar, Andrew Siderowf, Tanya Simuni, Diane Stephenson, Christine Swanson-Fischer, John A. Wagner, Graham B. Jones

Parkinson’s Disease is a progressive neurodegenerative disorder afflicting almost 12 million people. Increased understanding of its complex and heterogenous disease pathology, etiology and symptom manifestations has resulted in the need to design, capture and interrogate substantial clinical datasets. Herein we advocate how advances in the deployment of artificial intelligence models for Federated Data Analysis and Federated Learning can help spearhead coordinated and sustainable approaches to address this grand challenge.

帕金森病是一种进行性神经退行性疾病,困扰着近 1200 万人。由于人们对帕金森病复杂多样的病理、病因和症状表现有了更深入的了解,因此需要设计、捕捉和查询大量临床数据集。在此,我们倡导如何通过部署用于联合数据分析和联合学习的人工智能模型的进步,帮助率先采用协调、可持续的方法来应对这一巨大挑战。
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引用次数: 0
Push-pull effects of basal ganglia network in Parkinson’s disease inferred by functional MRI 通过功能磁共振成像推断帕金森病基底神经节网络的推拉效应
IF 8.7 1区 医学 Q1 NEUROSCIENCES Pub Date : 2024-11-20 DOI: 10.1038/s41531-024-00835-7
Yuxin Wang, Zhiqi Jiang, Chunguang Chu, Zhen Zhang, Jiang Wang, Dianyou Li, Naying He, Chris Fietkiewicz, Changsong Zhou, Marcus Kaiser, Xuze Bai, Chencheng Zhang, Chen Liu

Deep brain stimulation (DBS) can ameliorate motor symptoms in Parkinson’s disease (PD), but its mechanism remains unclear. This work constructs a multi-scale brain model using the fMRI data from 27 PD patients with subthalamic DBS and 30 healthy controls. The model fits microscopic coupling parameters in the cortico-basal ganglia-thalamic neural loop to match individual connectivity, finding the “push-pull” effect of basal ganglia network. Specifically, increased GABAergic projection into the thalamus from basal ganglia worsens rigidity, while reduced GABAergic projection within the cortex exacerbates bradykinesia, suggesting that the dopamine deficiency induces the chain coupling variations to “push” the network to an abnormal state. Conversely, DBS can alleviate rigidity by enhancing GABAergic projections within the basal ganglia, and improve bradykinesia by reducing cortical projections to basal ganglia, exhibiting that DBS “pulls” the network to a healthy state. This work combines the microscopic and macroscopic neural information for understanding PD and its treatment.

深部脑刺激(DBS)可以改善帕金森病(PD)的运动症状,但其机制仍不清楚。这项研究利用 27 名接受了眼下神经节置换术的帕金森病患者和 30 名健康对照者的 fMRI 数据构建了一个多尺度脑模型。该模型拟合了皮质-基底节-丘脑神经环路的微观耦合参数,以匹配个体连通性,发现了基底节网络的 "推拉 "效应。具体来说,基底节向丘脑的GABA能投射增加会加重僵直,而皮层内GABA能投射减少则会加剧运动迟缓,这表明多巴胺缺乏会诱发连锁耦合变化,将网络 "推向 "异常状态。相反,DBS 可通过增强基底节内的 GABA 能投射来缓解僵直,并通过减少大脑皮层对基底节的投射来改善运动迟缓,这表明 DBS 可将网络 "拉 "至健康状态。这项研究结合了微观和宏观神经信息,有助于理解帕金森病及其治疗。
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引用次数: 0
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NPJ Parkinson's Disease
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