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Microstructural imaging of brain changes in schizophrenia via quantitative T1 (qT1): a preliminary comparison of two acquisition protocols.
IF 3.2 4区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2025-04-05 DOI: 10.1007/s00702-025-02899-y
George Nader, Setare Safara, Kimberly L Desmond, Philip Gerretsen, Ariel Graff, Vincenzo De Luca

Schizophrenia spectrum disorders (SSD) are a complex group of illnesses, and their pathophysiology remains unclear. Recent developments in neuroimaging techniques provided useful quantitative measures, such as quantitative T1 mapping (qT1) that is susceptible to tissue-level, microscopic changes. However, it is important to identify the most sensitive, accurate, and reliable imaging protocol, given the complex nature of SSD. We compared structural brain changes in a pilot sample of 15 SSD patients and 7 healthy controls, cross-sectionally, and using two different qT1 mapping protocols. Our findings showed a global elevation in qT1 values in SSD patients, that was statistically significant in the lateral ventricles, thalamus, caudate, and hippocampus (p < 0.01). Moreover, the two acquisition protocols were differently modulated by demographic factors, such as age, sex, and education, which further illustrates the importance of protocol selection. In conclusion, this investigation revealed microstructural tissue changes in subcortical regions in SSD patients, providing further insights into the pathophysiology of the illness.

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引用次数: 0
The brainstem reticular formation pivots abnormal neural transmission in the course of Anorexia Nervosa.
IF 3.2 4区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2025-04-01 Epub Date: 2025-01-24 DOI: 10.1007/s00702-025-02881-8
Gloria Lazzeri, Carla L Busceti, Alessandra Polzella, Alessandro Frati, Stefano Puglisi-Allegra, Francesco Fornai

Anorexia nervosa (AN) represents an eating disorder, which features the highest rate of mortality among all psychiatric disorders. The disease prevalence is increasing steadily, and an effective cure is missing. The neurobiology of the disease is largely unknown, and only a few studies were designed to disclose specific brain areas, where altered neural transmission may occur. In AN behavioral alterations surpassing altered feeding are present, which often involve archaic behaviors finalized to the survival of the species. In fact, alterations of sleep and reward-driven behavior accompany the eating disorder, where a disruption of peripheral and central circadian rhythms occurs along with effortful behaviors, aberrant learning and mild cognitive impairment. Abnormal behavior often co-exists with a number of metabolic alterations in peripheral organs. The present article wishes to analyze the potential role of altered brain circuitry within the brainstem reticular formation during AN. In fact, this brain area contains neuronal nuclei and pathways, which are pivotal in connecting eating pattern with archaic behaviorsand autonomic activity within peripheral organs. A number of reticular nuclei releasing catecholamine and non-catecholamine neurotransmittersare evidenced in relationship with altered behavioral states and vegetative control to produce this psycho-metabolic disorder. The relevance of the reticular formation in sustaining the disorder is discussed in the light of developing effective therapeutic strategies.

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引用次数: 0
Pathomechanisms of neuropsychiatric disturbances in atypical parkinsonian disorders: a current view.
IF 3.2 4区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2025-04-01 Epub Date: 2025-02-15 DOI: 10.1007/s00702-025-02890-7
Kurt A Jellinger

Multiple system atrophy (MSA), corticobasal degeneration (CBD) and progressive supranuclear palsy (PSP) are the most common atypical parkinsonisms. These adult-onset and lethal neurodegenerative disorders of unknown etiology are clinically characterized by varying combinations of autonomic, levodopa-poorly responsive parkinsonsm, motor, non-motor, cerebellar syndromes, behavioral, cognitive and other neuropsychiatric disorders. Although their pathological hallmarks are different-MSA α-synucleinopathy, CBD and PSP 4-repeat (4R) tauopathies-their neuropsychiatric disturbances include anxiety, depression, agitations, attention-executive dysfunctions, less often compulsive and REM sleep behavior disorders (RBD), which may contribute to disease progression and reduced quality of life (QoL) of patients and caregivers. The present paper reviews the prevalence and type of neuropsychiatric profile in these atypical parkinsonian syndromes, their neuroimaging, and pathogenic backgrounds based on extensive literature research. MSA patients show anxiety, apathy (depression), initial RBD, attentional and executive dysfunction; PSP patients present with apathy, depression, disinhibition, and to a lesser extent, anxiety and agitation; CBD patients are featured by executive and visuospatial dysfunctions, irritability, alien limb phenomena, sleep and language disorders. Neuropsychiatric disorders in these syndromes are often similar, due to disruption of prefronto-subcortical (limbic) and striato-thalamo-cortical circuitries or default mode and attention network disorder. This supports the concept that they are brain network disorders due to complex pathogenic mechanisms related to the basic proteinopathies that are still poorly understood. Psychotic symptoms, hallucinations and delusions are rare. Neuropsychiatric changes in these disorders are often premature and anticipate motor dysfunctions; their assessment and further elucidation of their pathogenesis are warranted as a basis for early diagnosis and adequate treatment of these debilitating comorbidities.

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引用次数: 0
Impact of APOE and MAPT genetic profile on the cognitive functions among Amyotrophic Lateral Sclerosis Tunisian patients. APOE和MAPT基因谱对肌萎缩性侧索硬化症突尼斯患者认知功能的影响
IF 3.2 4区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2025-04-01 Epub Date: 2025-01-03 DOI: 10.1007/s00702-024-02870-3
Ikram Sghaier, Imen Kacem, Antonia Ratti, Khouloud Takout, Youssef Abida, Silvia Peverelli, Nicola Ticozzi, Amina Gargouri-Berrachid, Vincenzo Silani, Riadh Gouider

Amyotrophic Lateral Sclerosis(ALS) has traditionally been managed as a neuromuscular disorder. However, recent evidence suggests involvement of non-motor domains. This study aims to evaluate the impact of APOE and MAPT genotypes on the cognitive features of ALS. We included confirmed ALS cases from the Neurology department at Razi University Hospital, Tunisia. APOE and MAPT screening were conducted with Sanger sequencing validation, and preliminary screening for four main ALS genes was performed. Clinical phenotypes and genotypes were analyzed using appropriate tests, with healthy controls (HC) representing the Tunisian population. Two-hundred-seventy ALS patients were included, stratified as 213 spinal cases,49 with bulbar onset and 8 patients with generalized form with 140 HC. Regarding APOE, we reported high frequency of ALS cases carrier of APOE-ε4 isoform compared to controls(p < 0.0001).We found a significant association between APOE-ɛ4 and ALS onset site (p = 0.05,r = 0.33),with higher frequencies in bulbar onset patients. Cognitive signs were more frequent in ɛ4 carriers (r = 0.43,p < 0.01),and a significant link was observed between dysexecutive functions and the APOE risk allele (p = 0.0495).Concerning the MAPT haplotypes, we reported high frequency of ALS cases carrier of MAPT H1-haplotype HC (94.45% and 72.14% respectively, p < 0.001).Among ALS cases,MAPT-H1 showed a stronger positive correlation with the presence of oculomotor signs(p = 0.05,r = 0.28).As well as significant positive association between cognitive impairments(p = 0.039,r = 0.59). Our findings emphasize the correlation between APOE and MAPT genotypes and the cognitive features in our ALS patients. We also observed other interesting, though weak, significant correlations (with coefficients not exceeding 0.20),which require further validation in a larger cohort to confirm our results.

肌萎缩性侧索硬化症(ALS)传统上被视为神经肌肉疾病。然而,最近的证据表明,非运动域参与。本研究旨在评估APOE和MAPT基因型对ALS认知特征的影响。我们纳入了突尼斯Razi大学医院神经内科确诊的ALS病例。通过Sanger测序验证进行APOE和MAPT筛选,并对4个主要ALS基因进行初步筛选。临床表型和基因型分析使用适当的测试,健康对照(HC)代表突尼斯人口。纳入270例ALS患者,分为脊柱型213例,球茎型49例,全身性8例,HC 140例。关于APOE,我们报道了与对照组相比,携带APOE-ε4亚型的ALS病例的频率较高(p
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引用次数: 0
Test, track, treat using wearable sensors for management of Parkinson's disease: 12‑month prospective observational United Arab Emirates study using Parkinson's Kinetograph (EmPark-PKG Study). 使用可穿戴传感器进行帕金森病管理的测试、跟踪和治疗:使用帕金森活动记录仪进行的12个月前瞻性观察性阿拉伯联合酋长国研究(EmPark-PKG研究)
IF 3.2 4区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2025-04-01 Epub Date: 2024-12-27 DOI: 10.1007/s00702-024-02873-0
Vinod Metta, Mubasher A Qamar, Karolina Poplawska-Domaszewicz, Huzaifa Ibrahim, Hasna Hussain, Afsal Nalarakettil, Gloria Tanjung, K Ray Chaudhuri

Parkinson's disease (PD) is a progressive neurodegenerative disorder marked by both motor and non-motor symptoms that necessitate ongoing clinical evaluation and medication adjustments. Home-based wearable sensor monitoring offers a detailed and continuous record of patient symptoms, potentially enhancing disease management. The EmPark-PKG study aims to evaluate the effectiveness of the Parkinson's KinetoGraph (PKG), a wearable sensor device, in monitoring and tracking the progression of motor symptoms over 12 months in Emirati and non-Emirati PD patients. Fifty PD patients (32% Emirati, 68% non-Emirati) were assessed at baseline and a 12-month follow-up. Clinical evaluations included levodopa equivalent daily dosage (LEDD) and motor and non-motor assessments. Concurrently, the PKG provided metrics such as bradykinesia score (BKS) and dyskinesia score (DKS). Statistical analyses were conducted to determine changes from baseline to six months, differences between Emirati and non-Emirati groups, and correlations between PKG metrics and clinical assessments. Significant reductions in LEDD and improvements in both motor and non-motor scores were observed from baseline to six months (p < 0.05). PKG-guided medication adjustments were associated with enhanced motor and non-motor outcomes (p < 0.05). Specifically, non-Emirati patients exhibited a significant reduction in LEDD (Z = - 2.010, p = 0.044), whereas Emirati patients did not (Z = - 0.468, p = 0.640). Both groups showed significant improvements in motor scale scores and motor complication scores. Spearman correlation analysis revealed strong relationships between PKG metrics and subjective clinical assessments (p < 0.001). The EmPark-PKG study demonstrates the potential benefits of remote PKG monitoring for personalised motor symptom management in PD. PKG supports a stepped care paradigm by enabling bespoke medication titration based on objective data, facilitating tailored and effective patient care.

帕金森病(PD)是一种进行性神经退行性疾病,以运动和非运动症状为特征,需要持续的临床评估和药物调整。基于家庭的可穿戴传感器监测提供了患者症状的详细和连续记录,潜在地加强了疾病管理。EmPark-PKG研究旨在评估帕金森KinetoGraph (PKG)的有效性,PKG是一种可穿戴传感器设备,用于监测和跟踪阿联酋和非阿联酋PD患者12个月以上运动症状的进展。50例PD患者(32%阿联酋人,68%非阿联酋人)在基线和12个月的随访时进行评估。临床评估包括左旋多巴当量日剂量(LEDD)和运动和非运动评估。同时,PKG提供了运动迟缓评分(BKS)和运动障碍评分(DKS)等指标。进行统计分析以确定从基线到6个月的变化,阿联酋人和非阿联酋人组之间的差异,以及PKG指标与临床评估之间的相关性。从基线到6个月,观察到LEDD显著减少,运动和非运动评分均有改善(p
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引用次数: 0
Nutritional and dietary clinical trials for Parkinson's disease: a narrative review.
IF 3.2 4区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2025-04-01 Epub Date: 2025-03-06 DOI: 10.1007/s00702-025-02901-7
Alexandros Giannakis, Maria Chondrogiorgi, Spiridon Konitsiotis, Christos Sidiropoulos

This study aims to review clinical trials investigating dietary or nutritional interventions for Parkinson's Disease (PD) and identify potential research gaps. A PubMed search yielded 3378 results, and after applying inclusion and exclusion criteria, 38 studies were selected. Of these, 13 focused on interventions with potential neuroprotective effects against PD, 18 examined symptom improvement, and 7 explored their relationship to antiparkinsonian medication. Most studies were randomized controlled trials (RCTs) and demonstrated promising results. However, they were often limited by small sample sizes and short durations. Large-scale, double-blind, placebo-controlled RCTs are necessary to further investigate the effects of dietary and nutritional interventions in PD. Other nutrients with promising results in preclinical research should be further evaluated in clinical trials. Moreover, research should prioritize dietary pattern interventions, like the Mediterranean and ketogenic diets, while closely monitoring patient adherence to these approaches. Lastly, future research should further explore the role of gut microbiota and its potential pathogenic involvement in PD.

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引用次数: 0
Resilience to psychosocial stress and epigenetic aging in schizophrenia: findings from a pilot study. 精神分裂症患者对社会心理压力和表观遗传衰老的恢复能力:一项试点研究的发现。
IF 3.2 4区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2025-04-01 Epub Date: 2024-11-11 DOI: 10.1007/s00702-024-02854-3
George Nader, Muneefah Qureshi, Matisse Ducharme, Corinne Fischer, Philip Gerretsen, Ariel Graff, Daniel Blumberger, Reza Zomorrodi, Carol Borlido, Gary Remington, Vincenzo De Luca

Exposure to stress is known to affect biological aging as well as individuals' susceptibility to a wide variety of mental illnesses, such as schizophrenia. There is an established relationship between the onset of schizophrenia spectrum disorders (SSD) and biological aging. On the other hand, epigenetic modifications, such as DNA methylation (DNAm), are used as biomarkers for biological aging and were previously proven to be altered in schizophrenia. However, previous research did not consider the effect of psychosocial resilience to stress and its effect on aging in schizophrenia, which is what our study aims to address. For our pilot study, 65 schizophrenia patients were recruited and stress exposure and perception levels were assessed using the Social Readjustment Rating Scale (SRRS) and Perceived Stress Scale (PSS), respectively. Moreover, DNA was extracted from venous blood samples and 850,000 CpG loci were assessed for DNA methylation analysis. Average age of participants was 43.15 ± 13.32 years (55.4% male, 44.6% female). Linear regression plots showed significant correlation between SRRS and PSS scores as well as between biological and chronological ages (p < 0.05). The residuals from the two regression models were defined as the psychosocial resilience and DNAm age acceleration, respectively. Interestingly, DNAm age acceleration was inversely correlated with resilience to stress (p < 0.05). In conclusion, it appears that epigenetic age acceleration is associated with reduced resilience to stress in schizophrenia patients. Future studies should focus on establishing resilience effect on disease prognosis.

众所周知,压力会影响生物衰老以及个人对精神分裂症等多种精神疾病的易感性。精神分裂症谱系障碍(SSD)的发病与生物衰老之间存在着既定的关系。另一方面,DNA 甲基化(DNAm)等表观遗传修饰可作为生物衰老的生物标志物,以前的研究已证明它们在精神分裂症中发生了改变。然而,以往的研究并未考虑社会心理对压力的适应性及其对精神分裂症患者衰老的影响,而这正是我们的研究要解决的问题。在我们的试点研究中,共招募了 65 名精神分裂症患者,并分别使用社会再适应评定量表(SRRS)和感知压力量表(PSS)评估了他们的压力暴露和感知水平。此外,研究人员还从静脉血样本中提取了DNA,并对85万个CpG位点进行了DNA甲基化分析评估。参与者的平均年龄为 43.15 ± 13.32 岁(55.4% 为男性,44.6% 为女性)。线性回归图显示,SRRS 和 PSS 分数之间以及生理年龄和年代年龄之间存在显著相关性(p
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引用次数: 0
Untangling the complex relationship between bipolar disorder and anxiety: a comprehensive review of prevalence, prognosis, and therapy. 解开双相情感障碍和焦虑之间的复杂关系:对患病率、预后和治疗的全面回顾。
IF 3.2 4区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2025-04-01 Epub Date: 2025-01-04 DOI: 10.1007/s00702-024-02876-x
Yuting Wang, Jiao Liu, Ran Zhang, Guoshuai Luo, Daliang Sun

Bipolar disorder (BD) frequently coexists with anxiety disorders, creating complex challenges in clinical therapy and management. This study investigates the prevalence, prognostic implications, and treatment strategies for comorbid BD and anxiety disorders. High comorbidity rates, particularly with generalized anxiety disorder, underscore the necessity of thorough clinical assessments to guide effective management. Our findings suggest that anxiety disorders may serve as precursors to BD, especially in high-risk populations, making early detection of anxiety symptoms crucial for timely intervention and prevention. We also found that comorbid anxiety can negatively affect the course of BD, increasing clinical severity, reducing treatment responsiveness, and worsening prognosis. These complexities highlight the need for caution in using antidepressants, which may destabilize mood. Alternatively, cognitive-behavioral therapy presents a promising, targeted approach for managing BD with comorbid anxiety. In summary, this study provides essential insights for clinicians and researchers, enhancing understanding of BD and anxiety comorbidity and guiding more precise diagnostics and tailored interventions to improve overall patient care.

双相情感障碍(BD)经常与焦虑症共存,给临床治疗和管理带来了复杂的挑战。本研究调查双相障碍和焦虑症的患病率、预后影响和治疗策略。高合并率,特别是广泛性焦虑障碍,强调了全面临床评估的必要性,以指导有效的管理。我们的研究结果表明,焦虑障碍可能是双相障碍的前兆,特别是在高危人群中,因此早期发现焦虑症状对于及时干预和预防至关重要。我们还发现,共病焦虑会对双相障碍的病程产生负面影响,增加临床严重程度,降低治疗反应性,恶化预后。这些复杂性强调了在使用抗抑郁药时需要谨慎,这可能会破坏情绪。另外,认知行为疗法是治疗双相障碍合并焦虑的一种有希望的、有针对性的方法。总之,本研究为临床医生和研究人员提供了重要的见解,增强了对双相障碍和焦虑共病的理解,指导了更精确的诊断和量身定制的干预措施,以改善患者的整体护理。
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引用次数: 0
Spasmodic dysphonia: the need for a combined neurological and phoniatric approach. 痉挛性语音障碍:需要神经学和语音学相结合的方法。
IF 3.2 4区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2025-04-01 Epub Date: 2024-12-24 DOI: 10.1007/s00702-024-02868-x
Dirk Dressler, Bruno Kopp, Lizhen Pan, Andrew Blitzer, Fereshte Adib Saberi

Spasmodic dysphonia (SD) is now generally considered to be a task-specific focal dystonia. For the first time, we wanted to explore the relationship between SD and dystonia from a combined neurological and phoniatric perspective. For this, we studied 115 patients with non-psychogenic SD by a combined neurological and phoniatric evaluation. Onset of SD was 49.7 ± 19.0 (6-68) years. The female/male ratio was 2. 63% had additional dystonia manifestations (cervical dystonia 35%, arm dystonia 15%, blepharospasm 11%, oromandibular dystonia 11%, writer's cramp 11%, pharyngeal dystonia 10%, generalised dystonia 4%, axial dystonia 2%, spasmodic dyspnoea 2% and segmental dystonia 1%). 71% occurred before, 25% after and 4% together with SD. 17% had a family history of dystonia and 6% a history of exposure to dopamine receptor blocking agents. 41% had mixed SD (SD-M), 31% abductor SD (SD-AB) and 28% adductor SD (SD-AD). SD-M was significantly correlated with additional dystonia manifestations and tremulous SD. No patient showed essential tremor or Parkinsonian syndromes. Two third of SD patients have additional dystonia manifestations and one fifth have a family history of dystonia, considerably more than previously described. In half of all patients, SD starts with non-SD dystonia. Our combined approach revealed a high prevalence of SD-M associated with frequent additional dystonia manifestations including dystonic tremor and a family history of dystonia. Patients presenting with SD should be evaluated for additional dystonia manifestations and dystonia patients should be evaluated for SD. Relevant coexistence of essential tremor and Parkinsonian syndromes cannot be confirmed.

痉挛性发声障碍(SD)现在被普遍认为是一种特定任务的局灶性肌张力障碍。我们第一次想从神经学和语音学的角度来探讨SD和肌张力障碍之间的关系。为此,我们通过神经学和语音学的综合评估研究了115名非心因性SD患者。SD发病时间为49.7±19.0(6-68)年。男女比例为2。63%有额外的肌张力障碍表现(颈部肌张力障碍35%,手臂肌张力障碍15%,眼睑痉挛11%,口下颌肌张力障碍11%,writer痉挛11%,咽部肌张力障碍10%,全身性肌张力障碍4%,轴性肌张力障碍2%,痉挛性呼吸困难2%和节段性肌张力障碍1%)。71%发生在SD前,25%发生在SD后,4%发生在SD后。17%有肌张力障碍家族史,6%有多巴胺受体阻滞剂暴露史。41%为混合性SD (SD- m), 31%为诱拐性SD (SD- ab), 28%为内收性SD (SD- ad)。SD- m与额外的肌张力障碍表现和震颤性SD显著相关。没有患者出现特发性震颤或帕金森综合征。三分之二的SD患者有额外的肌张力障碍表现,五分之一的患者有肌张力障碍家族史,这比之前描述的要多得多。在一半的患者中,SD开始于非SD性肌张力障碍。我们的综合方法显示SD-M的高患病率与频繁的其他肌张力障碍表现相关,包括肌张力障碍震颤和肌张力障碍家族史。出现SD的患者应评估是否有其他肌张力障碍表现,肌张力障碍患者应评估是否有SD。原发性震颤和帕金森综合征的相关共存不能被证实。
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引用次数: 0
A cross-language speech model for detection of Parkinson's disease. 一种检测帕金森病的跨语言语音模型。
IF 3.2 4区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2025-04-01 Epub Date: 2024-12-30 DOI: 10.1007/s00702-024-02874-z
Wee Shin Lim, Shu-I Chiu, Pei-Ling Peng, Jyh-Shing Roger Jang, Sol-Hee Lee, Chin-Hsien Lin, Han-Joon Kim

Speech change is a biometric marker for Parkinson's disease (PD). However, evaluating speech variability across diverse languages is challenging. We aimed to develop a cross-language algorithm differentiating between PD patients and healthy controls using a Taiwanese and Korean speech data set. We recruited 299 healthy controls and 347 patients with PD from Taiwan and Korea. Participants with PD underwent smartphone-based speech recordings during the "on" phase. Each Korean participant performed various speech texts, while the Taiwanese participant read a standardized, fixed-length article. Korean short-speech (≦15 syllables) and long-speech (> 15 syllables) recordings were combined with the Taiwanese speech dataset. The merged dataset was split into a training set (controls vs. early-stage PD) and a validation set (controls vs. advanced-stage PD) to evaluate the model's effectiveness in differentiating PD patients from controls across languages based on speech length. Numerous acoustic and linguistic speech features were extracted and combined with machine learning algorithms to distinguish PD patients from controls. The area under the receiver operating characteristic (AUROC) curve was calculated to assess diagnostic performance. Random forest and AdaBoost classifiers showed an AUROC 0.82 for distinguishing patients with early-stage PD from controls. In the validation cohort, the random forest algorithm maintained this value (0.90) for discriminating advanced-stage PD patients. The model showed superior performance in the combined language cohort (AUROC 0.90) than either the Korean (AUROC 0.87) or Taiwanese (AUROC 0.88) cohorts individually. However, with another merged speech data set of short-speech recordings < 25 characters, the diagnostic performance to identify early-stage PD patients from controls dropped to 0.72 and showed a further limited ability to discriminate advanced-stage patients. Leveraging multifaceted speech features, including both acoustic and linguistic characteristics, could aid in distinguishing PD patients from healthy individuals, even across different languages.

言语变化是帕金森病(PD)的一种生物特征标志。然而,评估不同语言之间的语音变异性是具有挑战性的。我们的目标是使用台湾和韩国语音数据集开发一种跨语言算法来区分PD患者和健康对照。我们从台湾和韩国招募了299名健康对照和347名PD患者。PD患者在“开启”阶段接受了基于智能手机的语音录音。每位韩国参与者都表演了不同的演讲文本,而台湾参与者则阅读了一篇标准的、固定长度的文章。韩国语短词(≦15音节)和长词(bbb15音节)记录与台湾语语音数据集相结合。合并后的数据集被分成一个训练集(对照与早期PD)和一个验证集(对照与晚期PD),以评估该模型在基于语言长度区分PD患者和对照组的有效性。提取大量的声学和语言语音特征,并结合机器学习算法来区分PD患者和对照组。计算受试者工作特征(AUROC)曲线下的面积来评估诊断效果。随机森林和AdaBoost分类器显示,区分早期PD患者和对照组的AUROC为0.82。在验证队列中,随机森林算法在区分晚期PD患者时保持该值(0.90)。该模型在联合语言队列(AUROC为0.90)中的表现优于单独的韩语队列(AUROC为0.87)或台湾队列(AUROC为0.88)。然而,与另一个合并的语音数据集的短语音记录
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引用次数: 0
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Journal of Neural Transmission
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