Vanessa Brzoskowski dos Santos , Rafaela Ravazio , Daniel Teixeira-dos-Santos , Artur Francisco Schumacher Schuh , Christian Mattjie , Joana M. Pasquali , Mauricia Denise de Borba , Rodrigo C Barros , Maira Rozenfeld Olchik
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Tremor and gait-posture scores were derived from specific MDS-UPDRS items, with additional data on Deep Brain Stimulation (DBS) status and Levodopa Equivalent Daily Dose (LEDD). The tasks diadochokinesis (DDK) and monologue were recorded and acoustically analyzed using software. We compared our identified clusters using clinical data through an analysis of covariance adjusted for age, sex, and disease duration.</div></div><div><h3>Results</h3><div>Ninety individuals with PD were included, with 61.2 (± 9.4) years old, 13.6 (± 6.6) disease duration, and 47.6 (± 10) age at onset. We identified three speech groups with strong separation between them, comprising 49 (mild), 13 (moderate), and 29 (severe) patients. Tremor and postural-gait stability scores differed significantly across the three clusters, with cluster 3 exhibiting higher tremor (13.42 ± 10.66 vs. 7.09 ± 6.62, p = 0.020) and greater postural-gait instability (10.25 ± 6.69 vs. 5.46 ± 4.91, p = 0.009) than cluster 1. These differences weren’t explainable by distinct age, sex, or disease duration.</div></div><div><h3>Conclusion</h3><div>Our speech-based clustering algorithm effectively differentiated Parkinson’s disease subtypes in this sample, identifying distinct groups based on tremor and axial symptoms.</div></div>","PeriodicalId":33691,"journal":{"name":"Clinical Parkinsonism Related Disorders","volume":"13 ","pages":"Article 100373"},"PeriodicalIF":1.8000,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Speech subtypes are associated with worsened tremor and axial symptoms in Parkinson’s disease patients\",\"authors\":\"Vanessa Brzoskowski dos Santos , Rafaela Ravazio , Daniel Teixeira-dos-Santos , Artur Francisco Schumacher Schuh , Christian Mattjie , Joana M. Pasquali , Mauricia Denise de Borba , Rodrigo C Barros , Maira Rozenfeld Olchik\",\"doi\":\"10.1016/j.prdoa.2025.100373\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><h3>Background</h3><div>Parkinson’s disease (PD) is a heterogeneous disorder, suggesting the presence of distinct subtypes. Speech data, though easy to collect, remains underutilized in subtyping PD.</div></div><div><h3>Methods</h3><div>Cross-sectional study with PD patients recruited from the Movement Disorders Outpatient Clinic of the Neurology Service at the University Hospital in Porto Alegre, Brazil. We included participants diagnosed with idiopathic PD and excluded participants with other disorders that could affect speech. Clinical and sociodemographic data were collected alongside MDS-UPDRS Parts II and III motor assessments. Tremor and gait-posture scores were derived from specific MDS-UPDRS items, with additional data on Deep Brain Stimulation (DBS) status and Levodopa Equivalent Daily Dose (LEDD). The tasks diadochokinesis (DDK) and monologue were recorded and acoustically analyzed using software. We compared our identified clusters using clinical data through an analysis of covariance adjusted for age, sex, and disease duration.</div></div><div><h3>Results</h3><div>Ninety individuals with PD were included, with 61.2 (± 9.4) years old, 13.6 (± 6.6) disease duration, and 47.6 (± 10) age at onset. We identified three speech groups with strong separation between them, comprising 49 (mild), 13 (moderate), and 29 (severe) patients. Tremor and postural-gait stability scores differed significantly across the three clusters, with cluster 3 exhibiting higher tremor (13.42 ± 10.66 vs. 7.09 ± 6.62, p = 0.020) and greater postural-gait instability (10.25 ± 6.69 vs. 5.46 ± 4.91, p = 0.009) than cluster 1. 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引用次数: 0
摘要
背景:帕金森病(PD)是一种异质性疾病,表明存在不同的亚型。语音数据虽然易于收集,但在PD亚型中仍未得到充分利用。方法对来自巴西阿雷格里港大学医院神经内科运动障碍门诊的PD患者进行横断面研究。我们纳入了诊断为特发性PD的参与者,排除了可能影响言语的其他疾病的参与者。临床和社会人口学数据与MDS-UPDRS第二部分和第三部分的运动评估一起收集。震颤和步态姿势评分来源于特定的MDS-UPDRS项目,以及深部脑刺激(DBS)状态和左旋多巴当量日剂量(LEDD)的额外数据。录音并利用软件进行声音分析。通过对年龄、性别和疾病持续时间进行协方差分析,我们比较了临床数据。结果纳入PD患者90例,年龄61.2(±9.4)岁,病程13.6(±6.6)岁,发病年龄47.6(±10)岁。我们确定了三个语音组之间有很强的分离,包括49例(轻度),13例(中度)和29例(重度)患者。地震和postural-gait稳定得分显著不同三个集群,集群3表现出更高的地震(13.42 ±10.66 vs 7.09 ± 6.62,p = 0.020)和大postural-gait不稳定(10.25 ± 6.69 vs 5.46 ± 4.91,p = 0.009)比集群1。这些差异不能用不同的年龄、性别或疾病持续时间来解释。结论基于语音的聚类算法有效地区分了该样本中帕金森病的亚型,根据震颤和轴向症状识别出不同的组。
Speech subtypes are associated with worsened tremor and axial symptoms in Parkinson’s disease patients
Background
Parkinson’s disease (PD) is a heterogeneous disorder, suggesting the presence of distinct subtypes. Speech data, though easy to collect, remains underutilized in subtyping PD.
Methods
Cross-sectional study with PD patients recruited from the Movement Disorders Outpatient Clinic of the Neurology Service at the University Hospital in Porto Alegre, Brazil. We included participants diagnosed with idiopathic PD and excluded participants with other disorders that could affect speech. Clinical and sociodemographic data were collected alongside MDS-UPDRS Parts II and III motor assessments. Tremor and gait-posture scores were derived from specific MDS-UPDRS items, with additional data on Deep Brain Stimulation (DBS) status and Levodopa Equivalent Daily Dose (LEDD). The tasks diadochokinesis (DDK) and monologue were recorded and acoustically analyzed using software. We compared our identified clusters using clinical data through an analysis of covariance adjusted for age, sex, and disease duration.
Results
Ninety individuals with PD were included, with 61.2 (± 9.4) years old, 13.6 (± 6.6) disease duration, and 47.6 (± 10) age at onset. We identified three speech groups with strong separation between them, comprising 49 (mild), 13 (moderate), and 29 (severe) patients. Tremor and postural-gait stability scores differed significantly across the three clusters, with cluster 3 exhibiting higher tremor (13.42 ± 10.66 vs. 7.09 ± 6.62, p = 0.020) and greater postural-gait instability (10.25 ± 6.69 vs. 5.46 ± 4.91, p = 0.009) than cluster 1. These differences weren’t explainable by distinct age, sex, or disease duration.
Conclusion
Our speech-based clustering algorithm effectively differentiated Parkinson’s disease subtypes in this sample, identifying distinct groups based on tremor and axial symptoms.