Department of Neuroscience, Center for Movement Disorders and Neurorestoration, 3450 Hull Road, University of Florida, Gainesville, FL 32607, United States.
Department of Neurology, Center for Movement Disorders and Neurorestoration, 3450 Hull Road, University of Florida, Gainesville, FL 32607, United States.
Parkinsonism Relat Disord. 2017 Oct;43:67-72. doi: 10.1016/j.parkreldis.2017.07.018. Epub 2017 Jul 21.
Distinct motor subtypes of Parkinson's disease (PD) have been described through both clinical observation and through data-driven approaches. However, the extent to which motor subtypes change during disease progression remains unknown. Our objective was to determine motor subtypes of PD using an unsupervised clustering methodology and evaluate subtype changes with disease duration.
The Parkinson's Progression Markers Initiative database of 423 newly diagnosed PD patients was utilized to retrospectively identify unique motor subtypes through a data-driven, hierarchical correlational clustering approach. For each patient, we assigned a subtype to each motor assessment at each follow-up visit (time points) and by using published criteria. We examined changes in PD subtype with disease duration using both qualitative and quantitative methods.
Five distinct motor subtypes were identified based on the motor assessment items and these included: Tremor Dominant (TD), Axial Dominant, Appendicular Dominant, Rigidity Dominant, and Postural and Instability Gait Disorder Dominant. About half of the patients had consistent subtypes at all time points. Most patients met criteria for TD subtype soon after diagnosis. For patients with inconsistent subtypes, there was an overall trend to shift away from a TD phenotype with disease duration, as shown by chi-squared test, p < 0.001, and linear regression analysis, p < 0.05.
These results strongly suggest that classification of motor subtypes in PD can shift with increasing disease duration. Shifting subtypes is a factor that should be accounted for in clinical practice or in clinical trials.
帕金森病(PD)的不同运动亚型已通过临床观察和数据驱动方法进行了描述。然而,运动亚型在疾病进展过程中发生变化的程度仍不清楚。我们的目的是使用无监督聚类方法确定 PD 的运动亚型,并评估与疾病持续时间相关的亚型变化。
我们利用帕金森病进展标志物倡议数据库中的 423 名新诊断的 PD 患者,通过数据驱动的层次相关聚类方法,回顾性地识别独特的运动亚型。对于每个患者,我们根据每个随访(时间点)的运动评估情况和已发表的标准为每个运动评估分配一个亚型。我们使用定性和定量方法研究 PD 亚型随疾病持续时间的变化。
根据运动评估项目,确定了五个不同的运动亚型,包括震颤主导型(TD)、轴性主导型、肢体主导型、僵硬主导型和姿势与不稳定步态障碍主导型。大约一半的患者在所有时间点都有一致的亚型。大多数患者在诊断后不久即符合 TD 亚型标准。对于具有不一致亚型的患者,随着疾病持续时间的增加,整体上存在从 TD 表型转变的趋势,卡方检验,p<0.001,线性回归分析,p<0.05。
这些结果强烈表明,PD 运动亚型的分类可以随着疾病持续时间的增加而发生变化。亚型的转变是临床实践或临床试验中应考虑的因素。