Table 1:
Cluster Studies in LBD
Gasparoli et al., 2002 134 | Dujardin et al., 2004 141 | Lewis et al., 2005 137 | Schrag et al., 2006 142 | Post et al., 2008 143 | Reijnders et al., 2009 145 | Van Rooden et al., 2011 144 | Fereshtehnejad et al., 2015 140 | Erro et al., 2016 138 | Fereshtehnejad et al., 2017 148 | Morenas-Rodriguez et al., 2018 146 | |
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Design and Inclusion | |||||||||||
Patients, n | 103 | 44 | 120 | 124 | 131 | 346 | 344 | 113 | 398 | 421 | 81 |
Inclusion | PD Dx <5y | PD Dx <3y | PD HY I-III | None | De Novo PD | None | PROPARKa | None | PPMI | PPMI | Probable DLBb |
Age, mean years (SD) | NS | 66 (median) | 64.4 (9.3) | 71.9 (11.0) | 66.7 (10.4) | 70.4c | 60.8 (11.3) | 66.7 (8.9) | 63.2c | 61.1 (9.7) | 59.3 (48) |
Disease Duration, mean years (SD) | NS | 4 (median) | 7.8 (5.4) | 6.1 (4.4) | 1.7 (0.9) | 8.2 | 9.9 (6.2) | 5.7 (4.2) | NS | 0.5 (0.5) | 5.0 (3.2) |
Clustering Algorithm Type | NS | K-Means | K-means | K-Means | K-Means | K-Means | Model Based | K-means and agglomerative hierarchical | K-means | Agglomerative hierarchical | K-means |
Variables Included in Clustering Solution | |||||||||||
Demographics | |||||||||||
Age of Onset | |||||||||||
Sex | |||||||||||
Motor Features | |||||||||||
UPDRSII | Motor Parkinsonismd | ||||||||||
UPDRS III | Motor Parkinsonismd | ||||||||||
Rate of Motor Progression | |||||||||||
Motor Phenotype | |||||||||||
Motor Complications (fluctuations, dyskinesias) |
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Non-Motor Features | |||||||||||
Depression | |||||||||||
Anxiety | |||||||||||
Apathy | |||||||||||
Autonomic Dysfunction | |||||||||||
RBD | |||||||||||
Cognition | |||||||||||
Hallucinations | |||||||||||
Clustering Solutions | |||||||||||
N | 2 | 2 | 4 | 2 | 3 | 4 | 4 | 3 | 3 | 3 | 3 |
Characteristics | Older age/ rapid progression (39%) Younger age/slower progression (61%) |
Worse motor and cognitive impairment (36%) Milder motor and preserved cognition (59%) |
Young onset (41%) Tremor dominant (17%) Non-tremor dominant (26%) Rapid motor progression (17%) |
Young onset more depression (36%) Older onset more rapid progression (64%) |
Young onset (34%) Intermediate age onset (27%) Oldest age onset, more rapid motor progression (40%) |
Young Onset (29%) Tremor dominant (47%) Non tremor predominant with psychopathology (17%) Rapid disease progression (6%) |
Young mild (49%) Youngest with motor and non-motor complications (13%) Older and intermediately affected (30%) Diffuse and severely affected (8%) |
Mainly motor (38%) Intermediate (27%) Diffuse malignant (35%) |
Mild motor/slow progression (45%) Worse motor (38%) Worse motor and non-motor burden (17%) |
Mild motor predominant (52%) Intermediate (38%). Diffuse malignant (9%) |
Cognitive predominant (57%) Neuro-psychiatric predominant (27%) Parkinsonism predominant (16%) |
Abbreviations: PD: parkinson’s disease. Dx: diagnosis. HY: Hoehn and Yahr. PPMI: Parkinson’s Progression Marker Initiative. NS: not stated. RBD: REM sleep behavior disorder (either reported of polysomnogram proven)
Grey boxes indicate variables used to determine clusters
PROPARK Cohort from Verbaan D, Marinus J, Visser M, et al. Cognitive impairment in Parkinson’s disease. Journal of Neurology, Neurosurgery & Psychiatry 2007;78(11):1182–1187
Probable DLB from McKeith IG, Dickson DW, Lowe J, et al. Diagnosis and management of dementia with Lewy bodies: third report of the DLB Consortium. Neurology 2005;65(12):1863–1872.
Derived from cluster averages
Motor parkinsonism derived from chart review, not UPDRS parts II and III