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Abstract Details

One Patient, One Destiny: A Cluster Analysis of PPMI Data
Movement Disorders
P2 - Poster Session 2 (8:00 AM-9:00 AM)
5-004

We tested whether Parkinson’s disease (PD) patients with similar and distinctive baseline characteristics maintain or separate clinical outcomes independent of comorbidity, genetics, and demographics.

PD patients can exhibit diverse motor and non-motor symptoms. Prior attempts to classify patients based on phenotype subtypes have not consistently predicted outcomes, highlighting the unpredictability of disease progression. There remains a gap in research exploring outcome variability beyond phenotypic characteristics, and no study to date has confirmed this hypothesis.

Utilizing data from the Parkinson's Progression Markers Initiative (PPMI), we analyzed a cohort of 209 PD patients over a five-year follow-up period. Patients were grouped based on baseline characteristics including age (<50, 50-80, >80 years), sex, race (White, African-American, Hispanic, others), BMI (<18.5, 18.5-25, 25-30, >30 kg/m²), genetic mutation status (positive/negative), medical history (cardiovascular disease (CVD) and endocrine disease), presence of jaw and limb tremors, and alpha-synuclein seeding status (positive/negative). Outcomes were assessed for motor and nonmotor features such as gait abnormalities, dyskinesia, motor fluctuations, dystonia, cognitive impairment, hallucinations, and others, as well as levodopa equivalent daily dose (LEDD) progression. Cluster analysis identified baseline and outcome clusters, visualizing patient flow over time with Sankey plots.

The analysis identified 120 unique baseline clusters and 169 distinct outcome clusters. The largest baseline PD cluster (n=14) consisted of white males aged 50-80, with no tremor, positive for cardiovascular and endocrine comorbidities, positive alpha-synuclein seeding status, no genetic mutations, and a BMI of 25-30 kg/m2. After five years, these patients dispersed into 14 unique outcome clusters. Conversely, the largest outcome cluster (n=13) (normal/negative for predefined variables, except LEDD progression) originated from 12 different baseline clusters.

This analysis suggests the presence of an individualized clinical trajectory even among those with similar baseline features. This underscores the importance of a personalized, patient-centered approach to management and research in PD.

Authors/Disclosures
Khashayar Dashtipour, MD, PhD
PRESENTER
Dr. Dashtipour has received personal compensation in the range of $10,000-$49,999 for serving as a Consultant for Neurocrine . Dr. Dashtipour has received personal compensation in the range of $10,000-$49,999 for serving as a Consultant for teva. Dr. Dashtipour has received personal compensation in the range of $10,000-$49,999 for serving as a Consultant for abbvie. Dr. Dashtipour has received personal compensation in the range of $10,000-$49,999 for serving as a Consultant for acadia. Dr. Dashtipour has received personal compensation in the range of $10,000-$49,999 for serving as a Consultant for kyowa kirin . Dr. Dashtipour has received personal compensation in the range of $10,000-$49,999 for serving as a Consultant for amneal . Dr. Dashtipour has received personal compensation in the range of $50,000-$99,999 for serving on a Speakers Bureau for neurocrine . Dr. Dashtipour has received personal compensation in the range of $10,000-$49,999 for serving on a Speakers Bureau for teva. Dr. Dashtipour has received personal compensation in the range of $10,000-$49,999 for serving on a Speakers Bureau for abbvie. Dr. Dashtipour has received personal compensation in the range of $10,000-$49,999 for serving on a Speakers Bureau for kyowa Kirin . Dr. Dashtipour has received personal compensation in the range of $10,000-$49,999 for serving on a Speakers Bureau for ipsen. Dr. Dashtipour has received personal compensation in the range of $10,000-$49,999 for serving on a Speakers Bureau for amneal . Dr. Dashtipour has received personal compensation in the range of $10,000-$49,999 for serving on a Speakers Bureau for acorda. The institution of Dr. Dashtipour has received research support from Abbvie. The institution of Dr. Dashtipour has received research support from ipsen. The institution of Dr. Dashtipour has received research support from amneal.
Mehrbod Vakhshoori, MD Dr. Vakhshoori has nothing to disclose.
Alberto J. Espay, MD, FAAN (University of Cincinnati) Dr. Espay has received personal compensation in the range of $5,000-$9,999 for serving as a Consultant for Tanabe Pharma America (formerly, Neuroderm). Dr. Espay has received personal compensation in the range of $500-$4,999 for serving as a Consultant for Avion. Dr. Espay has received personal compensation in the range of $5,000-$9,999 for serving as a Consultant for Amneal. Dr. Espay has received personal compensation in the range of $5,000-$9,999 for serving as a Consultant for Acadia. Dr. Espay has received personal compensation in the range of $5,000-$9,999 for serving as a Consultant for Acorda. Dr. Espay has received personal compensation in the range of $500-$4,999 for serving as a Consultant for Kyowa Kirin. Dr. Espay has received personal compensation in the range of $5,000-$9,999 for serving as a Consultant for Sunovion. Dr. Espay has received personal compensation in the range of $500-$4,999 for serving as a Consultant for Herantis Pharma. Dr. Espay has received personal compensation in the range of $5,000-$9,999 for serving as a Consultant for Supernus (formerly USWorldMeds). Dr. Espay has received personal compensation in the range of $5,000-$9,999 for serving as a Consultant for Acadia. Dr. Espay has received personal compensation in the range of $5,000-$9,999 for serving as a Consultant for Synaps Dx. Dr. Espay has received personal compensation in the range of $5,000-$9,999 for serving as a Consultant for Bial. Dr. Espay has received personal compensation in the range of $5,000-$9,999 for serving as a Consultant for NeuroDiagnostics, Inc (SYNAPS Dx). Dr. Espay has received personal compensation in the range of $5,000-$9,999 for serving as a Consultant for Intrance Medical Systems, Inc.. Dr. Espay has received personal compensation in the range of $5,000-$9,999 for serving as a Consultant for Merz. Dr. Espay has received personal compensation in the range of $5,000-$9,999 for serving as a Consultant for Praxis Precision Medicines. Dr. Espay has received personal compensation in the range of $500-$4,999 for serving as a Consultant for Citrus Health. Dr. Espay has received personal compensation in the range of $500-$4,999 for serving on a Scientific Advisory or Data Safety Monitoring board for AskBio. The institution of Dr. Espay has received research support from NIH. The institution of Dr. Espay has received research support from Michael J Fox Foundation for Parkinson's Research. Dr. Espay has received intellectual property interests from a discovery or technology relating to health care. Dr. Espay has received publishing royalties from a publication relating to health care. Dr. Espay has received publishing royalties from a publication relating to health care. Dr. Espay has received publishing royalties from a publication relating to health care.
Jacob Jones, PhD Dr. Jones has nothing to disclose.
Karen P. Frei, MD The institution of Dr. Frei has received personal compensation in the range of $500-$4,999 for serving as an Editor, Associate Editor, or Editorial Advisory Board Member for Elsevier Clinical Parkinsonism and Related Disorders journal.
Farzin B. Pedouim, MD (Farzin Benjamin Pedouim MD Inc) Dr. Pedouim has nothing to disclose.