Related Experiment Video
Updated: Jul 12, 2026

Dynamic Digital Biomarkers of Motor and Cognitive Function in Parkinson's Disease
Published on: July 24, 2019
Disease-Duration-Specific Percentiles for Prospective Subtyping of Parkinson's Disease: A PPMI-Based Study
Ahmed Negida1, Nitai Mukhopadhyay2, Brian D Berman1
1Parkinson's and Movement Disorders Center, Virginia Commonwealth University, Richmond, Virginia, USA.
Background:
Parkinson's disease (PD) is clinically heterogeneous, with variable progression rates that complicate clinical trial design. The data-driven diffuse malignant (DM), intermediate (IM), and mild-motor predominant (MMP) subtyping model has prognostic value but lacks disease duration-specific thresholds for prospective use in disease-modifying trials.
Objective:
To define year-specific percentile thresholds for key motor and non-motor measures within the first 5 years after diagnosis to enable real-time PD subtyping and assess progression patterns across subtypes.
Methods:
We analyzed de-identified PPMI data (downloaded April 22, 2026) from 1030 individuals with idiopathic PD. For each disease year, we computed percentiles for a composite motor score (MDS-UPDRS II + III + PIGD) and non-motor measures (MoCA, RBDSQ, SCOPA-AUT). Thresholds were set at the 75th percentile for motor, RBDSQ, and SCOPA-AUT, and the 25th percentile for MoCA, and applied annually to classify DM-, IM-, and MMP-PD. Subtype stability (years 1-5) and progression were assessed using 25 predefined PPMI milestones. Kaplan-Meier and Cox regression models evaluated time to first milestone.
Results:
Percentile thresholds worsened progressively over time, paralleling cohort-level decline. DM-PD prevalence ranged from 19.2-20.5% (IM 41.8-44.4%; MMP 35.1-38.8%). At baseline, clinical measures differed significantly across subtypes. Compared to MMP-PD, DM-PD (HR 3.03; 95% CI: 2.30-3.97) and IM-PD (HR 1.48; 95% CI: 1.19-1.84) showed faster progression.
Conclusions:
We establish disease duration-specific percentiles for prospective application of the DM/IM/MMP subtyping model, supporting patient stratification and enrichment in disease-modifying trials.
Insights
This study establishes year-specific thresholds for Parkinson's disease (PD) subtypes, enabling better patient stratification in clinical trials. These new criteria help identify diffuse malignant (DM), intermediate (IM), and mild-motor predominant (MMP) PD progression more accurately.
Area of Science:
- Neurology
- Clinical Trials
- Biostatistics
Background:
- Parkinson's disease (PD) exhibits significant clinical heterogeneity, complicating clinical trial design due to variable progression rates.
- Existing data-driven subtypes (DM, IM, MMP) show prognostic value but lack disease duration-specific thresholds for prospective trial use.
Purpose of the Study:
- To define year-specific percentile thresholds for motor and non-motor measures within the first five years post-diagnosis.
- To enable real-time PD subtyping and assess progression patterns across established subtypes.
Main Methods:
- Analysis of de-identified PPMI data from 1030 idiopathic PD individuals.
- Computation of annual percentiles for composite motor scores and non-motor measures (MoCA, RBDSQ, SCOPA-AUT).
- Application of thresholds (75th percentile for motor/RBDSQ/SCOPA-AUT, 25th for MoCA) for annual DM/IM/MMP classification and assessment of subtype stability and progression using PPMI milestones.
Main Results:
- Percentile thresholds progressively worsened over time, mirroring cohort decline.
- Prevalence estimates: DM-PD (19.2-20.5%), IM-PD (41.8-44.4%), MMP-PD (35.1-38.8%).
- DM-PD and IM-PD demonstrated significantly faster progression compared to MMP-PD.
Conclusions:
- Established disease duration-specific percentiles for the DM/IM/MMP subtyping model.
- Supports prospective application for patient stratification and enrichment in disease-modifying PD trials.
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