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Updated: Jul 4, 2026

A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
Published on: January 11, 2020
Mild cognitive impairment is common in Parkinson's disease patients with normal Mini-Mental State Examination (MMSE)
Eugenia Mamikonyan1, Paul J Moberg, Andrew Siderowf
1Department of Psychiatry, University of Pennsylvania, Philadelphia, PA 19104, USA.
Purpose:
Cognitive impairment occurs in the majority of Parkinson's disease (PD) patients, but little is known about detection of mild cognitive impairment (MCI) in this population. We report on the frequency and characteristics of cognitive deficits in PD patients with intact global cognition based on Mini-Mental State Examination (MMSE) performance.
Methods:
One hundred and six PD patients with normal age- and education-adjusted MMSE scores (mean [SD] score=29.1 [1.1]) were administered standardized neuropsychological tests assessing memory, executive function, and attention. Impairment on a cognitive domain was a low score (i.e., >or=1.5 SD below the published normative mean) on at least two measures or tests (for memory and executive abilities) or a single measure (for attention).
Results:
Mild cognitive impairment was found in 29.2% of PD patients, with 17.9% demonstrating single domain and 11.3% multiple domain impairment. Memory and attention impairment were most common (15.1% and 17.0%, respectively), followed by executive impairment (8.5%). Depending on the measure of disease severity chosen, increasing age and disease severity, anti-anxiety medication use, and a suggestion for increasing severity of daytime sleepiness were independent predictors of cognitive impairment.
Conclusions:
Cognitive deficits are common in PD patients with "normal" cognition based on MMSE performance, suggesting that MCI is under-recognized in clinical practice due to routine use of insensitive screening instruments. In contrast with some previous reports, early memory impairment may be as common as either executive or attentional deficits in PD. In addition, psychiatric medication use and daytime sleepiness may be reversible or treatable contributors to cognitive impairment.
Insights
Mild cognitive impairment (MCI) affects nearly 30% of Parkinson's disease (PD) patients with normal global cognition. Memory and attention deficits are common, suggesting current screening tools may under-recognize this condition.
Area of Science:
- Neurology
- Neuropsychology
Background:
- Cognitive impairment is prevalent in Parkinson's disease (PD).
- Detection of mild cognitive impairment (MCI) in PD patients with seemingly normal global cognition remains poorly understood.
- This study investigates the frequency and characteristics of cognitive deficits in PD patients who score normally on the Mini-Mental State Examination (MMSE).
Purpose of the Study:
- To determine the prevalence and nature of mild cognitive impairment (MCI) in Parkinson's disease (PD) patients with normal Mini-Mental State Examination (MMSE) scores.
- To identify factors associated with cognitive impairment in this population.
Main Methods:
- One hundred and six PD patients with normal MMSE scores underwent comprehensive neuropsychological testing.
- Tests assessed memory, executive function, and attention.
- Cognitive domain impairment was defined by scores at least 1.5 standard deviations below normative means.
Main Results:
- Mild cognitive impairment (MCI) was identified in 29.2% of PD patients.
- Memory (15.1%) and attention (17.0%) impairments were most frequent, followed by executive dysfunction (8.5%).
- Predictors of cognitive impairment included increasing age, disease severity, anti-anxiety medication use, and daytime sleepiness.
Conclusions:
- Cognitive deficits are common in PD patients despite normal MMSE scores, indicating potential under-recognition of MCI in clinical practice.
- Early memory impairment may be as prevalent as executive or attentional deficits in PD.
- Psychiatric medication use and daytime sleepiness are potential reversible contributors to cognitive impairment in PD.
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