Related Experiment Video
Updated: Jun 23, 2026

A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
Published on: January 11, 2020
Quantification of five neuropsychological approaches to defining mild cognitive impairment
Amy J Jak1, Mark W Bondi, Lisa Delano-Wood
1VA San Diego Healthcare System, San Diego, CA 92161, USA. ajak@ucsd.edu
Objectives:
Operational definitions of cognitive impairment have varied widely in diagnosing mild cognitive impairment (MCI). Identifying clinical subtypes of MCI has further challenged diagnostic approaches because varying the components of the objective cognitive assessment can significantly impact diagnosis. Therefore, the authors investigated the applicability of diagnostic criteria for clinical subtypes of MCI in a naturalistic research sample of community elders and quantified the variability in diagnostic outcomes that results from modifying the neuropsychological definition of objective cognitive impairment.
Design:
Cross-sectional and longitudinal study.
Setting:
San Diego, CA, Veterans Administration Hospital.
Participants:
Ninety nondemented, neurologically normal, community-dwelling older adults were initially assessed and 73 were seen for follow-up approximately 17 months later.
Measurements:
Participants were classified via consensus diagnosis as either normally aging or having MCI via each of the five diagnostic strategies, which varied the cutoff for objective impairment and the number of neuropsychological tests considered in the diagnostic process.
Results:
A range of differences in the percentages identified as MCI versus cognitively normal were demonstrated, ranging from 10-74%, depending on the classification criteria used. A substantial minority of individuals demonstrated diagnostic instability over time and across diagnostic approaches. The single domain nonamnestic subtype diagnosis was particularly unstable (e.g., prone to reclassification as normal at follow up).
Conclusion:
Our findings provide empirical support for a neuropsychologically derived operational definition of clinical subtypes of MCI and point to the importance of using comprehensive neuropsychological assessments. Diagnoses, particularly involving nonamnestic MCI, were variable over time. The applicability and utility of this particular MCI subtype warrants further investigation.
Insights
Diagnostic criteria for mild cognitive impairment (MCI) subtypes vary, impacting diagnosis. This study shows that using comprehensive neuropsychological assessments is crucial for stable MCI diagnosis, especially for nonamnestic subtypes.
Area of Science:
- Gerontology
- Neuropsychology
- Cognitive Science
Background:
- Operational definitions for mild cognitive impairment (MCI) lack standardization.
- Variability in diagnostic criteria significantly affects MCI subtype classification.
- Standardizing MCI diagnosis is essential for accurate research and clinical practice.
Purpose of the Study:
- To investigate the applicability of MCI diagnostic criteria in a community-dwelling elder sample.
- To quantify diagnostic outcome variability due to modified neuropsychological assessments.
- To examine the stability of MCI subtypes over time.
Main Methods:
- Cross-sectional and longitudinal study design.
- Involved 90 community-dwelling older adults, with 73 followed up after 17 months.
- Utilized five diagnostic strategies varying in objective impairment cutoffs and test inclusion for MCI classification.
Main Results:
- Diagnosis of MCI versus cognitively normal varied widely (10-74%) based on classification criteria.
- A significant minority of individuals showed diagnostic instability over time and across methods.
- The nonamnestic MCI subtype was particularly unstable, often reclassified as normal at follow-up.
Conclusions:
- Empirical support for neuropsychologically derived MCI subtype definitions.
- Comprehensive neuropsychological assessments are vital for accurate MCI diagnosis.
- The utility of nonamnestic MCI subtype diagnosis requires further investigation due to its instability.
More Related Videos
06:23The 4 Mountains Test: A Short Test of Spatial Memory with High Sensitivity for the Diagnosis of Pre-dementia Alzheimer's Disease
Published on: October 13, 2016
06:58Highlighting and Reducing the Impact of Negative Aging Stereotypes During Older Adults' Cognitive Testing
Published on: January 24, 2020
Related Concept Videos
Dementia l: Introduction
Alzheimer's Disease: Overview
The clinical diagnosis of AD hinges on the presence of memory and other cognitive impairments. Biomarkers, such as changes in Aβ and tau...
Intellectual Disability
Dementia
The progression of dementia is generally gradual.
Diagnostic and Statistical Manual of Mental Disorders (DSM)
Cognitive Enhancers: Cholinesterase Inhibitors and NMDA Receptor Antagonists