Mild behavioral impairment as a predictor of cognitive functioning in older adults
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Updated: Dec 20, 2025

A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
Published on: January 11, 2020
Hillary J Rouse1, Brent J Small1, John A Schinka1
1School of Aging Studies, University of South Florida, Tampa, FL, USA.
Objective:
To assess the influence of mild behavioral impairment (MBI) on the cognitive performance of older adults who are cognitively healthy or have mild cognitive impairment (MCI).
Methods:
Secondary data analysis of a sample (n = 497) of older adults from the Florida Alzheimer's Disease Research Center who were either cognitively healthy (n = 285) or diagnosed with MCI (n = 212). Over half of the sample (n = 255) met the operationalized diagnostic criteria for MBI. Cognitive domains of executive function, attention, short-term memory, and episodic memory were assessed using a battery of neuropsychological tests.
Results:
Older adults with MBI performed worse on tasks of executive function, attention, and episodic memory compared to those without MBI. A significant interaction revealed that persons with MBI and MCI performed worse on tasks of episodic memory compared to individuals with only MCI, but no significant differences were found in performance in cognitively healthy older adults with or without MBI on this cognitive domain. As expected, cognitively healthy older adults performed better than individuals with MCI on every domain of cognition.
Conclusions:
The present study found evidence that independent of cognitive status, individuals with MBI performed worse on tests of executive function, attention, and episodic memory than individuals without MBI. Additionally, those with MCI and MBI perform significantly worse on episodic memory tasks than individuals with only MCI. These results provide support for a unique cognitive phenotype associated with MBI and highlight the necessity for assessing both cognitive and behavioral symptoms.
Insights
Mild behavioral impairment (MBI) negatively impacts cognitive function in older adults, affecting executive function, attention, and memory, regardless of cognitive status. Individuals with MBI and mild cognitive impairment (MCI) show specific episodic memory deficits.
Area of Science:
- Neuroscience
- Gerontology
- Cognitive Psychology
Background:
- Mild behavioral impairment (MBI) is increasingly recognized as a potential precursor or correlate of cognitive decline.
- Understanding the specific cognitive effects of MBI is crucial for early detection and intervention in aging populations.
- Previous research has explored MBI's association with various neurodegenerative diseases, but its independent impact on cognitive domains requires further elucidation.
Purpose of the Study:
- To investigate the influence of mild behavioral impairment (MBI) on the cognitive performance of older adults.
- To differentiate the cognitive impact of MBI in cognitively healthy individuals versus those with mild cognitive impairment (MCI).
Main Methods:
- Secondary data analysis of 497 older adults (cognitively healthy and MCI) from the Florida Alzheimer's Disease Research Center.
- Utilized neuropsychological tests to assess executive function, attention, short-term memory, and episodic memory.
- Operationalized diagnostic criteria for MBI, with over half the sample meeting these criteria.
Main Results:
- Older adults with MBI demonstrated poorer performance in executive function, attention, and episodic memory compared to those without MBI.
- A significant interaction indicated that individuals with both MBI and MCI performed worse on episodic memory tasks than those with MCI alone.
- Cognitively healthy older adults consistently outperformed individuals with MCI across all assessed cognitive domains.
Conclusions:
- Mild behavioral impairment (MBI) is associated with worse performance in executive function, attention, and episodic memory, independent of overall cognitive status.
- The co-occurrence of MBI and MCI leads to specific deficits in episodic memory, suggesting a unique cognitive phenotype.
- Assessing both cognitive and behavioral symptoms is essential for a comprehensive understanding of cognitive aging and impairment.
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