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Updated: Feb 17, 2026

A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
Published on: January 11, 2020
Mild behavioral impairment: A prodromal stage of dementia
Fernando E Taragano1, Ricardo F Allegri1, Constantine Lyketsos2
1Servicio de Neuropsicología (SIREN), y Unidad de Investigación "René Barón" del Instituto Universitario CEMIC, Buenos Aires, Argentina.
Abstract:
Mild cognitive impairment (MCI) was defined by Petersen et al. (1999) as progressive memory loss, a prodrome of Alzheimer's disease. MCI is a well-established entity that can be both a diagnosis in medical practice and a valid target of Alzheimer's prevention therapy. More recently MCI has expanded to include other cognitive domains with other potential causes: amnestic MCI, multiple domains MCI, and single domain non-amnestic MCI. Behavioral symptoms in MCI are associated with a higher risk of dementia, but their association with dementia risk in patients without MCI is unknown. The objective of our paper was to address the question of whether aging patients with behavioral symptoms with or without cognitive impairment represent a population at risk for dementia. Mild Behavioral Impairment (MBI) defines a late life syndrome with prominent psychiatric and related behavioral symptoms in the absence of major cognitive symptoms. MBI also appears to be a transitional state between normal aging and dementia. MBI may carry a higher risk for dementia than MCI. A subgroup of MBI patients is likely to exhibit symptoms of a frontotemporal dementia (FTD) prodrome. We proposed 4 subtypes of patients at risk for dementia: amnestic MCI (which is said to progress preferentially to Alzheimer's disease), multiple domain MCI (which may represent normal aging or may progress to vascular cognitive impairment or a neurodegenerative disorder), single domain non-amnestic MCI, and MBI (which may progress to frontotemporal dementia, Lewy Body dementia or Alzheimer's disease). We concluded that MBI is a counterpart of MCI as a transitional state between normal aging and dementia. These findings have implications for early detection, prevention, and treatment of patients with late-life dementia.
Insights
Mild Behavioral Impairment (MBI) and Mild Cognitive Impairment (MCI) are transitional states between normal aging and dementia. MBI may indicate a higher risk for dementia than MCI, impacting early detection and prevention strategies.
Area of Science:
- Gerontology
- Neuroscience
- Psychiatry
Background:
- Mild Cognitive Impairment (MCI) is a recognized prodrome for Alzheimer's disease, encompassing memory loss and other cognitive deficits.
- The association between behavioral symptoms and dementia risk in individuals without MCI remains unclear.
- Late-life psychiatric and behavioral symptoms, termed Mild Behavioral Impairment (MBI), may also signal a transition to dementia.
Purpose of the Study:
- To investigate whether aging individuals with behavioral symptoms, with or without cognitive impairment, are at increased risk for dementia.
- To explore the relationship between MBI and dementia risk compared to MCI.
Main Methods:
- The study defines and categorizes subtypes of MCI (amnestic, multiple domain, single domain non-amnestic) and MBI.
- It examines the potential for these conditions to progress to various forms of dementia.
Main Results:
- MBI is characterized by prominent psychiatric and behavioral symptoms without major cognitive deficits, suggesting a transitional state.
- MBI may represent a higher risk for dementia progression than MCI.
- A subset of MBI patients may exhibit prodromal symptoms of frontotemporal dementia (FTD).
Conclusions:
- Mild Behavioral Impairment (MBI) is proposed as a counterpart to Mild Cognitive Impairment (MCI), both indicating transitional states toward dementia.
- Identifying MBI and MCI subtypes is crucial for early detection, prevention, and treatment of late-life dementia.
- MBI may progress to frontotemporal dementia, Lewy Body dementia, or Alzheimer's disease.
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