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Updated: Jun 8, 2025

A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
Published on: January 11, 2020
Mild behavioral impairment in people with mild cognitive impairment: Are the two conditions related?
Julia-Sophia Scheuermann1, Elmar Graessel1, André Kratzer1
1Center for Health Services Research in Medicine, Department of Psychiatry and Psychotherapy, Uniklinikum Erlangen, Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU), Erlangen, Germany.
Background:
Mild cognitive impairment (MCI) and mild behavioral impairment (MBI) are both considered potential prodromal stages of dementia, especially Alzheimer's disease. Previous literature has lacked specific information about MBI in individuals with MCI and associations of several aspects of both, MBI and MCI.
Objective:
Our aim was to investigate whether associations exist between aspects of MBI and aspects of cognitive performance in certain dimensions of the Montreal Cognitive Assessment (MoCA).
Methods:
We used baseline data from the double-blind randomized controlled intervention MCI-CCT-study. Current cognitive performance of individuals with MCI was measured with the MoCA. MBI was assessed with the MBI Shortscale (MBI short), which was administered through a self-report interview. Associations were assessed with Pearson correlations. Sensitivity analyses were conducted for gender and cognition. Group differences were examined with independent samples t-tests or Welch test. Significant correlations were considered in binary logistic regressions under control of covariates.
Results:
There was no significant correlation between the current MoCA and MBI short scores in the total sample or in the gender-related analysis. Using dichotomized cognitive performance, significant correlations between MCI and MBI were revealed for individuals with lower MoCA scores. On the task level, several significant associations were identified between MoCA dimensions and MBI dimensions in the total sample and in the sensitivity analyses, also under control of covariates.
Conclusions:
Our findings support the hypothesis that with increasing cognitive decline, the association between MCI and MBI becomes stronger. Furthermore, a certain cut-off on the MoCA must be reached to identify a correlation.
Insights
Mild cognitive impairment (MCI) and mild behavioral impairment (MBI) are linked, especially in individuals with lower cognitive scores. A specific Montreal Cognitive Assessment (MoCA) threshold is needed to detect this association in dementia prodromal stages.
Area of Science:
- Neuroscience
- Gerontology
- Psychiatry
Background:
- Mild cognitive impairment (MCI) and mild behavioral impairment (MBI) are potential early indicators of dementia, particularly Alzheimer's disease.
- Limited research exists on MBI in MCI patients and their interconnectedness.
Purpose of the Study:
- To explore associations between MBI aspects and cognitive performance dimensions measured by the Montreal Cognitive Assessment (MoCA).
Main Methods:
- Utilized baseline data from the MCI-CCT-study, assessing MCI with MoCA and MBI via self-report (MBI short scale).
- Employed Pearson correlations, sensitivity analyses for gender and cognition, and logistic regressions.
Main Results:
- No overall correlation between MoCA and MBI short scores was found in the total sample.
- Significant correlations emerged when cognitive performance was dichotomized, particularly in individuals with lower MoCA scores.
- Task-level analyses revealed significant associations between specific MoCA and MBI dimensions, even after covariate control.
Conclusions:
- The link between MCI and MBI strengthens as cognitive decline progresses.
- A specific MoCA score threshold is required to observe a significant correlation between MCI and MBI.
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