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Updated: Jun 24, 2025

A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
Published on: January 11, 2020
Predictors of probable attention deficit hyperactivity disorder in elderly patients with mild cognitive impairment
Shiho Nagano1,2,3, Naoto Kamimura1,4, Satoko Sota1,3
1Department of Neuropsychiatry, Kochi Medical School Kochi University Kochi Japan.
Aim:
Characteristics of attention deficit hyperactivity disorder (ADHD) that persist into old age are often confused with symptoms of mild cognitive impairment (MCI), and the actual rate of probable ADHD in people with MCI is unknown. This study estimated the proportion of MCI patients with probable ADHD and investigated the factors to identify MCI patients with probable ADHD.
Methods:
We recruited 36 elderly patients (11 males, 25 females, mean age 72.4 ± 7.6 years) who met the MCI criteria. The MCI patients were classified as those with [MCI/ADHD (+)] and without [MCI/ADHD (-)] probable ADHD, according to the Wender Utah Rating Scale scores. The autism features, inattention, and hyperactivity features during childhood and current periods, estimated intelligence quotient, and demographic data were compared between the groups. Multiple logistic regression analysis was performed to identify factors of MCI/ADHD (+) patients.
Results:
Nine (25.0%) and 27 patients were added into the MCI/ADHD (+) and MCI/ADHD (-) groups, respectively. The MCI/ADHD (+) group mostly comprised men, those who visited the clinic at a younger age, had more years of schooling, and had strong autism spectrum disorder tendencies. Multiple logistic regression analysis indicated male sex and current hyperactivity as significant predictors of probable ADHD in MCI patients.
Conclusion:
A quarter of the patients with MCI had probable ADHD. Male sex and hyperactivity at the time of MCI diagnosis might help in predicting probable ADHD in MCI patients. However, these results were obtained from a single-center, small-case study and should be confirmed via longitudinal studies with a large number of cases.
Insights
A quarter of elderly patients with mild cognitive impairment (MCI) also showed signs of probable attention deficit hyperactivity disorder (ADHD). Male sex and current hyperactivity were key predictors for identifying ADHD in MCI patients.
Area of Science:
- Gerontology
- Neuropsychology
- Psychiatry
Background:
- Attention deficit hyperactivity disorder (ADHD) symptoms can persist into old age, often overlapping with mild cognitive impairment (MCI).
- The prevalence and identifying factors of probable ADHD in MCI patients remain unclear.
Purpose of the Study:
- To estimate the proportion of MCI patients with probable ADHD.
- To identify factors that predict probable ADHD in individuals with MCI.
Main Methods:
- Recruited 36 elderly patients meeting MCI criteria.
- Classified patients into MCI/ADHD (+) and MCI/ADHD (-) groups using the Wender Utah Rating Scale.
- Compared autism features, inattention, hyperactivity, IQ, and demographics; utilized logistic regression for factor identification.
Main Results:
- Nine (25.0%) patients were classified as MCI/ADHD (+).
- The MCI/ADHD (+) group had a higher proportion of males, younger clinic visitors, more educated individuals, and those with autism spectrum disorder tendencies.
- Male sex and current hyperactivity emerged as significant predictors of probable ADHD in MCI patients.
Conclusions:
- Approximately 25% of MCI patients exhibited probable ADHD.
- Male sex and the presence of hyperactivity during MCI diagnosis may aid in predicting probable ADHD.
- Findings require validation through larger, longitudinal studies due to the small sample size and single-center nature.
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