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A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
Published on: January 11, 2020
Clinical symptoms in mild cognitive impairment with Lewy bodies: Frequency, time of onset, and discriminant ability
Paul C Donaghy1, Calum Hamilton1, Rory Durcan1
1Translational and Clinical Research Institute, Newcastle University, Newcastle Upon Tyne, UK.
Background And Purpose:
Mild cognitive impairment with Lewy bodies (MCI-LB) is associated with a range of cognitive, motor, neuropsychiatric, sleep, autonomic, and visual symptoms. We investigated the cumulative frequency of symptoms in a longitudinal cohort of MCI-LB compared with MCI due to Alzheimer disease (MCI-AD) and analysed the ability of a previously described 10-point symptom scale to differentiate MCI-LB and MCI-AD, in an independent cohort.
Methods:
Participants with probable MCI-LB (n = 70), MCI-AD (n = 51), and controls (n = 34) had a detailed clinical assessment and annual follow-up (mean duration = 1.7 years). The presence of a range of symptoms was ascertained using a modified version of the Lewy Body Disease Association Comprehensive LBD Symptom Checklist at baseline assessment and then annually.
Results:
MCI-LB participants experienced a greater mean number of symptoms (24.2, SD = 7.6) compared with MCI-AD (11.3, SD = 7.4) and controls (4.2, SD = 3.1; p < 0.001 for all comparisons). A range of cognitive, parkinsonian, neuropsychiatric, sleep, and autonomic symptoms were significantly more common in MCI-LB than MCI-AD, although when present, the time of onset was similar between the two groups. A previously defined 10-point symptom scale demonstrated very good discrimination between MCI-LB and MCI-AD (area under the receiver operating characteristic curve = 0.91, 95% confidence interval = 0.84-0.98), replicating our previous finding in a new cohort.
Conclusions:
MCI-LB is associated with the frequent presence of a particular profile of symptoms compared to MCI-AD. Clinicians should look for evidence of these symptoms in MCI and be aware of the potential for treatment. The presence of these symptoms may help to discriminate MCI-LB from MCI-AD.
Insights
Mild cognitive impairment with Lewy bodies (MCI-LB) presents with more symptoms than MCI due to Alzheimer disease (MCI-AD). A 10-point symptom scale effectively differentiates MCI-LB from MCI-AD.
Area of Science:
- Neurology
- Neuroscience
- Cognitive Science
Background:
- Mild cognitive impairment with Lewy bodies (MCI-LB) is characterized by diverse symptoms including cognitive, motor, and neuropsychiatric deficits.
- Distinguishing MCI-LB from MCI due to Alzheimer disease (MCI-AD) is crucial for appropriate management and treatment.
- Understanding the symptom profile in MCI-LB is essential for early diagnosis.
Purpose of the Study:
- To investigate the cumulative frequency of symptoms in a longitudinal cohort of MCI-LB.
- To compare the symptom burden in MCI-LB with MCI-AD and healthy controls.
- To evaluate the efficacy of a 10-point symptom scale in differentiating MCI-LB from MCI-AD.
Main Methods:
- A longitudinal study involving participants with probable MCI-LB (n=70), MCI-AD (n=51), and controls (n=34).
- Detailed clinical assessments and annual follow-ups over a mean duration of 1.7 years.
- Symptom presence ascertained using a modified Lewy Body Disease Association Comprehensive LBD Symptom Checklist.
Main Results:
- MCI-LB participants exhibited a significantly higher mean number of symptoms (24.2) compared to MCI-AD (11.3) and controls (4.2).
- Cognitive, parkinsonian, neuropsychiatric, sleep, and autonomic symptoms were more prevalent in MCI-LB than MCI-AD.
- The 10-point symptom scale demonstrated strong discrimination between MCI-LB and MCI-AD (AUC=0.91).
Conclusions:
- MCI-LB is associated with a distinct and frequent symptom profile compared to MCI-AD.
- Identifying these specific symptoms can aid clinicians in differentiating MCI-LB from MCI-AD.
- Awareness of this symptom profile may guide treatment strategies for MCI-LB.
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