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A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
Published on: January 11, 2020
Frontal white matter hyperintensity burden predicts cognitive response to N-acetylcysteine and exercise in vascular
Ethan Mah1, Damien Gallagher2, Fuqiang Gao3
1Hurvitz Brain Sciences Program, Sunnybrook Research Institute, 2075 Bayview Avenue, Toronto, ON M4N 3M5, Canada; Department of Pharmacology & Toxicology, University of Toronto, 1 King's College Circle, Toronto, ON M5S 1A8, Canada.
Abstract:
Vascular mild cognitive impairment (vaMCI) is a prodromal stage of dementia defined by cognitive deficits due to cerebrovascular disease. Increased white matter hyperintensity (WMH) volume has been associated with reduced executive function (EF). We explored whether lower baseline frontal and global WMH volume predicted an improvement in EF in vaMCI participants treated with N-acetylcysteine (NAC) and exercise as compared to placebo and exercise. Fifty-eight individuals with vaMCI received exercise therapy and were randomized to NAC or placebo. EF was assessed using the Trail Making Test Part B (TMT-B), Digit Symbol-Coding Test (DSCT), and a test of phonemic fluency, at baseline, 3 months, and 6 months. WMH volumes were measured from baseline magnetic resonance imaging scans. Linear mixed models were used. All participants improved on TMT-B (β = -0.185, SE = 0.046, p < 0.001) and phonemic fluency (β = 4.440, SE = 0.911, p < 0.001) over 6 months. A significant three-way interaction between baseline frontal WMH volume, treatment group, and timepoint predicted TMT-B performance at 3 months (β = 0.160, SE = 0.076, p = 0.039), but not at 6 months. No significant interactions were found for DSCT or phonemic fluency. Global WMH did not predict treatment response. Participants demonstrated improvement in EF regardless of treatment group and WMH volume. Lower frontal WMH volume predicted a greater improvement in TMT-B performance at 3 months in those treated with NAC versus placebo. These findings underscore the importance of considering participant heterogeneity in trials for vaMCI.
Insights
Vascular mild cognitive impairment (vaMCI) patients improved executive function (EF) with exercise. Lower frontal white matter hyperintensity (WMH) predicted better TMT-B performance at 3 months with N-acetylcysteine (NAC).
Area of Science:
- Neurology
- Neuroscience
- Gerontology
Background:
- Vascular mild cognitive impairment (vaMCI) is a precursor to dementia, characterized by cognitive deficits from cerebrovascular disease.
- Increased white matter hyperintensity (WMH) volume is linked to reduced executive function (EF) in vaMCI.
- Understanding factors influencing EF improvement is crucial for developing targeted vaMCI interventions.
Purpose of the Study:
- To investigate if baseline frontal and global WMH volume predicts EF improvement in vaMCI patients undergoing N-acetylcysteine (NAC) and exercise therapy.
- To compare the effects of NAC plus exercise versus placebo plus exercise on EF outcomes.
- To explore the interaction between WMH burden, treatment, and time on cognitive performance.
Main Methods:
- Fifty-eight vaMCI participants received exercise therapy and were randomized to NAC or placebo.
- Executive function was assessed using Trail Making Test Part B (TMT-B), Digit Symbol-Coding Test (DSCT), and phonemic fluency at baseline, 3, and 6 months.
- White matter hyperintensity (WMH) volumes were quantified from baseline MRI scans, and analyzed using linear mixed models.
Main Results:
- All participants showed significant improvements in TMT-B and phonemic fluency over 6 months.
- A significant interaction indicated lower baseline frontal WMH volume predicted greater TMT-B improvement at 3 months in the NAC group compared to placebo.
- No significant interactions were observed for DSCT or phonemic fluency, and global WMH did not predict treatment response.
Conclusions:
- vaMCI patients exhibit EF improvements with exercise, irrespective of NAC treatment or WMH volume.
- Baseline frontal WMH volume may identify individuals who benefit more from NAC treatment for specific EF tasks in the short term.
- Participant heterogeneity, particularly WMH burden, is important to consider in vaMCI clinical trials.
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