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1.
J Alzheimers Dis ; 98(1): 231-246, 2024.
Article En | MEDLINE | ID: mdl-38393899

Background: Blood-based biomarkers (BBMs) are of growing interest in the field of Alzheimer's disease (AD) and related dementias. Objective: This study aimed to assess the ability of plasma biomarkers to 1) predict disease progression from mild cognitive impairment (MCI) to dementia and 2) improve the predictive ability of magnetic resonance imaging (MRI) and cerebrospinal fluid (CSF) measures when combined. Methods: We used data from the Alzheimer's Disease Neuroimaging Initiative. Machine learning models were trained using the data from participants who remained cognitively stable (CN-s) and with Dementia diagnosis at 2-year follow-up visit. The models were used to predict progression to dementia in MCI individuals. We assessed the performance of models with plasma biomarkers against those with CSF and MRI measures, and also in combination with them. Results: Our models with plasma biomarkers classified CN-s individuals from AD with an AUC of 0.75±0.03 and could predict conversion to dementia in MCI individuals with an AUC of 0.64±0.03 (17.1% BP, base prevalence). Models with plasma biomarkers performed better when combined with CSF and MRI measures (CN versus AD: AUC of 0.89±0.02; MCI-to-AD: AUC of 0.76±0.03, 21.5% BP). Conclusions: Our results highlight the potential of plasma biomarkers in predicting conversion to dementia in MCI individuals. While plasma biomarkers could improve the predictive ability of CSF and MRI measures when combined, they also show the potential to predict non-progression to AD when considered alone. The predictive ability of plasma biomarkers is crucially linked to reducing the costly and effortful collection of CSF and MRI measures.


Alzheimer Disease , Cognitive Dysfunction , Humans , Alzheimer Disease/diagnostic imaging , Alzheimer Disease/cerebrospinal fluid , Disease Progression , Cognitive Dysfunction/diagnostic imaging , Cognitive Dysfunction/cerebrospinal fluid , Biomarkers/cerebrospinal fluid , Magnetic Resonance Imaging/methods , Amyloid beta-Peptides/cerebrospinal fluid , tau Proteins/cerebrospinal fluid
2.
J Alzheimers Dis ; 93(4): 1381-1393, 2023.
Article En | MEDLINE | ID: mdl-37182868

BACKGROUND: Alcohol use disorders have been categorized as a 'strongly modifiable' risk factor for dementia. OBJECTIVE: To investigate the cross-sectional association between alcohol consumption and cognition in older adults and if it is different across sexes or depends on amyloid-ß (Aß) accumulation in the brain. METHODS: Cognitively unimpaired older adults (N = 4387) with objective and subjective cognitive assessments and amyloid positron emission tomography (PET) imaging were classified into four categories based on their average daily alcohol use. Multivariable linear regression was then used to test the main effects and interactions with sex and Aß levels. RESULTS: Individuals who reported no alcohol consumption had lower scores on the Preclinical Alzheimer Cognitive Composite (PACC) compared to those consuming one or two drinks/day. In sex-stratified analysis, the association between alcohol consumption and cognition was more prominent in females. Female participants who consumed two drinks/day had better performance on PACC and Cognitive Function Index (CFI) than those who reported no alcohol consumption. In an Aß-stratified sample, the association between alcohol consumption and cognition was present only in the Aß- subgroup. The interaction between Aß status and alcohol consumption on cognition was not significant. CONCLUSION: Low or moderate consumption of alcohol was associated with better objective cognitive performance and better subjective report of daily functioning in cognitively unimpaired individuals. The association was present only in Aß- individuals, suggesting that the pathophysiologic mechanism underlying the effect of alcohol on cognition is independent of Aß pathology. Further investigation is required with larger samples consuming three or more drinks/day.


Alcoholism , Alzheimer Disease , Cognitive Dysfunction , Humans , Female , Aged , Alzheimer Disease/pathology , Cognitive Dysfunction/pathology , Cross-Sectional Studies , Cognition/physiology , Amyloid beta-Peptides/metabolism , Brain/pathology , Positron-Emission Tomography , Amyloid/metabolism
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