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A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
Published on: January 11, 2020
Underlying Biological Processes in Mild Cognitive Impairment: Amyloidosis Versus Neurodegeneration
Isabel Santana1,2,3, Inês Baldeiras2,3,4, Beatriz Santiago1
1Department of Neurology, Dementia Clinic, Centro Hospitalar e Universitário de Coimbra, Coimbra, Portugal.
Abstract:
The amyloid cascade hypothesis proposes amyloid-β (Aβ) as the earliest and key pathological hallmark of Alzheimer's disease (AD), but this mandatory "amyloid-first pathway" has been contested. Longitudinal studies of mild cognitive impairment (MCI) patients represent an opportunity to investigate the intensity of underlying biological processes (amyloidosis versus neurodegeneration) and their relevance for progression to AD. We re-examined our cohort of amnestic MCI, grouped according to cerebrospinal fluid (CSF) biomarkers, aiming at establishing their prognostic value for Alzheimer-type dementia and testing the hypothetical model of biomarkers sequence, based on the amyloid cascade. Our baseline population consisted of 217 MCI patients, 63% with neurodegeneration markers and 47% with amyloidosis. Within the longitudinal study-group (n = 165), 85 progressed to AD and 80 remained cognitively stable. Age, CSF Aβ42, and t-Tau were identified as the best single predictors of conversion to AD. Regarding MCI classification according to the NIA-AA criteria, the high-AD-likelihood group (HL-both amyloid and neurodegeneration markers) was the most frequent (42%); followed by the Suspected Non-Alzheimer Pathophysiology group (SNAP-26%), the low-AD-likelihood group (LL-negative biomarkers-22%), and the Isolated Amyloid Pathology group (IAP-10%). Risk of progression to AD was higher in HL in relation to the LL group (HR = 6.1, 95% CI = 2.1-18.0, p = 0.001). SNAP and IAP groups were equivalent in terms of risk of progression to AD (IAP: HR = 2.6, 95% CI = 0.7-9.3, p = 0.141; SNAP: HR = 3.1, 95% CI = 1.1-9.6; p = 0.046), but only SNAP was significantly different from the LL group. These results support different neurobiological pathways to AD beyond the amyloid hypothesis, highlighting the alternative "neurodegeneration-first pathway" for further investigation.
Insights
The amyloid cascade hypothesis for Alzheimer's disease (AD) is challenged by new findings. Longitudinal MCI studies suggest a "neurodegeneration-first pathway" may also lead to AD, alongside the traditional amyloid-beta pathway.
Area of Science:
- Neurology
- Biomarker Research
- Alzheimer's Disease Pathogenesis
Background:
- The amyloid cascade hypothesis posits amyloid-beta (Aβ) as the primary driver of Alzheimer's disease (AD).
- This
- amyloid-first pathway
- is increasingly debated.
- Longitudinal studies in mild cognitive impairment (MCI) offer insights into disease progression and biomarker sequences.
Purpose of the Study:
- To investigate the prognostic value of cerebrospinal fluid (CSF) biomarkers for progression to AD in MCI patients.
- To test the amyloid cascade hypothesis by examining biomarker sequences.
- To explore alternative neurobiological pathways leading to AD.
Main Methods:
- Re-examined a cohort of 217 amnestic MCI patients, classifying them by NIA-AA criteria based on CSF biomarkers (amyloidosis and neurodegeneration).
- Assessed progression to AD in a longitudinal subgroup (n=165) over time.
- Utilized Cox proportional hazards models to determine the risk of conversion to AD based on baseline biomarker status.
Main Results:
- Age, CSF Aβ42, and t-Tau were significant predictors of conversion to AD.
- The high-AD-likelihood (HL) group showed a significantly higher risk of progression compared to the low-AD-likelihood (LL) group (HR=6.1).
- The Suspected Non-Alzheimer Pathophysiology (SNAP) group also demonstrated an elevated risk of progression compared to LL (HR=3.1), suggesting a neurodegeneration-first pathway.
Conclusions:
- Findings support the existence of neurobiological pathways to AD beyond the traditional amyloid cascade.
- The
- neurodegeneration-first pathway
- (e.g., SNAP) is a viable alternative route to AD development.
- Further investigation into these alternative pathways is warranted for a comprehensive understanding of AD pathogenesis.
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