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Published in: Molecular Neurodegeneration 1/2024

Open Access 01-12-2024 | Alzheimer's Disease | Research article

CSF protein ratios with enhanced potential to reflect Alzheimer’s disease pathology and neurodegeneration

Authors: Sára Mravinacová, Vilma Alanko, Sofia Bergström, Claire Bridel, Yolande Pijnenburg, Göran Hagman, Miia Kivipelto, Charlotte Teunissen, Peter Nilsson, Anna Matton, Anna Månberg

Published in: Molecular Neurodegeneration | Issue 1/2024

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Abstract

Background

Amyloid and tau aggregates are considered to cause neurodegeneration and consequently cognitive decline in individuals with Alzheimer’s disease (AD). Here, we explore the potential of cerebrospinal fluid (CSF) proteins to reflect AD pathology and cognitive decline, aiming to identify potential biomarkers for monitoring outcomes of disease-modifying therapies targeting these aggregates.

Method

We used a multiplex antibody-based suspension bead array to measure the levels of 49 proteins in CSF from the Swedish GEDOC memory clinic cohort at the Karolinska University Hospital. The cohort comprised 148 amyloid- and tau-negative individuals (A-T-) and 65 amyloid- and tau-positive individuals (A+T+). An independent sample set of 26 A-T- and 26 A+T+ individuals from the Amsterdam Dementia Cohort was used for validation. The measured proteins were clustered based on their correlation to CSF amyloid beta peptides, tau and NfL levels. Further, we used support vector machine modelling to identify protein pairs, matched based on their cluster origin, that reflect AD pathology and cognitive decline with improved performance compared to single proteins.

Results

The protein-clustering revealed 11 proteins strongly correlated to t-tau and p-tau (tau-associated group), including mainly synaptic proteins previously found elevated in AD such as NRGN, GAP43 and SNCB. Another 16 proteins showed predominant correlation with Aβ42 (amyloid-associated group), including PTPRN2, NCAN and CHL1. Support vector machine modelling revealed that proteins from the two groups combined in pairs discriminated A-T- from A+T+ individuals with higher accuracy compared to single proteins, as well as compared to protein pairs composed of proteins originating from the same group. Moreover, combining the proteins from different groups in ratios (tau-associated protein/amyloid-associated protein) significantly increased their correlation to cognitive decline measured with cognitive scores. The results were validated in an independent cohort.

Conclusions

Combining brain-derived proteins in pairs largely enhanced their capacity to discriminate between AD pathology-affected and unaffected individuals and increased their correlation to cognitive decline, potentially due to adjustment of inter-individual variability. With these results, we highlight the potential of protein pairs to monitor neurodegeneration and thereby possibly the efficacy of AD disease-modifying therapies.
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Literature
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Metadata
Title
CSF protein ratios with enhanced potential to reflect Alzheimer’s disease pathology and neurodegeneration
Authors
Sára Mravinacová
Vilma Alanko
Sofia Bergström
Claire Bridel
Yolande Pijnenburg
Göran Hagman
Miia Kivipelto
Charlotte Teunissen
Peter Nilsson
Anna Matton
Anna Månberg
Publication date
01-12-2024
Publisher
BioMed Central
Published in
Molecular Neurodegeneration / Issue 1/2024
Electronic ISSN: 1750-1326
DOI
https://doi.org/10.1186/s13024-024-00705-z

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