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A Subset of Cerebrospinal Fluid Proteins from a Multi-Analyte Panel Associated with Brain Atrophy, Disease Classification and Prediction in Alzheimer’s Disease

In this exploratory neuroimaging-proteomic study, we aimed to identify CSF proteins associated with AD and test their prognostic ability for disease classification and MCI to AD conversion prediction. Our study sample consisted of 295 subjects with CSF multi-analyte panel data and MRI at baseline do...

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Autores principales: Khan, Wasim, Aguilar, Carlos, Kiddle, Steven J., Doyle, Orla, Thambisetty, Madhav, Muehlboeck, Sebastian, Sattlecker, Martina, Newhouse, Stephen, Lovestone, Simon, Dobson, Richard, Giampietro, Vincent, Westman, Eric, Simmons, Andrew
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4540455/
https://www.ncbi.nlm.nih.gov/pubmed/26284520
http://dx.doi.org/10.1371/journal.pone.0134368
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author Khan, Wasim
Aguilar, Carlos
Kiddle, Steven J.
Doyle, Orla
Thambisetty, Madhav
Muehlboeck, Sebastian
Sattlecker, Martina
Newhouse, Stephen
Lovestone, Simon
Dobson, Richard
Giampietro, Vincent
Westman, Eric
Simmons, Andrew
author_facet Khan, Wasim
Aguilar, Carlos
Kiddle, Steven J.
Doyle, Orla
Thambisetty, Madhav
Muehlboeck, Sebastian
Sattlecker, Martina
Newhouse, Stephen
Lovestone, Simon
Dobson, Richard
Giampietro, Vincent
Westman, Eric
Simmons, Andrew
author_sort Khan, Wasim
collection PubMed
description In this exploratory neuroimaging-proteomic study, we aimed to identify CSF proteins associated with AD and test their prognostic ability for disease classification and MCI to AD conversion prediction. Our study sample consisted of 295 subjects with CSF multi-analyte panel data and MRI at baseline downloaded from ADNI. Firstly, we tested the statistical effects of CSF proteins (n = 83) to measures of brain atrophy, CSF biomarkers, ApoE genotype and cognitive decline. We found that several proteins (primarily CgA and FABP) were related to either brain atrophy or CSF biomarkers. In relation to ApoE genotype, a unique biochemical profile characterised by low CSF levels of Apo E was evident in ε4 carriers compared to ε3 carriers. In an exploratory analysis, 3/83 proteins (SGOT, MCP-1, IL6r) were also found to be mildly associated with cognitive decline in MCI subjects over a 4-year period. Future studies are warranted to establish the validity of these proteins as prognostic factors for cognitive decline. For disease classification, a subset of proteins (n = 24) combined with MRI measurements and CSF biomarkers achieved an accuracy of 95.1% (Sensitivity 87.7%; Specificity 94.3%; AUC 0.95) and accurately detected 94.1% of MCI subjects progressing to AD at 12 months. The subset of proteins included FABP, CgA, MMP-2, and PPP as strong predictors in the model. Our findings suggest that the marker of panel of proteins identified here may be important candidates for improving the earlier detection of AD. Further targeted proteomic and longitudinal studies would be required to validate these findings with more generalisability.
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spelling pubmed-45404552015-08-24 A Subset of Cerebrospinal Fluid Proteins from a Multi-Analyte Panel Associated with Brain Atrophy, Disease Classification and Prediction in Alzheimer’s Disease Khan, Wasim Aguilar, Carlos Kiddle, Steven J. Doyle, Orla Thambisetty, Madhav Muehlboeck, Sebastian Sattlecker, Martina Newhouse, Stephen Lovestone, Simon Dobson, Richard Giampietro, Vincent Westman, Eric Simmons, Andrew PLoS One Research Article In this exploratory neuroimaging-proteomic study, we aimed to identify CSF proteins associated with AD and test their prognostic ability for disease classification and MCI to AD conversion prediction. Our study sample consisted of 295 subjects with CSF multi-analyte panel data and MRI at baseline downloaded from ADNI. Firstly, we tested the statistical effects of CSF proteins (n = 83) to measures of brain atrophy, CSF biomarkers, ApoE genotype and cognitive decline. We found that several proteins (primarily CgA and FABP) were related to either brain atrophy or CSF biomarkers. In relation to ApoE genotype, a unique biochemical profile characterised by low CSF levels of Apo E was evident in ε4 carriers compared to ε3 carriers. In an exploratory analysis, 3/83 proteins (SGOT, MCP-1, IL6r) were also found to be mildly associated with cognitive decline in MCI subjects over a 4-year period. Future studies are warranted to establish the validity of these proteins as prognostic factors for cognitive decline. For disease classification, a subset of proteins (n = 24) combined with MRI measurements and CSF biomarkers achieved an accuracy of 95.1% (Sensitivity 87.7%; Specificity 94.3%; AUC 0.95) and accurately detected 94.1% of MCI subjects progressing to AD at 12 months. The subset of proteins included FABP, CgA, MMP-2, and PPP as strong predictors in the model. Our findings suggest that the marker of panel of proteins identified here may be important candidates for improving the earlier detection of AD. Further targeted proteomic and longitudinal studies would be required to validate these findings with more generalisability. Public Library of Science 2015-08-18 /pmc/articles/PMC4540455/ /pubmed/26284520 http://dx.doi.org/10.1371/journal.pone.0134368 Text en © 2015 Khan et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Khan, Wasim
Aguilar, Carlos
Kiddle, Steven J.
Doyle, Orla
Thambisetty, Madhav
Muehlboeck, Sebastian
Sattlecker, Martina
Newhouse, Stephen
Lovestone, Simon
Dobson, Richard
Giampietro, Vincent
Westman, Eric
Simmons, Andrew
A Subset of Cerebrospinal Fluid Proteins from a Multi-Analyte Panel Associated with Brain Atrophy, Disease Classification and Prediction in Alzheimer’s Disease
title A Subset of Cerebrospinal Fluid Proteins from a Multi-Analyte Panel Associated with Brain Atrophy, Disease Classification and Prediction in Alzheimer’s Disease
title_full A Subset of Cerebrospinal Fluid Proteins from a Multi-Analyte Panel Associated with Brain Atrophy, Disease Classification and Prediction in Alzheimer’s Disease
title_fullStr A Subset of Cerebrospinal Fluid Proteins from a Multi-Analyte Panel Associated with Brain Atrophy, Disease Classification and Prediction in Alzheimer’s Disease
title_full_unstemmed A Subset of Cerebrospinal Fluid Proteins from a Multi-Analyte Panel Associated with Brain Atrophy, Disease Classification and Prediction in Alzheimer’s Disease
title_short A Subset of Cerebrospinal Fluid Proteins from a Multi-Analyte Panel Associated with Brain Atrophy, Disease Classification and Prediction in Alzheimer’s Disease
title_sort subset of cerebrospinal fluid proteins from a multi-analyte panel associated with brain atrophy, disease classification and prediction in alzheimer’s disease
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4540455/
https://www.ncbi.nlm.nih.gov/pubmed/26284520
http://dx.doi.org/10.1371/journal.pone.0134368
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