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CSF complement 3 and factor H are staging biomarkers in Alzheimer’s disease
INTRODUCTION: CSF levels of established Alzheimer’s disease (AD) biomarkers remain stable despite disease progression, and non-amyloid non-tau biomarkers have the potential of informing disease stage and progression. We previously identified complement 3 (C3) to be decreased in AD dementia, but this...
Autores principales: | , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4758165/ https://www.ncbi.nlm.nih.gov/pubmed/26887322 http://dx.doi.org/10.1186/s40478-016-0277-8 |
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author | Hu, William T. Watts, Kelly D. Tailor, Prashant Nguyen, Trung P. Howell, Jennifer C. Lee, Raven C. Seyfried, Nicholas T. Gearing, Marla Hales, Chadwick M. Levey, Allan I. Lah, James J. Lee, Eva K. |
author_facet | Hu, William T. Watts, Kelly D. Tailor, Prashant Nguyen, Trung P. Howell, Jennifer C. Lee, Raven C. Seyfried, Nicholas T. Gearing, Marla Hales, Chadwick M. Levey, Allan I. Lah, James J. Lee, Eva K. |
author_sort | Hu, William T. |
collection | PubMed |
description | INTRODUCTION: CSF levels of established Alzheimer’s disease (AD) biomarkers remain stable despite disease progression, and non-amyloid non-tau biomarkers have the potential of informing disease stage and progression. We previously identified complement 3 (C3) to be decreased in AD dementia, but this change was not found by others in earlier AD stages. We hypothesized that levels of C3 and associated factor H (FH) can potentially distinguish between mild cognitive impairment (MCI) and dementia stages of AD, but we also found their levels to be influenced by age and disease status. RESULTS: We developed a biochemical/bioinformatics pipeline to optimize the handling of complex interactions between variables in validating biochemical markers of disease. We used data from the Alzheimer’s Disease Neuro-imaging Initiative (ADNI, n = 230) to build parallel machine learning models, and objectively tested the models in a test cohort (n = 73) of MCI and mild AD patients independently recruited from Emory University. Whereas models incorporating age, gender, APOE ε4 status, and CSF amyloid and tau levels failed to reliably distinguish between MCI and mild AD in ADNI, introduction of CSF C3 and FH levels reproducibly improved the distinction between the two AD stages in ADNI (p < 0.05) and the Emory cohort (p = 0.014). Within each AD stage, the final model also distinguished between fast vs. slower decliners (p < 0.001 for MCI, p = 0.007 for mild AD), with lower C3 and FH levels associated with more advanced disease and faster progression. CONCLUSIONS: We propose that CSF C3 and FH alterations may reflect stage-associated biomarker changes in AD, and can complement clinician diagnosis in diagnosing and staging AD using the publically available ADNI database as reference. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s40478-016-0277-8) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-4758165 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-47581652016-02-19 CSF complement 3 and factor H are staging biomarkers in Alzheimer’s disease Hu, William T. Watts, Kelly D. Tailor, Prashant Nguyen, Trung P. Howell, Jennifer C. Lee, Raven C. Seyfried, Nicholas T. Gearing, Marla Hales, Chadwick M. Levey, Allan I. Lah, James J. Lee, Eva K. Acta Neuropathol Commun Research INTRODUCTION: CSF levels of established Alzheimer’s disease (AD) biomarkers remain stable despite disease progression, and non-amyloid non-tau biomarkers have the potential of informing disease stage and progression. We previously identified complement 3 (C3) to be decreased in AD dementia, but this change was not found by others in earlier AD stages. We hypothesized that levels of C3 and associated factor H (FH) can potentially distinguish between mild cognitive impairment (MCI) and dementia stages of AD, but we also found their levels to be influenced by age and disease status. RESULTS: We developed a biochemical/bioinformatics pipeline to optimize the handling of complex interactions between variables in validating biochemical markers of disease. We used data from the Alzheimer’s Disease Neuro-imaging Initiative (ADNI, n = 230) to build parallel machine learning models, and objectively tested the models in a test cohort (n = 73) of MCI and mild AD patients independently recruited from Emory University. Whereas models incorporating age, gender, APOE ε4 status, and CSF amyloid and tau levels failed to reliably distinguish between MCI and mild AD in ADNI, introduction of CSF C3 and FH levels reproducibly improved the distinction between the two AD stages in ADNI (p < 0.05) and the Emory cohort (p = 0.014). Within each AD stage, the final model also distinguished between fast vs. slower decliners (p < 0.001 for MCI, p = 0.007 for mild AD), with lower C3 and FH levels associated with more advanced disease and faster progression. CONCLUSIONS: We propose that CSF C3 and FH alterations may reflect stage-associated biomarker changes in AD, and can complement clinician diagnosis in diagnosing and staging AD using the publically available ADNI database as reference. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s40478-016-0277-8) contains supplementary material, which is available to authorized users. BioMed Central 2016-02-17 /pmc/articles/PMC4758165/ /pubmed/26887322 http://dx.doi.org/10.1186/s40478-016-0277-8 Text en © Hu et al. 2016 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. |
spellingShingle | Research Hu, William T. Watts, Kelly D. Tailor, Prashant Nguyen, Trung P. Howell, Jennifer C. Lee, Raven C. Seyfried, Nicholas T. Gearing, Marla Hales, Chadwick M. Levey, Allan I. Lah, James J. Lee, Eva K. CSF complement 3 and factor H are staging biomarkers in Alzheimer’s disease |
title | CSF complement 3 and factor H are staging biomarkers in Alzheimer’s disease |
title_full | CSF complement 3 and factor H are staging biomarkers in Alzheimer’s disease |
title_fullStr | CSF complement 3 and factor H are staging biomarkers in Alzheimer’s disease |
title_full_unstemmed | CSF complement 3 and factor H are staging biomarkers in Alzheimer’s disease |
title_short | CSF complement 3 and factor H are staging biomarkers in Alzheimer’s disease |
title_sort | csf complement 3 and factor h are staging biomarkers in alzheimer’s disease |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4758165/ https://www.ncbi.nlm.nih.gov/pubmed/26887322 http://dx.doi.org/10.1186/s40478-016-0277-8 |
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