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CSF metabolites associate with CSF tau and improve prediction of Alzheimer's disease status
INTRODUCTION: Cerebrospinal fluid (CSF) total tau (t‐tau) and phosphorylated tau (p‐tau) are biomarkers of Alzheimer's disease (AD), yet much is unknown about AD‐associated changes in tau metabolism and tau tangle etiology. METHODS: We assessed the variation of t‐tau and p‐tau explained by 38 p...
Autores principales: | , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley and Sons Inc.
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8087982/ https://www.ncbi.nlm.nih.gov/pubmed/33969169 http://dx.doi.org/10.1002/dad2.12167 |
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author | Dong, Ruocheng Darst, Burcu F. Deming, Yuetiva Ma, Yue Lu, Qiongshi Zetterberg, Henrik Blennow, Kaj Carlsson, Cynthia M. Johnson, Sterling C. Asthana, Sanjay Engelman, Corinne D. |
author_facet | Dong, Ruocheng Darst, Burcu F. Deming, Yuetiva Ma, Yue Lu, Qiongshi Zetterberg, Henrik Blennow, Kaj Carlsson, Cynthia M. Johnson, Sterling C. Asthana, Sanjay Engelman, Corinne D. |
author_sort | Dong, Ruocheng |
collection | PubMed |
description | INTRODUCTION: Cerebrospinal fluid (CSF) total tau (t‐tau) and phosphorylated tau (p‐tau) are biomarkers of Alzheimer's disease (AD), yet much is unknown about AD‐associated changes in tau metabolism and tau tangle etiology. METHODS: We assessed the variation of t‐tau and p‐tau explained by 38 previously identified CSF metabolites using linear regression models in middle‐age controls from the Wisconsin Alzheimer's Disease Research Center, and predicted AD/mild cognitive impairment (MCI) versus an independent set of older controls using metabolites selected by the least absolute shrinkage and selection operator (LASSO). RESULTS: The 38 CSF metabolites explained 70.3% and 75.7% of the variance in t‐tau and p‐tau, respectively. Of these, seven LASSO‐selected metabolites improved the prediction ability of AD/MCI versus older controls (area under the curve score increased from 0.92 to 0.97 and 0.78 to 0.93) compared to the base model. DISCUSSION: These tau‐correlated CSF metabolites increase AD/MCI prediction accuracy and may provide insight into tau tangle etiology. |
format | Online Article Text |
id | pubmed-8087982 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-80879822021-05-07 CSF metabolites associate with CSF tau and improve prediction of Alzheimer's disease status Dong, Ruocheng Darst, Burcu F. Deming, Yuetiva Ma, Yue Lu, Qiongshi Zetterberg, Henrik Blennow, Kaj Carlsson, Cynthia M. Johnson, Sterling C. Asthana, Sanjay Engelman, Corinne D. Alzheimers Dement (Amst) Cerebrospinal Fluid Biomarkers INTRODUCTION: Cerebrospinal fluid (CSF) total tau (t‐tau) and phosphorylated tau (p‐tau) are biomarkers of Alzheimer's disease (AD), yet much is unknown about AD‐associated changes in tau metabolism and tau tangle etiology. METHODS: We assessed the variation of t‐tau and p‐tau explained by 38 previously identified CSF metabolites using linear regression models in middle‐age controls from the Wisconsin Alzheimer's Disease Research Center, and predicted AD/mild cognitive impairment (MCI) versus an independent set of older controls using metabolites selected by the least absolute shrinkage and selection operator (LASSO). RESULTS: The 38 CSF metabolites explained 70.3% and 75.7% of the variance in t‐tau and p‐tau, respectively. Of these, seven LASSO‐selected metabolites improved the prediction ability of AD/MCI versus older controls (area under the curve score increased from 0.92 to 0.97 and 0.78 to 0.93) compared to the base model. DISCUSSION: These tau‐correlated CSF metabolites increase AD/MCI prediction accuracy and may provide insight into tau tangle etiology. John Wiley and Sons Inc. 2021-05-01 /pmc/articles/PMC8087982/ /pubmed/33969169 http://dx.doi.org/10.1002/dad2.12167 Text en © 2021 The Authors. Alzheimer's & Dementia: Diagnosis, Assessment & Disease Monitoring published by Wiley Periodicals, LLC on behalf of Alzheimer's Association https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by-nc-nd/4.0/ (https://creativecommons.org/licenses/by-nc-nd/4.0/) License, which permits use and distribution in any medium, provided the original work is properly cited, the use is non‐commercial and no modifications or adaptations are made. |
spellingShingle | Cerebrospinal Fluid Biomarkers Dong, Ruocheng Darst, Burcu F. Deming, Yuetiva Ma, Yue Lu, Qiongshi Zetterberg, Henrik Blennow, Kaj Carlsson, Cynthia M. Johnson, Sterling C. Asthana, Sanjay Engelman, Corinne D. CSF metabolites associate with CSF tau and improve prediction of Alzheimer's disease status |
title | CSF metabolites associate with CSF tau and improve prediction of Alzheimer's disease status |
title_full | CSF metabolites associate with CSF tau and improve prediction of Alzheimer's disease status |
title_fullStr | CSF metabolites associate with CSF tau and improve prediction of Alzheimer's disease status |
title_full_unstemmed | CSF metabolites associate with CSF tau and improve prediction of Alzheimer's disease status |
title_short | CSF metabolites associate with CSF tau and improve prediction of Alzheimer's disease status |
title_sort | csf metabolites associate with csf tau and improve prediction of alzheimer's disease status |
topic | Cerebrospinal Fluid Biomarkers |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8087982/ https://www.ncbi.nlm.nih.gov/pubmed/33969169 http://dx.doi.org/10.1002/dad2.12167 |
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