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Blood biomarkers indicate that the preclinical stages of Alzheimer's disease present overlapping molecular features
It is still debated whether non-specific preclinical symptoms of Alzheimer’s disease (AD) can have diagnostic relevance. We followed the evolution from cognitively normal to AD by NMR-based metabolomics of blood sera. Multivariate statistical analysis of the NMR profiles yielded models that discrimi...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7515866/ https://www.ncbi.nlm.nih.gov/pubmed/32973179 http://dx.doi.org/10.1038/s41598-020-71832-y |
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author | Di Costanzo, Alfonso Paris, Debora Melck, Dominique Angiolillo, Antonella Corso, Gaetano Maniscalco, Mauro Motta, Andrea |
author_facet | Di Costanzo, Alfonso Paris, Debora Melck, Dominique Angiolillo, Antonella Corso, Gaetano Maniscalco, Mauro Motta, Andrea |
author_sort | Di Costanzo, Alfonso |
collection | PubMed |
description | It is still debated whether non-specific preclinical symptoms of Alzheimer’s disease (AD) can have diagnostic relevance. We followed the evolution from cognitively normal to AD by NMR-based metabolomics of blood sera. Multivariate statistical analysis of the NMR profiles yielded models that discriminated subjective memory decline (SMD), mild cognitive impairment (MCI) and AD. We validated a panel of six statistically significant metabolites that predicted SMD, MCI and AD in a blind cohort with sensitivity values ranging from 88 to 95% and receiver operating characteristic values from 0.88 to 0.99. However, lower values of specificity, accuracy and precision were observed for the models involving SMD and MCI, which is in line with the pathological heterogeneity indicated by clinical data. This excludes a “linear” molecular evolution of the pathology, pointing to the presence of overlapping “gray-zones” due to the reciprocal interference of the intermediate stages. Yet, the clear difference observed in the metabolic pathways of each model suggests that pathway dysregulations could be investigated for diagnostic purposes. |
format | Online Article Text |
id | pubmed-7515866 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-75158662020-09-29 Blood biomarkers indicate that the preclinical stages of Alzheimer's disease present overlapping molecular features Di Costanzo, Alfonso Paris, Debora Melck, Dominique Angiolillo, Antonella Corso, Gaetano Maniscalco, Mauro Motta, Andrea Sci Rep Article It is still debated whether non-specific preclinical symptoms of Alzheimer’s disease (AD) can have diagnostic relevance. We followed the evolution from cognitively normal to AD by NMR-based metabolomics of blood sera. Multivariate statistical analysis of the NMR profiles yielded models that discriminated subjective memory decline (SMD), mild cognitive impairment (MCI) and AD. We validated a panel of six statistically significant metabolites that predicted SMD, MCI and AD in a blind cohort with sensitivity values ranging from 88 to 95% and receiver operating characteristic values from 0.88 to 0.99. However, lower values of specificity, accuracy and precision were observed for the models involving SMD and MCI, which is in line with the pathological heterogeneity indicated by clinical data. This excludes a “linear” molecular evolution of the pathology, pointing to the presence of overlapping “gray-zones” due to the reciprocal interference of the intermediate stages. Yet, the clear difference observed in the metabolic pathways of each model suggests that pathway dysregulations could be investigated for diagnostic purposes. Nature Publishing Group UK 2020-09-24 /pmc/articles/PMC7515866/ /pubmed/32973179 http://dx.doi.org/10.1038/s41598-020-71832-y Text en © The Author(s) 2020 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Di Costanzo, Alfonso Paris, Debora Melck, Dominique Angiolillo, Antonella Corso, Gaetano Maniscalco, Mauro Motta, Andrea Blood biomarkers indicate that the preclinical stages of Alzheimer's disease present overlapping molecular features |
title | Blood biomarkers indicate that the preclinical stages of Alzheimer's disease present overlapping molecular features |
title_full | Blood biomarkers indicate that the preclinical stages of Alzheimer's disease present overlapping molecular features |
title_fullStr | Blood biomarkers indicate that the preclinical stages of Alzheimer's disease present overlapping molecular features |
title_full_unstemmed | Blood biomarkers indicate that the preclinical stages of Alzheimer's disease present overlapping molecular features |
title_short | Blood biomarkers indicate that the preclinical stages of Alzheimer's disease present overlapping molecular features |
title_sort | blood biomarkers indicate that the preclinical stages of alzheimer's disease present overlapping molecular features |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7515866/ https://www.ncbi.nlm.nih.gov/pubmed/32973179 http://dx.doi.org/10.1038/s41598-020-71832-y |
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