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Methodological Issues in the Clinical Validation of Biomarkers for Alzheimer’s Disease: The Paradigmatic Example of CSF

The use of biomarkers is profoundly transforming medical research and practice. Their adoption has triggered major advancements in the field of Alzheimer’s disease (AD) over the past years. For instance, the analysis of the cerebrospinal fluid (CSF) and neuroimaging changes indicative of neuronal lo...

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Autores principales: Canevelli, Marco, Bacigalupo, Ilaria, Gervasi, Giuseppe, Lacorte, Eleonora, Massari, Marco, Mayer, Flavia, Vanacore, Nicola, Cesari, Matteo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6812267/
https://www.ncbi.nlm.nih.gov/pubmed/31680936
http://dx.doi.org/10.3389/fnagi.2019.00282
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author Canevelli, Marco
Bacigalupo, Ilaria
Gervasi, Giuseppe
Lacorte, Eleonora
Massari, Marco
Mayer, Flavia
Vanacore, Nicola
Cesari, Matteo
author_facet Canevelli, Marco
Bacigalupo, Ilaria
Gervasi, Giuseppe
Lacorte, Eleonora
Massari, Marco
Mayer, Flavia
Vanacore, Nicola
Cesari, Matteo
author_sort Canevelli, Marco
collection PubMed
description The use of biomarkers is profoundly transforming medical research and practice. Their adoption has triggered major advancements in the field of Alzheimer’s disease (AD) over the past years. For instance, the analysis of the cerebrospinal fluid (CSF) and neuroimaging changes indicative of neuronal loss and amyloid deposition has led to the understanding that AD is characterized by a long preclinical phase. It is also supporting the transition towards a biology-grounded framework and definition of the disease. Nevertheless, though sufficient evidence exists about the analytical validity (i.e., accuracy, reliability, and reproducibility) of the candidate AD biomarkers, their clinical validity (i.e., how well the test measures the clinical features, and the disease or treatment outcomes) and clinical utility (i.e., if and how the test improves the patient’s outcomes, confirms/changes the diagnosis, identifies at-risk individuals, influences therapeutic choices) have not been fully proven. In the present review, some of the methodological issues and challenges that should be addressed in order to better appreciate the potential benefits and limitations of AD biomarkers are discussed. The ultimate goal is to stimulate a constructive discussion aimed at filling the existing gaps and more precisely defining the directions of future research. Specifically, four main aspects of the clinical validation process are addressed and applied to the most relevant CSF biomarkers: (1) the definition of reference values; (2) the identification of reference standards for the disease of interest (i.e., AD); (3) the inclusion within the diagnostic process; and (4) the statistical process supporting the whole framework.
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spelling pubmed-68122672019-11-01 Methodological Issues in the Clinical Validation of Biomarkers for Alzheimer’s Disease: The Paradigmatic Example of CSF Canevelli, Marco Bacigalupo, Ilaria Gervasi, Giuseppe Lacorte, Eleonora Massari, Marco Mayer, Flavia Vanacore, Nicola Cesari, Matteo Front Aging Neurosci Neuroscience The use of biomarkers is profoundly transforming medical research and practice. Their adoption has triggered major advancements in the field of Alzheimer’s disease (AD) over the past years. For instance, the analysis of the cerebrospinal fluid (CSF) and neuroimaging changes indicative of neuronal loss and amyloid deposition has led to the understanding that AD is characterized by a long preclinical phase. It is also supporting the transition towards a biology-grounded framework and definition of the disease. Nevertheless, though sufficient evidence exists about the analytical validity (i.e., accuracy, reliability, and reproducibility) of the candidate AD biomarkers, their clinical validity (i.e., how well the test measures the clinical features, and the disease or treatment outcomes) and clinical utility (i.e., if and how the test improves the patient’s outcomes, confirms/changes the diagnosis, identifies at-risk individuals, influences therapeutic choices) have not been fully proven. In the present review, some of the methodological issues and challenges that should be addressed in order to better appreciate the potential benefits and limitations of AD biomarkers are discussed. The ultimate goal is to stimulate a constructive discussion aimed at filling the existing gaps and more precisely defining the directions of future research. Specifically, four main aspects of the clinical validation process are addressed and applied to the most relevant CSF biomarkers: (1) the definition of reference values; (2) the identification of reference standards for the disease of interest (i.e., AD); (3) the inclusion within the diagnostic process; and (4) the statistical process supporting the whole framework. Frontiers Media S.A. 2019-10-17 /pmc/articles/PMC6812267/ /pubmed/31680936 http://dx.doi.org/10.3389/fnagi.2019.00282 Text en Copyright © 2019 Canevelli, Bacigalupo, Gervasi, Lacorte, Massari, Mayer, Vanacore and Cesari. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Neuroscience
Canevelli, Marco
Bacigalupo, Ilaria
Gervasi, Giuseppe
Lacorte, Eleonora
Massari, Marco
Mayer, Flavia
Vanacore, Nicola
Cesari, Matteo
Methodological Issues in the Clinical Validation of Biomarkers for Alzheimer’s Disease: The Paradigmatic Example of CSF
title Methodological Issues in the Clinical Validation of Biomarkers for Alzheimer’s Disease: The Paradigmatic Example of CSF
title_full Methodological Issues in the Clinical Validation of Biomarkers for Alzheimer’s Disease: The Paradigmatic Example of CSF
title_fullStr Methodological Issues in the Clinical Validation of Biomarkers for Alzheimer’s Disease: The Paradigmatic Example of CSF
title_full_unstemmed Methodological Issues in the Clinical Validation of Biomarkers for Alzheimer’s Disease: The Paradigmatic Example of CSF
title_short Methodological Issues in the Clinical Validation of Biomarkers for Alzheimer’s Disease: The Paradigmatic Example of CSF
title_sort methodological issues in the clinical validation of biomarkers for alzheimer’s disease: the paradigmatic example of csf
topic Neuroscience
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6812267/
https://www.ncbi.nlm.nih.gov/pubmed/31680936
http://dx.doi.org/10.3389/fnagi.2019.00282
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