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Neuromarkers for Mental Disorders: Harnessing Population Neuroscience

Despite abundant research into the neurobiology of mental disorders, to date neurobiological insights have had very little impact on psychiatric diagnosis or treatment. In this review, we contend that the search for neuroimaging biomarkers—neuromarkers—of mental disorders is a highly promising avenu...

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Detalles Bibliográficos
Autores principales: Jollans, Lee, Whelan, Robert
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5998767/
https://www.ncbi.nlm.nih.gov/pubmed/29928237
http://dx.doi.org/10.3389/fpsyt.2018.00242
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author Jollans, Lee
Whelan, Robert
author_facet Jollans, Lee
Whelan, Robert
author_sort Jollans, Lee
collection PubMed
description Despite abundant research into the neurobiology of mental disorders, to date neurobiological insights have had very little impact on psychiatric diagnosis or treatment. In this review, we contend that the search for neuroimaging biomarkers—neuromarkers—of mental disorders is a highly promising avenue toward improved psychiatric healthcare. However, many of the traditional tools used for psychiatric neuroimaging are inadequate for the identification of neuromarkers. Specifically, we highlight the need for larger samples and for multivariate analysis. Approaches such as machine learning are likely to be beneficial for interrogating high-dimensional neuroimaging data. We suggest that broad, population-based study designs will be important for developing neuromarkers of mental disorders, and will facilitate a move away from a phenomenological definition of mental disorder categories and toward psychiatric nosology based on biological evidence. We provide an outline of how the development of neuromarkers should occur, emphasizing the need for tests of external and construct validity, and for collaborative research efforts. Finally, we highlight some concerns regarding the development, and use of, neuromarkers in psychiatric healthcare.
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spelling pubmed-59987672018-06-20 Neuromarkers for Mental Disorders: Harnessing Population Neuroscience Jollans, Lee Whelan, Robert Front Psychiatry Psychiatry Despite abundant research into the neurobiology of mental disorders, to date neurobiological insights have had very little impact on psychiatric diagnosis or treatment. In this review, we contend that the search for neuroimaging biomarkers—neuromarkers—of mental disorders is a highly promising avenue toward improved psychiatric healthcare. However, many of the traditional tools used for psychiatric neuroimaging are inadequate for the identification of neuromarkers. Specifically, we highlight the need for larger samples and for multivariate analysis. Approaches such as machine learning are likely to be beneficial for interrogating high-dimensional neuroimaging data. We suggest that broad, population-based study designs will be important for developing neuromarkers of mental disorders, and will facilitate a move away from a phenomenological definition of mental disorder categories and toward psychiatric nosology based on biological evidence. We provide an outline of how the development of neuromarkers should occur, emphasizing the need for tests of external and construct validity, and for collaborative research efforts. Finally, we highlight some concerns regarding the development, and use of, neuromarkers in psychiatric healthcare. Frontiers Media S.A. 2018-06-06 /pmc/articles/PMC5998767/ /pubmed/29928237 http://dx.doi.org/10.3389/fpsyt.2018.00242 Text en Copyright © 2018 Jollans and Whelan. 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 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 Psychiatry
Jollans, Lee
Whelan, Robert
Neuromarkers for Mental Disorders: Harnessing Population Neuroscience
title Neuromarkers for Mental Disorders: Harnessing Population Neuroscience
title_full Neuromarkers for Mental Disorders: Harnessing Population Neuroscience
title_fullStr Neuromarkers for Mental Disorders: Harnessing Population Neuroscience
title_full_unstemmed Neuromarkers for Mental Disorders: Harnessing Population Neuroscience
title_short Neuromarkers for Mental Disorders: Harnessing Population Neuroscience
title_sort neuromarkers for mental disorders: harnessing population neuroscience
topic Psychiatry
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5998767/
https://www.ncbi.nlm.nih.gov/pubmed/29928237
http://dx.doi.org/10.3389/fpsyt.2018.00242
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