Cargando…
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...
Autores principales: | , |
---|---|
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 |
_version_ | 1783331294398119936 |
---|---|
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. |
format | Online Article Text |
id | pubmed-5998767 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT jollanslee neuromarkersformentaldisordersharnessingpopulationneuroscience AT whelanrobert neuromarkersformentaldisordersharnessingpopulationneuroscience |