9
views
0
recommends
+1 Recommend
0 collections
    0
    shares
      • Record: found
      • Abstract: found
      • Article: found
      Is Open Access

      Neuromarkers for Mental Disorders: Harnessing Population Neuroscience

      review-article

      Read this article at

      Bookmark
          There is no author summary for this article yet. Authors can add summaries to their articles on ScienceOpen to make them more accessible to a non-specialist audience.

          Abstract

          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.

          Related collections

          Most cited references62

          • Record: found
          • Abstract: not found
          • Article: not found

          Wrappers for feature subset selection

            Bookmark
            • Record: found
            • Abstract: not found
            • Article: not found

            A survey on feature selection methods

              Bookmark
              • Record: found
              • Abstract: not found
              • Article: not found

              Neurobiologic Advances from the Brain Disease Model of Addiction.

                Bookmark

                Author and article information

                Contributors
                Journal
                Front Psychiatry
                Front Psychiatry
                Front. Psychiatry
                Frontiers in Psychiatry
                Frontiers Media S.A.
                1664-0640
                06 June 2018
                2018
                : 9
                : 242
                Affiliations
                School of Psychology and Trinity College Institute of Neuroscience, Trinity College Dublin , Dublin, Ireland
                Author notes

                Edited by: Jasmin Vassileva, Virginia Commonwealth University, United States

                Reviewed by: Raymond Young-Jin Cho, Baylor College of Medicine, United States; Choongwan Woo, Sungkyunkwan University, South Korea

                *Correspondence: Robert Whelan robert.whelan@ 123456tcd.ie

                This article was submitted to Psychopathology, a section of the journal Frontiers in Psychiatry

                Article
                10.3389/fpsyt.2018.00242
                5998767
                29928237
                a3be7998-387d-4e0a-ab8b-b44f9b607ae8
                Copyright © 2018 Jollans and Whelan.

                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.

                History
                : 19 September 2017
                : 17 May 2018
                Page count
                Figures: 0, Tables: 0, Equations: 0, References: 98, Pages: 14, Words: 12894
                Funding
                Funded by: Irish Research Council 10.13039/501100002081
                Award ID: GOIPG/2014/418
                Categories
                Psychiatry
                Review

                Clinical Psychology & Psychiatry
                biomarker,neuromarker,machine learning,nosology,population neuroscience,big data,research domain criteria,neuroimaging

                Comments

                Comment on this article