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Current challenges and possible future developments in personalized psychiatry with an emphasis on psychotic disorders
A personalized medicine approach seems to be particularly applicable to psychiatry. Indeed, considering mental illness as deregulation, unique to each patient, of molecular pathways, governing the development and functioning of the brain, seems to be the most justified way to understand and treat di...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7240336/ https://www.ncbi.nlm.nih.gov/pubmed/32462093 http://dx.doi.org/10.1016/j.heliyon.2020.e03990 |
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author | Levchenko, Anastasia Nurgaliev, Timur Kanapin, Alexander Samsonova, Anastasia Gainetdinov, Raul R. |
author_facet | Levchenko, Anastasia Nurgaliev, Timur Kanapin, Alexander Samsonova, Anastasia Gainetdinov, Raul R. |
author_sort | Levchenko, Anastasia |
collection | PubMed |
description | A personalized medicine approach seems to be particularly applicable to psychiatry. Indeed, considering mental illness as deregulation, unique to each patient, of molecular pathways, governing the development and functioning of the brain, seems to be the most justified way to understand and treat disorders of this medical category. In order to extract correct information about the implicated molecular pathways, data can be drawn from sampling phenotypic and genetic biomarkers and then analyzed by a machine learning algorithm. This review describes current difficulties in the field of personalized psychiatry and gives several examples of possibly actionable biomarkers of psychotic and other psychiatric disorders, including several examples of genetic studies relevant to personalized psychiatry. Most of these biomarkers are not yet ready to be introduced in clinical practice. In a next step, a perspective on the path personalized psychiatry may take in the future is given, paying particular attention to machine learning algorithms that can be used with the goal of handling multidimensional datasets. |
format | Online Article Text |
id | pubmed-7240336 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-72403362020-05-26 Current challenges and possible future developments in personalized psychiatry with an emphasis on psychotic disorders Levchenko, Anastasia Nurgaliev, Timur Kanapin, Alexander Samsonova, Anastasia Gainetdinov, Raul R. Heliyon Article A personalized medicine approach seems to be particularly applicable to psychiatry. Indeed, considering mental illness as deregulation, unique to each patient, of molecular pathways, governing the development and functioning of the brain, seems to be the most justified way to understand and treat disorders of this medical category. In order to extract correct information about the implicated molecular pathways, data can be drawn from sampling phenotypic and genetic biomarkers and then analyzed by a machine learning algorithm. This review describes current difficulties in the field of personalized psychiatry and gives several examples of possibly actionable biomarkers of psychotic and other psychiatric disorders, including several examples of genetic studies relevant to personalized psychiatry. Most of these biomarkers are not yet ready to be introduced in clinical practice. In a next step, a perspective on the path personalized psychiatry may take in the future is given, paying particular attention to machine learning algorithms that can be used with the goal of handling multidimensional datasets. Elsevier 2020-05-20 /pmc/articles/PMC7240336/ /pubmed/32462093 http://dx.doi.org/10.1016/j.heliyon.2020.e03990 Text en © 2020 The Author(s) http://creativecommons.org/licenses/by-nc-nd/4.0/ This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/). |
spellingShingle | Article Levchenko, Anastasia Nurgaliev, Timur Kanapin, Alexander Samsonova, Anastasia Gainetdinov, Raul R. Current challenges and possible future developments in personalized psychiatry with an emphasis on psychotic disorders |
title | Current challenges and possible future developments in personalized psychiatry with an emphasis on psychotic disorders |
title_full | Current challenges and possible future developments in personalized psychiatry with an emphasis on psychotic disorders |
title_fullStr | Current challenges and possible future developments in personalized psychiatry with an emphasis on psychotic disorders |
title_full_unstemmed | Current challenges and possible future developments in personalized psychiatry with an emphasis on psychotic disorders |
title_short | Current challenges and possible future developments in personalized psychiatry with an emphasis on psychotic disorders |
title_sort | current challenges and possible future developments in personalized psychiatry with an emphasis on psychotic disorders |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7240336/ https://www.ncbi.nlm.nih.gov/pubmed/32462093 http://dx.doi.org/10.1016/j.heliyon.2020.e03990 |
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