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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...

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Autores principales: Levchenko, Anastasia, Nurgaliev, Timur, Kanapin, Alexander, Samsonova, Anastasia, Gainetdinov, Raul R.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2020
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.
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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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