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Pushing the boundaries of behavioral analysis could aid psychiatric drug discovery

Drug discovery for psychiatric conditions is stagnating. Behavioral changes could be used as a primary phenotypic screen for new drug candidates, if enough useful data can be generated from behavioral models. Could machine learning be the answer to extracting the data we need?

Detalles Bibliográficos
Autores principales: Sweis, Brian M., Nestler, Eric J.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9731455/
https://www.ncbi.nlm.nih.gov/pubmed/36480527
http://dx.doi.org/10.1371/journal.pbio.3001904
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author Sweis, Brian M.
Nestler, Eric J.
author_facet Sweis, Brian M.
Nestler, Eric J.
author_sort Sweis, Brian M.
collection PubMed
description Drug discovery for psychiatric conditions is stagnating. Behavioral changes could be used as a primary phenotypic screen for new drug candidates, if enough useful data can be generated from behavioral models. Could machine learning be the answer to extracting the data we need?
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spelling pubmed-97314552022-12-09 Pushing the boundaries of behavioral analysis could aid psychiatric drug discovery Sweis, Brian M. Nestler, Eric J. PLoS Biol Perspective Drug discovery for psychiatric conditions is stagnating. Behavioral changes could be used as a primary phenotypic screen for new drug candidates, if enough useful data can be generated from behavioral models. Could machine learning be the answer to extracting the data we need? Public Library of Science 2022-12-08 /pmc/articles/PMC9731455/ /pubmed/36480527 http://dx.doi.org/10.1371/journal.pbio.3001904 Text en © 2022 Sweis, Nestler https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Perspective
Sweis, Brian M.
Nestler, Eric J.
Pushing the boundaries of behavioral analysis could aid psychiatric drug discovery
title Pushing the boundaries of behavioral analysis could aid psychiatric drug discovery
title_full Pushing the boundaries of behavioral analysis could aid psychiatric drug discovery
title_fullStr Pushing the boundaries of behavioral analysis could aid psychiatric drug discovery
title_full_unstemmed Pushing the boundaries of behavioral analysis could aid psychiatric drug discovery
title_short Pushing the boundaries of behavioral analysis could aid psychiatric drug discovery
title_sort pushing the boundaries of behavioral analysis could aid psychiatric drug discovery
topic Perspective
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9731455/
https://www.ncbi.nlm.nih.gov/pubmed/36480527
http://dx.doi.org/10.1371/journal.pbio.3001904
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