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Current Challenges in Translational and Clinical fMRI and Future Directions

Translational neuroscience is an important field that brings together clinical praxis with neuroscience methods. In this review article, the focus will be on functional neuroimaging (fMRI) and its applicability in clinical fMRI studies. In the light of the “replication crisis,” three aspects will be...

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Autor principal: Specht, Karsten
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6960120/
https://www.ncbi.nlm.nih.gov/pubmed/31969840
http://dx.doi.org/10.3389/fpsyt.2019.00924
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author Specht, Karsten
author_facet Specht, Karsten
author_sort Specht, Karsten
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description Translational neuroscience is an important field that brings together clinical praxis with neuroscience methods. In this review article, the focus will be on functional neuroimaging (fMRI) and its applicability in clinical fMRI studies. In the light of the “replication crisis,” three aspects will be critically discussed: First, the fMRI signal itself, second, current fMRI praxis, and, third, the next generation of analysis strategies. Current attempts such as resting-state fMRI, meta-analyses, and machine learning will be discussed with their advantages and potential pitfalls and disadvantages. One major concern is that the fMRI signal shows substantial within- and between-subject variability, which affects the reliability of both task-related, but in particularly resting-state fMRI studies. Furthermore, the lack of standardized acquisition and analysis methods hinders the further development of clinical relevant approaches. However, meta-analyses and machine-learning approaches may help to overcome current shortcomings in the methods by identifying new, and yet hidden relationships, and may help to build new models on disorder mechanisms. Furthermore, better control of parameters that may have an influence on the fMRI signal and that can easily be controlled for, like blood pressure, heart rate, diet, time of day, might improve reliability substantially.
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spelling pubmed-69601202020-01-22 Current Challenges in Translational and Clinical fMRI and Future Directions Specht, Karsten Front Psychiatry Psychiatry Translational neuroscience is an important field that brings together clinical praxis with neuroscience methods. In this review article, the focus will be on functional neuroimaging (fMRI) and its applicability in clinical fMRI studies. In the light of the “replication crisis,” three aspects will be critically discussed: First, the fMRI signal itself, second, current fMRI praxis, and, third, the next generation of analysis strategies. Current attempts such as resting-state fMRI, meta-analyses, and machine learning will be discussed with their advantages and potential pitfalls and disadvantages. One major concern is that the fMRI signal shows substantial within- and between-subject variability, which affects the reliability of both task-related, but in particularly resting-state fMRI studies. Furthermore, the lack of standardized acquisition and analysis methods hinders the further development of clinical relevant approaches. However, meta-analyses and machine-learning approaches may help to overcome current shortcomings in the methods by identifying new, and yet hidden relationships, and may help to build new models on disorder mechanisms. Furthermore, better control of parameters that may have an influence on the fMRI signal and that can easily be controlled for, like blood pressure, heart rate, diet, time of day, might improve reliability substantially. Frontiers Media S.A. 2020-01-08 /pmc/articles/PMC6960120/ /pubmed/31969840 http://dx.doi.org/10.3389/fpsyt.2019.00924 Text en Copyright © 2020 Specht 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(s) 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
Specht, Karsten
Current Challenges in Translational and Clinical fMRI and Future Directions
title Current Challenges in Translational and Clinical fMRI and Future Directions
title_full Current Challenges in Translational and Clinical fMRI and Future Directions
title_fullStr Current Challenges in Translational and Clinical fMRI and Future Directions
title_full_unstemmed Current Challenges in Translational and Clinical fMRI and Future Directions
title_short Current Challenges in Translational and Clinical fMRI and Future Directions
title_sort current challenges in translational and clinical fmri and future directions
topic Psychiatry
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6960120/
https://www.ncbi.nlm.nih.gov/pubmed/31969840
http://dx.doi.org/10.3389/fpsyt.2019.00924
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