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Fusing Mobile Phone Sensing and Brain Imaging to Assess Depression in College Students
As smartphone usage has become increasingly prevalent in our society, so have rates of depression, particularly among young adults. Individual differences in smartphone usage patterns have been shown to reflect individual differences in underlying affective processes such as depression (Wang et al.,...
Autores principales: | , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6437560/ https://www.ncbi.nlm.nih.gov/pubmed/30949024 http://dx.doi.org/10.3389/fnins.2019.00248 |
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author | Huckins, Jeremy F. daSilva, Alex W. Wang, Rui Wang, Weichen Hedlund, Elin L. Murphy, Eilis I. Lopez, Richard B. Rogers, Courtney Holtzheimer, Paul E. Kelley, William M. Heatherton, Todd F. Wagner, Dylan D. Haxby, James V. Campbell, Andrew T. |
author_facet | Huckins, Jeremy F. daSilva, Alex W. Wang, Rui Wang, Weichen Hedlund, Elin L. Murphy, Eilis I. Lopez, Richard B. Rogers, Courtney Holtzheimer, Paul E. Kelley, William M. Heatherton, Todd F. Wagner, Dylan D. Haxby, James V. Campbell, Andrew T. |
author_sort | Huckins, Jeremy F. |
collection | PubMed |
description | As smartphone usage has become increasingly prevalent in our society, so have rates of depression, particularly among young adults. Individual differences in smartphone usage patterns have been shown to reflect individual differences in underlying affective processes such as depression (Wang et al., 2018). In the current study, a positive relationship was identified between smartphone screen time (e.g., phone unlock duration) and resting-state functional connectivity (RSFC) between the subgenual cingulate cortex (sgCC), a brain region implicated in depression and antidepressant treatment response, and regions of the ventromedial/orbitofrontal cortex (OFC), such that increased phone usage was related to stronger connectivity between these regions. This cluster was subsequently used to constrain subsequent analyses looking at individual differences in depressive symptoms in the same cohort and observed partial replication in a separate cohort. Similar analyses were subsequently performed on metrics of circadian rhythm consistency showing a negative relationship between connectivity of the sgCC and OFC. The data and analyses presented here provide relatively simplistic preliminary analyses which replicate and provide an initial step in combining functional brain activity and smartphone usage patterns to better understand issues related to mental health. Smartphones are a prevalent part of modern life and the usage of mobile sensing data from smartphones promises to be an important tool for mental health diagnostics and neuroscience research. |
format | Online Article Text |
id | pubmed-6437560 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-64375602019-04-04 Fusing Mobile Phone Sensing and Brain Imaging to Assess Depression in College Students Huckins, Jeremy F. daSilva, Alex W. Wang, Rui Wang, Weichen Hedlund, Elin L. Murphy, Eilis I. Lopez, Richard B. Rogers, Courtney Holtzheimer, Paul E. Kelley, William M. Heatherton, Todd F. Wagner, Dylan D. Haxby, James V. Campbell, Andrew T. Front Neurosci Neuroscience As smartphone usage has become increasingly prevalent in our society, so have rates of depression, particularly among young adults. Individual differences in smartphone usage patterns have been shown to reflect individual differences in underlying affective processes such as depression (Wang et al., 2018). In the current study, a positive relationship was identified between smartphone screen time (e.g., phone unlock duration) and resting-state functional connectivity (RSFC) between the subgenual cingulate cortex (sgCC), a brain region implicated in depression and antidepressant treatment response, and regions of the ventromedial/orbitofrontal cortex (OFC), such that increased phone usage was related to stronger connectivity between these regions. This cluster was subsequently used to constrain subsequent analyses looking at individual differences in depressive symptoms in the same cohort and observed partial replication in a separate cohort. Similar analyses were subsequently performed on metrics of circadian rhythm consistency showing a negative relationship between connectivity of the sgCC and OFC. The data and analyses presented here provide relatively simplistic preliminary analyses which replicate and provide an initial step in combining functional brain activity and smartphone usage patterns to better understand issues related to mental health. Smartphones are a prevalent part of modern life and the usage of mobile sensing data from smartphones promises to be an important tool for mental health diagnostics and neuroscience research. Frontiers Media S.A. 2019-03-21 /pmc/articles/PMC6437560/ /pubmed/30949024 http://dx.doi.org/10.3389/fnins.2019.00248 Text en Copyright © 2019 Huckins, daSilva, Wang, Wang, Hedlund, Murphy, Lopez, Rogers, Holtzheimer, Kelley, Heatherton, Wagner, Haxby and Campbell. 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 | Neuroscience Huckins, Jeremy F. daSilva, Alex W. Wang, Rui Wang, Weichen Hedlund, Elin L. Murphy, Eilis I. Lopez, Richard B. Rogers, Courtney Holtzheimer, Paul E. Kelley, William M. Heatherton, Todd F. Wagner, Dylan D. Haxby, James V. Campbell, Andrew T. Fusing Mobile Phone Sensing and Brain Imaging to Assess Depression in College Students |
title | Fusing Mobile Phone Sensing and Brain Imaging to Assess Depression in College Students |
title_full | Fusing Mobile Phone Sensing and Brain Imaging to Assess Depression in College Students |
title_fullStr | Fusing Mobile Phone Sensing and Brain Imaging to Assess Depression in College Students |
title_full_unstemmed | Fusing Mobile Phone Sensing and Brain Imaging to Assess Depression in College Students |
title_short | Fusing Mobile Phone Sensing and Brain Imaging to Assess Depression in College Students |
title_sort | fusing mobile phone sensing and brain imaging to assess depression in college students |
topic | Neuroscience |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6437560/ https://www.ncbi.nlm.nih.gov/pubmed/30949024 http://dx.doi.org/10.3389/fnins.2019.00248 |
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