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Neural connectome prospectively encodes the risk of post-traumatic stress disorder (PTSD) symptom during the COVID-19 pandemic
BACKGROUND: The novel coronavirus (COVID-19) pandemic has affected humans worldwide and led to unprecedented stress and mortality. Detrimental effects of the pandemic on mental health, including risk of post-traumatic stress disorder (PTSD), have become an increasing concern. The identification of p...
Autores principales: | , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8371262/ https://www.ncbi.nlm.nih.gov/pubmed/34430677 http://dx.doi.org/10.1016/j.ynstr.2021.100378 |
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author | Chen, Zhiyi Feng, Pan Becker, Benjamin Xu, Ting Nassar, Matthew R. Sirois, Fuschia Hommel, Bernhard Zhang, Chenyan He, Qinghua Qiu, Jiang He, Li Lei, Xu Chen, Hong Feng, Tingyong |
author_facet | Chen, Zhiyi Feng, Pan Becker, Benjamin Xu, Ting Nassar, Matthew R. Sirois, Fuschia Hommel, Bernhard Zhang, Chenyan He, Qinghua Qiu, Jiang He, Li Lei, Xu Chen, Hong Feng, Tingyong |
author_sort | Chen, Zhiyi |
collection | PubMed |
description | BACKGROUND: The novel coronavirus (COVID-19) pandemic has affected humans worldwide and led to unprecedented stress and mortality. Detrimental effects of the pandemic on mental health, including risk of post-traumatic stress disorder (PTSD), have become an increasing concern. The identification of prospective neurobiological vulnerability markers for developing PTSD symptom during the pandemic is thus of high importance. METHODS: Before the COVID-19 outbreak (September 20, 2019–January 11, 2020), some healthy participants underwent resting-state functional connectivity MRI (rs-fcMRI) acquisition. We assessed the PTSD symptomology of these individuals during the peak of COVID-19 pandemic (February 21, 2020–February 28, 2020) in China. This pseudo-prospective cohort design allowed us to test whether the pre-pandemic neural connectome status could predict the risk of developing PTSD symptom during the pandemic. RESULTS: A total of 5.60% of participants (n = 42) were identified as being high-risk to develop PTSD symptom and 12.00% (n = 90) exhibited critical levels of PTSD symptoms during the COVID-19 pandemic. Pre-pandemic measures of functional connectivity (the neural connectome) prospectively classified those with heightened risk to develop PTSD symptom from matched controls (Accuracy = 76.19%, Sensitivity = 80.95%, Specificity = 71.43%). The trained classifier generalized to an independent sample. Continuous prediction models revealed that the same connectome could accurately predict the severity of PTSD symptoms within individuals (r(2) = 0.31p<.0). CONCLUSIONS: This study confirms COVID-19 break as a crucial stressor to bring risks developing PTSD symptom and demonstrates that brain functional markers can prospectively identify individuals at risk to develop PTSD symptom. |
format | Online Article Text |
id | pubmed-8371262 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-83712622021-08-23 Neural connectome prospectively encodes the risk of post-traumatic stress disorder (PTSD) symptom during the COVID-19 pandemic Chen, Zhiyi Feng, Pan Becker, Benjamin Xu, Ting Nassar, Matthew R. Sirois, Fuschia Hommel, Bernhard Zhang, Chenyan He, Qinghua Qiu, Jiang He, Li Lei, Xu Chen, Hong Feng, Tingyong Neurobiol Stress Article from the Special Issue on Neurobiology of Stress related to Covid-19; Edited by Rita Valentino, Victoria Risbrough and Lawrence Reagan BACKGROUND: The novel coronavirus (COVID-19) pandemic has affected humans worldwide and led to unprecedented stress and mortality. Detrimental effects of the pandemic on mental health, including risk of post-traumatic stress disorder (PTSD), have become an increasing concern. The identification of prospective neurobiological vulnerability markers for developing PTSD symptom during the pandemic is thus of high importance. METHODS: Before the COVID-19 outbreak (September 20, 2019–January 11, 2020), some healthy participants underwent resting-state functional connectivity MRI (rs-fcMRI) acquisition. We assessed the PTSD symptomology of these individuals during the peak of COVID-19 pandemic (February 21, 2020–February 28, 2020) in China. This pseudo-prospective cohort design allowed us to test whether the pre-pandemic neural connectome status could predict the risk of developing PTSD symptom during the pandemic. RESULTS: A total of 5.60% of participants (n = 42) were identified as being high-risk to develop PTSD symptom and 12.00% (n = 90) exhibited critical levels of PTSD symptoms during the COVID-19 pandemic. Pre-pandemic measures of functional connectivity (the neural connectome) prospectively classified those with heightened risk to develop PTSD symptom from matched controls (Accuracy = 76.19%, Sensitivity = 80.95%, Specificity = 71.43%). The trained classifier generalized to an independent sample. Continuous prediction models revealed that the same connectome could accurately predict the severity of PTSD symptoms within individuals (r(2) = 0.31p<.0). CONCLUSIONS: This study confirms COVID-19 break as a crucial stressor to bring risks developing PTSD symptom and demonstrates that brain functional markers can prospectively identify individuals at risk to develop PTSD symptom. Elsevier 2021-08-08 /pmc/articles/PMC8371262/ /pubmed/34430677 http://dx.doi.org/10.1016/j.ynstr.2021.100378 Text en © 2021 The Authors https://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 from the Special Issue on Neurobiology of Stress related to Covid-19; Edited by Rita Valentino, Victoria Risbrough and Lawrence Reagan Chen, Zhiyi Feng, Pan Becker, Benjamin Xu, Ting Nassar, Matthew R. Sirois, Fuschia Hommel, Bernhard Zhang, Chenyan He, Qinghua Qiu, Jiang He, Li Lei, Xu Chen, Hong Feng, Tingyong Neural connectome prospectively encodes the risk of post-traumatic stress disorder (PTSD) symptom during the COVID-19 pandemic |
title | Neural connectome prospectively encodes the risk of post-traumatic stress disorder (PTSD) symptom during the COVID-19 pandemic |
title_full | Neural connectome prospectively encodes the risk of post-traumatic stress disorder (PTSD) symptom during the COVID-19 pandemic |
title_fullStr | Neural connectome prospectively encodes the risk of post-traumatic stress disorder (PTSD) symptom during the COVID-19 pandemic |
title_full_unstemmed | Neural connectome prospectively encodes the risk of post-traumatic stress disorder (PTSD) symptom during the COVID-19 pandemic |
title_short | Neural connectome prospectively encodes the risk of post-traumatic stress disorder (PTSD) symptom during the COVID-19 pandemic |
title_sort | neural connectome prospectively encodes the risk of post-traumatic stress disorder (ptsd) symptom during the covid-19 pandemic |
topic | Article from the Special Issue on Neurobiology of Stress related to Covid-19; Edited by Rita Valentino, Victoria Risbrough and Lawrence Reagan |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8371262/ https://www.ncbi.nlm.nih.gov/pubmed/34430677 http://dx.doi.org/10.1016/j.ynstr.2021.100378 |
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