Neural connectome prospectively encodes the risk of post-traumatic stress disorder (PTSD) symptom during the COVID-19 pandemic

Research output: Contribution to journalResearch articleContributedpeer-review

Contributors

  • Zhiyi Chen - , Southwest University, Ministry of Education of the People's Republic of China (Author)
  • Pan Feng - , Southwest University, Ministry of Education of the People's Republic of China (Author)
  • Benjamin Becker - , University of Electronic Science and Technology of China, The Clinical Hospital of Chengdu Brain Science Institute (Author)
  • Ting Xu - , University of Electronic Science and Technology of China, The Clinical Hospital of Chengdu Brain Science Institute (Author)
  • Matthew R. Nassar - , Brown University (Author)
  • Fuschia Sirois - , University of Sheffield (Author)
  • Bernhard Hommel - , Chair of Biopsychology, Leiden University, Shandong Normal University (Author)
  • Chenyan Zhang - , Leiden University (Author)
  • Qinghua He - , Southwest University, Ministry of Education of the People's Republic of China (Author)
  • Jiang Qiu - , Southwest University, Ministry of Education of the People's Republic of China (Author)
  • Li He - , Southwest University, Ministry of Education of the People's Republic of China (Author)
  • Xu Lei - , Southwest University, Ministry of Education of the People's Republic of China (Author)
  • Hong Chen - , Southwest University, Ministry of Education of the People's Republic of China (Author)
  • Tingyong Feng - , Southwest University, Ministry of Education of the People's Republic of China (Author)

Abstract

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 posttraumatic 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

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.

Details

Original languageEnglish
Article number100378
Number of pages10
JournalNeurobiology of stress
Volume15
Publication statusPublished - Nov 2021
Peer-reviewedYes

External IDs

Scopus 85112408863
ORCID /0000-0003-4731-5125/work/162841860

Keywords

Sustainable Development Goals

Keywords

  • COVID-19, Deep learning, Post-traumatic stress disorder, Prospective diagnosis