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Hippocampal Resting-State Functional Connectivity Forecasts Individual Posttraumatic Stress Disorder Symptoms: A Data-Driven Approach.

Publication ,  Journal Article
Fitzgerald, JM; Webb, EK; Weis, CN; Huggins, AA; Bennett, KP; Miskovich, TA; Krukowski, JL; deRoon-Cassini, TA; Larson, CL
Published in: Biol Psychiatry Cogn Neurosci Neuroimaging
February 2022

BACKGROUND: Posttraumatic stress disorder (PTSD) is a debilitating disorder, and there is no current accurate prediction of who develops it after trauma. Neurobiologically, individuals with chronic PTSD exhibit aberrant resting-state functional connectivity (rsFC) between the hippocampus and other brain regions (e.g., amygdala, prefrontal cortex, posterior cingulate), and these aberrations correlate with severity of illness. Previous small-scale research (n < 25) has also shown that hippocampal rsFC measured acutely after trauma is predictive of future severity using a region-of-interest-based approach. While this is a promising biomarker, to date, no study has used a data-driven approach to test whole-brain hippocampal FC patterns in forecasting the development of PTSD symptoms. METHODS: A total of 98 adults at risk of PTSD were recruited from the emergency department after traumatic injury and completed resting-state functional magnetic resonance imaging (8 min) within 1 month; 6 months later, they completed the Clinician-Administered PTSD Scale for DSM-5 for assessment of PTSD symptom severity. Whole-brain rsFC values with bilateral hippocampi were extracted (using CONN) and used in a machine learning kernel ridge regression analysis (PRoNTo); a k-folds (k = 10) and 70/30 testing versus training split approach were used for cross-validation (1000 iterations to bootstrap confidence intervals for significance values). RESULTS: Acute hippocampal rsFC significantly predicted Clinician-Administered PTSD Scale for DSM-5 scores at 6 months (r = 0.30, p = .006; mean squared error = 120.58, p = .006; R2 = 0.09, p = .025). In post hoc analyses, hippocampal rsFC remained significant after controlling for demographics, PTSD symptoms at baseline, and depression, anxiety, and stress severity at 6 months (B = 0.59, SE = 0.20, p = .003). CONCLUSIONS: Findings suggest that functional connectivity of the hippocampus across the brain acutely after traumatic injury is associated with prospective PTSD symptom severity.

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Published In

Biol Psychiatry Cogn Neurosci Neuroimaging

DOI

EISSN

2451-9030

Publication Date

February 2022

Volume

7

Issue

2

Start / End Page

139 / 149

Location

United States

Related Subject Headings

  • Stress Disorders, Post-Traumatic
  • Prospective Studies
  • Magnetic Resonance Imaging
  • Humans
  • Hippocampus
  • Brain
  • Adult
  • 5203 Clinical and health psychology
  • 5202 Biological psychology
  • 3209 Neurosciences
 

Citation

APA
Chicago
ICMJE
MLA
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Fitzgerald, J. M., Webb, E. K., Weis, C. N., Huggins, A. A., Bennett, K. P., Miskovich, T. A., … Larson, C. L. (2022). Hippocampal Resting-State Functional Connectivity Forecasts Individual Posttraumatic Stress Disorder Symptoms: A Data-Driven Approach. Biol Psychiatry Cogn Neurosci Neuroimaging, 7(2), 139–149. https://doi.org/10.1016/j.bpsc.2021.08.007
Fitzgerald, Jacklynn M., Elisabeth Kate Webb, Carissa N. Weis, Ashley A. Huggins, Ken P. Bennett, Tara A. Miskovich, Jessica L. Krukowski, Terri A. deRoon-Cassini, and Christine L. Larson. “Hippocampal Resting-State Functional Connectivity Forecasts Individual Posttraumatic Stress Disorder Symptoms: A Data-Driven Approach.Biol Psychiatry Cogn Neurosci Neuroimaging 7, no. 2 (February 2022): 139–49. https://doi.org/10.1016/j.bpsc.2021.08.007.
Fitzgerald JM, Webb EK, Weis CN, Huggins AA, Bennett KP, Miskovich TA, et al. Hippocampal Resting-State Functional Connectivity Forecasts Individual Posttraumatic Stress Disorder Symptoms: A Data-Driven Approach. Biol Psychiatry Cogn Neurosci Neuroimaging. 2022 Feb;7(2):139–49.
Fitzgerald, Jacklynn M., et al. “Hippocampal Resting-State Functional Connectivity Forecasts Individual Posttraumatic Stress Disorder Symptoms: A Data-Driven Approach.Biol Psychiatry Cogn Neurosci Neuroimaging, vol. 7, no. 2, Feb. 2022, pp. 139–49. Pubmed, doi:10.1016/j.bpsc.2021.08.007.
Fitzgerald JM, Webb EK, Weis CN, Huggins AA, Bennett KP, Miskovich TA, Krukowski JL, deRoon-Cassini TA, Larson CL. Hippocampal Resting-State Functional Connectivity Forecasts Individual Posttraumatic Stress Disorder Symptoms: A Data-Driven Approach. Biol Psychiatry Cogn Neurosci Neuroimaging. 2022 Feb;7(2):139–149.

Published In

Biol Psychiatry Cogn Neurosci Neuroimaging

DOI

EISSN

2451-9030

Publication Date

February 2022

Volume

7

Issue

2

Start / End Page

139 / 149

Location

United States

Related Subject Headings

  • Stress Disorders, Post-Traumatic
  • Prospective Studies
  • Magnetic Resonance Imaging
  • Humans
  • Hippocampus
  • Brain
  • Adult
  • 5203 Clinical and health psychology
  • 5202 Biological psychology
  • 3209 Neurosciences