The role of sleep quality on white matter integrity and concussion symptom severity in adolescents
- PMID: 35917722
- PMCID: PMC9421495
- DOI: 10.1016/j.nicl.2022.103130
The role of sleep quality on white matter integrity and concussion symptom severity in adolescents
Abstract
Background: Sleep problems are common after concussion; yet, to date, no study has evaluated the relationship between sleep, white matter integrity, and post-concussion symptoms in adolescents. Using self-reported quality of sleep measures within the first 10 days of injury, we aimed to determine if quality of sleep exerts a main effect on white matter integrity in major tracts, as measured by diffusion Magnetic Resonance Imaging (dMRI), and further examine whether this effect can help explain the variance in post-concussion symptom severity in 12- to 17.9-year-old adolescents.
Methods: dMRI data were collected in 57 concussed adolescents (mean age[SD] = 15.4[1.5] years; 41.2 % female) with no history of major psychiatric diagnoses. Severity of post-concussion symptoms was assessed at study entry (mean days[SD] = 3.7[2.5] days since injury). Using the Pittsburgh Sleep Quality Index (PSQI), concussed adolescents were divided into two groups based on their quality of sleep in the days between injury and scan: good sleepers (PSQI global score ≤ 5; N = 33) and poor sleepers (PSQI global score > 5; N = 24). Neurite Orientation Dispersion and Dispersion Index (NODDI), specifically the Neurite Density Index (NDI), was used to quantify microstructural properties in major tracts, including 18 bilateral and one interhemispheric tract, and identify whether dMRI differences existed in good vs poor sleepers. Since the interval between concussion and neuroimaging acquisition varied among concussed adolescents, this interval was included in the analysis along with an interaction term with sleep groups. Regularized regression was used to identify if quality of sleep-related dMRI measures correlated with post-concussion symptom severity. Due to higher reported concussion symptom severity in females, interaction terms between dMRI and sex were included in the regularized regression model. Data collected in 33 sex- and age-matched non-concussed controls (mean age[SD] = 15.2[1.5]; 45.5 % female) served as healthy reference and sex and age were covariates in all analyses.
Results: Relative to good sleepers, poor sleepers demonstrated widespread lower NDI (18 of the 19 tracts; FDR corrected P < 0.048). This group effect was only significant with at least seven days between concussion and neuroimaging acquisition. Post-concussion symptoms severity was negatively correlated with NDI in four of these tracts: cingulum bundle, optic radiation, striato-fronto-orbital tract, and superior longitudinal fasciculus I. The multiple linear regression model combining sex and NDI of these four tracts was able to explain 33.2 % of the variability in symptom severity (F[7,49] = 4.9, P < 0.001, Adjusted R2 = 0.332). Relative to non-concussed controls, poor sleepers demonstrated lower NDI in the cingulum bundle, optic radiation, and superior longitudinal fasciculus I (FDR corrected P < 0.040).
Conclusions: Poor quality of sleep following concussion is associated with widespread lower integrity of major white matter tracts, that in turn helped to explain post-concussion symptom severity in 12-17.9-year-old adolescents. The effect of sleep on white matter integrity following concussion was significant after one week, suggesting that acute sleep interventions may need this time to begin to take effect. Our findings may suggest an important relationship between good quality of sleep in the days following concussion and integrity of major white matter tracts. Moving forward, researchers should evaluate the effectiveness of sleep interventions on white matter integrity and clinical outcomes following concussion.
Keywords: Adolescence; Concussion; Diffusion MRI; Post-concussion symptoms; Sleep; White matter.
Copyright © 2022 The Author(s). Published by Elsevier Inc. All rights reserved.
Conflict of interest statement
The authors declare the following financial interests/personal relationships which may be considered as potential competing interests: Drs. Kontos and Collins receive royalties from APA Books and research support through the University of Pittsburgh from the National Football League (NFL). Dr. Collins was co-developer and a former shareholder (relationship ended 12/16/19) of ImPACT Applications, Inc. Other authors report no biomedical financial interest or potential conflicts of interest.
Figures
Similar articles
-
Diffusion tensor analysis of white matter tracts is prognostic of persisting post-concussion symptoms in collegiate athletes.Neuroimage Clin. 2024;43:103646. doi: 10.1016/j.nicl.2024.103646. Epub 2024 Jul 25. Neuroimage Clin. 2024. PMID: 39106542 Free PMC article.
-
Evidence of Ongoing Cerebral Microstructural Reorganization in Children With Persisting Symptoms Following Mild Traumatic Brain Injury: A NODDI DTI Analysis.J Neurotrauma. 2024 Jan;41(1-2):41-58. doi: 10.1089/neu.2023.0196. Epub 2023 Nov 29. J Neurotrauma. 2024. PMID: 37885245
-
White matter fiber morphology in persisting postconcussive symptoms and posttraumatic headache after pediatric concussion: a fixel-based analysis.J Neurosurg Pediatr. 2024 Jul 26;34(4):373-383. doi: 10.3171/2024.6.PEDS2499. Print 2024 Oct 1. J Neurosurg Pediatr. 2024. PMID: 39059425
-
Evidence for Altered White Matter Organization After Mild Traumatic Brain Injury: A Scoping Review on the Use of Diffusion Magnetic Resonance Imaging and Blood-Based Biomarkers to Investigate Acute Pathology and Relationship to Persistent Post-Concussion Symptoms.J Neurotrauma. 2025 Apr;42(7-8):640-667. doi: 10.1089/neu.2024.0039. Epub 2024 Aug 21. J Neurotrauma. 2025. PMID: 39096132
-
White matter alterations in patients with obstructive sleep apnea: a systematic review of diffusion MRI studies.Sleep Med. 2020 Nov;75:236-245. doi: 10.1016/j.sleep.2020.06.024. Epub 2020 Jun 29. Sleep Med. 2020. PMID: 32861061
Cited by
-
Clinical Cut Point for the Pittsburgh Sleep Quality Index After Adolescent Concussion.Orthop J Sports Med. 2025 Apr 18;13(4):23259671251330571. doi: 10.1177/23259671251330571. eCollection 2025 Apr. Orthop J Sports Med. 2025. PMID: 40297050 Free PMC article.
-
Emotional Regulation and Adolescent Concussion: Overview and Role of Neuroimaging.Int J Environ Res Public Health. 2023 Jul 1;20(13):6274. doi: 10.3390/ijerph20136274. Int J Environ Res Public Health. 2023. PMID: 37444121 Free PMC article. Review.
-
A review of brain regions and associated post-concussion symptoms.Front Neurol. 2023 Aug 3;14:1136367. doi: 10.3389/fneur.2023.1136367. eCollection 2023. Front Neurol. 2023. PMID: 37602240 Free PMC article. Review.
-
Role of Sleep and White Matter in the Link Between Screen Time and Depression in Childhood and Early Adolescence.JAMA Pediatr. 2025 Sep 1;179(9):1000-1008. doi: 10.1001/jamapediatrics.2025.1718. JAMA Pediatr. 2025. PMID: 40549406
-
The relationship between multiple concussions and multidimensional sleep quality in collegiate-aged, active athletes.Sleep Health. 2024 Aug;10(4):441-448. doi: 10.1016/j.sleh.2024.04.005. Epub 2024 Jun 6. Sleep Health. 2024. PMID: 38845307 Free PMC article.
References
-
- Andersson J.L., Skare S., Ashburner J. How to correct susceptibility distortions in spin-echo echo-planar images: application to diffusion tensor imaging. Neuroimage. 2003;20(2):870–888. - PubMed
-
- Bai Y., Zhang L., Liu C., Cui X., Li D., Yin H. Association of white matter volume with sleep quality: a voxel-based morphometry study. Brain imaging and behavior. 2021:1–13. - PubMed
-
- Barlow K.M., Kirk V., Brooks B., et al. Efficacy of melatonin for sleep disturbance in children with persistent post-concussion symptoms: secondary analysis of a randomized controlled trial. J. Neurotrauma. 2021;38(8):950–959. - PubMed
-
- Beck D, de Lange A-MG, Maximov II, et al. White matter microstructure across the adult lifespan: A mixed longitudinal and cross-sectional study using advanced diffusion models and brain-age prediction. NeuroImage. 2021/01/01/ 2021;224:117441. doi:https://doi.org/10.1016/j.neuroimage.2020.117441. - PubMed
Publication types
MeSH terms
Grants and funding
LinkOut - more resources
Full Text Sources
Medical