Abstract
Background
Adolescence represents a window of vulnerability for developing psychological symptoms
following concussion, especially in girls. Concussion-related lesions in emotion regulation
circuits may help explain these symptoms. However, the contribution of sex and pubertal
maturation remains unclear. Using the neurite density index (NDI) in emotion regulation
tracts (left/right cingulum bundle [CB], forceps minor [FMIN], and left/right uncinate
fasciculus), we sought to elucidate these relationships.
Methods
No adolescent had a history of anxiety and/or depression. The Screen for Child Anxiety
Related Emotional Disorders and Children’s Depression Rating Scale were used at scan
to assess anxiety and depressive symptoms in 55 concussed adolescents (41.8% girls)
and 50 control adolescents with no current/history of concussion (44% girls). We evaluated
if a mediation–moderation model including the NDI (mediation) and sex or pubertal
status (moderation) could help explain this relationship.
Results
Relative to control adolescents, concussed adolescents showed higher anxiety (p = .003) and lower NDI, with those at more advanced pubertal maturation showing greater
abnormalities in 4 clusters: the left CB frontal (p = .002), right CB frontal (p = .011), FMIN left-sided (p = .003), and FMIN right-sided (p = .003). Across all concussed adolescents, lower NDI in the left CB frontal and FMIN
left-sided clusters partially mediated the association between concussion and anxiety,
with the CB being specific to female adolescents. These effects did not explain depressive
symptoms.
Conclusions
Our findings indicate that lower NDI in the CB and FMIN may help explain anxiety following
concussion and that adolescents at more advanced (vs less advanced) status of pubertal
maturation may be more vulnerable to concussion-related injuries, especially in girls.
Keywords
To read this article in full you will need to make a payment
Purchase one-time access:
Academic & Personal: 24 hour online accessCorporate R&D Professionals: 24 hour online accessOne-time access price info
- For academic or personal research use, select 'Academic and Personal'
- For corporate R&D use, select 'Corporate R&D Professionals'
Subscribe:
Subscribe to Biological Psychiatry: Cognitive Neuroscience and NeuroimagingAlready a print subscriber? Claim online access
Already an online subscriber? Sign in
Register: Create an account
Institutional Access: Sign in to ScienceDirect
References
- Sports-and recreation-related concussions in US youth.Pediatrics. 2016; 138e20154635
- Prevalence of concussion among US adolescents and correlated factors.JAMA. 2017; 318: 1180-1182
- Centers for Disease Control and Prevention guideline on the diagnosis and management of mild traumatic braininjury among children [published correction appears in JAMA Pediatr 2018; 172:1104].JAMA Pediatr. 2018; 172: e182853
- The rise of concussions in the adolescent population.Orthop J Sports Med. 2016; 42325967116662458
- Does age play a role in recovery from sports-related concussion? A comparison of high school and collegiate athletes.J Pediatr. 2003; 142: 546-553
- American Academy of Pediatrics. Clinical report—Sport-related concussion in children and adolescents.Pediatrics. 2010; 126: 597-615
- A review of magnetic resonance imaging and diffusion tensor imaging findings in mild traumatic brain injury.Brain Imaging Behav. 2012; 6: 137-192
- Consensus statement on concussion in sport—The 5th international conference on concussion in sport held in Berlin, October 2016.Br J Sports Med. 2017; 51: 838-847
- Sport-related concussion clinical profiles: Clinical characteristics, targeted treatments, and preliminary evidence.Curr Sports Med Rep. 2019; 18: 82-92
- A comprehensive, targeted approach to the clinical care of athletes following sport-related concussion.Knee Surg Sports Traumatol Arthrosc. 2014; 22: 235-246
- Anxiety and mood clinical profile following sport-related concussion: From risk factors to treatment.Sport Exerc Perform Psychol. 2017; 6: 304-323
- What is the difference in concussion management in children as compared with adults? A systematic review.Br J Sports Med. 2017; 51: 949-957
- Predictors of clinical recovery from concussion: A systematic review.Br J Sports Med. 2017; 51: 941-948
- Depression and neurocognitive performance after concussion among male and female high school and collegiate athletes.Arch Phys Med Rehabil. 2012; 93: 1751-1756
- Epidemiology of postconcussion syndrome in pediatric mild traumatic brain injury.Pediatrics. 2010; 126: e374-e381
- Recovery from sports-related concussion: Days to return to neurocognitive baseline in adolescents versus young adults.Surg Neurol Int. 2012; 3: 130
- Cognitive and physical symptoms of concussive injury in children: A detailed longitudinal recovery study.Br J Sports Med. 2016; 50: 311-316
- Postconcussion syndrome: A review.J Child Neurol. 2016; 31: 57-67
- Factors associated with delayed recovery in athletes with concussion treated at a pediatric neurology concussion clinic.Childs Nerv Syst. 2015; 31: 2111-2116
- The role of age and sex in symptoms, neurocognitive performance, and postural stability in athletes after concussion.Am J Sports Med. 2012; 40: 1303-1312
- Natural progression of symptom change and recovery from concussion in a pediatric population.JAMA Pediatr. 2019; 173 (e183820-e183820)
- Clinical risk score for persistent postconcussion symptoms among children with acute concussion in the.JAMA. 2016; 315: 1014-1025
- Organizational and activational effects of sex steroids on brain and behavior: A reanalysis.Horm Behav. 1985; 19: 469-498
- The effects of puberty on white matter development in boys.Dev Cogn Neurosci. 2015; 11: 116-128
- Pediatric stress: Hormonal mediators and human development.Horm Res. 2003; 59: 161-179
- Pubertal neuromaturation, stress sensitivity, and psychopathology.Dev Psychopathol. 2004; 16: 807-824
- Pubertal testosterone and the structure of the cerebral cortex in young men.Cereb Cortex. 2021; 31: 2812-2821
- Brain development during childhood and adolescence: A longitudinal MRI study.Nat Neurosci. 1999; 2: 861-863
- Mapping cortical change across the human life span.Nat Neurosci. 2003; 6: 309-315
- Dynamic mapping of human cortical development during childhood through early adulthood.Proc Natl Acad Sci U S A. 2004; 101: 8174-8179
- Mapping brain maturation.Focus. 2006; 29: 148-390
- Structural MRI of pediatric brain development: What have we learned and where are we going?.Neuron. 2010; 67: 728-734
- Brain development, gender and IQ in children: A volumetric imaging study.Brain. 1996; 119: 1763-1774
- Mapping continued brain growth and gray matter density reduction in dorsal frontal cortex: Inverse relationships during postadolescent brain maturation.J Neurosci. 2001; 21: 8819-8829
- White matter development during childhood and adolescence: A cross-sectional diffusion tensor imaging study.Cereb Cortex. 2005; 15: 1848-1854
- Mapping brain maturation and cognitive development during adolescence.Trends Cogn Sci. 2005; 9: 60-68
- Development of the adolescent brain: Implications for executive function and social cognition.J Child Psychol Psychiatry. 2006; 47: 296-312
- The cingulum bundle: Anatomy, function, and dysfunction.Neurosci Biobehav Rev. 2018; 92: 104-127
- Functional topography of the corpus callosum investigated by DTI and fMRI.World J Radiol. 2014; 6: 895
- Dissecting the uncinate fasciculus: Disorders, controversies and a hypothesis.Brain. 2013; 136: 1692-1707
- Sex differences associated with corpus callosum development in human infants: A longitudinal multimodal imaging study.Neuroimage. 2020; 215116821
- Individual variability in the nonlinear development of the corpus callosum during infancy and toddlerhood: A longitudinal MRI analysis.Brain Struct Funct. 2022; 227: 1995-2013
- Structural properties of the human corpus callosum: Multimodal assessment and sex differences.Neuroimage. 2017; 152: 108-118
- Examining brain white matter after pediatric mild traumatic brain injury using neurite orientation dispersion and density imaging: An A-CAP study.Neuroimage Clin. 2021; 32102887
- Prevalence and impact of diffuse axonal injury in patients with moderate and severe head injury: A cohort study of early magnetic resonance imaging findings and 1-year outcome.J Neurosurg. 2010; 113: 556-563
- Mild traumatic brain injury and diffuse axonal injury in swine.J Neurotrauma. 2011; 28: 1747-1755
- Axonal pathology in traumatic brain injury.Exp Neurol. 2013; 246: 35-43
- Diffuse axonal injury in head trauma.J Head Trauma Rehabil. 2003; 18: 307-316
- Diffusion tensor imaging findings in post-concussion syndrome patients after mild traumatic brain injury: A systematic review.Front Neurol. 2016; 7: 156
- White matter abnormalities associated with prolonged recovery in adolescents following concussion.Front Neurol. 2021; 12681467
- Acute white matter differences in the fornix following mild traumatic brain injury using diffusion tensor imaging.J Neuroimaging. 2013; 23: 224-227
- Combining whole-brain voxel-wise analysis with in vivo tractography of diffusion behavior after sports-related concussion in adolescents: A preliminary report.J Neurotrauma. 2013; 30: 1243-1249
- White matter alterations in youth with acute mild traumatic brain injury.J Pediatr Rehabil Med. 2015; 8: 285-296
- Sex differences in white matter abnormalities after mild traumatic brain injury: Localization and correlation with outcome.Radiology. 2014; 272: 815-823
- Earliest marker of brain injury in repetitive sports-related concussion: Canary in the midline? [published online ahead of print Aug 25].Neurology. 2021;
- Acute and chronic effects of multiple concussions on midline brain structures.Neurology. 2021; 97: e1170-e1181
- NODDI: Practical in vivo neurite orientation dispersion and density imaging of the human brain.Neuroimage. 2012; 61: 1000-1016
- Neurite imaging reveals microstructural variations in human cerebral cortical gray matter.Neuroimage. 2018; 182: 488-499
- White matter microstructure across the adult lifespan: A mixed longitudinal and cross-sectional study using advanced diffusion models and brain-age prediction.Neuroimage. 2021; 224117441
- Understanding microstructure of the brain by comparison of neurite orientation dispersion and density imaging (NODDI) with transparent mouse brain.Acta Radiol Open. 2017; 62058460117703816
- Neurite orientation dispersion and density imaging of rat brain microstructural changes due to middle cerebral artery occlusion at a 3T MRI.Curr Med Sci. 2021; 41: 167-172
- Neurite orientation dispersion and density imaging in a rodent model of acute mild traumatic brain injury.J Neuroimaging. 2021; 31: 879-892
- Sub-concussive brain injury in the Long-Evans rat induces acute neuroinflammation in the absence of behavioral impairments.Behav Brain Res. 2012; 229: 145-152
- The new neurometabolic cascade of concussion.Neurosurgery. 2014; 75: S24-S33
- The molecular pathophysiology of concussion.Clin Sports Med. 2021; 40: 39-51
- White matter during concussion recovery: Comparing diffusion tensor imaging (DTI) and neurite orientation dispersion and density imaging (NODDI).Hum Brain Mapp. 2019; 40: 1908-1918
- The evolution of white matter microstructural changes after mild traumatic brain injury: A longitudinal DTI and NODDI study.Sci Adv. 2020; 6eaaz6892
- White matter microstructure in athletes with a history of concussion: Comparing diffusion tensor imaging (DTI) and neurite orientation dispersion and density imaging (NODDI).Hum Brain Mapp. 2017; 38: 4201-4211
- Advanced mapping of the human white matter microstructure better separates elite sports participation.PsyArXiv. 2020; https://doi.org/10.31234/osf.io/dqaxp
- Psychiatric outcomes after pediatric sports-related concussion.J Neurosurg Pediatr. 2015; 16: 709-718
- Predictors of delayed recovery following pediatric sports-related concussion: A case-control study.J Neurosurg Pediatr. 2016; 17: 491-496
- The role of concussion history and gender in recovery from soccer-related concussion.Am J Sports Med. 2009; 37: 1699-1704
- Examining recovery trajectories after sport-related concussion with a multimodal clinical assessment approach.Neurosurgery. 2016; 78: 232-241
- Sex-specific differences in the severity of symptoms and recovery rate following sports-related concussion in young athletes.Phys Sportsmed. 2013; 41: 58-63
- Gender differences in recovery from sports-related concussion in adolescents.Clin Pediatr. 2016; 55: 771-775
- Time interval between concussions and symptom duration.Pediatrics. 2013; 132: 8-17
- Length of recovery from sports-related concussions in pediatric patients treated at concussion clinics.Clin J Sport Med. 2018; 28: 56-63
- Protracted recovery from a concussion: A focus on gender and treatment interventions in an adolescent population.Sports Health. 2015; 7: 52-57
- First-time sports-related concussion recovery: The role of sex, age, and sport.J Am Osteopath Assoc. 2017; 117: 635-642
- A comparison of adult outcomes for males compared to females following pediatric traumatic brain injury.Neuropsychology. 2015; 29: 501-508
- Sex and age differences in depression and baseline sport-related concussion neurocognitive performance and symptoms.Clin J Sport Med. 2012; 22: 98-104
- Behavioral and Emotional Difficulties after Pediatric Concussion.J Neurotrauma. 2020; 37: 163-169
- Socioecological influences on concussion reporting by NCAA Division 1 athletes in high-risk sports.PLoS One. 2019; 14e0215424
- Developmental epidemiology of anxiety disorders.Child Adolesc Psychiatr Clin N Am. 2012; 21: 457-478
- Accelerated brain aging predicts impulsivity and symptom severity in depression.Neuropsychopharmacology. 2021; 46: 911-919
- The stage-specifically accelerated brain aging in never-treated first-episode patients with depression.Hum Brain Mapp. 2021; 42: 3656-3666
- Brain aging in major depressive disorder: Results from the ENIGMA major depressive disorder working group.Mol Psychiatry. 2021; 26: 5124-5139
- A longitudinal look at the relation between depression and anxiety in children and adolescents.J Consult Clin Psychol. 1998; 66: 451-460
- What characteristics of primary anxiety disorders predict subsequent major depressive disorder?.J Clin Psychiatry. 2004; 65 (quiz 730): 618-626
- Prevalence and development of psychiatric disorders in childhood and adolescence.Arch Gen Psychiatry. 2003; 60: 837-844
- Developmental trajectories of anxiety and depression in early adolescence.J Abnorm Child Psychol. 2015; 43: 311-323
- Early anxious/withdrawn behaviours predict later internalising disorders.J Child Psychol Psychiatry. 2004; 45: 874-883
- Sex-related responses after traumatic brain injury: Considerations for preclinical modeling.Front Neuroendocrinol. 2018; 50: 52-66
- Tractseg-fast and accurate white matter tract segmentation.Neuroimage. 2018; 183: 239-253
- Tract orientation mapping for bundle-specific tractography.in: Frangi A.F. Schnabel J.A. Davatzikos C. Alberola-López C. Fichtinger G. MICCAI 2018: International Conference on Medical Image Computing and Computer-Assisted Intervention. Springer, New York2018: 36-44
- Magnitude and timing of major white matter tract maturation from infancy through adolescence with NODDI.Neuroimage. 2020; 212116672
- Neurite density index is sensitive to age related differences in the developing brain.Neuroimage. 2017; 148: 373-380
- Reliability and validity of the Mini International Neuropsychiatric Interview for Children and Adolescents (MINI-KID).J Clin Psychiatry. 2010; 71: 313-326
- Psychiatric and neuropsychological issues in sport medicine.Clin Sports Med. 2005; 24 (x): 663-679
- Attention deficit hyperactivity disorder and the athlete: An American Medical Society for Sports Medicine position statement.Clin J Sport Med. 2011; 21: 392-401
- Attention-deficit hyperactivity disorder and the athlete: New advances and understanding.Clin Sports Med. 2011; 30: 591-610
- Is there any relationship between ADHD symptoms and choosing sports education at the university?.Int J Psychiatry Med. 2013; 46: 169-178
- Psychometric properties of the Screen for Child Anxiety Related Emotional Disorders (SCARED): A replication study.J Am Acad Child Adolesc Psychiatry. 1999; 38: 1230-1236
- A self-report measure of pubertal status: Reliability, validity, and initial norms.J Youth Adolesc. 1988; 17: 117-133
- Pubertal development: Correspondence between hormonal and physical development.Child Dev. 2009; 80: 327-337
- Children's Depression Rating Scale, Revised (CDRS-R).Western Psychological Services, Los Angeles1996
- How to correct susceptibility distortions in spin-echo echo-planar images: Application to diffusion tensor imaging.Neuroimage. 2003; 20: 870-888
- Advances in functional and structural MR image analysis and implementation as FSL.Neuroimage. 2004; 23: S208-S219
- Robust determination of the fibre orientation distribution in diffusion MRI: Non-negativity constrained super-resolved spherical deconvolution.Neuroimage. 2007; 35: 1459-1472
- Multi-tissue constrained spherical deconvolution for improved analysis of multi-shell diffusion MRI data.Neuroimage. 2014; 103: 411-426
- MRtrix3: A fast, flexible and open software framework for medical image processing and visualisation.Neuroimage. 2019; 202116137
- Introduction to Mediation, Moderation, and Conditional Process Analysis: A Regression-Based Approach.Guilford Press, San Diego2017
- SPSS and SAS procedures for estimating indirect effects in simple mediation models.Behav Res Methods Instrum Comput. 2004; 36: 717-731
- Required sample size to detect the mediated effect.Psychol Sci. 2007; 18: 233-239
- Controlling the false discovery rate: A practical and powerful approach to multiple testing.J R Stat Soc Series B Stat Methodol. 1995; 57: 289-300
- Relation between anxiety and depressive disorders in childhood and adolescence.Depress Anxiety. 2001; 14: 67-78
- The relationship between pubertal hormones and brain plasticity: Implications for cognitive training in adolescence.Dev Cogn Neurosci. 2020; 42100753
- White matter development in adolescence: The influence of puberty and implications for affective disorders.Dev Cogn Neurosci. 2012; 2: 36-54
- The role of puberty in the developing adolescent brain.Hum Brain Mapp. 2010; 31: 926-933
- White matter development in adolescence: A DTI study.Cereb Cortex. 2010; 20: 2122-2131
- The adolescent brain.Dev Rev. 2008; 28: 62-77
- Fundamentals of Human Neuropsychology.Worth, New York2009
- An adolescent sensitive period for threat responding: Impacts of stress and sex.Biol Psychiatry. 2021; 89: 651-658
- Sensitive periods in the development of the brain and behavior.J Cogn Neurosci. 2004; 16: 1412-1425
- Modeling the evolution of sensitive periods.Dev Cogn Neurosci. 2020; 41100715
- Adaptive explanations for sensitive windows in development.Front Zool. 2015; 12: S3
- Concussion recovery time among high school and collegiate athletes: A systematic review and meta-analysis.Sports Med. 2015; 45: 893-903
- Age differences in recovery after sport-related concussion: A comparison of high school and collegiate athletes.J Athl Train. 2016; 51: 142-152
- Longitudinal white matter microstructural changes in pediatric mild traumatic brain injury: An A-CAP study.Hum Brain Mapp. 2022; 43: 3809-3823
- Sex differences in brain maturation during childhood and adolescence.Cereb Cortex. 2001; 11: 552-557
- Sex differences and structural brain maturation from childhood to early adulthood.Dev Cogn Neurosci. 2013; 5: 106-118
- Self-Reported symptoms of depression and anxiety after ACL injury: A systematic review.Orthop J Sports Med. 2022; 1023259671211066493
- The role of diffusion tensor imaging in characterizing injury patterns on athletes with concussion and subconcussive injury: A systematic review.Brain Injury. 2021; 35: 621-644
- Multiparametric MRI changes persist beyond recovery in concussed adolescent hockey players.Neurology. 2017; 89: 2157-2166
- Serial measurement of memory and diffusion tensor imaging changes within the first week following uncomplicated mild traumatic brain injury.Brain Imaging Behav. 2012; 6: 319-328
Article info
Publication history
Published online: October 12, 2022
Accepted:
September 13,
2022
Received in revised form:
September 8,
2022
Received:
March 2,
2022
Publication stage
In Press Journal Pre-ProofIdentification
Copyright
© 2022 Society of Biological Psychiatry. Published by Elsevier Inc. All rights reserved.