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A Multi-Modal Approach to Assessing Recovery in Youth Athletes Following Concussion
Published on: September 25, 2014
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Multidomain concussion symptoms in adolescents: A network analysis.
Jonathan Preszler1, Lisa Manderino1, Vanessa Fazio-Sumrok1,2
1UPMC Sports Medicine Concussion Program, Pittsburgh, Pennsylvania, USA.
Applied Neuropsychology. Child
|July 19, 2022
Summary
Network analysis reveals key symptom connections in adolescent concussion patients. Understanding how dizziness links to emotional symptoms can improve targeted treatment strategies for better recovery.
Area of Science:
- Neuroscience
- Clinical Psychology
- Biostatistics
Background:
- Concussion is a complex brain injury with diverse symptoms affecting multiple domains.
- Network analysis offers a robust method for understanding symptom interrelationships in clinical populations.
Purpose of the Study:
- To investigate the relationships between clinical assessments and multidomain symptom reports in adolescents with concussion using network analysis.
- To identify central symptoms and interdomain connections within a concussion patient sample.
Main Methods:
- Network analysis was applied to symptom data from 326 adolescent concussion patients (aged 10-21).
- Data included the Post-Concussion Symptom Scale (PCSS) and Vestibular-Ocular Motor Screening (VOMS) tool.
- Models examined symptom relationships individually and when combining PCSS and VOMS data.
Main Results:
- Dizziness and sadness emerged as the most central symptoms in the network.
- Significant interdomain relationships were found, such as irritability with mental fogginess, and dizziness with headache and vision problems.
- Community analysis supported domain-specific (vestibular) and symptom-specific (dizziness) groupings within the VOMS assessment.
Conclusions:
- Focusing on symptom interrelationships, like the impact of dizziness on emotional symptoms, can guide more targeted concussion treatments.
- Grouping VOMS assessments by symptom and item may better represent underlying concussion-related impairments.

