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Multidomain concussion symptoms in adolescents: A network analysis.

作者信息

Preszler Jonathan, Manderino Lisa, Fazio-Sumrok Vanessa, Eagle Shawn R, Holland Cynthia, Collins Michael W, Kontos Anthony P

机构信息

UPMC Sports Medicine Concussion Program, Pittsburgh, Pennsylvania, USA.

Department of Orthopedic Surgery, University of Pittsburgh, Pittsburgh, Pennsylvania, USA.

出版信息

Appl Neuropsychol Child. 2023 Oct-Dec;12(4):294-303. doi: 10.1080/21622965.2022.2099742. Epub 2022 Jul 19.

Abstract

Concussion is a heterogeneous injury involving symptoms and impairment that represent multiple domains (e.g., anxiety, cognitive, vestibular). Network analysis, a modeling technique that estimates relationships among symptoms, provides a statistically sound and clinically practical method for evaluating these interrelationships. The purpose of this study was to examine, using network analysis, relationships among clinical assessments and multidomain symptom report within a sample of adolescent patients following a concussion. Participants included 326 patients (49.7% female) aged 10-21 years presenting to a concussion specialty clinic within 28 days of a diagnosed concussion. Participants completed the Post-Concussion Symptom Scale (PCSS) and Vestibular-Ocular Motor Screening (VOMS) tool at initial visit. Network models were applied to PCSS symptoms initially, and then applied to VOMS and PCSS symptom data together. Dizziness (Expected influence (EI) = 1.10) and sadness (EI = 1.91) were most central (i.e., highest cumulative partial correlations) to the symptom network. Numerous interdomain relationships were supported, including irritability with mental fogginess (edgeweight = 0.12), dizziness with headache (edgeweight = 0.16), and dizziness with vision problems (edgeweight = 0.13). Community analyses resulted in VOMS groupings by domain (e.g., vestibular) and symptom (e.g., dizziness). The findings suggest a more direct focus on symptom interrelationships, such as how dizziness contributes to emotional symptoms, may help guide and better target treatments. Also, results suggest grouping VOMS assessment by symptom (e.g., dizziness) and item (e.g., vestibular-ocular reflex) may better reflect underlying impairments reflected by these symptom-item combinations.

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