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运动性脑震荡评估工具症状检查表的双因素模型:在 CARE 联盟样本中随时间的复制和不变性。

Bifactor Model of the Sport Concussion Assessment Tool Symptom Checklist: Replication and Invariance Across Time in the CARE Consortium Sample.

机构信息

Investigation performed at the Medical College of Wisconsin, Milwaukee, Wisconsin, USA.

出版信息

Am J Sports Med. 2020 Sep;48(11):2783-2795. doi: 10.1177/0363546520946056. Epub 2020 Aug 18.

Abstract

BACKGROUND

Identifying separate dimensions of concussion symptoms may inform a precision medicine approach to treatment. It was previously reported that a bifactor model identified distinct acute postconcussion symptom dimensions.

PURPOSE

To replicate previous findings of a bifactor structure of concussion symptoms in the Concussion Assessment Research and Education (CARE) Consortium sample, examine measurement invariance from pre- to postinjury, and evaluate whether factors are associated with other clinical and biomarker measures.

STUDY DESIGN

Cohort study (Diagnosis); Level of evidence, 2.

METHODS

Collegiate athletes were prospectively evaluated using the Sport Concussion Assessment Tool-3 (SCAT-3) during preseason (N = 31,557); 2789 were followed at <6 hours and 24 to 48 hours after concussion. Item-level SCAT-3 ratings were analyzed using exploratory and confirmatory factor analyses. Bifactor and higher-order models were compared for their fit and interpretability. Measurement invariance tested the stability of the identified factor structure across time. The association between factors and criterion measures (clinical and blood-based markers of concussion severity, symptom duration) was evaluated.

RESULTS

The optimal structure for each time point was a 7-factor bifactor model: a General factor, on which all items loaded, and 6 specific factors-Vestibulo-ocular, Headache, Sensory, Fatigue, Cognitive, and Emotional. The model manifested strict invariance across the 2 postinjury time points but only configural invariance from baseline to postinjury. From <6 to 24-48 hours, some dimensions increased in severity (Sensory, Fatigue, Emotional), while others decreased (General, Headache, Vestibulo-ocular). The factors correlated with differing clinical and biomarker criterion measures and showed differing patterns of association with symptom duration at different time points.

CONCLUSION

Bifactor modeling supported the predominant unidimensionality of concussion symptoms while revealing multidimensional properties, including a large dominant General factor and 6 independent factors: Headache, Vestibulo-ocular, Sensory, Cognitive, Fatigue, and Emotional. Unlike the widely used SCAT-3 symptom severity score, which declines gradually after injury, the bifactor model revealed separable symptom dimensions that have distinct trajectories in the acute postinjury period and different patterns of association with other markers of injury severity and outcome.

CLINICAL RELEVANCE

The SCAT-3 total score remains a valuable, robust index of overall concussion symptom severity, and the specific factors identified may inform management strategies. Because some symptom dimensions continue to worsen in the first 24 to 48 hours after injury (ie, Sensory, Fatigue, Emotional), routine follow-up in this time frame may be valuable to ensure that symptoms are managed effectively.

摘要

背景

识别脑震荡症状的独立维度可能为治疗提供精准医学方法。先前有研究报告称,双因素模型可以确定急性脑震荡后症状的不同维度。

目的

在 CARE 联合会样本中复制先前关于脑震荡症状双因素结构的发现,检验损伤前后的测量不变性,并评估这些因素是否与其他临床和生物标志物测量相关。

研究设计

队列研究(诊断);证据水平,2 级。

方法

前瞻性评估使用运动性脑震荡评估工具-3 (SCAT-3)的大学生运动员在季前赛期间(N=31557);2789 名运动员在脑震荡后<6 小时和 24 至 48 小时进行随访。使用探索性和验证性因子分析对 SCAT-3 的项目水平评分进行分析。比较双因素和高阶模型的拟合度和可解释性。测量不变性检验了在不同时间点识别的因子结构的稳定性。评估因素与标准测量(脑震荡严重程度的临床和基于血液的标志物、症状持续时间)之间的相关性。

结果

每个时间点的最佳结构是 7 因素双因素模型:一个普遍因素,所有项目都在此因素上加载,还有 6 个特定因素-前庭眼动、头痛、感觉、疲劳、认知和情绪。该模型在 2 个损伤后时间点表现出严格的不变性,但从基线到损伤后仅表现出构形不变性。从<6 小时到 24-48 小时,一些维度的严重程度增加(感觉、疲劳、情绪),而其他维度则减少(普遍、头痛、前庭眼动)。这些因素与不同的临床和生物标志物标准测量相关,并且在不同时间点与症状持续时间的关联模式不同。

结论

双因素模型支持脑震荡症状的主要单一维度性,同时揭示了多维特性,包括一个大的主导普遍因素和 6 个独立因素:头痛、前庭眼动、感觉、认知、疲劳和情绪。与在损伤后逐渐下降的广泛使用的 SCAT-3 症状严重程度评分不同,双因素模型揭示了在急性损伤后具有不同轨迹的可分离症状维度,并且与其他损伤严重程度和结局的标志物的关联模式不同。

临床相关性

SCAT-3 总分仍然是整体脑震荡症状严重程度的有价值且可靠的指标,确定的特定因素可能为管理策略提供信息。由于一些症状维度在损伤后 24 至 48 小时内仍继续恶化(即感觉、疲劳、情绪),在此时间段内进行常规随访可能有助于确保有效管理症状。

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