Awan Nabil, Weppner Justin, Kumar Raj G, Juengst Shannon B, Dams-O'Connor Kristen, Sevigny Mitch, Zafonte Ross D, Walker William C, Szaflarski Jerzy P, Wagner Amy K
Department of Physical Medicine & Rehabilitation, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, USA.
Department of Biostatistics, University of Pittsburgh, Pittsburgh, Pennsylvania, USA.
J Neurotrauma. 2025 Mar;42(5-6):399-416. doi: 10.1089/neu.2024.0117. Epub 2025 Jan 6.
Traumatic brain injury (TBI) and subsequent post-traumatic epilepsy (PTE) often impair daily activities and mental health (MH), which contribute to long-term TBI-related disability. PTE also affects driving capacity, which impacts functional independence, community participation, and satisfaction with life (SWL). However, studies evaluating the collective impact of PTE on multidimensional outcomes are lacking. Thus, we generated a model to investigate how PTE after moderate-to-severe (ms)TBI affects TBI-associated impairments, limits activities and participation, and influences SWL. Of 5108 participants with msTBI enrolled into the National Institute for Disability, Independent Living, and Rehabilitation Research TBI Model Systems between 2010 and 2018 and with seizure-event data available at year-1 post-TBI, 1214 had complete outcome data and 1003 had complete covariate data used for analysis. We constructed a conceptual framework illustrating hypothesized interrelationships between year-1 PTE, driving status, functional independence measure (FIM), depression and anxiety, as well as year-2 participation, and SWL. We performed univariate and multivariable linear and logistic regressions. A covariate-adjusted structural equation model (SEM), using the lavaan package (R), assessed the conceptual framework's suitability in establishing PTE links with outcomes 1-2 years post-injury. Multiple parameters were evaluated to assess SEM fit. Year-1 PTE was correlated with year-1 FIM motor (standardized coefficient, β = -0.112, = 0.007) and showed a trend level association with year-1 FIM cognition (β = -0.070, = 0.079). Individuals with year-1 PTE were less likely to drive independently at year 1 (β = -0.148, < 0.001). In addition, FIM motor (β = 0.323, < 0.001), FIM cognition (β = 0.181, = 0.012), and anxiety (β = -0.135, = 0.024) influenced driving status. FIM cognition was associated with year-1 depression (β = 0.386, < 0.001) and year-1 anxiety (β = 0.396, < 0.001), whereas year-1 FIM motor (β = 0.186, = 0.003), depression (β = -0.322, = 0.011), and driving status (β = 0.233, < 0.001) directly affected year-2 objective life participation metrics. Moreover, year-1 depression (β = -0.382, = 0.001) and year-2 participation (β = 0.160, < 0.001) had direct effects on year-2 SWL. SWL was influenced indirectly by year-1 variables, including functional impairment, anxiety, and driving status-factors that impacted year-2 participation directly or indirectly, and consequently year-2 SWL, forming a complex relationship with year-1 PTE. A sensitivity analysis SEM showed that the number of MH disorders was associated with participation and SWL ( < 0.001), and this combined MH variable was directly related to driving status ( < 0.02). Developing PTE during year-1 after msTBI affects multiple aspects of life. PTE effects extend to motor and cognitive abilities, driving capabilities, and indirectly, to life participation and overall SWL. The implications underscore the crucial need for effective PTE management strategies during the first year post-TBI to minimize the adverse impact on factors influencing multidimensional year-2 participation and SWL outcomes. Addressing transportation barriers is warranted to enhance the well-being of those with PTE and msTBI, emphasizing a holistic approach. Further research is recommended for SEM validation studies, including testing causal inference pathways that might inform future prevention and treatment trials.
创伤性脑损伤(TBI)及随后的创伤后癫痫(PTE)常常会损害日常活动和心理健康(MH),这会导致与TBI相关的长期残疾。PTE还会影响驾驶能力,进而影响功能独立性、社区参与度以及生活满意度(SWL)。然而,评估PTE对多维度结果的综合影响的研究却很缺乏。因此,我们构建了一个模型来研究中重度(ms)TBI后的PTE如何影响与TBI相关的损伤、限制活动和参与,并影响SWL。在2010年至2018年期间纳入美国国家残疾、独立生活和康复研究TBI模型系统的5108名患有msTBI且在TBI后1年有癫痫发作事件数据的参与者中,1214人有完整的结果数据,1003人有用于分析的完整协变量数据。我们构建了一个概念框架,阐明了TBI后1年的PTE、驾驶状态、功能独立性测量(FIM)、抑郁和焦虑以及TBI后2年的参与度和SWL之间的假设相互关系。我们进行了单变量和多变量线性及逻辑回归分析。使用lavaan软件包(R)的协变量调整结构方程模型(SEM)评估了该概念框架在建立损伤后1 - 2年PTE与结果之间联系的适用性。评估了多个参数以评估SEM的拟合度。TBI后1年的PTE与TBI后1年的FIM运动评分相关(标准化系数,β = -0.112,P = 0.007),并与TBI后1年的FIM认知评分呈现出趋势性关联(β = -0.070,P = 0.079)。TBI后1年患有PTE的个体在第1年独立驾驶的可能性较小(β = -0.148,P < 0.001)。此外,FIM运动评分(β = 0.323,P < 0.001)、FIM认知评分(β = 0.181,P = 0.012)和焦虑(β = -0.135,P = 0.024)影响驾驶状态。FIM认知评分与TBI后1年的抑郁(β = 0.386,P < 0.001)和TBI后1年的焦虑(β = 0.396,P < 0.001)相关,而TBI后1年的FIM运动评分(β = 0.186,P = 0.003)、抑郁(β = -0.322,P = 0.011)和驾驶状态(β = 0.233,P < 0.001)直接影响TBI后2年的客观生活参与指标。此外,TBI后1年的抑郁(β = -0.382,P = 0.001)和TBI后2年的参与度(β = 0.160,P < 0.001)对TBI后2年的SWL有直接影响。SWL受到TBI后1年变量的间接影响,包括功能损害、焦虑和驾驶状态,这些因素直接或间接影响TBI后2年的参与度,进而影响TBI后2年的SWL,与TBI后1年的PTE形成复杂关系。敏感性分析SEM表明,精神障碍的数量与参与度和SWL相关(P < 0.001),并且这个综合的精神障碍变量与驾驶状态直接相关(P < 0.02)。msTBI后第1年发生PTE会影响生活的多个方面。PTE的影响延伸至运动和认知能力、驾驶能力,并且间接影响生活参与度和总体SWL。这些影响强调了在TBI后的第一年实施有效的PTE管理策略以尽量减少对影响多维度TBI后2年参与度和SWL结果的因素的不利影响的迫切需求。解决交通障碍对于提高患有PTE和msTBI的人的幸福感是必要的,强调了一种整体方法。建议进一步开展SEM验证研究,包括测试可能为未来预防和治疗试验提供信息的因果推断途径。