Department of Speech-Language-Hearing Sciences, University of Minnesota, Minneapolis.
Department of Hearing and Speech Sciences, Vanderbilt University Medical Center, Nashville, TN.
Am J Speech Lang Pathol. 2021 Apr 16;30(2S):974-985. doi: 10.1044/2020_AJSLP-20-00081. Epub 2021 Feb 8.
Purpose In both basic science and intervention research in traumatic brain injury (TBI), heterogeneity in the patient population is frequently cited as a limitation and is often interpreted as a factor reducing certainty in the generalizability of research findings and as a source of conflicting findings across studies. Historically, much of TBI research in rehabilitation and cognition has relied upon case-control studies, with small to modest sample sizes. In this context, heterogeneity is indeed a significant limitation. Here, however, we argue that heterogeneity in patient profiles is a hallmark characteristic of TBI and therefore cannot be avoided or ignored. We argue that this inherent heterogeneity must be acknowledged and accounted for prior to study design. Fortunately, advances in statistical methods and computing power allow researchers to leverage heterogeneity, rather than be constrained by it. Method In this article, we review sources of heterogeneity that contribute to challenges in TBI research, highlight methodological advances in statistical analysis and in other fields with high degrees of heterogeneity (e.g., psychiatry) that may be fruitfully applied to decomposing heterogeneity in TBI, and offer an example from our research group incorporating this approach. Conclusion Only by adopting new methodological approaches can we advance the science of rehabilitation following TBI in ways that will impact clinical practice and inform decision making, allowing us to understand and respond to the range of individual differences that are a hallmark in this population.
目的 在创伤性脑损伤(TBI)的基础科学和干预研究中,患者人群的异质性经常被认为是一个限制因素,并常常被解释为降低研究结果普遍性的确定性因素,以及导致研究结果相互矛盾的一个来源。从历史上看,康复和认知中的许多 TBI 研究都依赖于病例对照研究,样本量较小或中等。在这种情况下,异质性确实是一个重大限制。然而,在这里,我们认为患者特征的异质性是 TBI 的一个显著特征,因此不能避免或忽视。我们认为,在研究设计之前,必须承认并考虑到这种固有异质性。幸运的是,统计方法和计算能力的进步使研究人员能够利用异质性,而不是受其限制。方法 在本文中,我们回顾了导致 TBI 研究挑战的异质源,强调了在统计学分析和其他具有高度异质性的领域(例如精神病学)中的方法学进展,这些进展可能有助于分解 TBI 中的异质性,并提供了我们研究小组采用这种方法的一个示例。结论 只有采用新的方法学方法,我们才能以影响临床实践和为决策提供信息的方式推进 TBI 后的康复科学,使我们能够理解和应对这一人群的标志性个体差异。