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脑震荡后大学生运动员的神经认知功能和心理症状的时变网络分析。

Temporal Network Analysis of Neurocognitive Functioning and Psychological Symptoms in Collegiate Athletes After Concussion.

机构信息

Department of Neurology, Traumatic Brain Injury and Concussion Center, University of Utah School of Medicine, Salt Lake City, Utah, USA.

Department of Mathematics, United States Naval Academy, Annapolis, Maryland, USA.

出版信息

J Neurotrauma. 2023 Aug;40(15-16):1684-1693. doi: 10.1089/neu.2022.0431. Epub 2023 Mar 22.

Abstract

Sport-related concussion (SRC) is associated with several post-injury consequences, including neurocognitive decrements and psychological distress. Yet, how these clinical markers interact with each other, the magnitude of their interrelationships, and how they may vary over time following SRC are not well understood. Network analysis has been proposed as a statistical and psychometric method to conceptualize and map the complex interplay of interactions between observed variables (e.g., neurocognitive functioning and psychological symptoms). For each collegiate athlete with SRC ( = 565), we constructed a temporal network as a weighted graph, with nodes, edges, and the set of weights associated with each edge at three time-points (baseline, 24-48 h post-injury, and asymptomatic), that graphically depicts the interrelated nature of neurocognitive functioning and symptoms of psychological distress throughout the recovery process. This graph shows that the inter-group relationships between neurocognitive functioning and symptoms of psychological distress were stronger at the 24-48 h time-point than at baseline or at the asymptomatic time-point. Further, all symptoms of psychological distress and neurocognitive functioning significantly improved from the 24-48 h time-point to asymptomatic status. The effect sizes of these changes ranged from 0.126 (small) to 0.616 (medium). This research suggests that significant improvements in symptoms of psychological distress appear necessary to drive related improvements in neurocognitive functioning and vice versa. Therefore, clinical interventions should consider the importance of managing psychological distress during the acute care of individuals with SRC to help ameliorate negative outcomes.

摘要

运动相关性脑震荡(SRC)与多种损伤后后果相关,包括神经认知功能下降和心理困扰。然而,这些临床标志物如何相互作用、它们之间相互关系的程度以及它们在 SRC 后随时间的变化方式尚不清楚。网络分析已被提议作为一种统计和心理计量学方法,用于概念化和映射观察变量(例如,神经认知功能和心理症状)之间复杂的相互作用。对于每个患有 SRC 的大学生运动员(n=565),我们在三个时间点(基线、损伤后 24-48 小时和无症状)构建了一个时间网络作为加权图,其中节点、边以及与每条边相关的权重集,图形化地描绘了神经认知功能和心理困扰症状在整个恢复过程中的相互关系。该图表明,在 24-48 小时时间点,神经认知功能和心理困扰症状之间的组间关系强于基线或无症状时间点。此外,所有心理困扰症状和神经认知功能从 24-48 小时时间点到无症状状态都显著改善。这些变化的效应大小范围从 0.126(小)到 0.616(中)。这项研究表明,心理困扰症状的显著改善似乎需要推动神经认知功能的相关改善,反之亦然。因此,临床干预措施应考虑在 SRC 患者的急性护理期间管理心理困扰的重要性,以帮助改善负面结果。

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