Beckman Institute for Advanced Science and Technology, University of Illinois at Urbana-Champaign (Ms Rajesh and Drs Daugherty, Barbey, and Rubin); Carle Foundation Hospital, Champaign, Illinois (Drs Jain and Rubin and Ms Henry); and Department of Psychology and Department of Psychiatry and Behavioral Neurosciences, Institute of Gerontology, Wayne State University, Detroit, Michigan (Dr Daugherty).
J Head Trauma Rehabil. 2020 Nov/Dec;35(6):E524-E534. doi: 10.1097/HTR.0000000000000578.
We examined the relationship between comorbid medical conditions and changes in cognition over the course of rehabilitation following acquired brain injury. In particular, we compared outcomes between traumatic brain injury (TBI) and non-TBI using a retrospective inpatient rehabilitation dataset. We hypothesized that differences by diagnosis would be minimized among subgroups of patients with common comorbid medical conditions.
We used the Functional Independence Measure (FIM)-cognition subscale to index changes in cognition over rehabilitation. A decision tree classifier determined the top 10 comorbid conditions that maximally differentiated TBI and non-TBI. Ten subsets of patients were identified by matching on these conditions, in rank order. Data from these subsets were submitted to repeated-measures logistic regression to establish the minimum degree of commonality in comorbid conditions that would produce similar cognitive rehabilitation, regardless of etiology.
The TBI group demonstrated a greater increase in ordinal scores over time relative to non-TBI, across all subscales of the FIM-cognition. When both groups were matched on the top 3 symptoms, there were no significant group differences in rehabilitation trajectory in problem-solving and memory domains (Cohen's d range: 0.2-0.4).
Comorbid medical conditions explain differences in cognitive rehabilitation trajectories following acquired brain injury beyond etiology.
我们研究了获得性脑损伤康复过程中合并症与认知变化之间的关系。特别是,我们使用回顾性住院康复数据集比较了创伤性脑损伤(TBI)和非 TBI 患者的结果。我们假设,在具有常见合并症的患者亚组中,诊断之间的差异会最小化。
我们使用功能独立性测量(FIM)认知分量表来评估康复过程中的认知变化。决策树分类器确定了可最大程度区分 TBI 和非 TBI 的前 10 种合并症。根据这些条件按等级匹配确定了 10 个患者子集。将这些子集的数据提交给重复测量逻辑回归,以确定无论病因如何,产生相似认知康复的合并症的最小共性程度。
在 FIM 认知的所有分量表上,TBI 组相对于非 TBI 组随时间的推移表现出更大的有序评分增加。当两组在 3 个主要症状上匹配时,在解决问题和记忆领域的康复轨迹上没有显著的组间差异(Cohen's d 范围:0.2-0.4)。
除病因外,合并症解释了获得性脑损伤后认知康复轨迹的差异。