首页> 美国卫生研究院文献>Frontiers in Psychiatry >The Mean and the Individual: Integrating Variable-Centered and Person-Centered Analyses of Cognitive Recovery in Patients with Substance Use Disorders
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The Mean and the Individual: Integrating Variable-Centered and Person-Centered Analyses of Cognitive Recovery in Patients with Substance Use Disorders

机译:均值和个人:对物质使用障碍患者认知恢复的变量中心和个人中心分析相结合

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摘要

Neuropsychological and cognitive deficits are observed in the majority of persons with alcohol and drug use disorders and may interfere with treatment processes and outcomes. Although, on average, the brain and cognition improve with abstinence or markedly reduced substance use, better understanding of the heterogeneity in the time-course and extent of cognitive recovery at the individual level is useful to promote bench-to-bedside translation and inform clinical decision making. This study integrated a variable-centered and a person-centered approach to characterize diversity in cognitive recovery in 197 patients in treatment for a substance use disorder. We assessed executive function, verbal ability, memory, and complex information processing speed at treatment entry, and then 6, 26, and 52 weeks later. Structural equation modeling was used to define underlying ability constructs and determine the mean level of cognitive changes in the sample while minimizing measurement error and practice effects on specific tests. Individual-level empirical growth plots of latent factor scores were used to explore prototypical trajectories of cognitive change. At the level of the mean, small to medium effect size gains in cognitive abilities were observed over 1 year. At the level of the individual, the mean trajectory of change was also the modal individual recovery trajectory shown by about half the sample. Other prototypical cognitive change trajectories observed in all four cognitive domains included Delayed Gain, Loss of Gain, and Continuous Gain. Together these trajectories encompassed between 86 and 94% of individual growth plots across the four latent abilities. Further research is needed to replicate and predict trajectory membership. Replication of the present findings would have useful implications for targeted treatment planning and the new cognitive interventions being developed to enhance treatment outcomes.
机译:在大多数酒精和药物滥用障碍患者中观察到神经心理学和认知缺陷,可能会干扰治疗过程和结果。尽管平均而言,节制或明显减少药物使用会改善大脑和认知能力,但更好地了解时间过程中的异质性以及个人层面的认知恢复程度对于促进从台式到台式的翻译并为临床提供参考是有用的做决定。这项研究整合了以变量为中心和以人为中心的方法,以表征197名接受药物滥用治疗的患者的认知恢复多样性。我们评估了治疗开始时,然后6、26和52周后的执行功能,言语能力,记忆力和复杂的信息处理速度。结构方程模型用于定义潜在的能力结构并确定样本中认知变化的平均水平,同时最大程度地减少测量误差和对特定测试的实践影响。潜在因子得分的个人水平经验增长图用于探讨认知变化的典型轨迹。在平均水平上,在1年内观察到认知能力的中小规模效应增加。在个体的水平上,变化的平均轨迹也是约一半样本显示的模式个体恢复轨迹。在所有四个认知域中观察到的其他原型认知变化轨迹包括延迟增益,增益损失和连续增益。这些轨迹共同涵盖了四种潜在能力中86%至94%的个人成长曲线。复制和预测轨迹成员资格还需要进一步的研究。本研究结果的复制将对目标治疗计划和正在开发的新认知干预措施以提高治疗效果产生有益的启示。

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