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在检查功能磁共振成像(fMRI)重测信度时考虑时间上的动态波动:EMBARC研究中奖励范式的分析。

Accounting for Dynamic Fluctuations across Time when Examining fMRI Test-Retest Reliability: Analysis of a Reward Paradigm in the EMBARC Study.

作者信息

Chase Henry W, Fournier Jay C, Greenberg Tsafrir, Almeida Jorge R, Stiffler Richelle, Zevallos Carlos R, Aslam Haris, Cooper Crystal, Deckersbach Thilo, Weyandt Sarah, Adams Phillip, Toups Marisa, Carmody Tom, Oquendo Maria A, Peltier Scott, Fava Maurizio, McGrath Patrick J, Weissman Myrna, Parsey Ramin, McInnis Melvin G, Kurian Benji, Trivedi Madhukar H, Phillips Mary L

机构信息

Department of Psychiatry, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, United States of America.

UT Southwestern Medical Center, Department of Psychiatry, Dallas, Texas, United States of America.

出版信息

PLoS One. 2015 May 11;10(5):e0126326. doi: 10.1371/journal.pone.0126326. eCollection 2015.

Abstract

Longitudinal investigation of the neural correlates of reward processing in depression may represent an important step in defining effective biomarkers for antidepressant treatment outcome prediction, but the reliability of reward-related activation is not well understood. Thirty-seven healthy control participants were scanned using fMRI while performing a reward-related guessing task on two occasions, approximately one week apart. Two main contrasts were examined: right ventral striatum (VS) activation fMRI BOLD signal related to signed prediction errors (PE) and reward expectancy (RE). We also examined bilateral visual cortex activation coupled to outcome anticipation. Significant VS PE-related activity was observed at the first testing session, but at the second testing session, VS PE-related activation was significantly reduced. Conversely, significant VS RE-related activity was observed at time 2 but not time 1. Increases in VS RE-related activity from time 1 to time 2 were significantly associated with decreases in VS PE-related activity from time 1 to time 2 across participants. Intraclass correlations (ICCs) in VS were very low. By contrast, visual cortex activation had much larger ICCs, particularly in individuals with high quality data. Dynamic changes in brain activation are widely predicted, and failure to account for these changes could lead to inaccurate evaluations of the reliability of functional MRI signals. Conventional measures of reliability cannot distinguish between changes specified by algorithmic models of neural function and noisy signal. Here, we provide evidence for the former possibility: reward-related VS activations follow the pattern predicted by temporal difference models of reward learning but have low ICCs.

摘要

对抑郁症中奖励处理的神经关联进行纵向研究,可能是定义用于预测抗抑郁治疗结果的有效生物标志物的重要一步,但奖励相关激活的可靠性尚未得到充分理解。37名健康对照参与者在大约相隔一周的两个时间点接受功能磁共振成像(fMRI)扫描,同时执行一项与奖励相关的猜测任务。研究了两个主要对比:与有符号预测误差(PE)和奖励预期(RE)相关的右腹侧纹状体(VS)激活fMRI血氧水平依赖(BOLD)信号。我们还研究了与结果预期相关的双侧视觉皮层激活。在第一次测试中观察到显著的VS与PE相关活动,但在第二次测试中,VS与PE相关的激活显著降低。相反,在第二次测试时观察到显著的VS与RE相关活动,而在第一次测试时未观察到。从第一次测试到第二次测试,VS与RE相关活动的增加与参与者中从第一次测试到第二次测试VS与PE相关活动的减少显著相关。VS中的组内相关系数(ICC)非常低。相比之下,视觉皮层激活具有更大的ICC,特别是在具有高质量数据的个体中。大脑激活的动态变化已被广泛预测,未能考虑这些变化可能导致对功能磁共振成像信号可靠性的不准确评估。传统的可靠性测量方法无法区分神经功能算法模型指定的变化和噪声信号。在这里,我们为前一种可能性提供了证据:与奖励相关的VS激活遵循奖励学习时间差模型预测的模式,但ICC较低。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6600/4427400/1bb1112da635/pone.0126326.g001.jpg

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