Gazes Yunglin, Habeck Christian, O'Shea Deirdre, Razlighi Qolamreza R, Steffener Jason, Stern Yaakov
Cognitive Neuroscience Division, Department of Neurology, Columbia University College of Physicians and Surgeons P&S Box 16, 630 West 168th Street, New York, New York, 10032.
Brain Behav. 2015 May;5(5):e00324. doi: 10.1002/brb3.324. Epub 2015 Mar 13.
A functional activation (i.e., ordinal trend) pattern was previously identified in both young and older adults during task-switching performance, the expression of which correlated with reaction time. The current study aimed to (1) replicate this functional activation pattern in a new group of fMRI activation data, and (2) extend the previous study by specifically examining whether the effect of aging on reaction time can be explained by differences in the activation of the functional activation pattern.
A total of 47 young and 50 older participants were included in the extension analysis. Participants performed task-switching as the activation task and were cued by the color of the stimulus for the task to be performed in each block. To test for replication, two approaches were implemented. The first approach tested the replicability of the predictive power of the previously identified functional activation pattern by forward applying the pattern to the Study II data and the second approach was rederivation of the activation pattern in the Study II data.
Both approaches showed successful replication in the new data set. Using mediation analysis, expression of the pattern from the first approach was found to partially mediate age-related effects on reaction time such that older age was associated with greater activation of the brain pattern and longer reaction time, suggesting that brain activation efficiency (defined as "the rate of activation increase with increasing task difficulty" in Neuropsychologia 47, 2009, 2015) of the regions in the Ordinal trend pattern directly accounts for age-related differences in task performance.
The successful replication of the functional activation pattern demonstrates the versatility of the Ordinal Trend Canonical Variates Analysis, and the ability to summarize each participant's brain activation map into one number provides a useful metric in multimodal analysis as well as cross-study comparisons.
先前在年轻人和老年人执行任务切换时均发现了一种功能激活(即序数趋势)模式,其表达与反应时间相关。本研究旨在:(1)在一组新的功能磁共振成像(fMRI)激活数据中复制这种功能激活模式;(2)通过具体研究衰老对反应时间的影响是否可以由功能激活模式激活差异来解释,对先前的研究进行扩展。
共有47名年轻人和50名老年人纳入扩展分析。参与者执行任务切换作为激活任务,并在每个试次中根据刺激颜色提示要执行的任务。为了测试复制情况,实施了两种方法。第一种方法是将先前确定的功能激活模式向前应用于研究II数据,以测试该模式预测能力的可复制性;第二种方法是在研究II数据中重新推导激活模式。
两种方法在新数据集中均成功复制。使用中介分析发现,第一种方法中模式的表达部分介导了年龄对反应时间的影响,即年龄较大与大脑模式的更大激活和更长反应时间相关,这表明序数趋势模式中各区域的大脑激活效率(在《神经心理学》2009年、2015年第47卷中定义为“随着任务难度增加激活增加的速率”)直接解释了任务表现中与年龄相关的差异。
功能激活模式的成功复制证明了序数趋势典型变量分析的通用性,并且将每个参与者的大脑激活图总结为一个数字的能力在多模态分析以及跨研究比较中提供了一个有用的指标。