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任务切换过程中大脑活动的泛化超出任务本身:一种结合 fMRI 信号和认知的偏最小二乘相关方法。

Brain activations elicited during task-switching generalize beyond the task: A partial least squares correlation approach to combine fMRI signals and cognition.

机构信息

Center for Vital Longevity, Department of Psychology, The University of Texas at Dallas, Dallas, Texas, USA.

Center for Sleep and Cognition, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore.

出版信息

Hum Brain Mapp. 2024 Aug 1;45(11):e26804. doi: 10.1002/hbm.26804.

DOI:10.1002/hbm.26804
PMID:39126346
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11316247/
Abstract

An underlying hypothesis for broad transfer from cognitive training is that the regional brain signals engaged during the training task are related to the transfer tasks. However, it is unclear whether the brain activations elicited from a specific cognitive task can generalize to performance of other tasks, esp. in normal aging where cognitive training holds much promise. In this large dual-site functional magnetic resonance imaging (fMRI) study, we aimed to characterize the neurobehavioral correlates of task-switching in normal aging and examine whether the task-switching-related fMRI-blood-oxygen-level-dependent (BOLD) signals, engaged during varieties of cognitive control, generalize to other tasks of executive control and general cognition. We therefore used a hybrid blocked and event-related fMRI task-switching paradigm to investigate brain regions associated with multiple types of cognitive control on 129 non-demented older adults (65-85 years). This large dataset provided a unique opportunity for a data-driven partial least squares-correlation approach to investigate the generalizability of multiple fMRI-BOLD signals associated with task-switching costs to other tasks of executive control, general cognition, and demographic characteristics. While some fMRI signals generalized beyond the scanned task, others did not. Results indicate right middle frontal brain activation as detrimental to task-switching performance, whereas inferior frontal and caudate activations were related to faster processing speed during the fMRI task-switching, but activations of these regions did not predict performance on other tasks of executive control or general cognition. However, BOLD signals from the right lateral occipital cortex engaged during the fMRI task positively predicted performance on a working memory updating task, and BOLD signals from the left post-central gyrus that were disengaged during the fMRI task were related to slower processing speed in the task as well as to lower general cognition. Together, these results suggest generalizability of these BOLD signals beyond the scanned task. The findings also provided evidence for the general slowing hypothesis of aging as most variance in the data were explained by low processing speed and global low BOLD signal in older age. As processing speed shared variance with task-switching and other executive control tasks, it might be a possible basis of generalizability between these tasks. Additional results support the dedifferentiation hypothesis of brain aging, as right middle frontal activations predicted poorer task-switching performance. Overall, we observed that the BOLD signals related to the fMRI task not only generalize to the performance of other executive control tasks, but unique brain predictors of out-of-scanner performance can be identified.

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6d7e/11316247/aacedd22a36b/HBM-45-e26804-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6d7e/11316247/139bd43f76de/HBM-45-e26804-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6d7e/11316247/76717c34296e/HBM-45-e26804-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6d7e/11316247/4d68acd2e0f5/HBM-45-e26804-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6d7e/11316247/aacedd22a36b/HBM-45-e26804-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6d7e/11316247/139bd43f76de/HBM-45-e26804-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6d7e/11316247/76717c34296e/HBM-45-e26804-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6d7e/11316247/4d68acd2e0f5/HBM-45-e26804-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6d7e/11316247/aacedd22a36b/HBM-45-e26804-g002.jpg
摘要

从认知训练中广泛转移的一个基本假设是,在训练任务中涉及的区域大脑信号与转移任务有关。然而,目前尚不清楚特定认知任务引起的大脑激活是否可以推广到其他任务的表现,特别是在认知训练有很大前景的正常衰老中。在这项大型双地点功能磁共振成像 (fMRI) 研究中,我们旨在描述正常衰老中的任务转换的神经行为相关性,并研究认知控制的各种任务中涉及的任务转换相关 fMRI-血氧水平依赖 (BOLD) 信号是否可以推广到其他执行控制和一般认知任务。因此,我们使用混合的块状和事件相关 fMRI 任务转换范式来研究 129 名非痴呆老年人(65-85 岁)中与多种认知控制相关的大脑区域。这个大型数据集为数据驱动的偏最小二乘法相关性方法提供了一个独特的机会,可以研究与任务转换成本相关的多种 fMRI-BOLD 信号推广到其他执行控制、一般认知和人口统计学特征任务的通用性。虽然一些 fMRI 信号可以推广到扫描任务之外,但其他信号则不能。结果表明,右中额叶大脑激活对任务转换表现不利,而额下回和尾状核的激活与 fMRI 任务转换期间更快的处理速度有关,但这些区域的激活并不能预测其他执行控制任务或一般认知任务的表现。然而,在 fMRI 任务中被激活的右外侧枕叶皮层的 BOLD 信号正向预测了工作记忆更新任务的表现,而在 fMRI 任务中被停用的左后中央回的 BOLD 信号与任务中的较慢处理速度以及较低的一般认知有关。总之,这些结果表明这些 BOLD 信号可以推广到扫描任务之外。这些发现还为衰老的普遍减速假说提供了证据,因为数据中的大部分差异都可以用老年人的低处理速度和全局低 BOLD 信号来解释。由于处理速度与任务转换和其他执行控制任务共享方差,因此它可能是这些任务之间通用性的一个可能基础。其他结果支持大脑衰老的去分化假说,因为右中额叶激活预测了较差的任务转换表现。总的来说,我们观察到 fMRI 任务相关的 BOLD 信号不仅可以推广到其他执行控制任务的表现,而且可以识别出扫描外性能的独特大脑预测因子。

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