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事件相关功能磁共振成像的最优实验设计

Optimal experimental design for event-related fMRI.

作者信息

Dale A M

机构信息

Nuclear Magnetic Resonance Center, Massachusetts General Hospital, Charlestown 02129, USA.

出版信息

Hum Brain Mapp. 1999;8(2-3):109-14. doi: 10.1002/(SICI)1097-0193(1999)8:2/3<109::AID-HBM7>3.0.CO;2-W.

DOI:10.1002/(SICI)1097-0193(1999)8:2/3<109::AID-HBM7>3.0.CO;2-W
PMID:10524601
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC6873302/
Abstract

An important challenge in the design and analysis of event-related or single-trial functional magnetic resonance imaging (fMRI) experiments is to optimize statistical efficiency, i.e., the accuracy with which the event-related hemodynamic response to different stimuli can be estimated for a given amount of imaging time. Several studies have suggested that using a fixed inter-stimulus-interval (ISI) of at least 15 sec results in optimal statistical efficiency or power and that using shorter ISIs results in a severe loss of power. In contrast, recent studies have demonstrated the feasibility of using ISIs as short as 500 ms while still maintaining considerable efficiency or power. Here, we attempt to resolve this apparent contradiction by a quantitative analysis of the relative efficiency afforded by different event-related experimental designs. This analysis shows that statistical efficiency falls off dramatically as the ISI gets sufficiently short, if the ISI is kept fixed for all trials. However, if the ISI is properly jittered or randomized from trial to trial, the efficiency improves monotonically with decreasing mean ISI. Importantly, the efficiency afforded by such variable ISI designs can be more than 10 times greater than that which can be achieved by fixed ISI designs. These results further demonstrate the feasibility of using identical experimental designs with fMRI and electro-/magnetoencephalography (EEG/MEG) without sacrificing statistical power or efficiency of either technique, thereby facilitating comparison and integration across imaging modalities.

摘要

在与事件相关或单次试验的功能磁共振成像(fMRI)实验的设计和分析中,一个重要挑战是优化统计效率,即对于给定的成像时间量,估计与事件相关的血流动力学对不同刺激的反应的准确性。几项研究表明,使用至少15秒的固定刺激间隔(ISI)可实现最佳统计效率或功效,而使用较短的ISI会导致功效严重损失。相比之下,最近的研究表明,使用短至500毫秒的ISI仍然保持相当的效率或功效是可行的。在这里,我们试图通过对不同事件相关实验设计所提供的相对效率进行定量分析来解决这一明显的矛盾。该分析表明,如果所有试验的ISI保持固定,那么随着ISI变得足够短,统计效率会急剧下降。然而,如果ISI在每次试验中适当抖动或随机化,效率会随着平均ISI的降低而单调提高。重要的是,这种可变ISI设计所提供的效率可比固定ISI设计高出10倍以上。这些结果进一步证明了在不牺牲任何一种技术的统计功效或效率的情况下,将相同的实验设计用于fMRI和脑电图/脑磁图(EEG/MEG)的可行性,从而便于跨成像模态进行比较和整合。

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