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Permutation testing of orthogonal factorial effects in a language‐processing experiment using fMRI

机译:使用fMRI在语言处理实验中正交因子效应的置换测试

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摘要

The block‐paradigm of the Functional Image Analysis Contest (FIAC) dataset was analysed with the Brain Activation and Morphological Mapping software. Permutation methods in the wavelet domain were used for inference on cluster‐based test statistics of orthogonal contrasts relevant to the factorial design of the study, namely: the average response across all active blocks, the main effect of speaker, the main effect of sentence, and the interaction between sentence and speaker. Extensive activation was seen with all these contrasts. In particular, different vs. same‐speaker blocks produced elevated activation in bilateral regions of the superior temporal lobe and repetition suppression for linguistic materials (same vs. different‐sentence blocks) in left inferior frontal regions. These are regions previously reported in the literature. Additional regions were detected in this study, perhaps due to the enhanced sensitivity of the methodology. Within‐block sentence suppression was tested post‐hoc by regression of an exponential decay model onto the extracted time series from the left inferior frontal gyrus, but no strong evidence of such an effect was found. The significance levels set for the activation maps are ‐values at which we expect <1 false‐positive cluster per image. Nominal type I error control was verified by empirical testing of a test statistic corresponding to a randomly ordered design matrix. The small size of the BOLD effect necessitates sensitive methods of detection of brain activation. Permutation methods permit the necessary flexibility to develop novel test statistics to meet this challenge. Hum Brain Mapp27:425–433, 2006. © 2006 Wiley‐Liss, Inc.
机译:功能图像分析竞赛(FIAC)数据集的模块范式已使用Brain Activation and Morphological Mapping软件进行了分析。小波域中的置换方法被用于推断与研究的因子设计相关的正交对比的基于聚类的测试统计,即:所有活动块的平均响应,说话者的主要作用,句子的主要作用,以及句子和说话者之间的互动。所有这些对比都显示出广泛的激活。特别是,不同说话者块和相同说话者块在上颞叶的双侧区域产生了更高的激活,并在左下额叶区域重复抑制了语言材料(相同或不同句子块)。这些是先前文献中报道的区域。在这项研究中检测到其他区域,可能是由于该方法的灵敏度提高了。事后通过将指数衰减模型回归到从左额额下回提取的时间序列上来对块内句子抑制进行事后测试,但是没有发现有力的证据。为激活图设置的显着性水平是我们期望每个图像<1个假阳性簇的值。通过对与随机排序的设计矩阵相对应的测试统计量的经验测试,对名义上的I类错误控制进行了验证。小尺寸的BOLD效应需要灵敏的检测大脑激活的方法。排列方法可以为开发新颖的测试统计数据提供必要的灵活性,以应对这一挑战。嗡嗡声大脑图谱27:425–433,2006.©2006 Wiley-Liss,Inc.

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