Loring D W., Meador K J., Allison J D., Pillai J J., Lavin T, Lee G P., Balan A, Dave V
Department of Neurology, Medical College of Georgia, 30912-3275, Augusta, GA, USA
Epilepsy Behav. 2002 Dec;3(6):539-547. doi: 10.1016/s1525-5050(02)00558-9.
We illustrate the effects of statistical threshold, spatial clustering, voxel size, and two approaches to multiple comparison correction on fMRI results. We first analyzed fMRI images obtained from a single subject during a noun-verb matching task. Data were analyzed with Statistical Parametric Mapping (SPM) using two different voxel sizes, and results were displayed at three different levels of statistical significance. At each statistical threshold, results were first uncorrected for multiple comparisons and spatial extent and then presented using a spatial extent cluster of 20 voxels. We then statistically controlled the Type I error rate associated with multiple comparisons by using the false discovery rate and by the random field adjustment for false-positive rate used by SPM. We also examined group results from language and graphesthesia paradigms at three levels of statistical significance. In all circumstances, apparent random activations decreased as more conservative statistical approaches were employed, but activation in areas considered to be functionally significant was also reduced. These issues are important in the choice of analytic approach and interpretation of fMRI results, with clear implications for the surgical management of individual patients when fMRI results are used to delineate specific areas of eloquent cortex.
我们阐述了统计阈值、空间聚类、体素大小以及两种多重比较校正方法对功能磁共振成像(fMRI)结果的影响。我们首先分析了一名受试者在名词 - 动词匹配任务期间获得的fMRI图像。使用统计参数映射(SPM)对数据进行分析,采用两种不同的体素大小,并在三种不同的统计显著性水平下显示结果。在每个统计阈值下,结果首先不进行多重比较和空间范围的校正,然后使用20个体素的空间范围聚类来呈现。然后,我们通过使用错误发现率以及SPM所采用的用于假阳性率的随机场调整来统计控制与多重比较相关的I型错误率。我们还在三个统计显著性水平下检查了语言和图形觉范式的组结果。在所有情况下,随着采用更保守的统计方法,明显的随机激活减少,但被认为功能上重要区域的激活也减少了。这些问题在分析方法的选择和fMRI结果的解释中很重要,当使用fMRI结果来描绘明确皮层的特定区域时,对个体患者的手术管理具有明确的影响。