Against hyperacuity in brain reading: Spatial smoothing does not hurt multivariate fMRI analyses?

作者：Op de Beeck Hans P^*

来源：NeuroImage, 2010, 49(3): 1943-1948.

DOI：10.1016/j.neuroimage.2009.02.047

Recently it has been suggested that multivariate analyses of functional magnetic resonance imaging (fMRI) data can detect high spatial frequency components of cortical signals, like sub-millimeter columns This 'hyperacuity' seems to be at odds with the common assumption that the fMRI signal has a low spatial resolution due to the spatial spread of the underlying hemodynamic events To resolve this apparent contradiction, I checked a very straightforward prediction of the hyperacuity hypothesis if multivariate analyses are picking tip a small-scale functional organization. then it can be expected that smoothing will be detrimental to the ability to decode these fine-scale spatial signals I tested this prediction using data obtained with two paradigms to which multivariate techniques have been applied previously, including the decoding of grating orientation from the pattern of activity in primary Visual cortex It Was found that smoothing does not decrease the sensitivity of multivariate analyses further simulations in which the scale of cortical organization was known indicate that this effect or smoothing.

• 出版日期2010-2-1