Analyzing for information, not activation, to exploit high-resolution fMRI

被引:198
作者
Kriegeskorte, Nikolaus [1 ]
Bandettini, Peter [1 ]
机构
[1] NIH, Sect Funct Imaging Methods, Lab Brain & Cognit, Bethesda, MD 20892 USA
关键词
D O I
10.1016/j.neuroimage.2007.02.022
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
High-resolution functional magnetic resonance imaging (hi-res fMRI) promises to help bridge the gap between the macro- and the microview of brain function afforded by conventional neuroimaging and invasive cell recording, respectively. Hi-res fMRI (voxel volume:5 (2 MM)3) is robustly achievable in human studies today using widely available clinical 3-Tesla scanners. However, the neuroscientific exploitation of the greater spatial detail poses four challenges: (1) Hi-res fMRI may give inaccurate (i.e. blurred, displaced and distorted) images of fine-scale neuronal activity patterns. (2) Single small voxels yield very noisy measurements. (3) The greater number of voxels complicates interpretation and poses a more severe multiple-comparisons problem. (4) The functional correspondency mapping between individual brains is unknown at the fine scale of millimeters. Here we argue that these challenges can be met by shifting the focus of brain mapping and visualizing, not the activity patterns themselves, but the amount of information they convey about the experimental conditions. Published by Elsevier Inc.
引用
收藏
页码:649 / 662
页数:14
相关论文
共 68 条
[51]   How long to scan? The relationship between fMRI temporal signal to noise ratio and necessary scan duration [J].
Murphy, Kevin ;
Bodurka, Jerzy ;
Bandettini, Peter A. .
NEUROIMAGE, 2007, 34 (02) :565-574
[52]   Nonparametric permutation tests for functional neuroimaging: A primer with examples [J].
Nichols, TE ;
Holmes, AP .
HUMAN BRAIN MAPPING, 2002, 15 (01) :1-25
[53]   Beyond mind-reading: multi-voxel pattern analysis of fMRI data [J].
Norman, Kenneth A. ;
Polyn, Sean M. ;
Detre, Greg J. ;
Haxby, James V. .
TRENDS IN COGNITIVE SCIENCES, 2006, 10 (09) :424-430
[54]   Partially distributed representations of objects and faces in ventral temporal cortex [J].
O'Toole, AJ ;
Jiang, F ;
Abdi, H ;
Haxby, JV .
JOURNAL OF COGNITIVE NEUROSCIENCE, 2005, 17 (04) :580-590
[55]   INTRINSIC SIGNAL CHANGES ACCOMPANYING SENSORY STIMULATION - FUNCTIONAL BRAIN MAPPING WITH MAGNETIC-RESONANCE-IMAGING [J].
OGAWA, S ;
TANK, DW ;
MENON, R ;
ELLERMANN, JM ;
KIM, SG ;
MERKLE, H ;
UGURBIL, K .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 1992, 89 (13) :5951-5955
[56]  
PESSOA L, 2006, CEREB CORTEX, V20
[57]   Direct magnetic resonance detection of neuronal electrical activity [J].
Petridou, Natalia ;
Plenz, Dietmar ;
Silva, Afonso C. ;
Loew, Murray ;
Bodurka, Jerzy ;
Bandettini, Peter A. .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2006, 103 (43) :16015-16020
[58]   Category-specific cortical activity precedes retrieval during memory search [J].
Polyn, SM ;
Natu, VS ;
Cohen, JD ;
Norman, KA .
SCIENCE, 2005, 310 (5756) :1963-1966
[59]  
PRUSSMANN KP, 2004, TOP MAGN RESON IMAG, V15, P237
[60]   Mapping directed influence over the brain using Granger causality and fMRI [J].
Roebroeck, A ;
Formisano, E ;
Goebel, R .
NEUROIMAGE, 2005, 25 (01) :230-242