Regional homogeneity approach to fMRI data analysis

Kendall's coefficient concordance (KCC) can measure the similarity of a number of time series. It has been used for purifying a given cluster in functional MRI (fMRI). In the present study, a new method was developed based on the regional homogeneity (ReHo), in which KCC was used to measure the similarity of the time series of a given voxel to those of its nearest neighbors in a voxel-wise way. Six healthy subjects performed left and right finger movement tasks in event-related design; five of them were additionally scanned in a rest condition. KCC was compared among the three conditions (left finger movement, right finger movement, and the rest). Results show that bilateral primary motor cortex (M1) had higher KCC in either left or right finger movement condition than in rest condition. Contrary to prediction and to activation pattern, KCC of ipsilateral M1 is significantly higher than contralateral M1 in unilateral finger movement conditions. These results support the previous electrophysiologic findings of increasing ipsilateral M1 excitation during unilateral movement. ReHo can consider as a complementary method to model-driven method, and it could help reveal the complexity of the human brain function. More work is needed to understand the neural mechanism underlying ReHo.

[1]  E C Wong,et al.  Processing strategies for time‐course data sets in functional mri of the human brain , 1993, Magnetic resonance in medicine.

[2]  R Baumgartner,et al.  Fuzzy clustering of gradient‐echo functional MRI in the human visual cortex. Part I: Reproducibility , 1997, Journal of magnetic resonance imaging : JMRI.

[3]  Leslie G. Ungerleider,et al.  Experience-dependent changes in cerebellar contributions to motor sequence learning , 2002, Proceedings of the National Academy of Sciences of the United States of America.

[4]  M. Torrens Co-Planar Stereotaxic Atlas of the Human Brain—3-Dimensional Proportional System: An Approach to Cerebral Imaging, J. Talairach, P. Tournoux. Georg Thieme Verlag, New York (1988), 122 pp., 130 figs. DM 268 , 1990 .

[5]  M. Corbetta,et al.  Common Blood Flow Changes across Visual Tasks: II. Decreases in Cerebral Cortex , 1997, Journal of Cognitive Neuroscience.

[6]  X Hu,et al.  Analysis of functional magnetic resonance imaging data using self‐organizing mapping with spatial connectivity , 1999, Magnetic resonance in medicine.

[7]  P. Matthews,et al.  Functional MRI cerebral activation and deactivation during finger movement , 2000, Neurology.

[8]  A. Georgopoulos,et al.  Time‐resolved fMRI of mental rotation , 1997, Neuroreport.

[9]  R Baumgartner,et al.  Assessment of cluster homogeneity in fMRI data using Kendall's coefficient of concordance. , 1999, Magnetic resonance imaging.

[10]  Vinod Menon,et al.  Functional connectivity in the resting brain: A network analysis of the default mode hypothesis , 2002, Proceedings of the National Academy of Sciences of the United States of America.

[11]  D. Tank,et al.  Brain magnetic resonance imaging with contrast dependent on blood oxygenation. , 1990, Proceedings of the National Academy of Sciences of the United States of America.

[12]  R Salmelin,et al.  Bilateral activation of the human somatomotor cortex by distal hand movements. , 1995, Electroencephalography and clinical neurophysiology.

[13]  B R Rosen,et al.  Activation of distinct motor cortex regions during ipsilateral and contralateral finger movements. , 1999, Journal of neurophysiology.

[14]  T. Sejnowski,et al.  Single-Trial Variability in Event-Related BOLD Signals , 2002, NeuroImage.

[15]  R Baumgartner,et al.  Fuzzy clustering of gradient‐echo functional MRI in the human visual cortex. Part II: Quantification , 1997, Journal of magnetic resonance imaging : JMRI.

[16]  S Makeig,et al.  Analysis of fMRI data by blind separation into independent spatial components , 1998, Human brain mapping.

[17]  G L Shulman,et al.  INAUGURAL ARTICLE by a Recently Elected Academy Member:A default mode of brain function , 2001 .

[18]  A Urbano,et al.  Responses of human primary sensorimotor and supplementary motor areas to internally triggered unilateral and simultaneous bilateral one-digit movements. A high-resolution EEG study. , 1997, The European journal of neuroscience.

[19]  C. F. Kossack,et al.  Rank Correlation Methods , 1949 .

[20]  K. Meador,et al.  Functional MRI cerebral activation and deactivation during finger movement , 2000, Neurology.

[21]  M E Meyerand,et al.  Functional MR imaging activation after finger tapping has a shorter duration in the basal ganglia than in the sensorimotor cortex. , 2000, AJNR. American journal of neuroradiology.

[22]  S. Lai,et al.  A novel local PCA-Based method for detecting activation signals in fMRI , 1999 .

[23]  V D Calhoun,et al.  Spatial and temporal independent component analysis of functional MRI data containing a pair of task‐related waveforms , 2001, Human brain mapping.

[24]  L. K. Hansen,et al.  On Clustering fMRI Time Series , 1999, NeuroImage.

[25]  M. Kendall,et al.  Rank Correlation Methods , 1949 .

[26]  R Baumgartner,et al.  A hierarchical clustering method for analyzing functional MR images. , 1999, Magnetic resonance imaging.

[27]  Yingli Lu,et al.  Region growing method for the analysis of functional MRI data , 2003, NeuroImage.

[28]  L. K. Hansen,et al.  Generalizable Patterns in Neuroimaging: How Many Principal Components? , 1999, NeuroImage.

[29]  E. J. Potchen,et al.  Cortical activation during rhythmic hand movements performed under three types of control: An fMRI study , 2002, Cognitive, affective & behavioral neuroscience.

[30]  Farsin Hamzei,et al.  Reduction of Excitability (“Inhibition”) in the Ipsilateral Primary Motor Cortex Is Mirrored by fMRI Signal Decreases , 2002, NeuroImage.

[32]  Stephen M Smith,et al.  Fast robust automated brain extraction , 2002, Human brain mapping.

[33]  J. Mazziotta,et al.  Brain Mapping: The Methods , 2002 .

[34]  M. Hallett,et al.  Hemispheric asymmetry of ipsilateral motor cortex activation during unimanual motor tasks: further evidence for motor dominance , 2001, Clinical Neurophysiology.

[35]  B. Mazoyer,et al.  Cortical networks for working memory and executive functions sustain the conscious resting state in man , 2001, Brain Research Bulletin.

[36]  R W Cox,et al.  AFNI: software for analysis and visualization of functional magnetic resonance neuroimages. , 1996, Computers and biomedical research, an international journal.