Literature DB >> 9400854

Fuzzy clustering of gradient-echo functional MRI in the human visual cortex. Part I: reproducibility.

R Baumgartner1, G Scarth, C Teichtmeister, R Somorjai, E Moser.   

Abstract

Reproducibility of human functional MRI (fMRI) studies is essential for clinical and neuroresearch applications of this new human brain mapping method. Based on a recently presented study on reproducibility of gradient-echo fMRI in the human visual cortex (Moser et al. Magn Reson Imaging 1996; 14:567-579), comparing the performance of three different threshold strategies for correlation analysis, we demonstrate that (a) fuzzy clustering is a robust, model-independent method to extract functional information in time and space; (b) intertrial reproducibility of cortical activation is significantly improved by the capability of fuzzy clustering to separate signal contributions from larger vessels, running perpendicular to the slice orientation, from activation apparently close to the primary visual cortex; and (c) for repeated single subject studies, SDs of <20% for signal enhancement in approximately 80% of the studies and SDs of <30% for activated area size in approximately 65% of the studies are obtained. This, however, depends also on signal-to-noise ratio, (motion) artifacts, and subject cooperation.

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Year:  1997        PMID: 9400854     DOI: 10.1002/jmri.1880070623

Source DB:  PubMed          Journal:  J Magn Reson Imaging        ISSN: 1053-1807            Impact factor:   4.813


  28 in total

1.  Cluster analysis of activity-time series in motor learning.

Authors:  Daniela Balslev; Finn A Nielsen; Sally A Frutiger; John J Sidtis; Torben B Christiansen; Claus Svarer; Stephen C Strother; David A Rottenberg; Lars K Hansen; Olaf B Paulson; I Law
Journal:  Hum Brain Mapp       Date:  2002-03       Impact factor: 5.038

2.  Feature-space clustering for fMRI meta-analysis.

Authors:  C Goutte; L K Hansen; M G Liptrot; E Rostrup
Journal:  Hum Brain Mapp       Date:  2001-07       Impact factor: 5.038

3.  Reproducibility of the hemodynamic response to auditory oddball stimuli: a six-week test-retest study.

Authors:  Kent A Kiehl; Peter F Liddle
Journal:  Hum Brain Mapp       Date:  2003-01       Impact factor: 5.038

4.  Reproducibility of functional MR imaging results using two different MR systems.

Authors:  Erik-Jan Vlieger; Cristina Lavini; Charles B Majoie; Gerard J den Heeten
Journal:  AJNR Am J Neuroradiol       Date:  2003-04       Impact factor: 3.825

5.  A split-merge-based region-growing method for fMRI activation detection.

Authors:  Yingli Lu; Tianzi Jiang; Yufeng Zang
Journal:  Hum Brain Mapp       Date:  2004-08       Impact factor: 5.038

6.  Detection of spatial activation patterns as unsupervised segmentation of fMRI data.

Authors:  Polina Golland; Yulia Golland; Rafael Malach
Journal:  Med Image Comput Comput Assist Interv       Date:  2007

7.  Data-driven clustering reveals a fundamental subdivision of the human cortex into two global systems.

Authors:  Yulia Golland; Polina Golland; Shlomo Bentin; Rafael Malach
Journal:  Neuropsychologia       Date:  2007-10-13       Impact factor: 3.139

8.  Discriminating brain activity from task-related artifacts in functional MRI: fractal scaling analysis simulation and application.

Authors:  Jae-Min Lee; Jing Hu; Jianbo Gao; Bruce Crosson; Kyung K Peck; Christina E Wierenga; Keith McGregor; Qun Zhao; Keith D White
Journal:  Neuroimage       Date:  2007-11-22       Impact factor: 6.556

9.  Discovering structure in the space of activation profiles in fMRI.

Authors:  Danial Lashkari; Ed Vul; Nancy Kanwisher; Polina Golland
Journal:  Med Image Comput Comput Assist Interv       Date:  2008

10.  Discovering structure in the space of fMRI selectivity profiles.

Authors:  Danial Lashkari; Ed Vul; Nancy Kanwisher; Polina Golland
Journal:  Neuroimage       Date:  2010-01-04       Impact factor: 6.556

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