Differentiation between resting-state fMRI data from ADHD and normal subjects: Based on functional connectivity and machine learning

2012 International Conference on Fuzzy Theory and Its Applications, iFUZZY 2012

Volumn , Issue , 2012, Pages 294-298

  Liang, Sheng Fu ^a   Hsieh, Tsung Hao ^a   Chen, Pin Tzu ^a   Wu, Ming Long ^a   Kung, Chun Chia ^a   Lin, Chun Yu ^a   Shaw, Fu Zen ^a  

^a NATIONAL CHENG KUNG UNIVERSITY   (Taiwan)

Author keywords

ADHD; function connectivity; regional homogeneity; resting state fMRI

Indexed keywords

ADHD; ANTERIOR CINGULATE CORTICES; BRAIN AREAS; EXTRACTING FEATURES; FUNCTIONAL CONNECTIVITY; LDA CLASSIFIERS; MACHINE LEARNING TECHNIQUES; MOTOR CORTEX; NEUROPSYCHIATRIC DISORDER; PREFRONTAL CORTEX; REGIONAL HOMOGENEITY; RESTING-STATE FMRI; RESTING-STATE FUNCTIONAL MAGNETIC RESONANCE IMAGING; SIGNIFICANT DIFFERENCES; TEMPORAL LOBES;

BRAIN; MAGNETIC RESONANCE IMAGING;

LEARNING SYSTEMS;

EID: 84874050072     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/iFUZZY.2012.6409719     Document Type: Conference Paper

References (22)

1. B. Biswal, F. Zerrin Yetkin, V. M. Haughton, and J. S. Hyde, "Functional connectivity in the motor cortex of resting human brain using echo-planar mri," Magnetic Resonance in Medicine, vol. 34, pp. 537-541, 1995.
2. J. Damoiseaux, S. Rombouts, F. Barkhof, et al., "Consistent resting-state networks across healthy subjects," Proceedings of the National Academy of Sciences, vol. 103, pp. 13848-13853, 2006. (Pubitemid 44413996)
3. M. De Luca, C. Beckmann, N. De Stefano, P. Matthews, and S. M. Smith, "fMRI resting state networks define distinct modes of long-distance interactions in the human brain," Neuroimage, vol. 29, pp. 1359-1367, 2006. (Pubitemid 43184199)
4. M. Lowe, B. Mock and J. Sorenson, "Functional connectivity in single and multislice echoplanar imaging using resting-state fluctuations," Neuroimage, vol. 7, pp. 119-132, 1998. (Pubitemid 28355547)
5. Y. Zang, T. Jiang, Y. Lu, Y. He, and L. Tian, "Regional homogeneity approach to fMRI data analysis," Neuroimage, vol. 22, pp. 394-400, 2004. (Pubitemid 38515848)
6. F. X. Castellanos, D. S. Margulies, C. Kelly, et al., "Cingulate-precuneus interactions: a new locus of dysfunction in adult attention-deficit/hyperactivity disorder," Biological Psychiatry, vol. 63, pp. 332-337, 2008.
7. L. Q. Uddin, K. Supekar and V. Menon, "Typical and atypical development of functional human brain networks: insights from resting-state FMRI," Frontiers in Systems Neuroscience, vol. 4, 2010.
8. D. P. Auer, "Spontaneous low-frequency blood oxygenation level-dependent fluctuations and functional connectivity analysis of the resting'brain," Magnetic Resonance Imaging, vol. 26, pp. 1055-1064, 2008.
9. J. Nair, U. Ehimare, B. Beitman, S. Nair, and A. Lavin, "Clinical review: evidence-based diagnosis and treatment of ADHD in children," Missouri medicine, vol. 103, p. 617, 2006.
10. G. Bush, "Attention-deficit/hyperactivity disorder and attention networks," Neuropsychopharmacology, vol. 35, pp. 278-300, 2009.
11. G. Bush, J. A. Frazier, S. L. Rauch, et al., "Anterior cingulate cortex dysfunction in attention-deficit/hyperactivity disorder revealed by fMRI and the Counting Stroop," Biological Psychiatry, vol. 45, pp. 1542-1552, 1999. (Pubitemid 29292830)
12. R. C. Wolf, M. M. Plichta, F. Sambataro, et al., "Regional brain activation changes and abnormal functional connectivity of the ventrolateral prefrontal cortex during working memory processing in adults with attention?deficit/hyperactivity disorder," Human Brain Mapping, vol. 30, pp. 2252-2266, 2009.
13. K. Rubia, A. Cubillo, A. B. Smith, et al., "Disorder-specific dysfunction in right inferior prefrontal cortex during two inhibition tasks in boys with attention-deficit hyperactivity disorder compared to boys with obsessive-compulsive disorder," Human Brain Mapping, vol. 31, pp. 287-299, 2010.
14. L. Q. Uddin, A. Kelly, B. B. Biswal, et al., "Network homogeneity reveals decreased integrity of default-mode network in ADHD," Journal of Neuroscience Methods, vol. 169, pp. 249-254, 2008.
15. L. Tian, T. Jiang, M. Liang, et al., "Enhanced resting-state brain activities in ADHD patients: a fMRI study," Brain and Development, vol. 30, pp. 342-348, 2008. (Pubitemid 351491557)
16. Q. Cao, Y. Zang, L. Sun, et al., "Abnormal neural activity in children with attention deficit hyperactivity disorder: a resting-state functional magnetic resonance imaging study," Neuroreport, vol. 17, p. 1033, 2006.
17. C. Z. Zhu, Y. F. Zang, Q. J. Cao, et al., "Fisher discriminative analysis of resting-state brain function for attention-deficit/hyperactivity disorder," Neuroimage, vol. 40, pp. 110-120, 2008.
18. C. Zhu, Y. Zang, M. Liang, et al., "Discriminative analysis of brain function at resting-state for attention-deficit/hyperactivity disorder,". Medical Image Computing and Computer-Assisted Intervention-MICCAI 2005, pp. 468-475, 2005. (Pubitemid 43828398)
19. A. P. Association and A. P. A. T. F. o. DSM-IV., Diagnostic and statistical manual of mental disorders: DSM-IV-TR: American Psychiatric Publishing, Inc., 2000.
20. The Neuro Bureau, "ADHD-200 Preprocessed Data," http://neurobureau.projects.nitrc.org/ADHD200
21. L. Q. Uddin, A. Clare Kelly, B. B. Biswal, F. Xavier Castellanos, and M. P. Milham, "Functional connectivity of default mode network components: correlation, anticorrelation, and causality," Human Brain Mapping, vol. 30, pp. 625-637, 2009.
22. Kendall, M.G., "Rank Correlation Methods,". New York:Hafner Publishing Co, 2005.