Abnormal Functional Resting-State Networks in ADHD: Graph Theory and Pattern Recognition Analysis of fMRI Data

BioMed Research International

Volumn 2014, Issue , 2014, Pages

  Dos Santos Siqueira, Anderson ^a   Biazoli Junior, Claudinei Eduardo ^a,b   Comfort, William Edgar ^a   Rohde, Luis Augusto ^c,d   Sato, João Ricardo ^a,b,d  

^a UNIVERSIDADE FEDERAL DO ABC   (Brazil)

^b UNIVERSITY OF SÃO PAULO   (Brazil)

^c FEDERAL UNIVERSITY OF RIO GRANDE DO SUL   (Brazil)

^d National Institute of Developmental Psychiatry for Children and Adolescents   (Brazil)

Author keywords

[No Author keywords available]

Indexed keywords

ARTICLE; ATTENTION DEFICIT DISORDER; BASAL GANGLION; BRAIN REGION; CEREBELLUM CORTEX; CEREBELLUM VERMIS; CHILD; CLASSIFICATION ALGORITHM; CONTROLLED STUDY; DEFAULT MODE NETWORK; DORSAL ANTERIOR CINGULATE CORTEX; DORSOLATERAL PREFRONTAL CORTEX; FEMALE; FRONTOPARIETAL CORTEX; FUNCTIONAL MAGNETIC RESONANCE IMAGING; FUNCTIONAL NEUROIMAGING; HUMAN; INFERIOR TEMPORAL GYRUS; MAJOR CLINICAL STUDY; MALE; MOTOR CORTEX; OCCIPITAL CORTEX; ORBITAL CORTEX; PARIETAL CORTEX; PATTERN RECOGNITION; PRECUNEUS; PREDICTIVE VALUE; RESTING STATE NETWORK; SCHOOL CHILD; SENSITIVITY AND SPECIFICITY; SENSORIMOTOR CORTEX; SUPPORT VECTOR MACHINE; TEMPORAL CORTEX; THALAMUS; ALGORITHM; BRAIN; NERVE CELL NETWORK; NUCLEAR MAGNETIC RESONANCE IMAGING; PATHOPHYSIOLOGY; REST; STATISTICS;

ALGORITHMS; ATTENTION DEFICIT DISORDER WITH HYPERACTIVITY; BRAIN; CHILD; FEMALE; HUMANS; MAGNETIC RESONANCE IMAGING; MALE; NERVE NET; PATTERN RECOGNITION, PHYSIOLOGICAL; REST; STATISTICS AS TOPIC;

EID: 84935864111     PISSN: 23146133     EISSN: 23146141     Source Type: Journal    
DOI: 10.1155/2014/380531     Document Type: Article

References (29)

1. G. Polanczyk, M. S. De Lima, B. L. Horta, J. Biederman, and L. A. Rohde, "The worldwide prevalence of ADHD: a systematic review and metaregression analysis, " American Journal of Psychiatry, vol. 164, no. 6, pp. 942-948, 2007.
2. American Psychiatric Association, Diagnostic and Statistical Manual of Mental Disorders, American Psychiatric Publishing, Arlington, Va, USA, 2013.
3. B. N. Cuthbert and T. R. Insel, "Toward the future of psychiatric diagnosis: the seven pillars of RDoC, "BMCMedicine, vol. 11, no. 1, article 126, 2013.
4. T. Insel, B. Cuthbert, M. Garvey et al., "Research Domain Criteria (RDoC): toward a new classification framework for research on mental disorders, " American Journal of Psychiatry, vol. 167, no. 7, pp. 748-751, 2010.
5. D. E. J. Linden, "The challenges and promise of neuroimaging in psychiatry, " Neuron, vol. 73, no. 1, pp. 8-22, 2012.
6. E. Bullmore and O. Sporns, "Complex brain networks: graph theoretical analysis of structural and functional systems, " Nature Reviews Neuroscience, vol. 10, no. 3, pp. 186-198, 2009.
7. M. Rubinov and O. Sporns, "Complex network measures of brain connectivity: Uses and interpretations, " NeuroImage, vol. 52, no. 3, pp. 1059-1069, 2010.
8. J. S. Damoiseaux, S. A. R. B. Rombouts, F. Barkhof et al., "Consistent resting-state networks across healthy subjects, " Proceedings of the National Academy of Sciences of the United States of America, vol. 103, no. 37, pp. 13848-13853, 2006.
9. A. de La Fuente, S. Xia, C. Branch, and X. Li, "A review of attention-deficit/hyperactivity disorder from the perspective of brain networks, " Frontiers in Human Neuroscience, vol. 7, article 192, 2013.
10. M. Greicius, "Resting-state functional connectivity in neuropsychiatric disorders, " Current Opinion in Neurology, vol. 21, no. 4, pp. 424-430, 2008.
11. B. Biswal, F. Z. Yetkin, V. M. Haughton, and J. S. Hyde, "Functional connectivity in the motor cortex of resting human brain using echo-planar MRI, "Magnetic Resonance inMedicine, vol. 34, no. 4, pp. 537-541, 1995.
12. R. L. Buckner, J. R. Andrews-Hanna, and D. L. Schacter, "The brains default network: anatomy, function, and relevance to disease, " Annals of the New York Academy of Sciences, vol. 1124, pp. 1-38, 2008.
13. S. Kloppel, A. Abdulkadir, C. R. Jack Jr., N. Koutsouleris, J. Mourao-Miranda, and P. Vemuri, "Diagnostic neuroimaging across diseases, " NeuroImage, vol. 61, no. 2, pp. 457-463, 2012.
14. V. N. Vapnik, The Statistical LearningTheory, Springer, 1998.
15. HD-Consortium, "The ADHD-200 consortium: a model to advance the translational potential of neuroimaging in clinical neuroscience, " Frontiers in Systems Neuroscience, vol. 6, article 62, 2012.
16. R. C. Craddock, G. A. James, P. E. Holtzheimer, X. P. Hu, andH. S. Mayberg, "A whole brain fMRI atlas generated via spatially constrained spectral clustering, "Human BrainMapping, vol. 33, no. 8, pp. 1914-1928, 2012.
17. J. D. Power, D. A. Fair, B. L. Schlaggar, and S. E. Petersen, " The development of Human Functional Brain Networks, " Neuron, vol. 67, no. 5, pp. 735-748, 2010.
18. L. C. Freeman, "Centrality in social networks conceptual clarification, " Social Networks, vol. 1, no. 3, pp. 215-239, 1979.
19. L. C. Freeman, "A set of measures of centrality based on betweenness, " Sociometry, vol. 40, no. 1, pp. 35-41, 1977.
20. R. S. Burt, "Structural holes and good ideas, " The American Journal of Sociology, vol. 110, no. 2, pp. 349-399, 2004.
21. J. Mourao-Miranda, A. L. W. Bokde, C. Born, H. Hampel, and M. Stetter, "Classifying brain states and determining the discriminating activation patterns: Support VectorMachine on functional MRI data, " NeuroImage, vol. 28, no. 4, pp. 980-995, 2005.
22. J. R. Sato, A. Fujita, C. E. Thomaz et al., "Evaluating SVM and MLDAin the extraction of discriminant regions formental state prediction, " NeuroImage, vol. 46, no. 1, pp. 105-114, 2009.
23. A. Cubillo, R. Halari, C. Ecker, V. Giampietro, E. Taylor, and K. Rubia, "Reduced activation and inter-regional functional connectivity of fronto-striatal networks in adults with childhood Attention-Deficit Hyperactivity Disorder (ADHD) and persisting symptoms during tasks of motor inhibition and cognitive switching, " Journal of Psychiatric Research, vol. 44, no. 10, pp. 629-639, 2010.
24. K. Rubia, A. Cubillo, A. B. Smith, J. Woolley, I. Heyman, and M. J. Brammer, "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, no. 2, pp. 287-299, 2010.
25. P. Shaw, "Attention-deficit/hyperactivity disorder and the battle for control of attention, " Journal of the American Academy of Child and Adolescent Psychiatry, vol. 51, no. 11, pp. 1116-1118, 2012.
26. G. Bush, "Attention-deficit/hyperactivity disorder and attention networks, " Neuropsychopharmacology, vol. 35, no. 1, pp. 278-300, 2010.
27. G. Bush, "Cingulate, frontal, and parietal cortical dysfunction in attention-deficit/hyperactivity disorder, " Biological Psychiatry, vol. 69, no. 12, pp. 1160-1167, 2011.
28. X. Li, A. Sroubek, M. S. Kelly et al., "Atypical pulvinar-cortical pathways during sustained attention performance in children with attention-deficit/hyperactivity disorder, " Journal of the American Academy of Child and Adolescent Psychiatry, vol. 51, no. 11, pp. 1197-1207, 2012.
29. F. X. Castellanos and E. Proal, "Large-scale brain systems in ADHD: beyond the prefrontal-striatal model, " Trends in Cognitive Sciences, vol. 16, no. 1, pp. 17-26, 2012.