Measuring network's entropy in ADHD: A new approach to investigate neuropsychiatric disorders

NeuroImage

Volumn 77, Issue , 2013, Pages 44-51

  Sato, João Ricardo ^a   Takahashi, Daniel Yasumasa ^b   Hoexter, Marcelo Queiroz ^c   Massirer, Katlin Brauer ^d   Fujita, André ^e  

^a UNIVERSIDADE FEDERAL DO ABC   (Brazil)

^b PRINCETON UNIVERSITY   (United States)

^c FEDERAL UNIVERSITY OF SÃO PAULO   (Brazil)

^d UNIVERSITY OF CAMPINAS   (Brazil)

^e UNIVERSITY OF SÃO PAULO   (Brazil)

Author keywords

ADHD; Entropy; FMRI; Graph; Spectral analysis

Indexed keywords

ALGORITHM; ARTICLE; ATTENTION DEFICIT DISORDER; BRAIN MAPPING; BRAIN REGION; CHILD; CHILD DEVELOPMENT; CONTROLLED STUDY; ELECTROENCEPHALOGRAM; FEMALE; GRAPH SPECTRAL ENTROPY; HUMAN; INFERIOR FRONTAL GYRUS; MAJOR CLINICAL STUDY; MALE; MATHEMATICAL ANALYSIS; MATHEMATICAL MODEL; NERVE CELL NETWORK; POSTCENTRAL GYRUS; PRIMARY MOTOR CORTEX; PRIORITY JOURNAL; SCHOOL CHILD; SUPERIOR TEMPORAL GYRUS;

ATTENTION DEFICIT DISORDER WITH HYPERACTIVITY; BRAIN; BRAIN MAPPING; CHILD; ENTROPY; FEMALE; HUMANS; IMAGE INTERPRETATION, COMPUTER-ASSISTED; MAGNETIC RESONANCE IMAGING; MALE; NERVE NET;

EID: 84876742500     PISSN: 10538119     EISSN: 10959572     Source Type: Journal    
DOI: 10.1016/j.neuroimage.2013.03.035     Document Type: Article

References (38)

1. Aron A.R., Robbins T.W., Poldrack R.A. Inhibition and the right inferior frontal cortex. Trends Cogn. Sci. 2004, 8:170-177.
2. Barabási A.-L., Albert R. Emergence of scaling in random networks. Science 1999, 286:509-512.
3. Benjamini Y., Hochberg Y. Controlling the false discovery rate: a practical and powerful approach to multiple testing. J. R. Stat. Soc. Ser. B 1995, 57:289-300.
4. Bullmore E., Sporns O. Complex brain networks: graph theoretical analysis of structural and functional systems. Nat. Rev. Neurosci. 2009, 10:186-198.
5. Castellanos F.X., Proal E. Large-scale brain systems in ADHD: beyond the prefrontal-striatal model. Trends Cogn. Sci. 2012, 16:17-26.
6. Cocchi L., Bramati I.E., Zalesky A., Furukawa E., Fontenelle L.F., Jorge M., Tripp G., Mattos P. Altered functional brain connectivity in a non-clinical sample of young adults with attention-deficit/hyperactivity disorder. J. Neurosci. 2012, 32:17753-17761.
7. Cover T.M., Thomas J.A. Elements of information theory 2006, Wiley-Interscience, NJ. 2nd edition.
8. Craddock R.C., James G.A., Holtzheimer P.E., Hu X.P., Mayberg H.S. A whole brain fMRI atlas generated via spatial constrained spectral clustering. Hum. Brain Mapp. 2012, 33:1914-1928.
9. Dickstein S.G., Bannon K., Castellanos F.X., Milham M.P. The neural correlates of attention deficit hyperactivity disorder: an ALE meta-analysis. J. Child Psychol. Psychiatry 2006, 47:1051-1062.
10. Fair D.A., Dosenbach N.U., Church J.A., Cohen A.L., Brahmbhatt S. Development of distinct control networks through segregation and integration. Proc. Natl. Acad. Sci. U. S. A. 2007, 104:13507-13512.
11. Fornito A., Zalesky A., Pantelis C., Bullmore E.T. Schizophrenia, neuroimaging and connectomics. Neuroimage 2012, 62:2296-2314.
12. Freeman L.C. Centrality in social networks: conceptual clarification. Soc. Networks 1978, 1:215-239.
13. Greven A., Keller G., Warnecke G. Entropy (Princeton Studies in Applied Mathematics) 2003, Princeton University Press, NJ.
14. Hagmann P., Grant P.E., Fair D.A. Connectomics: a conceptual framework for studying the developing brain. Front. Syst. Neurosci. 2012, 6:43.
15. Luxburg U. A tutorial on spectral clustering. Stat. Comput. 2007, 17:395-416.
16. Lynall M.E., Bassett D.S., Kerwin R., McKenna P.J., Kitzbichler M., et al. Functional connectivity and brain networks in schizophrenia. J. Neurosci. 2010, 30:9477-9487.
17. Mostofsky S.H., Rimrodt S.L., Schafer J.G., Boyce A., Goldberg M.C., et al. Atypical motor and sensory cortex activation in attention-deficit/hyperactivity disorder: a functional magnetic resonance imaging study of simple sequential finger tapping. Biol. Psychiatry 2006, 59:48-56.
18. Nadaraya E.A. On estimating regression. Theory Probab. Appl. 1964, 10:186-190.
19. Nair J., Ehimare U., Beitman B.D., Nair S.S., Lavin A. Clinical review: evidence-based diagnosis and treatment of ADHD in children. Mo. Med. 2006, 103:617-621.
20. Ogawa S., Lee T.M., Kay A.R., Tank D.W. Brain magnetic resonance imaging with contrast dependent on blood oxygenation. Proc. Natl. Acad. Sci. U. S. A. 1990, 87:9868-9872.
21. Pastor P.N., Reuben C.A. Diagnosed attention deficit hyperactivity disorder and learning diability: United States, 2004-2006. Vital Health Stat. 2008, 10:237.
22. Power J.D., Fair D.A., Schlaggar B.L., Petersen S.E. The development of human functional brain networks. Neuron 2010, 67:735-748.
23. Rissanen J. Information and Complexity in Statistical Modelling (Information Science and Statistics) 2007, Springer, NY.
24. Rousseeuw P. Silhouettes: a graphical aid to the interpretation and validation of cluster analysis. Comput. Appl. Math. 1987, 20:53-65.
25. Rubinov M., Sporn O. Complex network measures of brain connectivity: uses and interpretations. Neuroimage 2010, 52:1059-1069.
26. Sturges H.A. The choice of a class interval. J. Am. Stat. Assoc. 1926, 21:65-66.
27. Takahashi D.Y., Sato J.R., Ferreira C.E., Fujita A. Discriminating different classes of biological networks by analyzing the graph spectra distribution. PLoS One 2012, 7:e49949.
28. Teschendorff A.E., Severini S. Increased entropy of signal transduction in the cancer metastasis phenotype. BMC Syst. Biol. 2010, 4:104.
29. The ADHD-200 Consortium The ADHD-200 consortium: a model to advance the translational potential of neuroimaging in clinical neuroscience. Front. Syst. Neurosci. 2012, 6:62.
30. Tomasi D., Volkow N.D. Abnormal functional connectivity in children with attention-deficit/hyperactivity disorder. Biol. Psychiatry 2012, 71:443-450.
31. Valera E.M., Spencer R.M., Zeffiro T.A., Makris N., Spencer T.J. Neural substrates of impaired sensorimotor timing in adult attention-deficit/hyperactivity disorder. Biol. Psychiatry 2010, 68:359-367.
32. van den Heuvel M., Mandl R., HH Normalized cut group clustering of resting-state fMRI data. PLoS One 2008, 3:e2001.
33. Wang L., Zhu C., He Y., Zang Y., Cao Q., et al. Altered small-world brain functional networks in children with attention-deficit/hyperactivity disorder. Hum. Brain Mapp. 2009, 30:638-649.
34. Wasserman S., Faust K. Social Network Analysis: Methods and Applications 1994, Cambridge University Press, Cambridge.
35. Watson G.S. Smooth regression analysis. Sankya A 1964, 26:359-372.
36. Zalesky A., Fornito A., Bullmore E. On the use of correlation as a measure of network connectivity. Neuroimage 2012, 60:2096-2106.
37. Zalesky A., Cocchi L., Fornito A., Murray M.M., Bullmore E. Connectivity differences in brain networks. Neuroimage 2012, 60:1055-1062.
38. Zang Y., Jiang T., Lu Y., He Y., Tian L. Regional homogeneity approach to fMRI data analysis. Neuroimage 2004, 22:394-400.