Neural network reorganization analysis during an auditory oddball task in schizophrenia using wavelet entropy

Entropy

Volumn 17, Issue 8, 2015, Pages 5241-5256

  Gomez Pilar, Javier ^a   Poza, Jesús ^a,b   Bachiller, Alejandro ^a   Gómez, Carlos ^a   Molina, Vicente ^b,c   Hornero, Roberto ^a  

^a UNIVERSITY OF VALLADOLID   (Spain)

^b UNIVERSITY OF SALAMANCA   (Spain)

^c UNIVERSITY OF VALLADOLID   (Spain)

Author keywords

Neural reorganization; Neuroscience; Physiological signal processing; Schizophrenia; Wavelet entropy

Indexed keywords

EID: 84940520517     PISSN: None     EISSN: 10994300     Source Type: Journal    
DOI: 10.3390/e17085241     Document Type: Article

References (58)

1. American Psychiatric Association. Diagnostic and Statistical Manual of Mental Disorders, 5th ed.; DSM-5; American Psychiatric Publishing: Arlington, VA, USA, 2013; p. 991.
2. Marshall, M.; Lewis, S.; Lockwood, A.; Drake, R.; Jones, P.; Croudace, T. Association between duration of untreated psychosis and outcome in cohorts of first-episode patients: A systematic review. Arch. Gen. Psychiatry 2005, 62, 975-983.
3. Saha, S.; Chant, D.; Welham, J.; McGrath, J. A systematic review of the prevalence of schizophrenia. PLoS Med. 2005, 2, 0413-0433.
4. Laursen, T.M.; Nordentoft, M.; Mortensen, P.B. Excess early mortality in schizophrenia. Annu. Rev. Clin. Psychol. 2014, 10, 425-448.
5. Friston, K.J. The disconnection hypothesis. Schizophr. Res. 1998, 30, 115-125.
6. Bogerts, B.; Ashtari, M.; Degreef, G.; Alvir, J.; Bilder, R.M.; Lieberman, J.A. Reduced temporal limbic structure volumes on magnetic resonance images in first episode schizophrenia. Psychiatry Res. Neuroimaging 1990, 35, 1-13.
7. Uhlhaas, P.J.; Singer, W. Neural Synchrony in Brain Disorders: Relevance for Cognitive Dysfunctions and Pathophysiology. Neuron 2006, 52, 155-168.
8. Van den Heuvel, M.P.; Mandl, R.C.W.; Stam, C.J.; Kahn, R.S.; Hulshoff Pol, H.E. Aberrant frontal and temporal complex network structure in schizophrenia: a graph theoretical analysis. J. Neurosci. 2010, 30, 15915-15926.
9. Molina, V.; Hernández, J.A.; Sanz, J.; Paniagua, J.C.; Hernández, A.I.; Martín, C.; Matías, J.; Calama, J.; Bote, B. Subcortical and cortical gray matter differences between Kraepelinian and non-Kraepelinian schizophrenia patients identified using voxel-based morphometry. Psychiatry Res. Neuroimaging 2010, 184, 16-22.
10. Gur, R.E.; Gur, R.C. Functional magnetic resonance imaging in schizophrenia. Dialogues Clin. Neurosci. 2010, 12, 333-343.
11. Kubicki, M.; McCarley, R.; Westin, C.-F.; Park, H.-J.; Maier, S.; Kikinis, R.; Jolesz, F.A.; Shenton, M.E. A review of diffusion tensor imaging studies in schizophrenia. J. Psychiatr. Res. 2007, 41, 15-30.
12. Uhlhaas, P.J.; Singer, W. Abnormal neural oscillations and synchrony in schizophrenia. Nat. Rev. Neurosci. 2010, 11, 100-113.
13. Mathalon, D.H.; Ford, J.M.; Pfefferbaum, A. Trait and state aspects of P300 amplitude reduction in schizophrenia: A retrospective longitudinal study. Biol. Psychiatry 2000, 47, 434-449.
14. O'Donnell, B.F.; Faux, S.F.; McCarley, R.W.; Kimble, M.O.; Salisbury, D.F.; Nestor, P.G.; Kikinis, R.; Jolesz, F.A.; Shenton, M.E. Increased rate of P300 latency prolongation with age in schizophrenia. Electrophysiological evidence for a neurodegenerative process. Arch. Gen. Psychiatry 1995, 52, 544-549.
15. Baldeweg, T.; Klugman, A.; Gruzelier, J.H.; Hirsch, S.R. Impairment in frontal but not temporal components of mismatch negativity in schizophrenia. Int. J. Psychophysiol. 2002, 43, 111-122.
16. Kircher, T.T.J.; Rapp, A.; Grodd, W.; Buchkremer, G.; Weiskopf, N.; Lutzenberger, W.; Ackermann, H.; Mathiak, K. Mismatch Negativity Responses in Schizophrenia: A Combined fMRI and Whole-Head MEG Study. Am. J. Psychiatry 2004, 161, 294-304.
17. Friston, K. Disconnection and cognitive dysmetria in schizophrenia. Am. J. Psychiatry 2005, 162, 429-432.
18. Uhlhaas, P.J.; Haenschel, C.; Nikolić, D.; Singer, W. The role of oscillations and synchrony in cortical networks and their putative relevance for the pathophysiology of schizophrenia. Schizophr. Bull. 2008, 34, 927-943.
19. Mazaheri, A.; Picton, T.W. EEG spectral dynamics during discrimination of auditory and visual targets. Cogn. Brain Res. 2005, 24, 81-96.
20. Uhlhaas, P.J.; Roux, F.; Rodriguez, E.; Rotarska-Jagiela, A.; Singer, W. Neural synchrony and the development of cortical networks. Trends Cogn. Sci. 2010, 14, 72-80.
21. Uhlhaas, P.J. Dysconnectivity, large-scale networks and neuronal dynamics in schizophrenia. Curr. Opin. Neurobiol. 2013, 23, 283-290.
22. Takahashi, T.; Cho, R.Y.; Mizuno, T.; Kikuchi, M.; Murata, T.; Takahashi, K.; Wada, Y. Antipsychotics reverse abnormal EEG complexity in drug-naive schizophrenia: A multiscale entropy analysis. Neuroimage 2010, 51, 173-182.
23. Taghavi, M.; Boostani, R.; Sabeti, M.; Taghavi, S.M.A. Usefulness of approximate entropy in the diagnosis of schizophrenia. Iran. J. Psychiatry Behav. Sci. 2011, 5, 62-70.
24. Bassett, D.S.; Nelson, B.G.; Mueller, B.A.; Camchong, J.; Lim, K.O. Altered resting state complexity in schizophrenia. Neuroimage 2012, 59, 2196-2207.
25. Bachiller, A.; Lubeiro, A.; Díez, A.; Suazo, V.; Domínguez, C.; Blanco, J.A.; Ayuso, M.; Hornero, R.; Poza, J.; Molina, V. Decreased entropy modulation of EEG response to novelty and relevance in schizophrenia during a P300 task. Eur. Arch. Psychiatry Clin. Neurosci. 2014, doi:10.1007/s00406-014-0525-5.
26. Bachiller, A.; Díez, A.; Suazo, V.; Domínguez, C.; Ayuso, M.; Hornero, R.; Poza, J.; Molina, V. Decreased spectral entropy modulation in patients with schizophrenia during a P300 task. Eur. Arch. Psychiatry Clin. Neurosci. 2014, 264, 533-543.
27. Le Van Quyen, M.; Foucher, J.; Lachaux, J.; Rodriguez, E.; Lutz, A.; Martinerie, J.; Varela, F.J. Comparison of Hilbert transform and wavelet methods for the analysis of neuronal synchrony. J. Neurosci. Methods 2001, 111, 83-98.
28. Mallat, S. A Wavelet Tour of Signal Processing; Academic Press: Waltham, MA, USA, 1999; pp. 20-41.
29. Bachiller, A.; Poza, J.; Gómez, C.; Molina, V.; Suazo, V.; Hornero, R. A comparative study of event-related coupling patterns during an auditory oddball task in schizophrenia. J. Neural Eng. 2015, 12, 016007.
30. Shannon, C.E. A mathematical theory of communication. Bell Syst. Tech. J. 1948, 27, 379-423.
31. Quiroga, R.Q.; Rosso, O.A.; Başar, E.; Schürmann, M. Wavelet entropy in event-related potentials: A new method shows ordering of EEG oscillations. Biol. Cybern. 2001, 84, 291-299.
32. Ergen, M.; Marbach, S.; Brand, A.; Başar-Eroglu, C.; Demiralp, T. P3 and delta band responses in visual oddball paradigm in schizophrenia. Neurosci. Lett. 2008, 440, 304-308.
33. Kay, S.R.; Opler, L.A.; Lindenmayer, J.P. The Positive and Negative Syndrome Scale (PANSS):Rationale and standardisation. Br. J. Psychiatry 1989, 155, 59-65.
34. Bledowski, C.; Prvulovic, D.; Hoechstetter, K.; Scherg, M.; Wibral, M.; Goebel, R.; Linden, D.E. Localizing P300 generators in visual target and distractor processing: A combined event-related potential and functional magnetic resonance imaging study. J. Neurosci. 2004, 24, 9353-9360.
35. Keren, A.S.; Yuval-Greenberg, S.; Deouell, L.Y. Saccadic spike potentials in gamma-band EEG:Characterization, detection and suppression. Neuroimage 2010, 49, 2248-2263.
36. Roach, B.J.; Mathalon, D.H. Event-related EEG time-frequency analysis: An overview of measures and an analysis of early gamma band phase locking in schizophrenia. Schizophr. Bull. 2008, 34, 907-926.
37. Makeig, S.; Debener, S.; Onton, J.; Delorme, A. Mining event-related brain dynamics. Trends Cogn. Sci. 2004, 8, 204-210.
38. David, O.; Harrison, L.; Friston, K.J. Modelling event-related responses in the brain. Neuroimage 2005, 25, 756-770.
39. Blanco, S.; Garcia, H.; Quiroga, R.Q.; Romanelli, L.; Rosso, O.A. Stationarity of the EEG series. IEEE Eng. Med. Biol. Mag. 1995, 14, 395-399.
40. Torrence, C.; Compo, G. A practical guide to wavelet analysis. Bull. Am. Meteorol. Soc. 1998, 79, 61-78.
41. Rosso, O.A.; Blanco, S.; Yordanova, J.; Kolev, V.; Figliola, A.; Schürmann, M.; Başar, E. Wavelet entropy: A new tool for analysis of short duration brain electrical signals. J. Neurosci. Methods 2001, 105, 65-75.
42. Ford, J.M.; Roach, B.J.; Faustman, W.O.; Mathalon, D.H. Synch before you speak: Auditory hallucinations in schizophrenia. Am. J. Psychiatry 2007, 164, 458-466.
43. Lage-Castellanos, A.; Martínez-Montes, E.; Hernández-Cabrera, J.A.; Galán, L. False discovery rate and permutation test: An evaluation in ERP data analysis. Stat. Med. 2010, 29, 63-74.
44. Kapur, S. Psychosis as a state of aberrant salience: A framework linking biology, phenomenology, and pharmacology in schizophrenia. Am. J. Psychiatry 2003, 160, 13-23.
45. Ferrarelli, F.; Massimini, M.; Peterson, M.J.; Riedner, B.A.; Lazar, M.; Murphy, M.J.; Huber, R.; Rosanova, M.; Alexander, A.L.; Kalin, N.; Tononi, G. Reduced Evoked Gamma Oscillations in the Frontal Cortex in Schizophrenia Patients a TMS EEG Study. Am. J. Psychiatry 2008, 165, 996-1005.
46. Tallon-Baudry, C.; Bertrand, O.; Delpuech, C.; Pernier, J. Stimulus specificity of phase-locked and non-phase-locked 40 Hz visual responses in human. J. Neurosci. 1996, 16, 4240-4249.
47. Stefanics, G.; Hangya, B.; Hernádi, I.; Winkler, I.; Lakatos, P.; Ulbert, I. Phase entrainment of human delta oscillations can mediate the effects of expectation on reaction speed. J. Neurosci. 2010, 30, 13578-13585.
48. Bramon, E.; Rabe-Hesketh, S.; Sham, P.; Murray, R.M.; Frangou, S. Meta-analysis of the P300 and P50 waveforms in schizophrenia. Schizophr. Res. 2004, 70, 315-329.
49. Polich, J. Updating P300: An integrative theory of P3a and P3b. Clin. Neurophysiol. 2007, 118, 2128-2148.
50. Von Stein, A.; Chiang, C.; König, P. Top-down processing mediated by interareal synchronization. Proc. Natl. Acad. Sci. USA 2000, 97, 14748-14753.
51. Tallon-Baudry, C.; Bertrand, O. Oscillatory gamma activity and its role in object representation. Trends Cogn. Sci. 1999, 3, 151-162.
52. Potts, G.F.; Hirayasu, Y.; O'Donnell, B.F.; Shenton, M.E.; McCarley, R.W. High-density recording and topographic analysis of the auditory oddball event-related potential in patients with schizophrenia. Biol. Psychiatry 1998, 44, 982-989.
53. Raichle, M.E.; MacLeod, A.M.; Snyder, A.Z.; Powers, W.J.; Gusnard, D.A.; Shulman, G.L. A default mode of brain function. Proc. Natl. Acad. Sci. USA 2001, 98, 676-682.
54. Greicius, M.D.; Krasnow, B.; Reiss, A.L.; Menon, V. Functional connectivity in the resting brain:A network analysis of the default mode hypothesis. Proc. Natl. Acad. Sci. USA 2003, 100, 253-258.
55. Palaniyappan, L.; Doege, K.; Mallikarjun, P.; Liddle, E. Cortical thickness and oscillatory phase resetting: A proposed mechanism of salience network dysfunction in schizophrenia. Psychiatriki 2012, 23, 117-129.
56. White, T.P.; Joseph, V.; Francis, S.T.; Liddle, P.F. Aberrant salience network (bilateral insula and anterior cingulate cortex) connectivity during information processing in schizophrenia. Schizophr. Res. 2010, 123, 105-115.
57. Mormann, F.; Fell, J.; Axmacher, N.; Weber, B.; Lehnertz, K.; Elger, C.E.; Fernández, G. Phase/amplitude reset and theta-gamma interaction in the human medial temporal lobe during a continuous word recognition memory task. Hippocampus 2005, 15, 890-900.
58. Gomez-Ramirez, M.; Kelly, S.P.; Molholm, S.; Sehatpour, P.; Schwartz, T.H.; Foxe, J.J. Oscillatory Sensory Selection Mechanisms during Intersensory Attention to Rhythmic Auditory and Visual Inputs: A Human Electrocorticographic Investigation. J. Neurosci. 2011, 31, 18556-18567.