Connectivity analysis of somato-sensory evoked potentials in patients with major depression

Methods of Information in Medicine

Volumn 49, Issue 5, 2010, Pages 484-491

  Leistritz, L ^b   Weiss, T ^a   Ionov, J ^b   Bar K J ^b   Miltner, W H R ^a   Witte, H ^b  

^a FRIEDRICH SCHILLER UNIVERSITY JENA   (Germany)

^b JENA UNIVERSITY HOSPITAL   (Germany)

Author keywords

Connectivity analysis; EEG; Generalized partial directed coherence; Major depression

Indexed keywords

ADULT; ARTICLE; CLINICAL TRIAL; CONTROLLED CLINICAL TRIAL; CONTROLLED STUDY; DEPRESSION; ELECTROENCEPHALOGRAPHY; ELECTROSTIMULATION; EVOKED SOMATOSENSORY RESPONSE; FEMALE; HUMAN; MALE; NERVE CELL NETWORK; PAIN; PATHOPHYSIOLOGY; SIGNAL PROCESSING;

ADULT; DEPRESSIVE DISORDER; ELECTRIC STIMULATION; ELECTROENCEPHALOGRAPHY; EVOKED POTENTIALS, SOMATOSENSORY; FEMALE; HUMANS; MALE; NERVE NET; PAIN; SIGNAL PROCESSING, COMPUTER-ASSISTED;

EID: 79952279031     PISSN: 00261270     EISSN: None     Source Type: Journal    
DOI: 10.3414/ME09-02-0038     Document Type: Article

References (68)

1. Kaminski M, Blinowska K, Szelenberger W. Topographic analysis of coherence and propagation of EEG activity during sleep and wakefulness. Electroencephalogr Clin Neurophysiol 1997; 102 (3): 216-227.
2. Kaminski M, Ding MZ, Truccolo WA, Bressler SL. Evaluating causal relations in neural systems: Granger causality, directed transfer function and statistical assessment of significance. Biol Cybern 2001; 85 (2): 145-157.
3. Schelter B, Hellwig B, Guschlbauer B, Lucking CH, Timmer J. Application of graphical models in bilateral essential tremor. Proceedings of the 2nd European Medical and Biological Engineering Conference, Vienna, Part 2. 2002. pp 1442-1443.
4. Ginter J, Blinowska KJ, Kaminski M, Durka PJ. Phase and amplitude analysis in time-frequency space -application to voluntary finger movement. J Neurosci Methods 2001; 110 (1-2): 113-124.
5. Korzeniewska A, Manczak M, Kaminski M, Blinowska KJ, Kasicki S. Determination of information flow direction among brain structures by a modified directed transfer function (dDTF) method. J Neurosci Methods 2003; 125 (1-2): 195-207.
6. Kus R, Kaminski M, Blinowska KJ. Determination of EEG activity propagation: Pair-wise versus multichannel estimate. IEEE Trans Biomed Eng 2004; 51 (9): 1501-1510.
7. Baccala LA, Sameshima K. Partial directed coherence: a new concept in neural structure determination. Biol Cybern 2001; 84 (6): 463-474.
8. Sameshima K, Baccala LA. Using partial directed coherence to describe neuronal ensemble interactions. J Neurosci Methods 1999; 94 (1): 93-103.
9. Bernasconi C, Konig P. On the directionality of cortical interactions studied by structural analysis of electrophysiological recordings. Biol Cybern 1999; 81 (3): 199-210.
10. Bernasconi C, von Stein A, Chiang C, Konig P. Bi-directional interactions between visual areas in the awake behaving cat. Neuroreport 2000; 11 (4): 689-692.
11. Freiwald WA, Valdes P, Bosch J, Biscay R, Jimenez JC, Rodriguez LM, et al. Testing non-linearity and directedness of interactions between neural groups in the macaque inferotemporal cortex. J Neurosci Methods 1999; 94 (1): 105-119.
12. Goebel R, Roebroeck A, Kim DS, Formisano E. Investigating directed cortical interactions in timeresolved fMRI data using vector autoregressive modeling and Granger causality mapping. Magn Reson Imaging 2003; 21 (10): 1251-1261.
13. Granger CWJ. Investigating Causal Relations by Econometric Models and Cross-Spectral Methods. Econometrica 1969; 37 (3): 424-438.
14. Hesse W, Moller E, Arnold M, Schack B. The use of time-variant EEG Granger causality for inspecting directed interdependencies of neural assemblies. J Neurosci Methods 2003; 124 (1): 27-44.
15. Triacca U. Non-causality: The role of the omitted variables. Econ Letters 1998; 60 (3): 317-320.
16. Triacca U. On the use of Granger causality to investigate the human influence on climate. Theor Appl Climatol 2001; 69 (3-4): 137-138.
17. Dahlhaus R, Eichler M. Causality and graphical models for multivariate time series and point processes. Proceedings of the 2nd European Medical and Biological Engineering Conference, Vienna, Part 2. 2002. pp 1430-1431.
18. Eichler M, Dahlhaus R, Sandkuhler J. Partial correlation analysis for the identification of synaptic connections. Biol Cybern 2003; 89 (4): 289-302.
19. Geweke J. Measurement of Linear-Dependence and Feedback between Multiple Time-Series. J Amer Statistical Assoc 1982; 77 (378): 304-313.
20. Chavez M, Martinerie J, Le Van Quyen M. Statistical assessment of nonlinear causality: application to epileptic EEG signals. J Neurosci Methods 2003; 124(2): 113-128.
21. Hinrichs H, Heinze HJ, Schoenfeld MA. Causal visual interactions as revealed by an information theoretic measure and fMRI. NeuroImage 2006; 31 (3): 1051-1060.
22. Schreiber T. Measuring information transfer. Physical Review Letters 2000; 85 (2): 461-464.
23. Weiss T, Hesse W, Ungureanu M, Hecht H, Leistritz L, Witte H, et al. How do brain areas communicate during the processing of noxious stimuli? An analysis of laser-evoked event-related potentials using the Granger Causality Index. J Neurophysiol 2008; 99 (5): 2220-2231.
24. Ding MZ, Bressler SL, Yang WM, Liang HL. Shortwindow spectral analysis of cortical event-related potentials by adaptive multivariate autoregressive modeling: data preprocessing, model validation, and variability assessment. Biol Cybern 2000; 83 (1): 35-45.
25. Buchel C, Friston KJ. Modulation of connectivity in visual pathways by attention: Cortical interactions evaluated with structural equation modelling and fMRI. Cereb Cortex 1997; 7 (8): 768-778.
26. Fletcher P, Buchel C, Josephs O, Friston K, Dolan R. Learning-related neuronal responses in prefrontal cortex studied with functional neuroimaging. Cereb Cortex 1999; 9 (2): 168-178.
27. Penny WD, Stephan KE, Mechelli A, Friston KJ. Modelling functional integration: a comparison of structural equation and dynamic causal models. NeuroImage 2004; 23: S264-S74.
28. Hemmelmann D, Ungureanu M, Hesse W, Wustenberg T, Reichenbach JR, Witte OW, et al. Modelling and analysis of time-variant directed interrelations between brain regions based on BOLD-signals. NeuroImage 2009; 45 (3): 722-737.
29. Astolfi L, Cincotti F, Mattia D, Marciani MG, Baccala LA, Fallani FD, et al. Comparison of different cortical connectivity estimators for high-resolution EEG recordings. Hum Brain Mapp 2007; 28 (2): 143-157.
30. Banks SM, Kerns RD. Explaining high rates of depression in chronic pain: A diathesis-stress framework. Psychological Bulletin 1996; 119 (1): 95-110.
31. Currie SR, Wang J. Chronic back pain and major depression in the general Canadian population. Pain 2004; 107 (1-2): 54-60.
32. Corruble E, Guelfi JD. Pain complaints in depressed inpatients. Psychopathology 2000; 33: 307-309.
33. Lautenbacher S, Krieg JC. Pain perception in psychiatric disorders: a review of the literature. Journal of Psychiatric Research 1994; 28 (2): 109-122.
34. Strigo IA, Simmons AN, Matthews SC, Craig AD, Paulus MP. Association of major depressive disorder with altered functional brain response during anticipation and processing of heat pain. Arch Gen Psychiatry 2008; 65 (11): 1275-1284.
35. Klauenberg S, Maier C, Assion H-J, Hoffmann A, Krumova EK, Magerl W, et al. Depression and changed pain perception: Hints for a central disinhibition mechanism. Pain 2008; 140 (2): 332-343.
36. Bar K-J, Brehm S, Boettger MK, Boettger S, Wagner G, Sauer H. Pain perception in major depression depends on pain modality. Pain 2005; 117 (1-2): 97-103.
37. Bar K-J, Wagner G, Koschke M, Boettger S, Boettger MK, Schlosser R, et al. Increased prefrontal activation during pain perception in major depression. Biol Psychiatry 2007; 62 (11): 1281-1287.
38. Lautenbacher S, Spernal J, Schreiber W, Krieg JC. Relationship between clinical pain complaints and pain sensitivity in patients with depression and panic disorder. Psychosom Med 1999; 61 (6): 822-827.
39. First MB, Spitzer RL, Gibbon M, Williams JBW. Structured clinical interview for DSM-IV axis I disorders (SCID), clinical version. Arlington (VA, USA) American Psychiatric Publishing; 1997.
40. Bromm B, Meier W. The intracutaneous stimulus: a new pain model for algesimetric studies. Methods and Findings in Experimental and Clinical Pharmacology 1984; 6 (7): 405-410.
41. Straube T, Schmidt S, Weiss T, Mentzel H-J, Miltner WHR. Sex differences in brain activation to anticipated and experienced pain in the medial prefron -tal cortex. Hum Brain Mapp 2009; 30 (2): 689-698.
42. Straube T, Schmidt S, Weiss T, Mentzel H-J, Miltner WHR. Dynamic activation of the anterior cingulate cortex during anticipatory anxiety. Neuroimage 2009; 44 (3): 975-981.
43. Weiss T, Kumpf K, Ehrhardt J, Gutberlet I, Miltner WHR. A bioadaptive approach for experimental pain research in humans using laser-evoked brain potentials. Neurosci Lett 1997; 227 (2): 95-98.
44. Baccala LA, Sameshima K, Takahashi DY. Generalized partial directed coherence. Proceedings of the 15th International Conference on Digital Signal Processing; 2007. pp 163-166.
45. Brockwell PJ, Davis RA. Time series: theory and methods. 2nd ed. New York: Springer-Verlag Inc.; 1986.
46. Sato JR, Takahashi DY, Arcuri SM, Sameshima K, Morettin PA, Baccala LA. Frequency Domain Connectivity Identification: An Application of Partial Directed Coherence in fMRI. Hum Brain Mapp 2009; 30 (2): 452-461.
47. Holm S. A Simple Sequentially Rejective Multiple Test Procedure. Scandinavian Journal of Statistics 1979; 6: 65-70.
48. Rasch D. Mathematische Statistik: Eine Einfuhrung fuer Studenten der Mathematik, Statistik, Biometrie und Naturwissenschaften. Heidelberg, Leipzig: Johann Ambrosius Barth Verlag; 1995.
49. Bar KJ, Greiner W, Letsch A, Kobele R, Sauer H. Influence of gender and hemisperic lateralization on heat pain perception in major depression. Journal of Psychiatric Research 2003; 37: 345-353.
50. Vaitl D, Birbaumer N, Gruzelier J, Jamieson GA, Kotchoubey B, Kubler A, et al. Psychobiology of al-tered states of consciousness. Psychological Bulletin 2005; 131 (1): 98-127.
51. Searle JR. Consciousness. Annual Review of Neu-roscience 2000; 23: 557-578.
52. He BJ, Raichle ME. The fMRI signal, slow cortical potential and consciousness. Trends Cogn Sci 2009; 13 (7): 302-309.
53. Gilbert CD, Sigman M. Brain states: Top-down influences in sensory processing. Neuron 2007; 54 (5): 677-696.
54. Tononi G. Consiousness as integrated information: a provisional manifesto. Biol Bull 2008; 215: 216-242.
55. Friederich M, Trippe RH, Ozcan M, Weiss T, Hecht H, Miltner WHR. Laser-evoked potentials to noxious stimulation during hypnotic analgesia and distraction of attention suggest different brain mechanisms of pain control. Psychophysiology 2001; 38 (5): 768-776.
56. Miltner WH, Weiss T. Cortical mechanisms of hypnotic pain control. In: Jamieson GA, editor. Hypnosis and Conscious States The Cognitive Neuroscience Perspective. Oxford: Oxford Uni -versity Press; 2007. pp 51-66.
57. Davidson RJ, Hugdahl K. The Asymmetrical Brain. New York: Academic; 2006.
58. Davidson RJ, Shackman AJ, Maxwell JS. Asymmetries in face and brain related to emotion. Trends Cogn Sci 2004; 8(9): 389-391.
59. Davidson RJ, Lewis DA, Alloy LB, Amaral DG, Bush G, Cohen JD, et al. Neural and behavioral substrates of mood and mood regulation. Biol Psychiatry 2002; 52 (6): 478-502.
60. Davidson RJ, Pizzagalli D, Nitschke JB, Putnam K. Depression: Perspectives from affective neuro science. Annu Rev Psychol 2002; 53: 545-574.
61. Peyron R, Laurent B, Garcia-Larrea L. Functional imaging of brain responses to pain. A review and meta-analysis. Neurophysiologie Clinique -Clinical Neurophysiology 2000; 30 (5): 263-288.
62. Apkarian AV, Bushnell MC, Treede RD, Zubieta JK. Human brain mechanisms of pain perception and regulation in health and disease. Eur J Pain 2005; 9 (4): 463-484.
63. Weiss T, Straube T, Boettcher J, Hecht H, Spohn D, Miltner WHR. Brain activation upon selective stimulation of cutaneous C-and A[delta]-fibers. Neuroimage 2008; 41 (4): 1372-1381.
64. Valeriani M, Le Pera D, Tonali P. Characterizing somatosensory evoked potential sources with dipole models: Advantages and limitations. Muscle & Nerve 2001; 24 (3): 325-339.
65. Valeriani M, Restuccia D, Barba C, Le Pera D, Tonali P, Mauguiere F. Sources of cortical responses to painful CO2 laser skin stimulation of the hand and foot in the human brain. Clin Neurophysiol 2000; 111 (6): 1103-1112.
66. Tarkka IM, Treede R-D. Equivalent electrical source analysis of pain-related somatosensory evoked potentials elicited by a CO2 laser. J Clin Neurophysiol 1993; 10 (4): 513-519.
67. Moratti S, Rubio G, Campo P, Keil A, Ortiz T. Hypofunction of right temporoparietal cortex during emotional arousal in depression. Arch Gen Psychiatry 2008; 65 (5): 532-541.
68. Bullmore E, Sporns O. Complex brain networks: graph theoretical analysis of structural and functional systems. Nature Reviews Neuroscience 2009; 10 (3): 186-198.