Modeling analysis of the relationship between EEG rhythms and connectivity among different neural populations

Journal of Integrative Neuroscience

Volumn 6, Issue 4, 2007, Pages 597-623

  Ursino, Mauro ^a   Zavagalia, Melissa ^a  

^a UNIVERSITY OF BOLOGNA   (Italy)

Author keywords

EEG cross spectra; EEG power spectral density; Functional connectivity; Neural mass models; Synaptic kinetics

Indexed keywords

ALPHA RHYTHM; ARTICLE; BETA RHYTHM; BRAIN FUNCTION; COMPUTER SIMULATION; ELECTROENCEPHALOGRAM; GAMMA RHYTHM; INTERNEURON; NERVE CELL NETWORK; NEUROPHYSIOLOGY; PYRAMIDAL NERVE CELL; SPECTROMETRY; SYNAPTIC TRANSMISSION;

ANIMALS; BRAIN MAPPING; COMPUTER SIMULATION; ELECTROENCEPHALOGRAPHY; HUMANS; MEMBRANE POTENTIALS; MODELS, NEUROLOGICAL; NEURAL PATHWAYS; NEURONS; SPECTRUM ANALYSIS; SYNAPSES;

EID: 38049063959     PISSN: 02196352     EISSN: None     Source Type: Journal    
DOI: 10.1142/S0219635207001647     Document Type: Article

References (42)

1. Almeida R, Stetter M, Modeling the link between functional imaging and neuronal activity: Synaptic metabolic demand and spike rates, Neuroimage 17:1065-1079, 2002.
2. Astolfi L, Cincotti F, Mattia D, Marciani MG, Baccala LA, de Vico FF, Salinari S, Ursino M, Zavaglia M, Babiloni F, Assessing cortical functional connectivity by partial directed coherence: Simulations and application to real data, IEEE Trans Biomed Eng 53 1802-1812, 2006.
3. Astolfi L, Cincotti F, Mattia D, Marciani MG, Baccala LA, de Vico FF, Salinari S, Ursino M, Zavaglia M, Ding L, Edgar JC, Miller GA, He B, Babiloni F, Comparison of different cortical connectivity estimators for high resolution EEG recordings, Hum Brain Mapp 28:143-157, 2007.
4. Astolfi L, Cincotti F, Mattia D, Salinari S, Babiloni C, Basilisco A, Rossini PM, Ding L, Ni Y, He B, Marciani MG, Babiloni F, Estimation of the effective and functional human cortical connectivity with structural equation modeling and directed transfer function applied to high resolution EEG, Magn Reson Imaging 22:1457-1470, 2004.
5. Babiloni F, Cincotti F, Babiloni C, Carducci F, Mattia D, Astolfi L, Basilisco A, Rossini PM, Ding L, Ni Y, Cheng J, Christine K, Sweeney J, He B, Estimation of the cortical functional connectivity with the multimodal integration of high resolution EEG and fMRI data by directed transfer function, Neuroimage 24:118-131, 2005.
6. Bhattacharya J, Petsche H, Pereda E, Long-range synchrony in the gamma band: Role in music perception, J Neurosci 21:6329-6337, 2001.
7. David O, Cosmelli D, Friston KJ, Evaluation of different measures of functional connectivity using a neural mass model, Neuroimage 21:659-673, 2004.
8. David O, Friston KJ, A neural mass model for MEG/EEG: Coupling and neuronal dynamics, Neuroimage 20:1743-1755, 2003.
9. David O, Harrison L, Friston KJ, Modelling event-related responses in the brain, Neuroimage 25:756-770, 2005.
10. Erickson KI, Ringo Ho MH, Colcombe SJ, Kramer AF, A structural equation modeling analysis of attentional control: An event-related fMRI study, Brain Res Cogn Brain Res 22:349-357, 2005.
11. Ermentrout GB, Neural networks as spatiotemporal pattern-forming systems, Rep Prog Phys 61:353-430, 1998.
12. Freeman WJ, Models of the dynamics of neural populations, Electroencephalogr Clin Neurophysiol 34:9-18, 1978.
13. Freeman WJ, Simulation of chaotic EEG patterns with a dynamic model of the olfactory system, Biol Cybern 56:139-150, 1987.
14. Horwitz B, The elusive concept of brain connectivity, Neuroimage 19:466-470, 2003.
15. Horwitz B, Tagamets MA, McIntosh AR, Neural modeling, functional brain imaging, and cognition, Trends Cogn Sci 3:91-98, 1999.
16. Jansen BH, Rit VG, Electroencephalogram and visual evoked potential generation in a mathematical model of coupled cortical columns, Biol Cybern 73:357-366, 1995.
17. Kaminski M, Ding M, Truccolo WA, Bressler SL, Evaluating causal relations in neural systems: Granger causality, directed transfer function and statistical assessment of significance, Biol Cybern 85:145-157, 2001.
18. Kandel ER, Schwartz JH, Jessell TM, Principles of Neural Science, McGraw-Hill, USA, 2000.
19. 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 125:195-207, 2003.
20. Lopes da Silva FH, van RA, Barts P, van HE, Burr W, Models of neuronal populations: The basic mechanisms of rhythmicity, Prog Brain Res 45:281-308, 1976.
21. Melloni L, Molina C, Pena M, Torres D, Singer W, Rodriguez E, Synchronization of neural activity across cortical areas correlates with conscious perception, J Neurosci 27:2858-2865, 2007.
22. Osipova D, Takashima A, Oostenvald R, Fernández G, Maris E, Jensen O, Theta and gamma oscillations predict encoding and retrieval of declarative memory, J Neurosci 26:7523-7531, 2006.
23. Poznanski RR, Riera JJ, fMRI models of dendritic and astrocytic networks, J Integr Neurosci 5:273-326, 2006.
24. Pulvermüller F, Preissl H, Lutzenberger W, Birbaumer N, Brain rhythms of language: Nouns versus verbs, Eur J Neurosci 8:937-941, 1996.
25. Rowe DL, Robinson PA, Rennie CJ, Estimation of neurophysiological parameters from the waking EEG using a biophysical model of brain dynamics, J Theor Biol 231: 413-433, 2004.
26. Rowe JB, Stephan KE, Friston K, Frackowiak RS, Passingham RE, The prefrontal cortex shows context-specific changes in effective connectivity to motor or visual cortex during the selection of action or colour, Cereb Cortex 15:85-95, 2005.
27. Sotero RC, Trujillo-Barreto NJ, Iturria-Medina Y, Carbonell F, Jimenez JC, Realistically coupled neural mass models can generate EEG rhythms, Neural Comput 19:478-512, 2007.
28. Tagamets MA, Horwitz B, Integrating electrophysiological and anatomical experimental data to create a large-scale model that simulates a delayed match-to-sample human brain imaging study, Cereb Cortex 8 310-320, 1998.
29. Tagamets MA, Horwitz B, Interpreting PET and fMRI measures of functional neural activity: The effects of synaptic inhibition on cortical activation in human imaging studies, Brain Res Bull 54 267-273, 2001.
30. Tallon-Baudry C, Bertrand O, Oscillatory gamma activity in humans and its role in object representation, Trends Cogn Sci 3 151-162, 1999.
31. Tallon-Baudry C, Bertrand O, Peronnet F, Pernier J, Induced gamma-band activity during the delay of a visual short-term memory task in humans, J Neurosci 18: 4244-4254, 1998.
32. Traub RD, Bibbig A, Lebeau FE, Buhl EH, Whittington MA, Cellular mechanisms of neuronal population oscillations in the hippocampus in vitro, Annu Rev Neurosci 27:247-278, 2004.
33. Traub RD, Contreras D, Cunningham MO, Murray H, Lebeau FE, Roopun A, Bibbig A, Wilent WB, Higley MJ, Whittington MA, Single-column thalamocortical network model exhibiting gamma oscillations, sleep spindles, and epileptogenic bursts, J Neurophysiol 93 2194-2232, 2005.
34. Traub RD, Jefferys JGR, Whittington MA, Fast Oscillations in Cortical Circuits - Computational Neuroscience, The MIT Press, Boston, MA, USA, 1999.
35. Traub RD, Pais I, Bibbig A, Lebeau FE, Buhl EH, Hormuzdi SG, Monyer H, Whittington MA, Contrasting roles of axonal (pyramidal cell) and dendritic (interneuron) electrical coupling in the generation of neuronal network oscillations, Proc Natl Acad Sci USA 100: 1370-1374, 2003.
36. Ursino M, Zavaglia M, Astolfi L, Babiloni F, Use of a neural mass model for the analysis of effective connectivity among cortical regions based on high resolution EEG recordings, Biol Cybern 96:351-365, 2007.
37. Valdes PA, Jimenez JC, Riera J, Biscay R, Ozaki T, Nonlinear EEG analysis based on a neural mass model, Biol Cybern 81 415-424, 1999.
38. Welch PD, The use of fast Fourier transform for the estimation of power spectra: A method based on time averaging over short, modified periodograms, IEEE Trans Audio Electroacoustics AU-15:70-73, 1967.
39. Wendling F, Bartolomei F, Bellanger JJ, Chauvel P, Epileptic fast activity can be explained by a model of impaired GABAergic dendritic inhibition, Eur J Neurosci 15:1499-1508, 2002.
40. Wendling F, Bellanger JJ, Bartolomei F, Chauvel P, Relevance of nonlinear lumped-parameter models in the analysis of depth-EEG epileptic signals, Biol Cybern 83: 367-378, 2000.
41. Wendling F, Hernandez A, Bellanger JJ, Chauvel P, Bartolomei F, Interictal to ictal transition in human temporal lobe epilepsy: Insights from a computational model of intracerebral EEG, J Clin Neurophysiol 22:343-356, 2005.
42. Zavaglia M, Astolfi L, Babiloni F, Ursino M, A neural mass model for the simulation of cortical activity estimated from high resolution EEG during ccgnitive or motor tasks, J Neurosci Methods 157 317-329, 2006.