Estimation of neurophysiological parameters from the waking EEG using a biophysical model of brain dynamics

Journal of Theoretical Biology - Tập 231 - Trang 413-433 - 2004
Donald. L. Rowe1,2, Peter. A. Robinson1,2, Christopher. J. Rennie1,2,3
1School of Physics, University of Sydney, New South Wales 2006, Australia
2The Brain Dynamics Centre, Westmead Hospital and University of Sydney, Westmead, New South Wales 2145, Australia
3Department of Medical Physics, Westmead Hospital, New South Wales 2145, Australia

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Amzica, 1998, Electrophysiological correlates of sleep delta waves, Electroencephalography Clin. Neurophysiol., 107, 69, 10.1016/S0013-4694(98)00051-0 Anderson, 1995 Bahramali, 1997, Evoked related potentials associated with and without an orienting reflex, Neuroreport, 8, 2665, 10.1097/00001756-199708180-00006 Bahramali, 1998, Fast and slow reaction time changes reflected in ERP brain function, Int. J. Neurosci., 93, 75, 10.3109/00207459808986414 Bahramali, 1999, The effects of age on late components of the ERP and reaction time, Exp. Aging Res., 25, 69, 10.1080/036107399244147 Basar, 2001, Gamma, alpha, delta, and theta oscillations govern cognitive processes, Int. J. Psychophysiol., 39, 241, 10.1016/S0167-8760(00)00145-8 Basar, 2001, The selectively distributed theta system, Int. J. Psychophysiol., 39, 197, 10.1016/S0167-8760(00)00141-0 Bazhenov, 1998, Computational models of thalamocortical augmenting responses, J. Neurosci., 18, 6444, 10.1523/JNEUROSCI.18-16-06444.1998 Braitenberg, 1991 Brunia, 2001, Thalamo-cortical relations in attention and consciousness, Int. J. Psychophysiol., 43, 1, 10.1016/S0167-8760(01)00175-1 Bullier, 1979, Neural path taken by afferent streams in striate cortex of the cat, J. Neurophysiol., 42, 1264, 10.1152/jn.1979.42.5.1264 Buzsaki, 1996, The hippocampo-neocortical dialogue, Cereb. Cortex, 6, 81, 10.1093/cercor/6.2.81 Buzsaki, 2003, Hippocampal network patterns of activity in the mouse, Neuroscience, 116, 201, 10.1016/S0306-4522(02)00669-3 Crick, 1984, Function of the thalamic reticular nucleus, Proc. Natl Acad. Sci., 81, 4586, 10.1073/pnas.81.14.4586 Croft, 2000, EOG correction, Psychophysiology, 37, 123, 10.1111/1469-8986.3710123 Danos, 2001, Eeg alpha rhythm and glucose metabolic rate in the thalamus in schizophrenia, Neuropsychobiology, 43, 265, 10.1159/000054901 Destexhe, 1994, A model of spindle rhythmicity in the isolated thalamic reticular nucleus, J. Neurophysiol., 72, 803, 10.1152/jn.1994.72.2.803 Destexhe, 1998, Mechanisms underlying the synchronizing action of corticothalamic feedback through inhibition of thalamic relay cells, J. Neurophysiol., 79, 999, 10.1152/jn.1998.79.2.999 Destexhe, 1998, Kinetic models of synaptic transmission, 1 Destexhe, 2002, Kinetic models for synaptic interactions, 1126 Dinse, 1994, The timing of processing along the visual pathway in the cat, Neuroreport, 5, 893, 10.1097/00001756-199404000-00010 Elman, 1995, Language as a dynamical system, 195 Engel, 2001, Temporal binding and the neural correlates of sensory awareness, Trends in Cognitive Sciences, 5, 16, 10.1016/S1364-6613(00)01568-0 Fanselow, 2001, Thalamic bursting in rats during different awake behavioral states, Proc. Natl Acad. Sci. USA, 98, 15330, 10.1073/pnas.261273898 Freeman, 1975 Freeman, 1987, Simulation of chaotic EEG patterns with a dynamic model of the olfactory system, Biol. Cybernet., 56, 139, 10.1007/BF00317988 Freeman, 2003, Evidence from human scalp electroencephalograms of global chaotic itinerancy, Chaos, 13, 1067, 10.1063/1.1596553 Freeman, 1987, Relation of olfactory EEG to behavior, Behav. Neurosci., 101, 393, 10.1037/0735-7044.101.3.393 Freeman, 2002, Fine temporal resolution of analytic phase reveals episodic synchronization by state transitions in gamma EEGs, J. Neurophysiol., 87, 937, 10.1152/jn.00254.2001 Gill, 2002, The Levenberg–Marquardt Method, 136 Gluck, M.A., Glauthier, P.T., Sutton, R.S., 1992. Adaptation of cue-specific learning rates in network models of human category learning. Proceedings of the 14th Annual Conference of the Cognitive Science Society (Bloomington, IN), Lawrence Erlbaum., Hillsdale, NJ, pp. 540–545. Gordon, 2000, Integrative neuroscience, 1 Gratton, 1983, A new method for off-line removal of ocular artifact, Electroencephalogr. Clin. Neurophysiol., 55, 468, 10.1016/0013-4694(83)90135-9 Hasselmo, 2002, Neuromodulation, theta rhythm and rat spatial navigation, Neural Networks, 15, 689, 10.1016/S0893-6080(02)00057-6 Herrmann, 2001, Gamma activity in human EEG is related to high speed memory comparisons during object selective attention, Vis. Cognition, 8, 593, 10.1080/13506280143000142 Ho, 2000, Synaptic background activity enhances the responsiveness of neocortical pyramidal neurons, J. Neurophysiol., 84, 1488, 10.1152/jn.2000.84.3.1488 Isaichev, 2001, Rhythmic alpha-activity generators in the human EEG, Neurosci. Behav. Physiol., 31, 49, 10.1023/A:1026622229972 Jefferys, 1996, Neuronal networks for induced ‘40Hz’ rhythms, Trends Neurosci., 19, 202, 10.1016/S0166-2236(96)10023-0 Jirsa, 1996, Field theory of electromagnetic brain activity, Phys. Rev. Lett., 77, 960, 10.1103/PhysRevLett.77.960 Jirsa, 1997, A derivation of a macroscopic field theory of the brain from the quasi-microscopic neural dynamics, Physica D, 99, 503, 10.1016/S0167-2789(96)00166-2 Jonas, 1998, Glutamate- and GABA-mediated synaptic transmission in the principal neuron-interneuron network of the dentate gyrus, J. Physiol.—Proc., 511P, 16 Joyce, 2004, Automatic removal of eye movement and blink artifacts from EEG data using blind component separation, Psychophysiology, 41, 313, 10.1111/j.1469-8986.2003.00141.x Kahana, 1999, Human theta oscillations exhibit task dependence during virtual maze navigation, Nature, 399, 781, 10.1038/21645 Katznelson, 1981, Normal modes of the brain, 401 Kim, 1997, Functional dynamics of GABAergic inhibition in the thalamus, Science, 278, 130, 10.1126/science.278.5335.130 Klausberger, 2003, Brain-state- and cell-type-specific firing of hippocampal interneurons in vivo, Nature, 421, 844, 10.1038/nature01374 Klimesch, 1996, Memory processes, brain oscillations and EEG synchronization, Int. J. Psychophysiol., 24, 61, 10.1016/S0167-8760(96)00057-8 Klimesch, 1999, EEG alpha and theta oscillations reflect cognitive and memory performance, Brain Res. Rev., 29, 169, 10.1016/S0165-0173(98)00056-3 Koch, 1999 LaBerge, 2001, Attention, consciousness, and electrical wave activity within the cortical column, Int. J. Psychophysiol., 43, 5, 10.1016/S0167-8760(01)00176-3 Larson, 1998, Relations between PET-derived measures of thalamic glucose metabolism and EEG alpha power, Psychophysiology, 35, 162, 10.1111/1469-8986.3520162 Lazzaro, 1998, Quantified EEG activity in adolescent attention deficit hyperactivity disorder, Clin. Electroencephalogr., 29, 37, 10.1177/155005949802900111 Le Masson, 2002, Feedback inhibition controls spike transfer in hybrid thalamic circuits, Nature, 417, 854, 10.1038/nature00825 Lehmann, 1971, Multichannel topography of human alpha EEG fields, Electroencephalogr. Clin. Neurophysiol., 31, 439, 10.1016/0013-4694(71)90165-9 Liley, 1994, Intracortical connectivity of pyramidal and stellate cells, Network, 5, 175, 10.1088/0954-898X/5/2/004 Lopes da Silva, 1991, Neural mechanisms underlying brain waves, Electroencephalogr. Clin. Neurophysiol., 79, 81, 10.1016/0013-4694(91)90044-5 Lopes da Silva, 1999, Dynamics of EEGs as signals of neuronal populations, 76 Lopes da Silva, 1974, Model of brain rhythmic activity, Kybernetik, 15, 27, 10.1007/BF00270757 Lopes da Silva, 1990, Basic mechanisms of cerebral rhythmic activities, Electroencephalogra. Clin. Neurophysiol., 76, 481, 10.1016/0013-4694(90)90001-Z Lopes da Silva, 1997, Alpha rhythms, Int. J. Psychophysiol., 26, 237, 10.1016/S0167-8760(97)00767-8 Lumer, 1997, Neural dynamics in a model of the thalamocortical system. I. Layers, loops and the emergence of fast synchronous rhythms, Cereb. Cortex, 7, 207, 10.1093/cercor/7.3.207 Lumer, 1997, Neural dynamics in a model of the thalamocortical system. II. The role of neural synchrony tested through perturbations of spike timing, Cereb. Cortex, 7, 228, 10.1093/cercor/7.3.228 Martinovic, 1998, EEG power spectra of normal preadolescent twins. Gender differences of quantitative EEG maturation, Neurophysiol. Clin., 28, 231, 10.1016/S0987-7053(98)80114-7 McCormick, 1994, Sensory gating mechanisms of the thalamus, Curr. Opin. Neurobiol., 4, 550, 10.1016/0959-4388(94)90056-6 McCormick, 1997, Sleep and arousal, Annu. Rev. Neurosci., 201, 85 Molle, 2002, EEG theta synchronization conjoined with alpha desynchronization indicate intentional encoding, Eur. J. Neurosci., 15, 923, 10.1046/j.1460-9568.2002.01921.x Nicolelis, 1995, Sensorimotor encoding by synchronous neural ensemble activity at multiple levels of the somatosensory system, Science, 268, 1353, 10.1126/science.7761855 Niedermeyer, 1999 Nunez, 1974, Wave-like properties of the alpha rhythm, IEEE Trans. Biomed. Eng., 21, 473, 10.1109/TBME.1974.324336 Nunez, 1995, Continuous linear systems of physics and brain, 369 Nunez, 1995 Nunez, 2002 Nunez, 2001, Spatial–temporal structures of human alpha rhythms, Human Brain Mapping, 13, 125, 10.1002/hbm.1030 O’Connor, S.C., Robinson, P.A., 2003. Wave-number spectrum of electrocorticographic signals. Phys. Rev. E 67, 051912 O’Connor, 2002, Wave-number spectrum of electroencephalographic signals, Phys. Rev. E, 66, 061905, 10.1103/PhysRevE.66.061905 Omori, 1995, Quantitative EEG in never-treated schizophrenic patients, Biol. Psychiatry, 38, 305, 10.1016/0006-3223(95)00300-6 Pfurtscheller, 1992, Event-related Synchronization (ERS), Electroencephalogr. Clin. Neurophysiol., 83, 62, 10.1016/0013-4694(92)90133-3 Pfurtscheller, 1994, Event-related synchronization of mu rhythm in the EEG over the cortical hand area in man, Neurosci. Lett., 174, 93, 10.1016/0304-3940(94)90127-9 Pfurtscheller, 1996, Event-related synchronization (ERS) in the alpha band–an electrophysiological correlate of cortical idling, Int. J. Psychophysiol., 24, 39, 10.1016/S0167-8760(96)00066-9 Press, 1992 Pritchard, 1997, Segregation of the thalamic alpha rhythms from cortical alpha activity using the Savit-Green S-statistic and estimated correlation dimension, Int. J. Psychophysiol., 26, 263, 10.1016/S0167-8760(97)00769-1 Rall, 1967, Distinguishing theoretical synaptic potentials computed for different soma-dendritic distributions of synaptic input, J. Neurophysiol., 30, 1138, 10.1152/jn.1967.30.5.1138 Rennie, 1999, Effects of local feedback on dispersion of electrical waves in the cerebral cortex, Phys. Rev. E, 59, 3320, 10.1103/PhysRevE.59.3320 Rennie, 2000, Mechanisms of cortical electrical activity and the emergence of gamma rhythm, J. Theor. Biol., 205, 17, 10.1006/jtbi.2000.2040 Rennie, 2002, Unified neurophysiological model of EEG spectra and evoked potentials, Biol. Cybern., 86, 457, 10.1007/s00422-002-0310-9 Robinson, 2003, Neurophysical theory of coherence and correlations of electroencephalographic and electrocorticographic signals, J. Theor. Biol., 222, 163, 10.1016/S0022-5193(03)00023-7 Robinson, 1997, Propagation and stability of waves of electrical activity in the cerebral cortex, Phys. Rev. E, 56, 826, 10.1103/PhysRevE.56.826 Robinson, 1998, Steady states and global dynamics of electrical activity in the cerebral cortex, Phys. Rev. E, 58, 3557, 10.1103/PhysRevE.58.3557 Robinson, 2001, Modal analysis of corticothalamic dynamics, electroencephalographic spectra, and evoked potentials, Phys. Rev. E, 63, 1 Robinson, 2001, Prediction of electroencephalographic spectra from neurophysiology, Phys. Rev. E, 63, 1 Robinson, 2002, Dynamics of large-scale brain activity in normal arousal states and epileptic seizures, Phys. Rev. E, 65, 1 Robinson, 2003, Neurophysical modeling of brain dynamics, Neuropsychopharmacology, 28, S74, 10.1038/sj.npp.1300143 Robinson, P.A., Whitehouse, R.W., Rennie, C.J., 2003b. Nonuniform corticothalamic continuum model of EEG spectra with application to split-alpha peaks. Phys. Rev. E 68, 021922 Robinson, 2004, Estimation of neurophysiological of multiscale neurophysiological parameters by EEG means, Human Brain Mapping, 23, 53, 10.1002/hbm.20032 Rowe, 2001, A model of electrophysiological spectra (EEG) in schizophrenia, Schizophr. Res., 41, 208 Rowe, 2002, Neurochemical mechanisms of theta, P2 & P3 abnormalities in attention deficit hyperactivity disorder (ADHD), Int. J. Psychophysiol., 45, 75 Rowe, 2002, Modelling global brain dynamics in sleep & waking, Int. J. Psychophysiol., 45, 76 Rowe, D.L., Robinson, P.A., Harris, A.W., Felmingham, K.L., Lazzaro, I., 2004a. Neurophysiological modelling of tonic cortical activity in Post-traumatic Stress Disorder (PTSD), chronic schizophrenia, First Episode Schizophrenia (FESz) and Attention Deficit Hyperactivity Disorder (ADHD). J. Integrative Neurosci., in press. Rowe, D.L., Robinson, P.A., Gordon, E., 2004b. Stimulant Drug Action in Attention Deficit Hyperactivity Disorder (ADHD): Inference of Neurophysiological Mechanisms via Quantitative Modelling. Clin. Neurophysiol., in press. Rowe, D.L., Robinson, P.A., Lazzaro, I., Williams, L.M., 2004c. Biophysical modelling of tonic measures of cortical activity (EEG) in Attention Deficit Hyperactivity Disorder (ADHD). Int. J. Psychophysiol. submitted manuscript. Rumelhart, 1989, The architecture of mind, 133 Rumelhart, 1986 Semba, 1984, Neural substrates of two different rhythmical vibrissal movements in the rat, Neuroscience, 12, 761, 10.1016/0306-4522(84)90168-4 Semba, 1980, Synchrony among rhythmical facial tremor, neocortical ‘alpha’ waves, and thalamic non-sensory neuronal bursts in intact awake rats, Brain Res., 195, 281, 10.1016/0006-8993(80)90065-7 Shwedyk, 1977, A nonstationary model for the electromyogram, IEEE Trans. Biomed. Eng., 24, 417, 10.1109/TBME.1977.326175 Stehberg, 2001, The visceral sector of the thalamic reticular nucleus in the rat, Neuroscience, 106, 745, 10.1016/S0306-4522(01)00316-5 Steriade, 2000, Corticothalamic resonance, states of vigilance and mentation, Neuroscience, 101, 243, 10.1016/S0306-4522(00)00353-5 Steriade, 1990, Basic mechanisms of cerebral rhythmic activities, Electroencephalogr. Clin. Neurophysiol., 76, 481, 10.1016/0013-4694(90)90001-Z Steriade, 1991, Network modulation of a slow intrinsic oscillation of cat thalamocortical neurons implicated in sleep delta waves, J. Neurosci., 11, 3200, 10.1523/JNEUROSCI.11-10-03200.1991 Steriade, 1993, Intracellular analysis of relations between the slow (<1Hz) neocortical oscillation and other sleep rhythms of the electroencephalogram, J. Neurosci., 13, 3266, 10.1523/JNEUROSCI.13-08-03266.1993 Steriade, 1997 Stulen, 1981, Frequency parameters of the myoelectric signal as a measure of muscle conduction velocity, IEEE Trans. Biomed. Eng., 28, 515, 10.1109/TBME.1981.324738 Suffczynski, 1999, Event-related dynamics of alpha band rhythms, 67 Suffczynski, 2001, Computational model of thalamo-cortical networks, Int. J. Psychophysiol., 43, 25, 10.1016/S0167-8760(01)00177-5 Thomson, 1997, Activity dependent properties of synaptic transmission at two classes of connections made by rat neocortical pyramidal neurons in vitro, J. Physiol., 502, 131, 10.1111/j.1469-7793.1997.131bl.x Thomson, 1996, Single axon IPSPs elicited in pyramidal cells by three classes of interneurones in slices of rat neocortex, J. Physiol., 496, 81, 10.1113/jphysiol.1996.sp021667 Timofeev, 1996, Synaptic responsiveness of cortical and thalamic neurones during various phases of slow sleep oscillation in cat, J. Physiol., 494, 265, 10.1113/jphysiol.1996.sp021489 van Boxtel, 2001, Optimal signal bandwidth for the recording of surface EMG activity of facial, jaw, oral, and neck muscles, Psychophysiology, 38, 22, 10.1111/1469-8986.3810022 van Boxtel, 1983, Changes in electromyogram power spectra of facial and jaw-elevator muscles during fatigue, J. Appl. Physiol., 54, 51, 10.1152/jappl.1983.54.1.51 van Rotterdam, 1982, A model of the spatial–temporal characteristics of the alpha rhythm, Bull. Math. Biol., 44, 283, 10.1007/BF02463252 Varela, 1999, Differential depression at excitatory and inhibitory synapses in visual cortex, J. Neurosci., 19, 4293, 10.1523/JNEUROSCI.19-11-04293.1999 Wang, 1999, Synaptic basis of cortical persistent activity, J. Neurosci., 19, 9587, 10.1523/JNEUROSCI.19-21-09587.1999 Weese, 1999, Attentional orienting is impaired by unilateral lesions of the thalamic reticular nucleus in the rat, J. Neurosci., 19, 10135, 10.1523/JNEUROSCI.19-22-10135.1999 Williams, 2003, Stimulation-induced reset of hippocampal theta in the freely performing rat, Hippocampus, 13, 109, 10.1002/hipo.10082 Williamson, 1997, Study of human occipital alpha rhythm, Int. J. Psychophysiol., 26, 63, 10.1016/S0167-8760(97)00756-3 Wilson, 1973, A mathematical theory of the functional dynamics of cortical and thalamic nervous tissue, Kybernetik, 13, 55, 10.1007/BF00288786 Wright, 2000, Brain dynamics, 139 Wright, J.J., Liley, D.T.J., 1994. A millimetric-scale simulation of electrocortical wave dynamics based on anatomical estimates of cortical synaptic density. Network: Comput. Neural Syst. 5191–201s Wright, 1995, Simulation of electrocortical waves, Biol. Cybern., 72, 347, 10.1007/BF00202790 Yingling, 1976, Selective regulation of thalamic sensory relay nuclei by nucleus reticularis thalami, Electroencephalogr. Clin. Neurophysiol., 41, 476, 10.1016/0013-4694(76)90059-6