Complexity in neuronal noise depends on network interconnectivity

Annals of Biomedical Engineering

Volumn 39, Issue 6, 2011, Pages 1768-1778

  Serletis, Demitre ^a,b,c   Zalay, Osbert C ^c   Valiante, Taufik A ^a   Bardakjian, Berj L ^c   Carlen, Peter L ^a,b,c  

^a TORONTO WESTERN HOSPITAL   (Canada)

^b UNIVERSITY OF TORONTO   (Canada)

^c UNIVERSITY OF TORONTO   (Canada)

Author keywords

Complexity; Hippocampus; Membrane potential; Network dynamics; Noise like activity; Signal analysis

Indexed keywords

COMPLEXITY; HIPPOCAMPUS; MEMBRANE POTENTIAL; NETWORK DYNAMICS; NOISE-LIKE ACTIVITY;

BEHAVIORAL RESEARCH; BRAIN; DYNAMICAL SYSTEMS; DYNAMICS; MAMMALS; NEURONS;

NEURAL NETWORKS;

ANIMAL; ARTICLE; BIOLOGICAL MODEL; CELL JUNCTION; CYTOLOGY; MOUSE; PHYSIOLOGY; PYRAMIDAL NERVE CELL; SYNAPSE; SYNAPTIC TRANSMISSION;

ANIMALS; GAP JUNCTIONS; MICE; MODELS, NEUROLOGICAL; PYRAMIDAL CELLS; SYNAPSES; SYNAPTIC TRANSMISSION;

EID: 79958834410     PISSN: 00906964     EISSN: 15739686     Source Type: Journal    
DOI: 10.1007/s10439-011-0281-x     Document Type: Article

References (53)

1. JS Anderson I Lampl DC Gillespie D Ferster 2000 The contribution of noise to contrast invariance of orientation tuning in cat visual cortex Science 290 1968 1972 11110664 10.1126/science.290.5498.1968 1:CAS:528:DC%2BD3cXoslKgs7k%3D
2. BB Averbeck PE Latham A Pouget 2006 Neural correlations, population coding and computation Nat. Rev. Neurosci. 7 358 366 16760916 10.1038/nrn1888 1:CAS:528:DC%2BD28Xks1OjtLY%3D
3. BB Averbeck D Lee 2006 Effects of noise correlations on information encoding and decoding J. Neurophysiol. 95 3633 3644 16554512 10.1152/jn.00919.2005 (Pubitemid 43846170)
4. Bak, P. How Nature Works: The Science of Self-Organized Criticality. New York: Copernicus, 1996.
5. AL Barabasi 2009 Scale-free networks: a decade and beyond Science 325 412 413 19628854 10.1126/science.1173299 1:CAS:528:DC%2BD1MXovVCht78%3D
6. A-L Barabási R Albert 1999 Emergence of scaling in random networks Science 286 509 512 10521342 10.1126/science.286.5439.509
7. Basar, E. Brain natural frequencies are causal factors for resonances and induced rhythms. In: Induced Rhythms in the Brain, edited by E. Basar, and T. H. Bullock. Boston: Birkhäuser, 1992.
8. Beuter, A. Nonlinear Dynamics in Physiology and Medicine. New York: Springer, 2003.
9. Buzsáki, G. Rhythms of the Brain. New York: Oxford University Press, 2006.
10. AW Chiu SS Jahromi H Khosravani PL Carlen BL Bardakjian 2006 The effects of high-frequency oscillations in hippocampal electrical activities on the classification of epileptiform events using artificial neural networks J. Neural. Eng. 3 9 20 16510938 10.1088/1741-2560/3/1/002 (Pubitemid 43332367)
11. WT Cochran, et al. 1967 What is the fast Fourier transform? Proc. IEEE. 55 1664 1674 10.1109/PROC.1967.5957
12. DeFelice, L. J. Introduction to Membrane Noise. New York: Plenum Press, 1981.
13. M Derchansky SS Jahromi M Mamani DS Shin A Sik PL Carlen 2008 Transition to seizures in the isolated immature mouse hippocampus: a switch from dominant phasic inhibition to dominant phasic excitation J. Physiol. 586 477 494 17991696 10.1113/jphysiol.2007.143065 1:CAS:528:DC%2BD1cXhsFSisLY%3D
14. M Derchansky, et al. 2004 Model of frequent, recurrent, and spontaneous seizures in the intact mouse hippocampus Hippocampus 14 935 947 15390177 10.1002/hipo.20007 1:STN:280:DC%2BD2cngsF2mtg%3D%3D (Pubitemid 40073655)
15. A Destexhe M Rudolph D Pare 2003 The high-conductance state of neocortical neurons in vivo Nat. Rev. Neurosci. 4 739 751 12951566 10.1038/nrn1198 1:CAS:528:DC%2BD3sXmvVWksbo%3D (Pubitemid 37280153)
16. K Diba HA Lester C Koch 2004 Intrinsic noise in cultured hippocampal neurons: experiment and modeling J. Neurosci. 24 9723 9733 15509761 10.1523/JNEUROSCI.1721-04.2004 1:CAS:528:DC%2BD2cXpvFOqsrY%3D (Pubitemid 39441528)
17. AA Faisal LP Selen DM Wolpert 2008 Noise in the nervous system Nat. Rev. Neurosci. 9 292 303 18319728 10.1038/nrn2258 1:CAS:528:DC%2BD1cXjsFCks78%3D (Pubitemid 351430828)
18. Gleick, J. Chaos: Making a New Science. New York: Penguin Books, 1988.
19. P Grassberger I Procaccia 1983 Measuring the strangeness of strange attractors Phys. D. 9 189 208 10.1016/0167-2789(83)90298-1
20. JM Hausdorff C Peng 1996 Multiscaled randomness: a possible source of 1/f noise in biology Phys. Rev. E. Stat. Phys. Plasmas Fluids 54 2154 2157 1:CAS:528:DyaK28XltF2jtro%3D (Pubitemid 126589565)
21. B Hoop CK Peng 2000 Fluctuations and fractal noise in biological membranes J. Membr. Biol. 177 177 185 11014856 10.1007/s002320010001 1:CAS:528:DC%2BD3cXns1CltLk%3D (Pubitemid 32268855)
22. Iasemidis, L. D., J. C. Principe, and J. C. Sackellares. Measurement and quantification of spatio-temporal dynamics of human epileptic seizures. In: Nonlinear Signal Processing in Medicine, edited by M. Akay. New York: IEEE Press, 1999.
23. GA Jacobson, et al. 2005 Subthreshold voltage noise of rat neocortical pyramidal neurones J. Physiol. 564 145 160 15695244 10.1113/jphysiol.2004.080903 1:CAS:528:DC%2BD2MXjs1CntL0%3D (Pubitemid 40542194)
24. I Khalilov, et al. 1997 A novel in vitro preparation: the intact hippocampal formation Neuron 19 743 749 9354321 10.1016/S0896-6273(00)80956-3 1:CAS:528:DyaK2sXntFers7g%3D (Pubitemid 27471379)
25. H Korn P Faure 2003 Is there chaos in the brain? Experimental evidence and related models C R Biol. 326 787 840 14694754 10.1016/j.crvi.2003.09.011 (Pubitemid 37493099)
26. W Li 1991 Absence of 1/f spectra in Dow Jones daily average IJBC 1 583 597
27. Llinás, R. R. I of the Vortex: From Neurons to Self. Cambridge: MIT Press, 2001.
28. FH Lopes da Silva JP Pijn D Velis PCG Nijssen 1997 Alpha rhythms: noise, dynamics and models Int. J. Psychophysiol. 26 237 249 9203006 10.1016/S0167-8760(97)00767-8 1:STN:280:DyaK2szks1Gruw%3D%3D (Pubitemid 27277697)
29. G Maccaferri 2005 Stratum oriens horizontal interneurone diversity and hippocampal network dynamics J. Physiol. 562 73 80 15498801 10.1113/jphysiol. 2004.077081 1:CAS:528:DC%2BD2MXotleltQ%3D%3D (Pubitemid 40207786)
30. CJ McBain 1994 Hippocampal inhibitory neuron activity in the elevated potassium model of epilepsy J. Neurophysiol. 72 2853 2863 7897494 1:STN:280:DyaK2M3gsFaguw%3D%3D (Pubitemid 24382112)
31. SP Nair, et al. 2009 An investigation of EEG dynamics in an animal model of temporal lobe epilepsy using the maximum Lyapunov exponent Exp. Neurol. 216 115 121 19100262 10.1016/j.expneurol.2008.11.009
32. Nicolis, G., and I. Prigogine. Exploring Complexity: An Introduction. New York: W.H. Freeman, 1989.
33. N Packard J Crutchfield D Farmer R Shaw 1980 Geometry from a time series Phys. Rev. Lett. 45 712 716 10.1103/PhysRevLett.45.712
34. E-H Park Z Feng DM Durand 2008 Diffusive coupling and network periodicity: a computational study Biophys. J. 95 1126 1137 18441034 10.1529/biophysj.108.129239 1:CAS:528:DC%2BD1cXovFWht7o%3D
35. M Rudolph A Destexhe 2004 Inferring network activity from synaptic noise J. Physiol. Paris 98 452 466 16289550 10.1016/j.jphysparis.2005.09.015 (Pubitemid 41750996)
36. M Rudolph Z Piwkowska M Badoual T Bal A Destexhe 2004 A method to estimate synaptic conductances from membrane potential fluctuations J. Neurophysiol. 91 2884 2896 15136605 10.1152/jn.01223.2003 (Pubitemid 38649791)
37. E Schneidman B Freedman I Segev 1998 Ion channel stochasticity may be critical in determining the reliability and precision of spike timing Neural. Comput. 10 1679 1703 9744892 10.1162/089976698300017089 1:STN:280: DyaK1cvis1eksA%3D%3D (Pubitemid 128463678)
38. Serletis, D. A Complexity Analysis of Noise-Like Activity in the Nervous System and its Application to Brain State Classification and Identification in Epilepsy. Ph.D. Thesis, Department of Physiology and the Institute of Biomaterials and Biomedical Engineering, University of Toronto, 2010.
39. C Silva IR Pimentel A Andrade JP Foreid E Ducla-Soares 1999 Correlation dimension maps of EEG from epileptic absences Brain Topogr. 11 201 209 10217444 10.1023/A:1022281712161 1:STN:280:DyaK1M3jtFOqtA%3D%3D (Pubitemid 29178843)
40. MW Slutzky P Cvitanovic DJ Mogul 2001 Deterministic chaos and noise in three in vitro hippocampal models of epilepsy Ann. Biomed. Eng. 29 607 618 11501625 10.1114/1.1380419 1:STN:280:DC%2BD3MvlsFCmug%3D%3D (Pubitemid 32779967)
41. WC Stacey DM Durand 2001 Synaptic noise improves detection of subthreshold signals in hippocampal CA1 neurons J. Neurophysiol. 86 1104 1112 11535661 1:STN:280:DC%2BD3Mvptleitw%3D%3D (Pubitemid 32847761)
42. PN Steinmetz A Manwani C Koch M London I Segev 2000 Subthreshold voltage noise due to channel fluctuations in active neuronal membranes J. Comput. Neurosci. 9 133 148 11030518 10.1023/A:1008967807741 1:STN:280: DC%2BD3cvnvVOkug%3D%3D
43. CF Stevens 1972 Inferences about membrane properties from electrical noise measurements Biophys. J. 12 1028 1047 5044577 10.1016/S0006-3495(72)86141- 1 1:CAS:528:DyaE38Xlt1ejtbw%3D
44. P Suffczynski S Kalitzin FH Lopes da Silva 2004 Dynamics of non-convulsive epileptic phenomena modeled by a bistable neuronal network Neuroscience 126 467 484 15207365 10.1016/j.neuroscience.2004.03.014 1:CAS:528:DC%2BD2cXltVCjt7c%3D (Pubitemid 38780823)
45. Takens, F. Detecting strange attractors in turbulance. In: Dynamical Systems and Turbulence, Lecture Notes in Math, edited by D. A. Rand, and L. S. Young. Berlin: Springer-Verlag, 1981.
46. D Takeshita YD Sato S Bahar 2007 Transitions between multistable states as a model of epileptic seizure dynamics Phys. Rev. E Stat. Nonlinear Soft Matter Phys. 75 1 5 10.1103/PhysRevE.75.051925 (Pubitemid 47140144)
47. J Theiler 1990 Estimating fractal dimension J. Opt. Soc. Am. A 7 1055 1073 10.1364/JOSAA.7.001055
48. TA Valiante JL Perez Velazquez SS Jahromi PL Carlen 1995 Coupling potentials in CA1 neurons during a calcium-free-induced field burst activity J. Neurosci. 15 6946 6956 7472451 1:CAS:528:DyaK2MXovFWgs7w%3D
49. PD Welch 1967 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 Electroacoust. 15 70 73 10.1109/TAU.1967.1161901
50. A Yaron-Jakoubovitch GA Jacobson C Koch I Segev Y Yarom 2008 A paradoxical isopotentiality: a spatially uniform noise spectrum in neocortical pyramidal cells Front. Cell. Neurosci. 2 3 18946518 10.3389/neuro.03.003.2008
51. Zhang, X.-L. Network Synchrony of Gabaergic Interneurons in the Intact Hippocampus: Role of Electrotonic Coupling. Ph.D. Thesis, Department of Physiology, University of Toronto, 2002.
52. L Zhang K Krnjevic 1993 Whole-cell recording of anoxic effects on hippocampal neurons in slices J. Neurophysiol. 69 118 127 8381854 1:CAS:528:DyaK3sXkt1Grt70%3D (Pubitemid 23071089)
53. XL Zhang L Zhang PL Carlen 2004 Electrotonic coupling between stratum oriens interneurones in the intact in vitro mouse juvenile hippocampus J. Physiol. 558 825 839 15194737 10.1113/jphysiol.2004.065649 1:CAS:528: DC%2BD2cXntFertLw%3D (Pubitemid 39199107)