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Dynamics of the brain: Mathematical models and non-invasive experimental studies

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Abstract

Dynamics is an essential aspect of the brain function. In this article we review theoretical models of neural and haemodynamic processes in the human brain and experimental non-invasive techniques developed to study brain functions and to measure dynamic characteristics, such as neurodynamics, neurovascular coupling, haemodynamic changes due to brain activity and autoregulation, and cerebral metabolic rate of oxygen. We focus on emerging theoretical biophysical models and experimental functional neuroimaging results, obtained mostly by functional magnetic resonance imaging (fMRI) and near-infrared spectroscopy (NIRS). We also included our current results on the effects of blood pressure variations on cerebral haemodynamics and simultaneous measurements of fast processes in the brain by near-infrared spectroscopy and a very novel functional MRI technique called magnetic resonance encephalography. Based on a rapid progress in theoretical and experimental techniques and due to the growing computational capacities and combined use of rapidly improving and emerging neuroimaging techniques we anticipate during next decade great achievements in the overall knowledge of the human brain.

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References

  1. V.K. Jirsa, H. Haken, Physical Rev. Lett. 77, 960 (1996)

    Article  ADS  Google Scholar 

  2. V. Jirsa, H. Haken, Physica D: Nonlinear Phenomena 99, 503 (1997)

    Article  MATH  Google Scholar 

  3. F.L. Da Silva, W. Blanes, S.N. Kalitzin, J. Parra, P. Suffczynski, D.N. Velis, Epilepsia 44, 72 (2003)

    Article  Google Scholar 

  4. M. Breakspear, J. Roberts, J.R. Terry, S. Rodrigues, N. Mahant, P. Robinson, Cerebral Cortex 16, 1296 (2006)

    Article  Google Scholar 

  5. S. Coombes, N. Venkov, L. Shiau, I. Bojak, D.T. Liley, C.R. Laing, Phys. Rev. E 76, 051901 (2007)

    Article  MathSciNet  ADS  Google Scholar 

  6. V. Anishchenko, D. Postnov, in Proc. SPIE Optical methods in diagnostic and therapy, edited by Tuchin, Vol. 1981 (SPIE International Society for Optical Engineering, 1993), p. 130

  7. J.T. Gale, R. Amirnovin, Z.M. Williams, A.W. Flaherty, E.N. Eskandar, Neurosc. Biobehavi. Rev. 32, 378 (2008)

    Article  Google Scholar 

  8. T.P. Hauptmann, C. Popovych, O. Expert Rev. Med. Devices 4, 633 (2007)

    Article  Google Scholar 

  9. R. Kennett, J. Neurol. 259, 783 (2012)

    Article  Google Scholar 

  10. R. Hari, R. Salmelin, NeuroImage 61, 386 (2012)

    Article  Google Scholar 

  11. M. Wolf, G. Morren, D. Haensse, T. Karen, U. Wolf, J. Fauchere, H. Bucher, Opto-Electronics Rev. 16, 413 (2008)

    Article  ADS  Google Scholar 

  12. M. Wolf, M. Ferrari, V. Quaresima, J. Biomed. Opt. 12, 062104 (2007)

    Article  ADS  Google Scholar 

  13. V.V. Tuchin, Handbook of Optical Biomedical Diagnostics (SPIE press PM107 Bellingham WA, 2002)

  14. V.V. Tuchin, Tissue Optics: Light Scattering Methods and Instruments for Medical Diagnosis, 2nd edn., PM 166 (SPIE press Bellingham, WA, 2007)

  15. B. Biswal, F. Zerrin Yetkin, V.M. Haughton, J.S. Hyde, Magnetic Resonance Med. 34, 537 (1995)

    Article  Google Scholar 

  16. B.B. Biswal, M. Mennes, X.N. Zuo, S. Gohel, C. Kelly, S.M. Smith, C.F. Beckmann, J.S. Adelstein, R.L. Buckner, S. Colcombe, et al., Proc. National Acad. Sci. 107, 4734 (2010)

    Article  ADS  Google Scholar 

  17. H. Markram, Nat. Rev. Neurosci. 7, 153 (2006)

    Article  Google Scholar 

  18. H. Haken, Brain Dynamics: An Introduction to Models and Simulations (Springer, 2008)

  19. K.J. Friston, L. Harrison, W. Penny, et al., NeuroImage 19, 1273 (2003)

    Article  Google Scholar 

  20. P.A. Valdes-Sosa, J.M. Sanchez-Bornot, R.C. Sotero, Y. Iturria-Medina, Y. Aleman-Gomez, J. Bosch-Bayard, F. Carbonell, T. Ozaki, Human Brain Mapping 30, 2701 (2009)

    Article  Google Scholar 

  21. H.R. Wilson, J.D. Cowan, Biophys. J. 12, 1 (1972)

    Article  ADS  Google Scholar 

  22. J. Kelso, S. Bressler, S. Buchanan, G. DeGuzman, M. Ding, A. Fuchs, T. Holroyd, Phys. Lett. A 169, 134 (1992)

    Article  ADS  Google Scholar 

  23. O. David, K.J. Friston, et al., NeuroImage 20, 1743 (2003)

    Article  Google Scholar 

  24. K.J. Friston, J.T. Ashburner, S.J. Kiebel, T.E. Nichols, W.D. Penny, Statistical Parametric Mapping: The Analysis of Functional Brain Images: The Analysis of Functional Brain Images (Academic Press, 2011)

  25. O. David, S.J. Kiebel, L.M. Harrison, J. Mattout, J.M. Kilner, K.J. Friston, et al., NeuroImage 30, 1255 (2006)

    Article  Google Scholar 

  26. O. David, J.M. Kilner, K.J. Friston, et al., NeuroImage 31, 1580 (2006)

    Article  Google Scholar 

  27. R. Moran, S. Kiebel, K. Stephan, R. Reilly, J. Daunizeau, K. Friston, NeuroImage 37, 706 (2007)

    Article  Google Scholar 

  28. L.E. Clarke, B.A. Barres, Nat. Rev. Neurosci. 14, 311 (2013)

    Article  Google Scholar 

  29. S.G. Tewari, K.K. Majumdar, J. Biol. Phys. 38, 465 (2012)

    Article  Google Scholar 

  30. K. Linkenkaer-Hansen, V.V. Nikulin, J.M. Palva, K. Kaila, R.J. Ilmoniemi, Euro. J. Neurosci. 19, 203 (2004)

    Article  Google Scholar 

  31. J.M. Beggs, D. Plenz, J. Neurosci. 23, 11167 (2003)

    Google Scholar 

  32. B.J. He, J.M. Zempel, A.Z. Snyder, M.E. Raichle, Neuron 66, 353 (2010)

    Article  Google Scholar 

  33. D. Millman, S. Mihalas, A. Kirkwood, E. Niebur, Nat. Phys. 6, 801 (2010)

    Article  Google Scholar 

  34. M. Rubinov, O. Sporns, J.P. Thivierge, M. Breakspear, PLoS Comput. Biol. 7, e1002038 (2011)

    Article  MathSciNet  Google Scholar 

  35. S.S. Poil, R. Hardstone, H.D. Mansvelder, K. Linkenkaer-Hansen, J. Neurosci. 32, 9817 (2012)

    Article  Google Scholar 

  36. H. Markram, HFSP 2, 132 (2008)

    Article  Google Scholar 

  37. R.B. Buxton, E.C. Wong, L.R. Frank, Magnetic Res. Med. 39, 855 (1998)

    Article  Google Scholar 

  38. E.M. Izhikevich, G.M. Edelman, Proc. Nat. Acad. Sci. 105, 3593 (2008)

    Article  ADS  Google Scholar 

  39. J.J. Riera, A. Schousboe, H.S. Waagepetersen, C. Howarth, F. Hyder, NeuroImage 40, 1436 (2008)

    Article  Google Scholar 

  40. R.I. Goldman, J.M. Stern, J. Engel Jr., M.S. Cohen, Neuroreport 13, 2487 (2002)

    Article  Google Scholar 

  41. E. Martınez-Montes, P.A. Valdés-Sosa, F. Miwakeichi, R.I. Goldman, M.S. Cohen, NeuroImage 22, 1023 (2004)

    Article  Google Scholar 

  42. H. Laufs, Human Brain Mapping 29, 762 (2008)

    Article  Google Scholar 

  43. S. Fantini, NeuroImage (in press) (2013)

  44. S. Lloyd-Fox, A. Blasi, C. Elwell, Neurosc. Biobehavi. Rev. 34, 269 (2010)

    Article  Google Scholar 

  45. M. Ferrari, V. Quaresima, NeuroImage 63, 921 (2012)

    Article  Google Scholar 

  46. M. Reinhard, E. Wehrle-Wieland, D. Grabiak, M. Roth, B. Guschlbauer, J. Timmer, C. Weiller, A. Hetzel, J. Neurological Sci. 250, 103 (2006)

    Article  Google Scholar 

  47. A. Rowley, S. Payne, I. Tachtsidis, M. Ebden, J. Whiteley, D. Gavaghan, L. Tarassenko, M. Smith, C. Elwell, D. Delpy, Physiol. Meas. 28, 161 (2007)

    Article  Google Scholar 

  48. R.L. Hughson, M.R. Edwards, D.D. OLeary, J.K. Shoemaker, Stroke 32, 2403 (2001)

    Article  Google Scholar 

  49. J.A. Claassen, B.D. Levine, R. Zhang, J. Appl. Physiol. 106, 153 (2009)

    Article  Google Scholar 

  50. R. Aaslid, M. Blaha, G. Sviri, C.M. Douville, D.W. Newell, Stroke 38, 1465 (2007)

    Article  Google Scholar 

  51. T. Deneux, O. Faugeras, NeuroImage 32, 1669 (2006)

    Article  Google Scholar 

  52. G. Mitsis, R. Zhang, B. Levine, V. Marmarelis, Annals Biomed. Eng. 30, 555 (2002)

    Article  Google Scholar 

  53. M. Latka, M. Turalska, M. Glaubic-Latka, W. Kolodziej, D. Latka, B.J. West, Amer. J. Physiol.-Heart Circu. Physiol. 289, H2272 (2005)

    Article  Google Scholar 

  54. T. Peng, A.B. Rowley, P.N. Ainslie, M.J. Poulin, S.J. Payne, Biomed. Eng., IEEE Trans. 57, 960 (2010)

    Article  Google Scholar 

  55. R.C. Sotero, N.J. Trujillo-Barreto, NeuroImage 35, 149 (2007)

    Article  Google Scholar 

  56. T. Takano, G.F. Tian, W. Peng, N. Lou, W. Libionka, X. Han, M. Nedergaard, Nat. Neurosci. 9, 260 (2005)

    Article  Google Scholar 

  57. D.J. Rossi, Nature Neurosci. 9, 159 (2006)

    Article  Google Scholar 

  58. A. Kleinschmidt, H. Obrig, M. Requardt, K.D. Merboldt, U. Dirnagl, A. Villringer, J. Frahm, J. Cerebral Blood Flow Metabolism 16, 817 (1996)

    Article  Google Scholar 

  59. V. Toronov, A. Webb, J.H. Choi, M. Wolf, A. Michalos, E. Gratton, D. Hueber, Medical Phys. 28, 521 (2001)

    Article  ADS  Google Scholar 

  60. V. Toronov, A. Webb, J.H. Choi, M. Wolf, L. Safonova, U. Wolf, E. Gratton, Opt. Express 9, 417 (2001)

    Article  ADS  Google Scholar 

  61. T. Huppert, R. Hoge, S. Diamond, M.A. Franceschini, D.A. Boas, NeuroImage 29, 368 (2006)

    Article  Google Scholar 

  62. V. Toronov, S. Walker, R. Gupta, J.H. Choi, E. Gratton, D. Hueber, A. Webb, et al., NeuroImage 19, 1521 (2003)

    Article  Google Scholar 

  63. V.Y. Toronov, X. Zhang, A.G. Webb, NeuroImage 34, 1136 (2007)

    Article  Google Scholar 

  64. M.L. Pierro, B. Hallacoglu, A. Sassaroli, J.M. Kainerstorfer, S. Fantini, NeuroImage (in press) (2013)

  65. V. Toronov, M.A. Franceschini, M. Filiaci, S. Fantini, M. Wolf, A. Michalos, E. Gratton, Medical Phys. 27, 801 (2000)

    Article  ADS  Google Scholar 

  66. U. Wolf, V. Toronov, J.H. Choi, R. Gupta, A. Michalos, E. Gratton, M. Wolf, J. Biomed. Opt. 16, 087013 (2011)

    Article  ADS  Google Scholar 

  67. I. Schelkanova, V. Toronov, Biomed. Optics Express 3, 64 (2012)

    Article  Google Scholar 

  68. H. Abarbanel, Analysis of Observed Chaotic Data (Springer-Verlag, 1996)

  69. C. Sparrow, The Lorenz equations: bifurcations, chaos, and strange attractors, Vol. 41 (Springer-Verlag, New York, 1982)

  70. M.D. Papademetriou, I. Tachtsidis, M.J. Elliot, A. Hoskote, C.E. Elwell, J. Biomed. Opt. 17, 0670081 (2012)

    Article  Google Scholar 

  71. T.S. Myllylä, A.A. Elseoud, H.S. Sorvoja, R.A. Myllylä, J.M. Harja, J. Nikkinen, O. Tervonen, V. Kiviniemi, J. Biophotonics 4, 98 (2011)

    Article  Google Scholar 

  72. M. Jenkinson, C.F. Beckmann, T.E. Behrens, M.W. Woolrich, S.M. Smith, NeuroImage 62, 782 (2012)

    Article  Google Scholar 

  73. M. Jenkinson, P. Bannister, M. Brady, S. Smith, et al., NeuroImage 17, 825 (2002)

    Article  Google Scholar 

  74. S.M. Smith, Human Brain Mapping 17, 143 (2002)

    Article  Google Scholar 

  75. J.C. Mazziotta, A.W. Toga, A. Evans, P. Fox, J. Lancaster, et al., NeuroImage 2, 89 (1995)

    Article  Google Scholar 

  76. R.W. Cox, et al., Comput. Biomed. Res. 29, 162 (1996)

    Article  ADS  Google Scholar 

  77. Q. Jiao, G. Lu, Z. Zhang, Y. Zhong, Z. Wang, Y. Guo, K. Li, M. Ding, Y. Liu, Human Brain Mapping 32, 154 (2011)

    Article  Google Scholar 

  78. M. van den Heuvel, R. Mandl, J. Luigjes, H.H. Pol, J. Neurosci. 28, 10844 (2008)

    Article  Google Scholar 

  79. H.L. Lee, B. Zahneisen, T. Hugger, P. LeVan, J. Hennig, NeuroImage (2012)

  80. J. Assländer, B. Zahneisen, T. Hugger, M. Reisert, H.L. Lee, P. LeVan, J. Hennig, NeuroImage (2013)

  81. B. Zahneisen, T. Hugger, K.J. Lee, P. LeVan, M. Reisert, H.L. Lee, J. Assländer, M. Zaitsev, J. Hennig, Magnetic Res. Med. 68, 484 (2012)

    Article  Google Scholar 

  82. H. Sorvoja, T. Myllylä, M.Y. Kirillin, E.A. Sergeeva, R.A. Myllylä, A. Elseoud, J. Nikkinen, O. Tervonen, V. Kiviniemi, Quantum Electronics 40, 1067 (2010)

    ADS  Google Scholar 

  83. A.V. Gorshkov, M.Y. Kirillin, J. Comput. Sci. 3, 498 (2012)

    Article  Google Scholar 

  84. K. Kurihara, H. Kawaguchi, T. Obata, H. Ito, K. Sakatani, E. Okada, Biomed. Optics Express 3, 2121 (2012)

    Article  Google Scholar 

  85. V. Parpura, G.A. Silva, P.A. Tass, K.E. Bennet, M. Meyyappan, J. Koehne, K.H. Lee, R.J. Andrews, J. Neurochem. 124, 436 (2013)

    Article  Google Scholar 

  86. G. Gratton, P. Corballis, E. Cho, M. Fabiani, D. Hood, Psychophysiology 32, 505 (1995)

    Article  Google Scholar 

  87. M. Wolf, U. Wolf, J.H. Choi, V. Toronov, L. Adelina Paunescu, A. Michalos, E. Gratton, Psychophysiology 40, 521 (2003)

    Article  Google Scholar 

  88. G. Morren, M. Wolf, P. Lemmerling, U. Wolf, J.H. Choi, E. Gratton, L. De Lathauwer, S. Van Huffel, Med. Biological Eng. Comput. 42, 92 (2004)

    Article  Google Scholar 

  89. M.A. Franceschini, D.A. Boas, et al., NeuroImage 21, 372 (2004)

    Article  Google Scholar 

  90. A.V. Medvedev, J. Kainerstorfer, S.V. Borisov, R.L. Barbour, J. VanMeter, Brain Res. 1236, 145 (2008)

    Article  Google Scholar 

  91. G. Yu, T. Durduran, C. Zhou, R. Cheng, A. Yodh, Near-infrared diffuse correlation spectroscopy for assessment of issue blood flow, in Handbook of Biomedical Optics, edited by Boas, D.A. , Pitris, C. , Ramanujam, N. (CRC Press: Boca Raton, 2011), p. 195

  92. Y. Zhao, X. Liu, W. Zhou, S. Zeng, Appl. Phys. Lett. 97, 063703 (2010)

    Article  ADS  Google Scholar 

  93. P.A. Lapchak, L. De Taboada, Brain Res. 1306, 100 (2010)

    Article  Google Scholar 

  94. P.A. Lapchak, Annals Med. 42, 576 (2010)

    Article  Google Scholar 

  95. V. Kiviniemi, Human Brain Mapping 29, 810 (2008)

    Article  Google Scholar 

  96. B.A. Vern, B.J. Leheta, V.C. Juel, J. LaGuardia, P. Graupe, W.H. Schuette, Brain Res. 775, 233 (1997)

    Article  Google Scholar 

  97. Y. Tong, et al., NeuroImage 53, 553 (2010)

    Article  Google Scholar 

  98. Y. Tong, L.M. Hocke, L.D. Nickerson, S.C. Licata, K.P. Lindsey, et al., NeuroImage (2013)

  99. T.E. Lund, Magnetic Res. Med. 46, 628 (2001)

    Article  Google Scholar 

  100. K.J. Friston, in fMRI Techniques and Protocols (Springer, 2009), p. 237

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Toronov, V., Myllylä, T., Kiviniemi, V. et al. Dynamics of the brain: Mathematical models and non-invasive experimental studies. Eur. Phys. J. Spec. Top. 222, 2607–2622 (2013). https://doi.org/10.1140/epjst/e2013-02041-8

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