Towards dynamical network biomarkers in neuromodulation of episodic migraine

Translational Neuroscience

Volumn 4, Issue 3, 2013, Pages 282-294

  Dahlem, Markus A ^a   Rode, Sebastian ^a   May, Arne ^b   Fujiwara, Naoya ^c,d   Hirata, Yoshito ^d   Aihara, Kazuyuki ^d   Kurths, Jürgen ^a,e,f  

^a HUMBOLDT UNIVERSITY   (Germany)

^b UNIVERSITY MEDICAL CENTER HAMBURG EPPENDORF   (Germany)

^c JAPAN SCIENCE AND TECHNOLOGY AGENCY   (Japan)

^d INSTITUTE OF INDUSTRIAL SCIENCE   (Japan)

^e POTSDAM INSTITUTE FOR CLIMATE IMPACT RESEARCH   (Germany)

^f UNIVERSITY OF ABERDEEN   (United Kingdom)

Author keywords

Biomarkers; Central pattern generator; Hodgkin Huxley models; Migraine; Neuromodulation; Nonlinear dynamics; Pain; Spreading depression

Indexed keywords

BIOLOGICAL MARKER; DYNAMICAL NETWORK BIOMARKER; POTASSIUM ION; SODIUM ION; UNCLASSIFIED DRUG;

BRAIN ISCHEMIA; CENTRAL PATTERN GENERATOR; CHANNEL GATING; CHRONIC DISEASE; DETERIORATION; DISEASE MARKER; ELECTROSTIMULATION; EPISODIC MIGRAINE; GANGLION; HODGKIN HUXLEY EQUATION; HUMAN; ION CONDUCTANCE; MAGNETIC STIMULATION; MATHEMATICAL MODEL; MEMBRANE POTENTIAL; MIGRAINE WITH AURA; MIGRAINE WITHOUT AURA; NERVE CELL NETWORK; NEUROMODULATION; NONLINEAR SYSTEM; PHOTOPHOBIA; PRIMARY HEADACHE; PRIORITY JOURNAL; PRODROMAL SYMPTOM; PTERYGOPALATINE GANGLION; REVIEW; SPREADING CORTICAL DEPRESSION; SUPERIOR SALIVATORY NUCLEUS; TRANSCRANIAL DIRECT CURRENT STIMULATION; TRANSCRANIAL MAGNETIC STIMULATION; TRANSCUTANEOUS NERVE STIMULATION; TRANSFORMED MIGRAINE;

EID: 84892970214     PISSN: 20813856     EISSN: 20816936     Source Type: Journal    
DOI: 10.2478/s13380-013-0127-0     Document Type: Review

References (73)

1. Mackey M.C., Milton J.G., Dynamical diseases, Ann. N. Y. Acad. Sci., 1987, 504, 16-32
2. Milton J., Jung P., Epilepsy as a dynamic disease, Biological and medical physics series, Springer, Berlin, 2003
3. Scheer M., Bascompte J., Brock W.A., Brovkin V., Carpenter S.R., Dakos V., et al., Early-warning signals for critical transitions, Nature, 2009, 461, 53-59
4. Chen L., Liu R., Liu Z.P., Li M., Aihara K., Detecting early-warning signals for sudden deterioration of complex diseases by dynamical network biomarkers, Sci. Rep., 2012, 2, 342
5. Liu R., Li M., Liu Z.P., Wu J., Chen L., Aihara K., Identifying critical transitions and their leading biomolecular networks in complex diseases, Sci. Rep., 2012, 2, 813
6. Liu R., Wang X., Aihara K., Chen L., Early diagnosis of complex diseases by molecular biomarkers, network biomarkers, and dynamical network biomarkers, Med. Res. Rev., 2013, Epub ahead of print, doi: 10.1002/med.21293
7. Liu R., Aihara K., Chen L., Dynamical network biomarkers for identifying critical transitions and their driving networks of biologic processes, Quant. Biol., 2013, 1, 105-114
8. Aihara K., Suzuki H., Theory of hybrid dynamical systems and its applications to biological and medical systems, Philos. Trans. A Math. Phys. Eng. Soc., 2010, 368, 4893-4914
9. Schiff S.J., Towards model-based control of Parkinson's disease, Philos. Trans. A Math. Phys. Eng. Soc., 2010, 368, 2269-2308
10. Terman D., Rubin J.E., Yew A.C., Wilson C.J., Activity patterns in a model for the subthalamopallidal network of the basal ganglia, J. Neurosci., 2002, 22, 2963-2976
11. Rubin J.E., McIntyre C.C., Turner R.S., Wichmann T, Basal ganglia activity patterns in parkinsonism and computational modeling of their downstream effects, Eur. J. Neurosci., 2012, 36, 2213-2228
12. Dahlem M.A., Migraine generator network and spreading depression dynamics as neuromodulation targets in episodic migraine, Chaos, 2013, (in press)
13. Magis D., Schoenen J., Advances and challenges in neurostimulation for headaches, Lancet Neurol., 2012, 11, 708-719
14. Koehler P.J., Boes C.J., A history of non-drug treatment in headache, particularly migraine, Brain, 2010, 133, 2489-2500
15. Wiener N., Cybernetics; or control and communication in the animal and the machine, John Wiley & Sons, New York, 1948
16. Schiff S.J., Neural control engineering: the emerging intersection between control theory and neuroscience, MIT Press, Cambridge, MA, 2011
17. Goodfellow M., Schindler K., Baier G., Self-organised transients in a neural mass model of epileptogenic tissue dynamics, Neuroimage, 2012, 59, 2644-2660
18. Suffczynski P., Lopes da Silva F.H., Parra J., Velis D.N., Bouwman B.M., van Rijn C.M., et al., Dynamics of epileptic phenomena determined from statistics of ictal transitions, IEEE Trans. Biomed. Eng., 2006, 53, 524-532
19. Gin N.J., Ruggiero L., Lipton R.B., Silberstein S.D., Tvedskov J.F., Olesen J., et al., Premonitory symptoms in migraine: an electronic diary study, Neurology, 2003, 60, 935-940
20. Charles A., Migraine is not primarily a vascular disorder, Cephalalgia, 2012, 32, 431-432
21. Olesen J., The international classication of headache disorders, 3rd edition (beta version), Cephalalgia, 2013, 33, 629-808
22. Vincent M., Hadjikhani N., Migraine aura and related phenomena: beyond scotomata and scintillations, Cephalalgia, 2007, 27, 1368-1377
23. Karatas H., Erdener S.E., Gursoy-Ozdemir Y., Lule S., Eren-Kocak E., Sen Z.D., et al., Spreading depression triggers headache by activating neuronal Panx1 channels, Science, 2013, 339, 1092-1095
24. Rasmussen B.K., Olesen J., Migraine with aura and migraine without aura: an epidemiological study, Cephalalgia, 1992, 12, 221-228
25. Ahn A.H., On the temporal relationship between throbbing migraine pain and arterial pulse, Headache, 2010, 50, 1507-1510
26. Mo J., Maizels M., Ding M., Ahn A.H., Does throbbing pain have a brain signature?, Pain, 2013, 154, 1150-1155
27. Brandes J.L., The migraine cycle: patient burden of migraine during and between migraine attacks, Headache, 2008, 48, 430-441
28. Weiller C., May A., Limmroth V., Juptner M., Kaube H., Schayck R.V., et al., Brain stem activation in spontaneous human migraine attacks, Nat. Med., 1995, 1, 658-660
29. Welch K., Nagesh V., Aurora S.K., Gelman N., Periaqueductal gray matter dysfunction in migraine: cause or the burden of illness?, Headache, 2001, 41, 629-637
30. Olesen J., Larsen B., and Lauritzen M., Focal hyperemia followed by spreading oligemia and impaired activation of rCBF in classic migraine, Ann. Neurol., 1981, 9, 344-352
31. Hadjikhani N., Sanchez Del Rio M., Wu O., Schwartz D., Bakker D., Fischl B., et al., Mechanisms of migraine aura revealed by functional MRI in human visual cortex, Proc. Natl. Acad. Sci. USA, 2001, 98, 4687-4692
32. Lauritzen M., Pathophysiology of the migraine aura. The spreading depression theory, Brain, 1994, 117, 199-210
33. Hansen J.M., Lipton R.B., Dodick D.W., Silberstein S.D., Saper J.R., Aurora S.K., et al., Migraine headache is present in the aura phase: a prospective study, Neurology, 2012, 79, 2044-2049
34. Noseda R., Kainz V., Jakubowski M., Gooley J.J., Saper C.B., Digre K., et al., A neural mechanism for exacerbation of headache by light, Nat. Neurosci., 2010, 13, 239-245
35. Summ O., Charbit A.R., Andreou A.P., Goadsby P.J., Modulation of nocioceptive transmission with calcitonin gene-related peptide receptor antagonists in the thalamus, Brain, 2010, 133, 2540-2548
36. Reshodko L.V., Bures J., Computer simulation of reverberating spreading depression in a network of cell automata, Biol. Cybern., 1975, 18, 181-189
37. Dahlem M.A., Müller S.C., Self-induced splitting of spiral-shaped spreading depression waves in chicken retina, Exp. Brain Res., 1997, 115, 319-324
38. Tuckwell H.C., Miura R.M., A mathematical model for spreading cortical depression, Biophys. J., 1978, 23, 257-276
39. Miura R.M., Huang H., Wylie J.J., Cortical spreading depression: an enigma, Eur. Phys. J. Spec. Top., 2007, 147, 287-302
40. Somjen G.G., Mechanisms of spreading depression and hypoxic spreading depression-like depolarization, Physiol. Rev., 2001, 81, 1065-1096
41. Ayata C., Spreading depression and neurovascular coupling, Stroke, 2013, 44 (Suppl. 1), S87-89
42. Chang J.C., Brennan K., He D., Huang H., Miura R.M., Wilson P.L., et al., A mathematical model of the metabolic and perfusion effects on cortical spreading depression, arXiv, 2012, 1207.3563
43. Hodgkin A.L., Huxley A.F., A quantitative description of membrane current and its application to conduction and excitation in nerve, J. Physiol., 1952, 117, 500-544
44. Dreier J.P., Isele T.M., Reiurth C., Kirov S.A., Dahlem M.A., Herreras O., Is spreading depolarization characterized by an abrupt, massive release of Gibbs free energy from the human brain cortex?, Neuroscientist, 2013, 19, 25-42
45. Kager H., Wadman W.J., Somjen G.G., Simulated seizures and spreading depression in a neuron model incorporating interstitial space and ion concentrations, J. Neurophysiol., 2000, 84, 495-512
46. Shapiro B.E., Osmotic forces and gap junctions in spreading depression: a computational model, J. Comput. Neurosci., 2001, 10, 99-120
47. Somjen G.G., Kager H., Wadman W.J., Computer simulations of neuron-glia interactions mediated by ion flux, J. Comput. Neurosci., 2008, 25, 349-365
48. Yao W., Huang H., Miura R.M., A continuum neuronal model for the instigation and propagation of cortical spreading depression, Bull. Math. Biol., 2011, 73, 2773-2790
49. Bressloff P.C., Spatiotemporal dynamics of continuum neural fields, J. Phys. A, 2012, 45, 033001
50. Ullah G., Cressman J.R. Jr., Barreto E., Schiff S.J., The influence of sodium and potassium dynamics on excitability, seizures, and the stability of persistent states: I. network and glial dynamics, J. Comput. Neurosci., 2009, 26, 171-183
51. Dahlem M.A., Hadjikhani N., Migraine aura: retracting particle-like waves in weakly susceptible cortex, PLoS One, 2009, 4, e5007
52. Dahlem M.A., Isele T.M., Transient localized wave patterns and their application to migraine, J. Math. Neurosci, 2013, 3, 7
53. Akhmediev N., Ankiewicz A., Dissipative solitons: from optics to biology and medicine, Lect. Notes Phys., 2008, 751, 1-28
54. Kerner B.S., Osipov V.V., Autosolitons: a new approach to problems of self-organization and turbulence, Kluwer Academic Publishers, Dordrecht, The Netherlands, 1994
55. Strong A.J., Anderson P.J., Watts H.R., Virley D.J., Lloyd A., Irving E.A., et al., Peri-infarct depolarizations lead to loss of perfusion in ischaemic gyrencephalic cerebral cortex, Brain, 2007, 130, 995-1008
56. Dahlem M.A., Müller S.C., Image processing techniques to analyse traveling waves, Forma, 1999, 13, 375-386
57. Dahlem M.A., Graf R., Strong A.J., Dreier J.P., Dahlem Y.A., Sieber M., et al., Two-dimensional wave patterns of spreading depolarization: retracting, re-entrant, and stationary waves, Physica D, 2010, 239, 889-903
58. Dreier J.P., The role of spreading depression, spreading depolarization and spreading ischemia in neurological disease, Nat. Med., 2011, 17, 439-447
59. Grafstein B., Neural release of potassium during spreading depression, In: Brazier M.A. (ed.) Brain function. Cortical excitability and steady potentials, University of California Press, Berkeley, 1963, 87-124
60. Goadsby P.J., Lipton R.B., Ferrari M.D., Migraine - current understanding and treatment, N. Engl. J. Med., 2002, 346, 257-270
61. Schoenen J., Vandersmissen B., Jeangette S., Herroelen L., Vandenheede M., Gérard P., et al., Migraine prevention with a supraorbital transcutaneous stimulator: a randomized controlled trial, Neurology, 2013, 80, 697-704
62. Lipton R.B., Dodick D.W., Silberstein S.D., Saper J.R., Aurora S.K., Pearlman S.H., et al., Single-pulse transcranial magnetic stimulation for acute treatment of migraine with aura: a randomised, doubleblind, parallel-group, sham-controlled trial, Lancet Neurol., 2010, 9, 373-380
63. Ayata C., Cortical spreading depression triggers migraine attack: pro, Headache, 2010, 50, 725-730
64. DaSilva A.F., Mendonca M.E., Zaghi S., Lopes M., DosSantos M.F., Spierings E.L., et al., tDCS-induced analgesia and electrical fields in pain-related neural networks in chronic migraine, Headache, 2012, 52, 1283-1295
65. Antal A., Kriener N., Lang N., Boros K., Paulus W, Cathodal transcranial direct current stimulation of the visual cortex in the prophylactic treatment of migraine, Cephalalgia, 2011, 31, 820-828
66. Burstein R., Jakubowski M., Unitary hypothesis for multiple triggers of the pain and strain of migraine, J. Comp. Neurol., 2005, 493, 9-14
67. Goadsby P.J., Silberstein S.D., Migraine triggers: harnessing the messages of clinical practice, Neurology, 2013, 80, 424-425
68. Hougaard A., Amin F.M., Hauge A.W., Ashina M., Olesen J., Provocation of migraine with aura using natural trigger factors, Neurology, 2013, 80, 428-431
69. Paemeleire K., Goodman A.M., Results of a patient survey for an implantable neurostimulator to treat migraine headaches, J. Headache Pain, 2012, 13, 239-241
70. Tepper S.J., Rezai A., Narouze S., Steiner C., Mohajer P., Ansarinia M., Acute treatment of intractable migraine with sphenopalatine ganglion electrical stimulation, Headache, 2009, 49, 983-989
71. Schoenen J., Jensen R.H., Lantéri-Minet M., Láinez M.J., Gaul C., Goodman A.M., et al., Stimulation of the sphenopalatine ganglion (SPG) for cluster headache treatment. Pathway CH-1: a randomized, sham-controlled study, Cephalalgia, 2013, 33, 816-830
72. Son Y.D., Cho Z.H., Kim H.K., Choi E.J., Lee S.Y., Chi J.G., et al., Glucose metabolism of the midline nuclei raphe in the brainstem observed by PET-MRI fusion imaging, Neuroimage, 2012, 59, 1094-1097
73. Cressman J.R. Jr., Ullah G., Ziburkus J., Schiff S.J., Barreto E., The influence of sodium and potassium dynamics on excitability, seizures, and the stability of persistent states: I. single neuron dynamics, J. Comput. Neurosci., 2009, 26, 159-170