Imaging human brain networks to improve the clinical efficacy of non-invasive brain stimulation

Neuroscience and Biobehavioral Reviews

Volumn 57, Issue , 2015, Pages 187-198

  Sale, Martin V ^a   Mattingley, Jason B ^a   Zalesky, Andrew ^b,c   Cocchi, Luca ^a  

^a UNIVERSITY OF QUEENSLAND   (Australia)

^b UNIVERSITY OF MELBOURNE   (Australia)

^c The University of Melbourne   (Australia)

Author keywords

Connectivity; Connectomics; Depression; EEG; FMRI; Networks; Neurology; OCD; Psychiatry; RTMS; Schizophrenia; Stroke; TDCS; Transcranial magnetic stimulation (TMS)

Indexed keywords

BOLD SIGNAL; BRAIN DEPTH STIMULATION; BRAIN FUNCTION; BRAIN MAPPING; BRAIN RADIOGRAPHY; BRAIN REGION; CEREBROVASCULAR ACCIDENT; CLINICAL EFFECTIVENESS; CONNECTOME; CORTICAL SYNCHRONIZATION; DEPRESSION; ELECTROCONVULSIVE THERAPY; ELECTROENCEPHALOGRAM; EVOKED RESPONSE; HUMAN; LONG TERM DEPRESSION; LONG TERM POTENTIATION; NERVE CELL; NERVE CELL NETWORK; NON INVASIVE MEASUREMENT; NONHUMAN; OBSESSIVE COMPULSIVE DISORDER; PRIORITY JOURNAL; REVIEW; SCHIZOPHRENIA; SIGNAL NOISE RATIO; TRANSCRANIAL ELECTRICAL STIMULATION; TRANSCRANIAL MAGNETIC STIMULATION; TREATMENT RESPONSE; BRAIN DISEASES; MENTAL DISORDERS; NEUROIMAGING; PATHOPHYSIOLOGY; PROCEDURES; TRANSCRANIAL DIRECT CURRENT STIMULATION;

BRAIN DISEASES; HUMANS; MENTAL DISORDERS; NERVE NET; NEUROIMAGING; TRANSCRANIAL DIRECT CURRENT STIMULATION; TRANSCRANIAL MAGNETIC STIMULATION;

EID: 84951981961     PISSN: 01497634     EISSN: 18737528     Source Type: Journal    
DOI: 10.1016/j.neubiorev.2015.09.010     Document Type: Review

References (167)

1. Ahn H.M., Kim S.E., Kim S.H. The effects of high-frequency rTMS over the left dorsolateral prefrontal cortex on reward responsiveness. Brain Stimul. 2013, 6:310-314.
2. Alstott J., Breakspear M., Hagmann P., Cammoun L., Sporns O. Modeling the impact of lesions in the human brain. PLoS Comput. Biol. 2009, 5:e1000408.
3. Andrews S.C., Hoy K.E., Enticott P.G., Daskalakis Z.J., Fitzgerald P.B. Improving working memory: the effect of combining cognitive activity and anodal transcranial direct current stimulation to the left dorsolateral prefrontal cortex. Brain Stimul. 2011, 4:84-89.
4. Antal A., Boros K., Poreisz C., Chaieb L., Terney D., Paulus W. Comparatively weak after-effects of transcranial alternating current stimulation (tACS) on cortical excitability in humans. Brain Stimul. 2008, 1:97-105.
5. Antal A., Chaieb L., Moliadze V., Monte-Silva K., Poreisz C., Thirugnanasambandam N., et al. Brain-derived neurotrophic factor (BDNF) gene polymorphisms shape cortical plasticity in humans. Brain Stimul. 2010, 3:230-237.
6. Antal A., Terney D., Poreisz C., Paulus W. Towards unravelling task-related modulations of neuroplastic changes induced in the human motor cortex. Eur. J. Neurosci. 2007, 26:2687-2691.
7. Antal A., Varga E.T., Kincses T.Z., Nitsche M.A., Paulus W. Oscillatory brain activity and transcranial direct current stimulation in humans. Neuroreport 2004, 15:1307-1310.
8. Anticevic A., Hu X., Xiao Y., Hu J., Li F., Bi F., et al. Early-course unmedicated schizophrenia patients exhibit elevated prefrontal connectivity associated with longitudinal change. J. Neurosci. 2015, 35:267-286.
9. Balconi M., Ferrari C. Left DLPFC rTMS stimulation reduced the anxiety bias effect or how to restore the positive memory processing in high-anxiety subjects. Psychiatry Res. 2013, 209:554-559.
10. Bashir S., Perez J.M., Horvath J.C., Pena-Gomez C., Vernet M., Capia A., et al. Differential effects of motor cortical excitability and plasticity in young and old individuals: a transcranial magnetic stimulation (TMS) study. Front. Aging Neurosci. 2014, 6:111.
11. Bassett D.S., Bullmore E.T. Human brain networks in health and disease. Curr. Opin. Neurol. 2009, 22:340-347.
12. Baudewig J., Nitsche M.A., Paulus W., Frahm J. Regional modulation of BOLD MRI responses to human sensorimotor activation by transcranial direct current stimulation. Magn. Reson. Med. 2001, 45:196-201.
13. Bauer M., Kluge C., Bach D., Bradbury D., Heinze H.J., Dolan R.J., et al. Cholinergic enhancement of visual attention and neural oscillations in the human brain. Curr. Biol. 2012, 22:397-402.
14. Berlim M.T., Neufeld N.H., Van den Eynde F. Repetitive transcranial magnetic stimulation (rTMS) for obsessive-compulsive disorder (OCD): an exploratory meta-analysis of randomized and sham-controlled trials. J. Psychiatr. Res. 2013, 47:999-1006.
15. Bernard J.A., Seidler R.D. Evidence for motor cortex dedifferentiation in older adults. Neurobiol. Aging 2012, 33:1890-1899.
16. Bestmann S., Baudewig J., Siebner H.R., Rothwell J.C., Frahm J. Functional MRI of the immediate impact of transcranial magnetic stimulation on cortical and subcortical motor circuits. Eur. J. Neurosci. 2004, 19:1950-1962.
17. Betzel R.F., Byrge L., He Y., Goni J., Zuo X.N., Sporns O. Changes in structural and functional connectivity among resting-state networks across the human lifespan. Neuroimage 2014, 102P2:345-357.
18. Bi Y., He Y. Connectomics reveals faulty wiring patterns for depressed brain. Biol. Psychiatry 2014, 76:515-516.
19. Bindman L.J., Lippold O.C., Redfearn J.W. The action of brief polarizing currents on the cerebral cortex of the rat (1) during current flow and (2) in the production of long-lasting after-effects. J. Physiol. 1964, 172:369-382.
20. Biswal B., Yetkin F.Z., Haughton V.M., Hyde J.S. Functional connectivity in the motor cortex of resting human brain using echo-planar MRI. Magn. Reson. Med. 1995, 34:537-541.
21. Borich M., Arora S., Kimberley T.J. Lasting effects of repeated rTMS application in focal hand dystonia. Restor. Neurol. Neurosci. 2009, 27:55-65.
22. Brighina F., Bisiach E., Oliveri M., Piazza A., La Bua V., Daniele O., et al. 1Hz repetitive transcranial magnetic stimulation of the unaffected hemisphere ameliorates contralesional visuaspatial neglect in humans. Neurosci. Lett. 2003, 336:131-133.
23. Bullmore E., Sporns O. Complex brain networks: graph theoretical analysis of structural and functional systems. Nat. Rev. Neurosci. 2009, 10:186-198.
24. Bullmore E., Sporns O. The economy of brain network organization. Nat. Rev. Neurosci. 2012, 13:336-349.
25. Cardenas-Morales L., Gron G., Kammer T. Exploring the after-effects of theta burst magnetic stimulation on the human motor cortex: a functional imaging study. Hum. Brain Mapp. 2011, 32:1948-1960.
26. Catani M., Dell'acqua F., Thiebaut de Schotten M. A revised limbic system model for memory, emotion and behaviour. Neurosci. Biobehav. Rev. 2013, 37:1724-1737.
27. Chan M.Y., Park D.C., Savalia N.K., Petersen S.E., Wig G.S. Decreased segregation of brain systems across the healthy adult lifespan. Proc. Natl. Acad. Sci. U.S.A. 2014, 111:E4997-E5006.
28. Cheeran B., Talelli P., Mori F., Koch G., Suppa A., Edwards M., et al. A common polymorphism in the brain-derived neurotrophic factor gene (BDNF) modulates human cortical plasticity and the response to rTMS. J. Physiol. 2008, 586:5717-5725.
29. Cirillo J., Lavender A.P., Ridding M.C., Semmler J.G. Motor cortex plasticity induced by paired associative stimulation is enhanced in physically active individuals. J. Physiol. 2009, 587:5831-5842.
30. Cocchi L., Schenk F., Volken H., Bovet P., Parnas J., Vianin P. Visuo-spatial processing in a dynamic and a static working memory paradigm in schizophrenia. Psychiatry Res. 2007, 152:129-142.
31. Cocchi L., Bosisio F., Berchtold A., Orita A., Debbane M., Wood S.J., et al. Visuospatial encoding deficits and compensatory strategies in schizophrenia revealed by eye movement analysis during a working memory task. Acta Neuropsychiatr. 2009, 21:75-83.
32. Cocchi L., Bosisio F., Carter O., Wood S.J., Berchtold A., Conus P., et al. Visuospatial working memory deficits and visual pursuit impairments are not directly related in schizophrenia. Aust. NZ J. Psychiatry 2009, 43:766-774.
33. Cocchi L., Debbane M., Vianin P., Bircher R., Roulin S., Conus P., et al. Encoding dysfunctions in a dynamic-static paradigm for visuospatial working memory in first-episode psychosis patients: a 2-year follow-up study. Early Interv. Psychiatry 2009, 3:44-51.
34. Cocchi L., Harding I.H., Lord A., Pantelis C., Yucel M., Zalesky A. Disruption of structure-function coupling in the schizophrenia connectome. Neuroimage Clin. 2014, 4:779-787.
35. Cocchi L., Harrison B.J., Pujol J., Harding I.H., Fornito A., Pantelis C., et al. Functional alterations of large-scale brain networks related to cognitive control in obsessive-compulsive disorder. Hum. Brain Mapp. 2012, 33:1089-1106.
36. Cocchi L., Zalesky A., Fornito A., Mattingley J.B. Dynamic cooperation and competition between brain systems during cognitive control. Trends Cogn. Sci. 2013, 17:493-501.
37. Cocchi L., Sale M.V., Lord A., Zalesky A., Breakspear M., Mattingley J.B. Dissociable effects of local inhibitory and excitatory theta-burst stimulation on large-scale brain dynamics. J. Neurophysiol. 2015, 113:3375-3385.
38. Collin G., Sporns O., Mandl R.C., van den Heuvel M.P. Structural and functional aspects relating to cost and benefit of rich club organization in the human cerebral cortex. Cereb. Cortex 2014, 24:2258-2267.
39. Deserno L., Sterzer P., Wustenberg T., Heinz A., Schlagenhauf F. Reduced prefrontal-parietal effective connectivity and working memory deficits in schizophrenia. J. Neurosci. 2012, 32:12-20.
40. Devor A., Bandettini P.A., Boas D.A., Bower J.M., Buxton R.B., Cohen L.B., et al. The challenge of connecting the dots in the B.R.a.I.N. Neuron 2013, 80:270-274.
41. Drevets W.C., Price J.L., Furey M.L. Brain structural and functional abnormalities in mood disorders: implications for neurocircuitry models of depression. Brain Struct. Funct. 2008, 213:93-118.
42. Eldaief M.C., Halko M.A., Buckner R.L., Pascual-Leone A. Transcranial magnetic stimulation modulates the brain's intrinsic activity in a frequency-dependent manner. Proc. Natl. Acad. Sci. U.S.A. 2011, 108:21229-21234.
43. Ferrarelli F., Sarasso S., Guller Y., Riedner B.A., Peterson M.J., Bellesi M., et al. Reduced natural oscillatory frequency of frontal thalamocortical circuits in schizophrenia. Arch. Gen. Psychiatry 2012, 69:766-774.
44. Filippi M., van den Heuvel M.P., Fornito A., He Y., Hulshoff Pol H.E., Agosta F., et al. Assessment of system dysfunction in the brain through MRI-based connectomics. Lancet Neurol. 2013, 12:1189-1199.
45. Filmer H.L., Dux P.E., Mattingley J.B. Applications of transcranial direct current stimulation for understanding brain function. Trends Neurosci. 2014.
46. Fitzgerald P.B., Hoy K., McQueen S., Maller J.J., Herring S., Segrave R., et al. A randomized trial of rTMS targeted with MRI based neuro-navigation in treatment-resistant depression. Neuropsychopharmacology 2009, 34:1255-1262.
47. Fitzgerald K.D., Stern E.R., Angstadt M., Nicholson-Muth K.C., Maynor M.R., Welsh R.C., et al. Altered function and connectivity of the medial frontal cortex in pediatric obsessive-compulsive disorder. Biol. Psychiatry 2010, 68:1039-1047.
48. Floel A. tDCS-enhanced motor and cognitive function in neurological diseases. Neuroimage 2014, 85(Part 3):934-947.
49. Fornito A., Bullmore E.T. What can spontaneous fluctuations of the blood oxygenation-level-dependent signal tell us about psychiatric disorders?. Curr. Opin. Psychiatry 2010, 23:239-249.
50. Fornito A., Zalesky A., Breakspear M. The connectomics of brain disorders. Nat. Rev. Neurosci. 2015, 16:159-172.
51. Fornito A., Zalesky A., Bullmore E.T. Network scaling effects in graph analytic studies of human resting-state FMRI data. Front. Syst. Neurosci. 2010, 4:22.
52. Fornito A., Zalesky A., Pantelis C., Bullmore E.T. Schizophrenia, neuroimaging and connectomics. Neuroimage 2012, 62:2296-2314.
53. Fox M.D., Buckner R.L., Liu H., Chakravarty M.M., Lozano A.M., Pascual-Leone A. Resting-state networks link invasive and noninvasive brain stimulation across diverse psychiatric and neurological diseases. Proc. Natl. Acad. Sci. U.S.A. 2014, 111. E4367-75.
54. Fox M.D., Buckner R.L., White M.P., Greicius M.D., Pascual-Leone A. Efficacy of transcranial magnetic stimulation targets for depression is related to intrinsic functional connectivity with the subgenual cingulate. Biol. Psychiatry 2012, 72:595-603.
55. Fox M.D., Liu H., Pascual-Leone A. Identification of reproducible individualized targets for treatment of depression with TMS based on intrinsic connectivity. Neuroimage 2013, 66:151-160.
56. Fox M.D., Snyder A.Z., Zacks J.M., Raichle M.E. Coherent spontaneous activity accounts for trial-to-trial variability in human evoked brain responses. Nat. Neurosci. 2006, 9:23-25.
57. Frantseva M., Cui J., Farzan F., Chinta L.V., Perez Velazquez J.L., Daskalakis Z.J. Disrupted cortical conductivity in schizophrenia: TMS-EEG study. Cereb. Cortex 2014, 24:211-221.
58. Fratello F., Veniero D., Curcio G., Ferrara M., Marzano C., Moroni F., et al. Modulation of corticospinal excitability by paired associative stimulation: reproducibility of effects and intraindividual reliability. Clin. Neurophysiol. 2006, 117:2667-2674.
59. Fregni F., Boggio P.S., Nitsche M., Bermpohl F., Antal A., Feredoes E., et al. Anodal transcranial direct current stimulation of prefrontal cortex enhances working memory. Exp. Brain Res. 2005, 166:23-30.
60. Friston K.J. Functional and effective connectivity: a review. Brain Connect. 2011, 1:13-36.
61. Gordon E.M., Laumann T.O., Adeyemo B., Huckins J.F., Kelley W.M., Petersen S.E. Generation and evaluation of a cortical area parcellation from resting-state correlations. Cereb. Cortex 2014, (in press).
62. Grefkes C., Fink G.R. Connectivity-based approaches in stroke and recovery of function. Lancet Neurol. 2014, 13:206-216.
63. Grefkes C., Nowak D.A., Wang L.E., Dafotakis M., Eickhoff S.B., Fink G.R. Modulating cortical connectivity in stroke patients by rTMS assessed with fMRI and dynamic causal modeling. Neuroimage 2010, 50:233-242.
64. Greicius M.D., Krasnow B., Reiss A.L., Menon V. Functional connectivity in the resting brain: a network analysis of the default mode hypothesis. Proc. Natl. Acad. Sci. U.S.A. 2003, 100:253-258.
65. Hagmann P., Cammoun L., Gigandet X., Meuli R., Honey C.J., Wedeen V.J., et al. Mapping the structural core of human cerebral cortex. PLoS Biol. 2008, 6:e159.
66. Hallett M. Transcranial magnetic stimulation and the human brain. Nature 2000, 406:147-150.
67. Hamada M., Murase N., Hasan A., Balaratnam M., Rothwell J.C. The role of interneuron networks in driving human motor cortical plasticity. Cereb. Cortex 2013, 23:1593-1605.
68. Hanslmayr S., Matuschek J., Fellner M.C. Entrainment of prefrontal beta oscillations induces an endogenous echo and impairs memory formation. Curr. Biol. 2014, 24:904-909.
69. Harrison B.J., Pujol J., Cardoner N., Deus J., Alonso P., Lopez-Sola M., et al. Brain corticostriatal systems and the major clinical symptom dimensions of obsessive-compulsive disorder. Biol. Psychiatry 2013, 73:321-328.
70. Harrison B.J., Soriano-Mas C., Pujol J., Ortiz H., Lopez-Sola M., Hernandez-Ribas R., et al. Altered corticostriatal functional connectivity in obsessive-compulsive disorder. Arch. Gen. Psychiatry 2009, 66:1189-1200.
71. Helfrich R.F., Schneider T.R., Rach S., Trautmann-Lengsfeld S.A., Engel A.K., Herrmann C.S. Entrainment of brain oscillations by transcranial alternating current stimulation. Curr. Biol. 2014, 24:333-339.
72. Hou J., Wu W., Lin Y., Wang J., Zhou D., Guo J., et al. Localization of cerebral functional deficits in patients with obsessive-compulsive disorder: a resting-state fMRI study. J. Affect. Disord. 2012, 138:313-321.
73. Honey C.J., Sporns O. Dynamical consequences of lesions in cortical networks. Hum. Brain Mapp. 2008, 29:802-809.
74. Huang Y.Z., Edwards M.J., Rounis E., Bhatia K.P., Rothwell J.C. Theta burst stimulation of the human motor cortex. Neuron 2005, 45:201-206.
75. Hummel F., Celnik P., Giraux P., Floel A., Wu W.H., Gerloff C., et al. Effects of non-invasive cortical stimulation on skilled motor function in chronic stroke. Brain 2005, 128:490-499.
76. Hummel F.C., Cohen L.G. Non-invasive brain stimulation: a new strategy to improve neurorehabilitation after stroke?. Lancet Neurol. 2006, 5:708-712.
77. Insel T.R. Faulty circuits. Sci. Am. 2010, 302:44-51.
78. Kalu U.G., Sexton C.E., Loo C.K., Ebmeier K.P. Transcranial direct current stimulation in the treatment of major depression: a meta-analysis. Psychol. Med. 2012, 42:1791-1800.
79. Kamke M.R., Hall M.G., Lye H.F., Sale M.V., Fenlon L.R., Carroll T.J., et al. Visual attentional load influences plasticity in the human motor cortex. J. Neurosci. 2012, 32:7001-7008.
80. Kamke M.R., Ryan A.E., Sale M.V., Campbell M.E., Riek S., Carroll T.J., et al. Visual spatial attention has opposite effects on bidirectional plasticity in the human motor cortex. J. Neurosci. 2014, 34:1475-1480.
81. Keeser D., Meindl T., Bor J., Palm U., Pogarell O., Mulert C., et al. Prefrontal transcranial direct current stimulation changes connectivity of resting-state networks during fMRI. J. Neurosci. 2011, 31:15284-15293.
82. Kerestes R., Davey C.G., Stephanou K., Whittle S., Harrison B.J. Functional brain imaging studies of youth depression: a systematic review. Neuroimage Clin. 2014, 4:209-231.
83. Khedr E.M., Ahmed M.A., Fathy N., Rothwell J.C. Therapeutic trial of repetitive transcranial magnetic stimulation after acute ischemic stroke. Neurology 2005, 65:466-468.
84. Kirov R., Weiss C., Siebner H.R., Born J., Marshall L. Slow oscillation electrical brain stimulation during waking promotes EEG theta activity and memory encoding. Proc. Natl. Acad. Sci. U.S.A. 2009, 106:15460-15465.
85. Kujirai K., Kujirai T., Sinkjaer T., Rothwell J.C. Associative plasticity in human motor cortex during voluntary muscle contraction. J. Neurophysiol. 2006, 96:1337-1346.
86. Kuo H.I., Bikson M., Datta A., Minhas P., Paulus W., Kuo M.F., et al. Comparing cortical plasticity induced by conventional and high-definition 4×1 ring tDCS: a neurophysiological study. Brain Stimul. 2013, 6:644-648.
87. Lakatos P., Karmos G., Mehta A.D., Ulbert I., Schroeder C.E. Entrainment of neuronal oscillations as a mechanism of attentional selection. Science 2008, 320:110-113.
88. Lambert T.J., Castle D.J. Pharmacological approaches to the management of schizophrenia. Med. J. Aust. 2003, 178:S57-S61.
89. Lefaucheur J.P., Andre-Obadia N., Antal A., Ayache S.S., Baeken C., Benninger D.H., et al. Evidence-based guidelines on the therapeutic use of repetitive transcranial magnetic stimulation (rTMS). Clin. Neurophysiol. 2014, 125:2150-2206.
90. Li S., Zaninotto A.L., Neville I.S., Paiva W.S., Nunn D., Fregni F. Clinical utility of brain stimulation modalities following traumatic brain injury: current evidence. Neuropsychiatr. Dis. Treat. 2015, 11:1573-1586.
91. Liebetanz D., Koch R., Mayenfels S., Konig F., Paulus W., Nitsche M.A. Safety limits of cathodal transcranial direct current stimulation in rats. Clin. Neurophysiol. 2009, 120:1161-1167.
92. Liew S.L., Santarnecchi E., Buch E.R., Cohen L.G. Non-invasive brain stimulation in neurorehabilitation: local and distant effects for motor recovery. Front. Hum. Neurosci. 2014, 8:378.
93. Maia T.V., Cooney R.E., Peterson B.S. The neural bases of obsessive-compulsive disorder in children and adults. Dev. Psychopathol. 2008, 20:1251-1283.
94. Marshall L., Binder S. Contribution of transcranial oscillatory stimulation to research on neural networks: an emphasis on hippocampo-neocortical rhythms. Front. Hum. Neurosci. 2013, 7:614.
95. Marshall L., Molle M., Hallschmid M., Born J. Transcranial direct current stimulation during sleep improves declarative memory. J. Neurosci. 2004, 24:9985-9992.
96. Massimini M., Ferrarelli F., Esser S.K., Riedner B.A., Huber R., Murphy M., et al. Triggering sleep slow waves by transcranial magnetic stimulation. Proc. Natl. Acad. Sci. U.S.A. 2007, 104:8496-8501.
97. Mathes B., Wood S.J., Proffitt T.M., Stuart G.W., Buchanan J.A., Velakoulis D., et al. Early processing deficits in object working memory in first-episode schizophreniform psychosis and established schizophrenia. Psychol. Med. 2005, 35:1053-1062.
98. Mayberg H.S., Brannan S.K., Mahurin R.K., Jerabek P.A., Brickman J.S., Tekell J.L., et al. Cingulate function in depression: a potential predictor of treatment response. Neuroreport 1997, 8:1057-1061.
99. McLaren D.G., Sperling R.A., Atri A. Flexible modulation of network connectivity related to cognition in Alzheimer's disease. Neuroimage 2014, 100:544-557.
100. Meinzer M., Jahnigen S., Copland D.A., Darkow R., Grittner U., Avirame K., et al. Transcranial direct current stimulation over multiple days improves learning and maintenance of a novel vocabulary. Cortex 2014, 50:137-147.
101. Menon V. Large-scale brain networks and psychopathology: a unifying triple network model. Trends Cogn. Sci. 2011, 15:483-506.
102. Miniussi C., Ruzzoli M. Transcranial stimulation and cognition. Handb. Clin. Neurol. 2013, 116:739-750.
103. Moliadze V., Fritzche G., Antal A. Comparing the efficacy of excitatory transcranial stimulation methods measuring motor evoked potentials. Neural Plast. 2014, 837141.
104. Mottaghy F.M., Hungs M., Brugmann M., Sparing R., Boroojerdi B., Foltys H., Huber W., Topper R. Facilitation of picture naming after repetitive transcranial magnetic stimulation. Neurology 1999, 53:1806-1812.
105. Mulquiney P.G., Hoy K.E., Daskalakis Z.J., Fitzgerald P.B. Improving working memory: exploring the effect of transcranial random noise stimulation and transcranial direct current stimulation on the dorsolateral prefrontal cortex. Clin. Neurophysiol. 2011, 122:2384-2389.
106. Murase N., Duque J., Mazzocchio R., Cohen L.G. Influence of interhemispheric interactions on motor function in chronic stroke. Ann. Neurol. 2004, 55:400-409.
107. Murray C.J., Lopez A.D. Evidence-based health policy - lessons from the Global Burden of Disease Study. Science 1996, 274:740-743.
108. Nitsche M.A., Doemkes S., Karakose T., Antal A., Liebetanz D., Lang N., et al. Shaping the effects of transcranial direct current stimulation of the human motor cortex. J. Neurophysiol. 2007, 97:3109-3117.
109. Nitsche M.A., Paulus W. Excitability changes induced in the human motor cortex by weak transcranial direct current stimulation. J. Physiol. 2000, 527(Pt 3):633-639.
110. Nitsche M.A., Schauenburg A., Lang N., Liebetanz D., Exner C., Paulus W., Tergau F. Facilitation of implicit motor learning by weak transcranial direct current stimulation of the primary motor cortex in the human. J. Cogn. Neurosci. 2003, 15:619-626.
111. Nyffeler T., Wurtz P., Luscher H.R., Hess C.W., Senn W., Pflugshaupt T., et al. Extending lifetime of plastic changes in the human brain. Eur. J. Neurosci. 2006, 24:2961-2966.
112. Park H.J., Friston K. Structural and functional brain networks: from connections to cognition. Science 2013, 342:1238411.
113. Passard A., Attal N., Benadhira R., Brasseur L., Saba G., Sichere P., et al. Effects of unilateral repetitive transcranial magnetic stimulation of the motor cortex on chronic widespread pain in fibromyalgia. Brain 2007, 130:2661-2670.
114. Pena-Gomez C., Sala-Lonch R., Junque C., Clemente I.C., Vidal D., Bargallo N., et al. Modulation of large-scale brain networks by transcranial direct current stimulation evidenced by resting-state functional MRI. Brain Stimul. 2012, 5:252-263.
115. Pisella L., Mattingley J.B. The contribution of spatial remapping impairments to unilateral visual neglect. Neurosci. Biobehav. Rev. 2004, 28:181-200.
116. Polania R., Nitsche M.A., Paulus W. Modulating functional connectivity patterns and topological functional organization of the human brain with transcranial direct current stimulation. Hum. Brain Mapp. 2011, 32:1236-1249.
117. Popa T., Russo M., Vidailhet M., Roze E., Lehericy S., Bonnet C., et al. Cerebellar rTMS stimulation may induce prolonged clinical benefits in essential tremor, and subjacent changes in functional connectivity: an open label trial. Brain Stimul. 2013, 6:175-179.
118. Power J.D., Cohen A.L., Nelson S.M., Wig G.S., Barnes K.A., Church J.A., et al. Functional network organization of the human brain. Neuron 2011, 72:665-678.
119. Power J.D., Schlagger B.L., Lessov-Schlagger C.N., Petersen S.E. Evidence for hubs in human functional brain networks. Neuron 2013, 79:798-813.
120. Prikryl R., Kasparek T., Skotakova S., Ustohal L., Kucerova H., Ceskova E. Treatment of negative symptoms of schizophrenia using repetitive transcranial magnetic stimulation in a double-blind, randomized controlled study. Schizophr. Res. 2007, 95:151-157.
121. Rehme A.K., Eickhoff S.B., Rottschy C., Fink G.R., Grefkes C. Activation likelihood estimation meta-analysis of motor-related neural activity after stroke. Neuroimage 2012, 59:2771-2782.
122. Ridding M.C., Ziemann U. Determinants of the induction of cortical plasticity by non-invasive brain stimulation in healthy subjects. J. Physiol. 2010, 588:2291-2304.
123. Rogasch N.C., Dartnall T.J., Cirillo J., Nordstrom M.A., Semmler J.G. Corticomotor plasticity and learning of a ballistic thumb training task are diminished in older adults. J. Appl. Physiol. (1985) 2009, 107:1874-1883.
124. Rossi R., Hallett M., Rossini P.M., Pascual-Leone A. Safety, ethical considerations, and application guidelines for the use of transcranial electrical magnetic stimulation in clinical practice. Clin. Neurophysiol. 2009, 120:2008-2039. The Safety of TMS Consensus Group.
125. Rounis E., Stephan K.E., Lee L., Siebner H.R., Pesenti A., Friston K.J., et al. Acute changes in frontoparietal activity after repetitive transcranial magnetic stimulation over the dorsolateral prefrontal cortex in a cued reaction time task. J. Neurosci. 2006, 26:9629-9638.
126. Rubinov M., Sporns O. Complex network measures of brain connectivity: uses and interpretations. Neuroimage 2010, 52:1059-1069.
127. Sale M.V., Mattingley J.B. Selective enhancement of motor cortical plasticity by observed mirror-matched actions. Neuroimage 2013, 74:30-36.
128. Sale M.V., Ridding M.C., Nordstrom M.A. Factors influencing the magnitude and reproducibility of corticomotor excitability changes induced by paired associative stimulation. Exp. Brain Res. 2007, 181:615-626.
129. Sale M.V., Ridding M.C., Nordstrom M.A. Cortisol inhibits neuroplasticity induction in human motor cortex. J. Neurosci. 2008, 28:8285-8293.
130. Segrave R.A., Arnold S., Hoy K., Fitzgerald P.B. Concurrent cognitive control training augments the antidepressant efficacy of tDCS: a pilot study. Brain Stimul. 2014, 7:325-331.
131. Sehm B., Kipping J., Schafer A., Villringer A., Ragert P. A comparison between uni- and bilateral tDCS effects on functional connectivity of the human motor cortex. Front. Hum. Neurosci. 2013, 7:183.
132. Shindo K., Sugiyama K., Huabao L., Nishijima K., Kondo T., Izumi S. Long-term effect of low-frequency repetitive transcranial magnetic stimulation over the unaffected posterior parietal cortex in patients with unilateral spatial neglect. J. Rehabil. Med. 2006, 38:65-67.
133. Silvanto J., Muggleton N.G., Cowey A., Walsh V. Neural adaptation reveals state-dependent effects of transcranial magnetic stimulation. Eur. J. Neurosci. 2007, 25:1874-1881.
134. Sporns O. Contributions and challenges for network models in cognitive neuroscience. Nat. Neurosci. 2014, 17:652-660.
135. Sporns O. Towards network substrates of brain disorders. Brain 2014, 137:2117-2118.
136. Sporns O., Honey C.J., Kotter R. Identification and classification of hubs in brain networks. PLoS ONE 2007, 2:e1049.
137. Stagg C.J., Bachtiar V., Amadi U., Gudberg C.A., Ilie A.S., Sampaio-Baptista C., et al. Local GABA concentration is related to network-level resting functional connectivity. Elife 2014, 3:e01465.
138. Stefan K., Kunesch E., Benecke R., Cohen L.G., Classen J. Mechanisms of enhancement of human motor cortex excitability induced by interventional paired associative stimulation. J. Physiol. 2002, 543:699-708.
139. Stefan K., Kunesch E., Cohen L.G., Benecke R., Classen J. Induction of plasticity in the human motor cortex by paired associative stimulation. Brain 2000, 123(Pt 3):572-584.
140. Tan H.Y., Choo W.C., Fones C.S., Chee M.W. fMRI study of maintenance and manipulation processes within working memory in first-episode schizophrenia. Am. J. Psychiatry 2005, 162:1849-1858.
141. Terney D., Chaieb L., Moliadze V., Antal A., Paulus W. Increasing human brain excitability by transcranial high-frequency random noise stimulation. J. Neurosci. 2008, 28:14147-14155.
142. Thut G., Veniero D., Romei V., Miniussi C., Schyns P., Gross J. Rhythmic TMS causes local entrainment of natural oscillatory signatures. Curr. Biol. 2011, 21:1176-1185.
143. Todd G., Kimber T.E., Ridding M.C., Semmler J.G. Reduced motor cortex plasticity following inhibitory rTMS in older adults. Clin. Neurophysiol. 2010, 121:441-447.
144. Tononi G., Cirelli C. Sleep function and synaptic homeostasis. Sleep Med. Rev. 2006, 10:49-62.
145. Turi Z., Paulus W., Antal A. Functional neuroimaging and transcranial electrical stimulation. Clin. EEG Neurosci. 2012, 43:200-208.
146. Turrigiano G.G. Homeostatic plasticity in neuronal networks: the more things change, the more they stay the same. Trends Neurosci. 1999, 22:221-227.
147. Uhlhaas P.J., Singer W. Abnormal neural oscillations and synchrony in schizophrenia. Nat. Rev. Neurosci. 2010, 11:100-113.
148. Uhlhaas P.J., Singer W. High-frequency oscillations and the neurobiology of schizophrenia. Dialogues Clin. Neurosci. 2013, 15:310-313.
149. van den Heuvel M.P., Fornito A. Brain networks in schizophrenia. Neuropsychol. Rev. 2014, 24:32-48.
150. van den Heuvel M.P., Kahn R.S., Goni J., Sporns O. High-cost, high-capacity backbone for global brain communication. Proc. Natl. Acad. Sci. U.S.A. 2012, 109:11372-11377.
151. van den Heuvel M.P., Sporns O. Rich-club organization of the human connectome. J. Neurosci. 2011, 31:15775-15786.
152. Vercammen A., Rushby J.A., Loo C., Short B., Weickert C.S., Weickert T.W. Transcranial direct current stimulation influences probabilistic association learning in schizophrenia. Schizophr. Res. 2011, 131:198-205.
153. Verdon V., Schwartz S., Lovblad K.O., Hauert C.A., Vuilleumier P. Neuroanatomy of hemispatial neglect and its functional components: a study using voxel-based lesion-symptom mapping. Brain 2010, 133:880-894.
154. Voss U., Holzmann R., Hobson A., Paulus W., Koppehele-Gossel J., Klimke A., et al. Induction of self awareness in dreams through frontal low current stimulation of gamma activity. Nat. Neurosci. 2014, 17:810-812.
155. Vyazovskiy V.V., Olcese U., Lazimy Y.M., Faraguna U., Esser S.K., Williams J.C., Cirelli C., Tononi G. Cortical firing and sleep homeostasis. Neuron 2009, 63:865-878.
156. Wang H., Xue Y., Chen Y., Zhang R., Want H., Zhang Y., et al. Efficacy of repetitive transcranial magnetic stimulation in the prevention of relapse of depression: study protocol for a randomized controlled trial. Trials 2013, 14:338.
157. Ward N.S., Brown M.M., Thompson A.J., Frackowiak R.S. Neural correlates of outcome after stroke: a cross-sectional fMRI study. Brain 2003, 126:1430-1448.
158. Ward N.S., Brown M.M., Thompson A.J., Frackowiak R.S. Neural correlates of motor recovery after stroke: a longitudinal fMRI study. Brain 2003, 126:2476-2496.
159. Warren D.E., Power J.D., Bruss J., Denburg N.L., Waldron E.J., Sun H., et al. Network measures predict neuropsychological outcome after brain injury. Proc. Natl. Acad. Sci. U.S.A. 2014, 111:14247-14252.
160. Watanabe T., Hanajima R., Shirota Y., Ohminami S., Tsutsumi R., Terao Y., et al. Bidirectional effects on interhemispheric resting-state functional connectivity induced by excitatory and inhibitory repetitive transcranial magnetic stimulation. Hum. Brain Mapp. 2014, 35:1896-1905.
161. Witte A.V., Kurten J., Jansen S., Schirmacher A., Brand E., Sommer J., et al. Interaction of BDNF and COMT polymorphisms on paired-associative stimulation-induced cortical plasticity. J. Neurosci. 2012, 32:4553-4561.
162. Yeo B.T., Krienen F.M., Sepulcre J., Sabuncu M.R., Lashkari D., Hollinshead M., et al. The organization of the human cerebral cortex estimated by intrinsic functional connectivity. J. Neurophysiol. 2011, 106:1125-1165.
163. Zaehle T., Rach S., Herrmann C.S. Transcranial alternating current stimulation enhances individual alpha activity in human EEG. PLoS ONE 2010, 5:e13766.
164. Zalesky A., Fornito A., Egan G.F., Pantelis C., Bullmore E.T. The relationship between regional and inter-regional functional connectivity deficits in schizophrenia. Hum. Brain Mapp. 2012, 33:2535-2549.
165. Zalesky A., Fornito A., Seal M.L., Cocchi L., Westin C.F., Bullmore E.T., et al. Disrupted axonal fiber connectivity in schizophrenia. Biol. Psychiatry 2011, 69:80-89.
166. Zhou J., Gennatas E.D., Kramer J.H., Miller B.L., Seeley W.W. Predicting regional neurodegeneration from the healthy brain functional connectome. Neuron 2012, 73:1216-1227.
167. Ziemann U., Ilic T.V., Pauli C., Meintzschel F., Ruge D. Learning modifies subsequent induction of long-term potentiation-like and long-term depression-like plasticity in human motor cortex. J. Neurosci. 2004, 24:1666-1672.