Spreading Effect of tDCS in Individuals with Attention-Deficit/Hyperactivity Disorder as Shown by Functional Cortical Networks: A Randomized, Double-Blind, Sham-Controlled Trial

Camila Cosmo, Cândida Ferreira, José Garcia Vivas Miranda, Raphael Silva do Rosário, Abrahão Fontes Baptista, Pedro Montoya, Eduardo Pondé de Sena, Camila Cosmo, Cândida Ferreira, José Garcia Vivas Miranda, Raphael Silva do Rosário, Abrahão Fontes Baptista, Pedro Montoya, Eduardo Pondé de Sena

Abstract

Background: Transcranial direct current stimulation (tDCS) is known to modulate spontaneous neural network excitability. The cognitive improvement observed in previous trials raises the potential of this technique as a possible therapeutic tool for use in attention-deficit/hyperactivity disorder (ADHD) population. However, to explore the potential of this technique as a treatment approach, the functional parameters of brain connectivity and the extent of its effects need to be more fully investigated.

Objective: The aim of this study was to investigate a functional cortical network (FCN) model based on electroencephalographic activity for studying the dynamic patterns of brain connectivity modulated by tDCS and the distribution of its effects in individuals with ADHD.

Methods: Sixty ADHD patients participated in a parallel, randomized, double-blind, sham-controlled trial. Individuals underwent a single session of sham or anodal tDCS at 1 mA of current intensity over the left dorsolateral prefrontal cortex for 20 min. The acute effects of stimulation on brain connectivity were assessed using the FCN model based on electroencephalography activity.

Results: Comparing the weighted node degree within groups prior to and following the intervention, a statistically significant difference was found in the electrodes located on the target and correlated areas in the active group (p < 0.05), while no statistically significant results were found in the sham group (p ≥ 0.05; paired-sample Wilcoxon signed-rank test).

Conclusion: Anodal tDCS increased functional brain connectivity in individuals with ADHD compared to data recorded in the baseline resting state. In addition, although some studies have suggested that the effects of tDCS are selective, the present findings show that its modulatory activity spreads. Further studies need to be performed to investigate the dynamic patterns and physiological mechanisms underlying the modulatory effects of tDCS.

Trial registration: ClinicalTrials.gov NCT01968512.

Keywords: attention-deficit/hyperactivity disorder; dorsolateral prefrontal cortex; functional cortical networks; spreading effect; transcranial direct current stimulation.

Figures

Figure 1
Figure 1
Study flowchart adapted from CONSORT flow diagram.
Figure 2
Figure 2
(A) Sliding time window over the EEG time series; (B) Correlation matrix for each time window; (C) After the threshold criterion, the correlation matrices were transformed into a 0 or 1 adjacent matrix, which summed throughout the whole time interval result in the Added Static Network (ASN).
Figure 3
Figure 3
Box plot representing the weighted node degree by group (active vs. sham) and time (pre vs. post intervention). No significant differences were found between the groups before and after the interventions (p ≥ 0.05).
Figure 4
Figure 4
Illustration of the result by electrode. The paired-sample Wilcoxon signed-rank test was used to compare the weighted node degree, pre- and post-intervention, within groups. A statistically significant difference was observed in the active group (p < 0.05) while no statistically significant differences were found in the sham intervention (p ≥ 0.05).

References

    1. Brunoni AR, Nitsche MA, Bolognini N, Bikson M, Wagner T, Merabet L, et al. Clinical research with transcranial direct current stimulation (tDCS): challenges and future directions. Brain Stimulat (2012) 5(3):175–95.10.1016/j.brs.2011.03.002
    1. Nitsche MA, Paulus W. Excitability changes induced in the human motor cortex by weak transcranial direct current stimulation. J Physiol (2000) 527(Pt 3):633–9.10.1111/j.1469-7793.2000.t01-1-00633.x
    1. Kuo MF, Nitsche MA. Effects of transcranial electrical stimulation on cognition. Clin EEG Neurosci (2012) 43(3):192–9.10.1177/1550059412444975
    1. Kessler SK, Turkeltaub PE, Benson JG, Hamilton RH. Differences in the experience of active and sham transcranial direct current stimulation. Brain Stimulat (2012) 5(2):155–62.10.1016/j.brs.2011.02.007
    1. Murphy DN, Boggio P, Fregni F. Transcranial direct current stimulation as a therapeutic tool for the treatment of major depression: insights from past and recent clinical studies. Curr Opin Psychiatry (2009) 22(3):306–11.10.1097/YCO.0b013e32832a133f
    1. Nitsche MA, Boggio PS, Fregni F, Pascual-Leone A. Treatment of depression with transcranial direct current stimulation (tDCS): a review. Exp Neurol (2009) 219(1):14–9.10.1016/j.expneurol.2009.03.038
    1. Ferrucci R, Mameli F, Guidi I, Mrakic-Sposta S, Vergari M, Marceglia S, et al. Transcranial direct current stimulation improves recognition memory in Alzheimer disease. Neurology (2008) 71(7):493–8.10.1212/01.wnl.0000317060.43722.a3
    1. Demirtas-Tatlidede A, Vahabzadeh-Hagh AM, Pascual-Leone A. Can noninvasive brain stimulation enhance cognition in neuropsychiatric disorders? Neuropharmacology (2013) 64:566–78.10.1016/j.neuropharm.2012.06.020
    1. Bloch Y, Harel EV, Aviram S, Govezensky J, Ratzoni G, Levkovitz Y. Positive effects of repetitive transcranial magnetic stimulation on attention in ADHD subjects: a randomized controlled pilot study. World J Biol Psychiatry (2010) 11(5):755–8.10.3109/15622975.2010.484466
    1. Liang WK, Lo MT, Yang AC, Peng CK, Cheng SK, Tseng P, et al. Revealing the brain’s adaptability and the transcranial direct current stimulation facilitating effect in inhibitory control by multiscale entropy. Neuroimage (2014) 90:218–34.10.1016/j.neuroimage.2013.12.048
    1. Juan CH, Muggleton NG. Brain stimulation and inhibitory control. Brain Stimulat (2012) 5(2):63–9.10.1016/j.brs.2012.03.012
    1. Penolazzi B, Stramaccia DF, Braga M, Mondini S, Galfano G. Human memory retrieval and inhibitory control in the brain: beyond correlational evidence. J Neurosci (2014) 34(19):6606–10.10.1523/JNEUROSCI.0349-14.2014
    1. Coffman BA, Clark VP, Parasuraman R. Battery powered thought: enhancement of attention, learning, and memory in healthy adults using transcranial direct current stimulation. Neuroimage (2014) 85(Pt 3):895–908.10.1016/j.neuroimage.2013.07.083
    1. Tanoue RT, Jones KT, Peterson DJ, Berryhill ME. Differential frontal involvement in shifts of internal and perceptual attention. Brain Stimulat (2013) 6(4):675–82.10.1016/j.brs.2012.11.003
    1. Schlaug G, Renga V, Nair D. Transcranial direct current stimulation in stroke recovery. Arch Neurol (2008) 65(12):1571–6.10.1001/archneur.65.12.1571
    1. Pellicciari MC, Brignani D, Miniussi C. Excitability modulation of the motor system induced by transcranial direct current stimulation: a multimodal approach. Neuroimage (2013) 83:569–80.10.1016/j.neuroimage.2013.06.076
    1. Pena-Gomez C, Sala-Lonch R, Junque C, Clemente IC, Vidal D, Bargallo N, et al. Modulation of large-scale brain networks by transcranial direct current stimulation evidenced by resting-state functional MRI. Brain Stimulat (2012) 5(3):252–63.10.1016/j.brs.2011.08.006
    1. Zheng X, Alsop DC, Schlaug G. Effects of transcranial direct current stimulation (tDCS) on human regional cerebral blood flow. Neuroimage (2011) 58(1):26–33.10.1016/j.neuroimage.2011.06.018
    1. Nitsche MA, Paulus W. Sustained excitability elevations induced by transcranial DC motor cortex stimulation in humans. Neurology (2001) 57(10):1899–901.10.1212/WNL.57.10.1899
    1. Powell TY, Boonstra TW, Martin DM, Loo CK, Breakspear M. Modulation of cortical activity by transcranial direct current stimulation in patients with affective disorder. PLoS One (2014) 9(6):e98503.10.1371/journal.pone.0098503
    1. Romero Lauro LJ, Rosanova M, Mattavelli G, Convento S, Pisoni A, Opitz A, et al. TDCS increases cortical excitability: direct evidence from TMS-EEG. Cortex (2014) 58:99–111.10.1016/j.cortex.2014.05.003
    1. Jacobson L, Ezra A, Berger U, Lavidor M. Modulating oscillatory brain activity correlates of behavioral inhibition using transcranial direct current stimulation. Clin Neurophysiol (2012) 123(5):979–84.10.1016/j.clinph.2011.09.016
    1. Wirth M, Rahman RA, Kuenecke J, Koenig T, Horn H, Sommer W, et al. Effects of transcranial direct current stimulation (tDCS) on behaviour and electrophysiology of language production. Neuropsychologia (2011) 49(14):3989–98.10.1016/j.neuropsychologia.2011.10.015
    1. Folstein MF, Folstein SE, McHugh PR. “Mini-mental state”. A practical method for grading the cognitive state of patients for the clinician. J Psychiatr Res (1975) 12(3):189–98.10.1016/0022-3956(75)90026-6
    1. Bertolucci PH, Brucki SM, Campacci SR, Juliano Y. [The mini-mental state examination in a general population: impact of educational status]. Arq Neuropsiquiatr (1994) 52(1):1–7.10.1590/S0004-282X1994000100001
    1. Kessler RC, Adler L, Ames M, Demler O, Faraone S, Hiripi E, et al. The world health organization adult ADHD self-report scale (ASRS): a short screening scale for use in the general population. Psychol Med (2005) 35(2):245–56.10.1017/S0033291704002892
    1. Sheehan DV, Lecrubier Y, Sheehan KH, Amorim P, Janavs J, Weiller E, et al. The mini-international neuropsychiatric interview (M.I.N.I.): the development and validation of a structured diagnostic psychiatric interview for DSM-IV and ICD-10. J Clin Psychiatry (1998) 59(Suppl 20):22–33.
    1. Carlson RV, Boyd KM, Webb DJ. The revision of the declaration of Helsinki: past, present and future. Br J Clin Pharmacol (2004) 57(6):695–713.10.1111/j.1365-2125.2004.02103.x
    1. Accornero N, Capozza M, Pieroni L, Pro S, Davi L, Mecarelli O. EEG mean frequency changes in healthy subjects during prefrontal transcranial direct current stimulation. J Neurophysiol (2014) 112(6):1367–75.10.1152/jn.00088.2014
    1. Gandiga PC, Hummel FC, Cohen LG. Transcranial DC stimulation (tDCS): a tool for double-blind sham-controlled clinical studies in brain stimulation. Clin Neurophysiol (2006) 117(4):845–50.10.1016/j.clinph.2005.12.003
    1. Lapenta OM, Minati L, Fregni F, Boggio PS. Je pense donc je fais: transcranial direct current stimulation modulates brain oscillations associated with motor imagery and movement observation. Front Hum Neurosci (2013) 7:256.10.3389/fnhum.2013.00256
    1. Nitsche MA, Cohen LG, Wassermann EM, Priori A, Lang N, Antal A, et al. Transcranial direct current stimulation: state of the art 2008. Brain Stimulat (2008) 1(3):206–23.10.1016/j.brs.2008.06.004
    1. Brunoni AR, Amadera J, Berbel B, Volz MS, Rizzerio BG, Fregni F. A systematic review on reporting and assessment of adverse effects associated with transcranial direct current stimulation. Int J Neuropsychopharmacol (2011) 14(8):1133–45.10.1017/S1461145710001690
    1. Fraiman D, Saunier G, Martins EF, Vargas CD. Biological motion coding in the brain: analysis of visually driven EEG functional networks. PLoS One (2014) 9(1):e84612.10.1371/journal.pone.0084612
    1. Silva BBM, Miranda JGV, Corso G, Copelli M, Vasconcelos N, Ribeiro S, et al. Statistical characterization of an ensemble of functional neural networks. Eur Phys J B (2012) 85(10):9.10.1140/epjb/e2012-30481-7
    1. Olofsen E, Sleigh JW, Dahan A. Permutation entropy of the electroencephalogram: a measure of anaesthetic drug effect. Br J Anaesth (2008) 101(6):810–21.10.1093/bja/aen290
    1. Fecteau S, Knoch D, Fregni F, Sultani N, Boggio P, Pascual-Leone A. Diminishing risk-taking behavior by modulating activity in the prefrontal cortex: a direct current stimulation study. J Neurosci (2007) 27(46):12500–5.10.1523/JNEUROSCI.3283-07.2007
    1. Loo CK, Alonzo A, Martin D, Mitchell PB, Galvez V, Sachdev P. Transcranial direct current stimulation for depression: 3-week, randomised, sham-controlled trial. Br J Psychiatry (2012) 200(1):52–9.10.1192/bjp.bp.111.097634
    1. Nitsche MA, Seeber A, Frommann K, Klein CC, Rochford C, Nitsche MS, et al. Modulating parameters of excitability during and after transcranial direct current stimulation of the human motor cortex. J Physiol (2005) 568(Pt 1):291–303.10.1113/jphysiol.2005.092429
    1. Li LM, Uehara K, Hanakawa T. The contribution of interindividual factors to variability of response in transcranial direct current stimulation studies. Front Cell Neurosci (2015) 9:181.10.3389/fncel.2015.00181
    1. Betzel RF, Erickson MA, Abell M, O’Donnell BF, Hetrick WP, Sporns O. Synchronization dynamics and evidence for a repertoire of network states in resting EEG. Front Comput Neurosci (2012) 6:74.10.3389/fncom.2012.00074
    1. Chu CJ, Kramer MA, Pathmanathan J, Bianchi MT, Westover MB, Wizon L, et al. Emergence of stable functional networks in long-term human electroencephalography. J Neurosci (2012) 32(8):2703–13.10.1523/JNEUROSCI.5669-11.2012
    1. Lang N, Nitsche MA, Paulus W, Rothwell JC, Lemon RN. Effects of transcranial direct current stimulation over the human motor cortex on corticospinal and transcallosal excitability. Exp Brain Res (2004) 156(4):439–43.10.1007/s00221-003-1800-2
    1. Lang N, Siebner HR, Ward NS, Lee L, Nitsche MA, Paulus W, et al. How does transcranial DC stimulation of the primary motor cortex alter regional neuronal activity in the human brain? Eur J Neurosci (2005) 22(2):495–504.10.1111/j.1460-9568.2005.04233.x
    1. 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(43):15284–93.10.1523/JNEUROSCI.0542-11.2011
    1. Tomasch J. Size, distribution, and number of fibres in the human corpus callosum. Anat Rec (1954) 119(1):119–35.10.1002/ar.1091190109
    1. Gazzaniga MS. Cerebral specialization and interhemispheric communication: does the corpus callosum enable the human condition? Brain (2000) 123(Pt 7):1293–326.10.1093/brain/123.7.1293
    1. Innocenti GM, Aggoun-Zouaoui D, Lehmann P. Cellular aspects of callosal connections and their development. Neuropsychologia (1995) 33(8):961–87.10.1016/0028-3932(95)00033-Y
    1. Batsikadze G, Moliadze V, Paulus W, Kuo MF, Nitsche MA. Partially non-linear stimulation intensity-dependent effects of direct current stimulation on motor cortex excitability in humans. J Physiol (2013) 591(Pt 7):1987–2000.10.1113/jphysiol.2012.249730
    1. Hsu TY, Tseng LY, Yu JX, Kuo WJ, Hung DL, Tzeng OJ, et al. Modulating inhibitory control with direct current stimulation of the superior medial frontal cortex. Neuroimage (2011) 56(4):2249–57.10.1016/j.neuroimage.2011.03.059
    1. Hsu TY, Tseng P, Liang WK, Cheng SK, Juan CH. Transcranial direct current stimulation over right posterior parietal cortex changes prestimulus alpha oscillation in visual short-term memory task. Neuroimage (2014) 98:306–13.10.1016/j.neuroimage.2014.04.069

Source: PubMed

3
Tilaa