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Vossen, Alexandra Yvonne (2017) Modulation of neural oscillations and associated behaviour by transcranial Alternating Current Stimulation (tACS). PhD thesis. http://theses.gla.ac.uk/7958/ Copyright and moral rights for this work are retained by the author A copy can be downloaded for personal non-commercial research or study, without prior permission or charge This work cannot be reproduced or quoted extensively from without first obtaining permission in writing from the author The content must not be changed in any way or sold commercially in any format or medium without the formal permission of the author When referring to this work, full bibliographic details including the author, title, awarding institution and date of the thesis must be given Glasgow Theses Service http://theses.gla.ac.uk/ [email protected] Modulation of Neural Oscillations and Associated Behaviour by Transcranial Alternating Current Stimulation (tACS) Alexandra Yvonne Vossen B.Sc. Liberal Arts and Sciences, M.Sc. Cognitive and Clinical Neuroscience A thesis submitted in fulfilment of the requirements for the Degree of Doctor of Philosophy School of Psychology College of Science and Engineering University of Glasgow February 2017 2 Abstract Transcranial alternating current stimulation (tACS) is a non-invasive brain stimulation method that involves the application of weak electric currents to the scalp. tACS has the potential to be an inexpensive, easily administrable, and well-tolerated multi-purpose tool for cognitive and clinical neuroscience as it could be applied to establish the functional role of rhythmic brain activity, and to treat neural disorders, in particular those where these rhythms have gone awry. However, the mechanisms by which tACS produces both "online" and "offline" effects (that is, those that manifest during stimulation and those that last beyond stimulation offset) are to date still poorly understood. If the potential of tACS is to be harnessed effectively to alter brain activity in a controlled manner, it is fundamental to have a good understanding of how tACS interacts with neuronal dynamics, and of the conditions that promote its effect. This thesis describes three experiments that were conducted to elucidate the mechanisms by which tACS interacts with underlying neural network activity. Experiments 1 and 2 investigated the mechanism by which tACS at alpha frequencies (8 - 12 Hz, α-tACS) over occipital cortex induces the lasting aftereffects on posterior α-power that were previously described in the literature. Two mechanisms have been suggested to underlie alpha power enhancement after α-tACS: entrainment of endogenous brain oscillations and/or changes in oscillatory neural networks through spike timing-dependent plasticity (STDP). In Experiment 1, we tested to what extent plasticity can account for tACS-aftereffects when controlling for entrainment characteristics. To this end, we used a novel, intermittent α-tACS protocol and investigated the strength of the aftereffect as a function of phase continuity between successive tACS episodes, as well as the match between stimulation frequency and individual alpha frequency (IAF). Alpha aftereffects were successfully replicated with enhanced α-power after intermittent stimulation compared to sham. These aftereffects did not exhibit any of the expected characteristics of prolonged entrainment in that they were independent of tACS phase-continuity and did not show stable phase alignment or synchronisation to the stimulation frequency. These results indicate that prolonged entrainment is insufficient to explain the 3 aftereffects and suggest that the latter emerge through some form of network plasticity. To clarify the nature of these plasticity mechanisms, we then aimed to assess whether STDP could explain the α-power increase. We developed a conceptual STDP model that predicted bi-directional changes in α-power depending on the relative mismatch between the tACS frequency and IAF. After observing in Experiment 1 that tACS at frequencies slightly lower than the IAF produced α-enhancement, Experiment 2 used a similar intermittent protocol that manipulated tACS frequency to be either slightly lower or higher than IAF to respectively enhance or suppress α-activity. In addition, a control condition with continuous stimulation aimed to replicate previous results from other groups. However, we did not observe a systematic α-power change in any of the active conditions. The lack of consistency between the two experiments raises concerns regarding the reproducibility and effect size of tACS aftereffects. The third experiment investigated the mechanism of online effects and tested predictions that were based on the assumption that entrainment is the underlying process mediating behavioural changes during tACS. We capitalised on two well-described phenomena: firstly, the association between α-power lateralisation and visuospatial attention, and secondly, the fluctuation of perceptual performance with α-phase. Specifically, the experiment tested whether event-related α-tACS applied over right parieto-occipital cortex can induce a visuospatial bias in a peripheral dot detection task that would reflect α-power lateralisation, and whether detection performance depends on the phase of the tACS waveform. In control trials either no tACS or 40 Hz-tACS (gamma) was applied to make use of the putative opposing roles of alpha and gamma oscillations in visual processing. As expected from lateralised enhancement of alpha oscillations, visual detection accuracy was weakly impaired for targets presented in the left visual field, contralateral to tACS. However, this effect was neither frequency-specific nor waveform phase- dependent. Therefore, it is unlikely that the negative effect of tACS on visuospatial performance reflects entrainment. Overall, the results of these experiments only partially met our hypotheses. Experiment 1 produced the α-enhancement that was expected 4 based on the literature while the follow-up experiment failed to reproduce these results under similar conditions. This outcome demonstrates at best that tACS aftereffects on α-activity are not robust, may vary widely across individuals, and might be extremely sensitive to small changes in experimental parameters and state variables. The results of the third experiment call into question the assumption of online entrainment as basis for the observed behavioural effect. These findings point to the need for improved methodology, for more systematic and exhaustive exploration of the relative effects of tACS across different parameter settings, tasks, and individuals; and for the replication of promising but thus far often anecdotal results. They also inspire guidelines for more informative experimental designs. 5 Table of Contents Abstract ...................................................................................... 2 Table of Contents .......................................................................... 5 List of Tables ................................................................................ 9 List of Figures .............................................................................. 10 Acknowledgement ......................................................................... 11 Author’s Declaration ...................................................................... 12 Abbreviations .............................................................................. 13 List of Publications ........................................................................ 14 Chapter 1. General introduction ........................................................ 15 The alpha rhythm ....................................................................... 17 What is tACS? ............................................................................ 21 tDCS .................................................................................... 22 tACS .................................................................................... 22 otDCS/tSOS ............................................................................ 25 Putative mechanism of action of tACS ............................................... 25 Entrainment: Definitions and assumptions .......................................... 26 Evidence for tACS-induced entrainment of neural activity ....................... 28 Behavioural effects of tACS ........................................................... 31 tACS of the motor system ........................................................... 31 tACS in perception ................................................................... 32 tACS and tSOS in the cognitive domain ........................................... 33 tACS in clinical applications ........................................................ 35 Thesis at a glance (Abstracts) ......................................................... 37 Experiment 1: Alpha power increase after transcranial alternating current stimulation at alpha-frequency (α tACS) reflects plastic changes rather than entrainment ........................................................................... 37 Experiment 2: Aftereffects are not replicated testing the spike timing- dependent plasticity hypothesis of α-tACS-induced alpha power enhancement ......................................................................... 38 Experiment 3: No evidence for a role of alpha entrainment in visuospatial bias induction when lateralised α-tACS is applied to the right occipito- parietal cortex (Experiment 3) ..................................................... 39 Chapter 2. Alpha power increase after transcranial alternating current stimulation at alpha-frequency (α-tACS) reflects plastic changes rather than entrainment (Experiment 1) ............................................................. 40 Methods .................................................................................. 44 Participants ........................................................................... 44 Procedure ............................................................................. 45 tACS .................................................................................... 46 6 EEG recording ......................................................................... 49 Visual change detection task ....................................................... 49 EEG analysis ........................................................................... 50 Statistics ............................................................................... 52 Results .................................................................................... 54 α-Aftereffect replicated with intermittent α-tACS when eyes are open .... 54 Alpha aftereffect does not differ between phase-continuous and phase- discontinuous protocols ............................................................. 55 Alpha aftereffects do not peak at stimulation frequency, but at preferred cortical frequency ................................................................... 56 No enhancement of α-aftereffects when stimulation and preferred frequency match ..................................................................... 58 Frequency-specificity: No aftereffects in other frequency bands or at (sub)harmonics ....................................................................... 58 No effect of tACS on alpha power with eyes closed ............................ 59 No lasting phase locking in intermittent, tACS-free intervals ................. 60 Peripheral effects of tACS (VAS scores)........................................... 61 Discussion ................................................................................ 63 Replication of previous observations .............................................. 63 Entrainment or plasticity? .......................................................... 64 Duration of stimulation may determine magnitude of aftereffects .......... 66 Does tACS-induced plasticity depend on entrainment? ......................... 67 Limitations of this study ............................................................ 70 Conclusion ............................................................................... 72 Chapter 3. Aftereffects are not replicated testing the spike timing-dependent plasticity hypothesis of α-tACS-induced alpha power enhancement (Experiment 2) ............................................................................. 73 Methods .................................................................................. 80 Participants ........................................................................... 80 tACS .................................................................................... 81 Procedure ............................................................................. 83 EEG recording ......................................................................... 83 Individual alpha frequency ......................................................... 84 EEG analysis of offline effects ..................................................... 85 Robust regression .................................................................... 85 Results .................................................................................... 86 Peripheral sensations ................................................................ 86 Alpha power: No systematic absolute or relative changes ..................... 87 Control analyses: Influence of reference electrode ............................ 88 Exploratory analyses: Idiosyncratic response independent of protocol? ..... 89 7 Supplementary analysis: Experiment 1 revisited ................................ 97 Discussion ................................................................................ 98 Lack of alpha enhancement after intermittent tACS ........................... 99 Lack of alpha enhancement after continuous tACS ............................. 99 What factors could explain the failure to replicate? .......................... 101 Conclusion .............................................................................. 108 Chapter 4. No evidence for a role of alpha entrainment in visuospatial bias induction when lateralised α-tACS is applied to the right occipito-parietal cortex (Experiment 3) ............................................................................ 109 Methods ................................................................................. 113 Participants .......................................................................... 113 Tasks and visual stimulation ....................................................... 114 Procedure ............................................................................ 116 EEG recording and estimation of individual alpha frequency ................ 117 tACS ................................................................................... 117 Statistical analysis .................................................................. 119 Results ................................................................................... 119 Titration .............................................................................. 119 Unilateral targets: Detection accuracy .......................................... 119 Unilateral targets: Reaction time ................................................ 122 Unilateral targets: Time course of detection performance ................... 122 Bilateral targets: Detection accuracy and error analysis ..................... 124 Phase dependency of detection accuracy ....................................... 128 Rating of peripheral sensations ................................................... 133 Discussion ............................................................................... 134 Could similar effects for Alpha and Gamma-tACS reflect entrainment of the same neural rhythms? .............................................................. 136 Does frequency matter? ............................................................ 137 Lack of phase dependency ......................................................... 139 Limitations ........................................................................... 140 Conclusion .............................................................................. 142 Chapter 5. General discussion .......................................................... 143 Variability of response to tACS ...................................................... 144 The many degrees of freedom in parameter choice ........................... 144 Choice of a "moving" target ....................................................... 145 Inter-and intra-individual variability ............................................. 146 Where do we stand? ................................................................... 148 Publication bias – Is the efficacy of tACS overrated? .......................... 148 Recommendations: How should we proceed ....................................... 150 Appropriate choice of control conditions ........................................ 150 8 Appropriate baseline choice ....................................................... 151 Replicate, replicate, replicate .................................................... 152 Mapping the tACS parameter landscape ......................................... 153 An appointed time for everything: Feedback stimulation protocols ........ 154 Converging evidence from brains and behaviour ............................... 155 Open science......................................................................... 155 Conclusion .............................................................................. 156 Appendices ................................................................................ 158 Appendix A: Screening questions in tACS safety questionnaire ................. 158 Appendix B: Post-session questionnaire (Exp. 1 and 2) .......................... 159 Appendix C: Rating of peripheral sensations (Experiment 3) ................... 160 References ................................................................................. 161 9 List of Tables Chapter 2 Table 2.1: Participant demographics and stimulation parameters. ................ 44 Table 2.2: VAS scores of peripheral sensation ratings ............................... 62 Chapter 3 Table 3.1: Participant demographics and stimulation parameters ................. 80 Chapter 4 Table 4.1: Subject demographics and experimental parameters ................. 114 Table 4.2: Differences in dot detection accuracy in unilateral trials ............ 122

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changes in oscillatory neural networks through spike timing-dependent plasticity. (STDP). In Experiment 1, we we used a novel, intermittent α-tACS protocol and investigated the strength of the aftereffect as a began with a saturated level of α-activity, leaving no room above to allow further in
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