The hidden brain-state dynamics of tACS aftereffects

•Hidden Markov Models (HMMs) decomposed MEG signals into transient brain-states.•Transcranial alternating current stimulation (tACS) affected only specific states.•tACS affected alpha power in these specific states, but not their occurrence.•The pattern of effects is consistent across two independen...

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Vydané v:	NeuroImage (Orlando, Fla.) Ročník 264; s. 119713
Hlavní autori:	Kasten, Florian H., Herrmann, Christoph S.
Médium:	Journal Article
Jazyk:	English
Vydavateľské údaje:	United States Elsevier Inc 01.12.2022 Elsevier Limited Elsevier
Predmet:	Aftereffects Brain - physiology Brain oscillations Brain research Brain-states Cognitive science Electric Stimulation Electrical stimuli Experiments Hidden Markov Models Humans Magnetoencephalography Markov chains Nervous system Neural networks Neuroscience Non-invasive brain stimulation Oscillations Psychology Transcranial alternating current stimulation Transcranial Direct Current Stimulation - methods United States > US Germany Finland Non-invasive brain stimulation Brain-states Aftereffects Hidden Markov Models Transcranial alternating current stimulation Brain oscillations
ISSN:	1053-8119, 1095-9572, 1095-9572
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Abstract	•Hidden Markov Models (HMMs) decomposed MEG signals into transient brain-states.•Transcranial alternating current stimulation (tACS) affected only specific states.•tACS affected alpha power in these specific states, but not their occurrence.•The pattern of effects is consistent across two independent datasets.•HMMs may offer a powerful tool to gain novel insights to neuromodulation techniques. Non-invasive techniques to electrically stimulate the brain such as transcranial direct and alternating current stimulation (tDCS/tACS) are increasingly used in human neuroscience and offer potential new avenues to treat brain disorders. Previous research has shown that stimulation effects may depend on brain-states. However, this work mostly focused on experimentally induced brain-states over the course of several minutes. Besides such global, long-term changes in brain-states, previous research suggests, that the brain is likely to spontaneously alternate between states in sub-second ranges, which is much closer to the time scale at which it is generally believed to operate. Here, we utilized Hidden Markov Models (HMM) to decompose magnetoencephalography data obtained before and after tACS into spontaneous, transient brain-states with distinct spatial, spectral and connectivity profiles. Only one out of four spontaneous brain-states, likely reflecting default mode network activity, showed evidence for an effect of tACS on the power of spontaneous α-oscillations. The identified state appears to disproportionally drive the overall (non-state resolved) tACS effect. No or only marginal effects were found in the remaining states. We found no evidence that tACS influenced the time spent in each state. Although stimulation was applied continuously, our results indicate that spontaneous brain-states and their underlying functional networks differ in their susceptibility to tACS. Global stimulation aftereffects may be disproportionally driven by distinct time periods during which the susceptible state is active. Our results may pave the ground for future work to understand which features make a specific brain-state susceptible to electrical stimulation.
AbstractList	Non-invasive techniques to electrically stimulate the brain such as transcranial direct and alternating current stimulation (tDCS/tACS) are increasingly used in human neuroscience and offer potential new avenues to treat brain disorders. Previous research has shown that stimulation effects may depend on brain-states. However, this work mostly focused on experimentally induced brain-states over the course of several minutes. Besides such global, long-term changes in brain-states, previous research suggests, that the brain is likely to spontaneously alternate between states in sub-second ranges, which is much closer to the time scale at which it is generally believed to operate. Here, we utilized Hidden Markov Models (HMM) to decompose magnetoencephalography data obtained before and after tACS into spontaneous, transient brain-states with distinct spatial, spectral and connectivity profiles. Only one out of four spontaneous brain-states, likely reflecting default mode network activity, showed evidence for an effect of tACS on the power of spontaneous α-oscillations. The identified state appears to disproportionally drive the overall (non-state resolved) tACS effect. No or only marginal effects were found in the remaining states. We found no evidence that tACS influenced the time spent in each state. Although stimulation was applied continuously, our results indicate that spontaneous brain-states and their underlying functional networks differ in their susceptibility to tACS. Global stimulation aftereffects may be disproportionally driven by distinct time periods during which the susceptible state is active. Our results may pave the ground for future work to understand which features make a specific brain-state susceptible to electrical stimulation.Non-invasive techniques to electrically stimulate the brain such as transcranial direct and alternating current stimulation (tDCS/tACS) are increasingly used in human neuroscience and offer potential new avenues to treat brain disorders. Previous research has shown that stimulation effects may depend on brain-states. However, this work mostly focused on experimentally induced brain-states over the course of several minutes. Besides such global, long-term changes in brain-states, previous research suggests, that the brain is likely to spontaneously alternate between states in sub-second ranges, which is much closer to the time scale at which it is generally believed to operate. Here, we utilized Hidden Markov Models (HMM) to decompose magnetoencephalography data obtained before and after tACS into spontaneous, transient brain-states with distinct spatial, spectral and connectivity profiles. Only one out of four spontaneous brain-states, likely reflecting default mode network activity, showed evidence for an effect of tACS on the power of spontaneous α-oscillations. The identified state appears to disproportionally drive the overall (non-state resolved) tACS effect. No or only marginal effects were found in the remaining states. We found no evidence that tACS influenced the time spent in each state. Although stimulation was applied continuously, our results indicate that spontaneous brain-states and their underlying functional networks differ in their susceptibility to tACS. Global stimulation aftereffects may be disproportionally driven by distinct time periods during which the susceptible state is active. Our results may pave the ground for future work to understand which features make a specific brain-state susceptible to electrical stimulation. Non-invasive techniques to electrically stimulate the brain such as transcranial direct and alternating current stimulation (tDCS/tACS) are increasingly used in human neuroscience and offer potential new avenues to treat brain disorders. Previous research has shown that stimulation effects may depend on brain-states. However, this work mostly focused on experimentally induced brain-states over the course of several minutes. Besides such global, long-term changes in brain-states, previous research suggests, that the brain is likely to spontaneously alternate between states in sub-second ranges, which is much closer to the time scale at which it is generally believed to operate. Here, we utilized Hidden Markov Models (HMM) to decompose magnetoencephalography data obtained before and after tACS into spontaneous, transient brain-states with distinct spatial, spectral and connectivity profiles. Only one out of four spontaneous brain-states, likely reflecting default mode network activity, showed evidence for an effect of tACS on the power of spontaneous α-oscillations. The identified state appears to disproportionally drive the overall (non-state resolved) tACS effect. No or only marginal effects were found in the remaining states. We found no evidence that tACS influenced the time spent in each state. Although stimulation was applied continuously, our results indicate that spontaneous brain-states and their underlying functional networks differ in their susceptibility to tACS. Global stimulation aftereffects may be disproportionally driven by distinct time periods during which the susceptible state is active. Our results may pave the ground for future work to understand which features make a specific brain-state susceptible to electrical stimulation. •Hidden Markov Models (HMMs) decomposed MEG signals into transient brain-states.•Transcranial alternating current stimulation (tACS) affected only specific states.•tACS affected alpha power in these specific states, but not their occurrence.•The pattern of effects is consistent across two independent datasets.•HMMs may offer a powerful tool to gain novel insights to neuromodulation techniques. Non-invasive techniques to electrically stimulate the brain such as transcranial direct and alternating current stimulation (tDCS/tACS) are increasingly used in human neuroscience and offer potential new avenues to treat brain disorders. Previous research has shown that stimulation effects may depend on brain-states. However, this work mostly focused on experimentally induced brain-states over the course of several minutes. Besides such global, long-term changes in brain-states, previous research suggests, that the brain is likely to spontaneously alternate between states in sub-second ranges, which is much closer to the time scale at which it is generally believed to operate. Here, we utilized Hidden Markov Models (HMM) to decompose magnetoencephalography data obtained before and after tACS into spontaneous, transient brain-states with distinct spatial, spectral and connectivity profiles. Only one out of four spontaneous brain-states, likely reflecting default mode network activity, showed evidence for an effect of tACS on the power of spontaneous α-oscillations. The identified state appears to disproportionally drive the overall (non-state resolved) tACS effect. No or only marginal effects were found in the remaining states. We found no evidence that tACS influenced the time spent in each state. Although stimulation was applied continuously, our results indicate that spontaneous brain-states and their underlying functional networks differ in their susceptibility to tACS. Global stimulation aftereffects may be disproportionally driven by distinct time periods during which the susceptible state is active. Our results may pave the ground for future work to understand which features make a specific brain-state susceptible to electrical stimulation.
ArticleNumber	119713
Author	Kasten, Florian H. Herrmann, Christoph S.
Author_xml	– sequence: 1 givenname: Florian H. surname: Kasten fullname: Kasten, Florian H. organization: Experimental Psychology Lab, Department of Psychology, European Medical School, Cluster of Excellence “Hearing4All”, Carl von Ossietzky University, Oldenburg, Germany – sequence: 2 givenname: Christoph S. orcidid: 0000-0003-0323-2272 surname: Herrmann fullname: Herrmann, Christoph S. email: christoph.herrmann@uni-oldenburg.de organization: Experimental Psychology Lab, Department of Psychology, European Medical School, Cluster of Excellence “Hearing4All”, Carl von Ossietzky University, Oldenburg, Germany
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Keywords	Non-invasive brain stimulation Brain-states Aftereffects Hidden Markov Models Transcranial alternating current stimulation Brain oscillations
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Snippet	•Hidden Markov Models (HMMs) decomposed MEG signals into transient brain-states.•Transcranial alternating current stimulation (tACS) affected only specific... Non-invasive techniques to electrically stimulate the brain such as transcranial direct and alternating current stimulation (tDCS/tACS) are increasingly used...
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SubjectTerms	Aftereffects Brain - physiology Brain oscillations Brain research Brain-states Cognitive science Electric Stimulation Electrical stimuli Experiments Hidden Markov Models Humans Magnetoencephalography Markov chains Nervous system Neural networks Neuroscience Non-invasive brain stimulation Oscillations Psychology Transcranial alternating current stimulation Transcranial Direct Current Stimulation - methods
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