Extracting the individual theta frequency from associative memory EEG for personalized brain stimulation
Апстракт
Non-invasive brain stimulation (NIBS) has gained increased interest in research and therapy of associative memory (AM) and its impairments. However, the one-size-fits-all approach yields inconsistent findings, thus putting forward the need for the development of personalized frequency modulated NIBS protocols to increase the focality and the effectiveness of the interventions. Here we present the new method for extracting the individual theta-band frequency (ITF) to be used as an input parameter for personalized frequency-modulated NIBS approaches – transcranial altering current stimulation (tACS) and transcranial oscillatory current stimulation (otDCS). In a sample of 42 healthy volunteers, we extracted the frequencies with the highest event-related spectral perturbation from 19 overlapping time windows and six centroparietal electrodes from the EEG signal recorded during successful encoding in an AM task. The ITF was defined as modal frequency (4-8Hz in 0.5 Hz steps) in time x elec...trode matrix. The method showed 93% success rate, good reliability, and the full range of variability of the extracted ITFs. We present and discuss individual differences in theta-band activity during AM encoding, together with ITF-extraction challenges. Finally, we provide a rationale behind the adopted analytic approach and critically evaluate it in comparison to the alternative methods that have been reported in the literature.
Кључне речи:
associative memory / individual theta frequency (itf) / transcranial alternating current stimulation (tacs) / transcranial oscillatory current stimulation (otdcs) / electroencephalography (eeg) / non-invasive brain stimulation (nibs)Извор:
Cognitive Neuroscience Society CNS - Annual meeting (23-26 April, San Francisco, USA), 2022Финансирање / пројекти:
- Science Fund of the Republic of Serbia - project MEMORYST (grant no. 6058808)
- Ministry of Education, Science, and Technological development of the Republic of Serbia (University of Belgrade, Institute for Medical Research - grant no. 451-03- 68/2022-14/200015)
- Ministry of Education, Science, and Technological development of the Republic of Serbia (University of Belgrade, Faculty of Philosophy - grant no. 451-03-68/2022-14/200163)
Институција/група
Psihologija / PsychologyTY - CONF AU - Bjekić, Jovana AU - Paunović, Dunja AU - Živanović, Marko AU - Griškova-Bulanova, Inga AU - Filipović, Saša R. PY - 2022 UR - http://reff.f.bg.ac.rs/handle/123456789/4884 AB - Non-invasive brain stimulation (NIBS) has gained increased interest in research and therapy of associative memory (AM) and its impairments. However, the one-size-fits-all approach yields inconsistent findings, thus putting forward the need for the development of personalized frequency modulated NIBS protocols to increase the focality and the effectiveness of the interventions. Here we present the new method for extracting the individual theta-band frequency (ITF) to be used as an input parameter for personalized frequency-modulated NIBS approaches – transcranial altering current stimulation (tACS) and transcranial oscillatory current stimulation (otDCS). In a sample of 42 healthy volunteers, we extracted the frequencies with the highest event-related spectral perturbation from 19 overlapping time windows and six centroparietal electrodes from the EEG signal recorded during successful encoding in an AM task. The ITF was defined as modal frequency (4-8Hz in 0.5 Hz steps) in time x electrode matrix. The method showed 93% success rate, good reliability, and the full range of variability of the extracted ITFs. We present and discuss individual differences in theta-band activity during AM encoding, together with ITF-extraction challenges. Finally, we provide a rationale behind the adopted analytic approach and critically evaluate it in comparison to the alternative methods that have been reported in the literature. C3 - Cognitive Neuroscience Society CNS - Annual meeting (23-26 April, San Francisco, USA) T1 - Extracting the individual theta frequency from associative memory EEG for personalized brain stimulation UR - https://hdl.handle.net/21.15107/rcub_reff_4884 ER -
@conference{ author = "Bjekić, Jovana and Paunović, Dunja and Živanović, Marko and Griškova-Bulanova, Inga and Filipović, Saša R.", year = "2022", abstract = "Non-invasive brain stimulation (NIBS) has gained increased interest in research and therapy of associative memory (AM) and its impairments. However, the one-size-fits-all approach yields inconsistent findings, thus putting forward the need for the development of personalized frequency modulated NIBS protocols to increase the focality and the effectiveness of the interventions. Here we present the new method for extracting the individual theta-band frequency (ITF) to be used as an input parameter for personalized frequency-modulated NIBS approaches – transcranial altering current stimulation (tACS) and transcranial oscillatory current stimulation (otDCS). In a sample of 42 healthy volunteers, we extracted the frequencies with the highest event-related spectral perturbation from 19 overlapping time windows and six centroparietal electrodes from the EEG signal recorded during successful encoding in an AM task. The ITF was defined as modal frequency (4-8Hz in 0.5 Hz steps) in time x electrode matrix. The method showed 93% success rate, good reliability, and the full range of variability of the extracted ITFs. We present and discuss individual differences in theta-band activity during AM encoding, together with ITF-extraction challenges. Finally, we provide a rationale behind the adopted analytic approach and critically evaluate it in comparison to the alternative methods that have been reported in the literature.", journal = "Cognitive Neuroscience Society CNS - Annual meeting (23-26 April, San Francisco, USA)", title = "Extracting the individual theta frequency from associative memory EEG for personalized brain stimulation", url = "https://hdl.handle.net/21.15107/rcub_reff_4884" }
Bjekić, J., Paunović, D., Živanović, M., Griškova-Bulanova, I.,& Filipović, S. R.. (2022). Extracting the individual theta frequency from associative memory EEG for personalized brain stimulation. in Cognitive Neuroscience Society CNS - Annual meeting (23-26 April, San Francisco, USA). https://hdl.handle.net/21.15107/rcub_reff_4884
Bjekić J, Paunović D, Živanović M, Griškova-Bulanova I, Filipović SR. Extracting the individual theta frequency from associative memory EEG for personalized brain stimulation. in Cognitive Neuroscience Society CNS - Annual meeting (23-26 April, San Francisco, USA). 2022;. https://hdl.handle.net/21.15107/rcub_reff_4884 .
Bjekić, Jovana, Paunović, Dunja, Živanović, Marko, Griškova-Bulanova, Inga, Filipović, Saša R., "Extracting the individual theta frequency from associative memory EEG for personalized brain stimulation" in Cognitive Neuroscience Society CNS - Annual meeting (23-26 April, San Francisco, USA) (2022), https://hdl.handle.net/21.15107/rcub_reff_4884 .