How machine learning is powering neuroimaging to improve brain health
This report presents an overview of how machine learning is rapidly advancing clinical
translational imaging in ways that will aid in the early detection, prediction, and treatment of …
translational imaging in ways that will aid in the early detection, prediction, and treatment of …
A narrative review illustrating the clinical utility of electroencephalogram-guided anesthesia care in children
CL Bong, GA Balanza, CEH Khoo, JSK Tan… - Anesthesia & …, 2023 - journals.lww.com
The major therapeutic end points of general anesthesia include hypnosis, amnesia, and
immobility. There is a complex relationship between general anesthesia, responsiveness …
immobility. There is a complex relationship between general anesthesia, responsiveness …
Electroencephalogram burst-suppression during cardiopulmonary bypass in elderly patients mediates postoperative delirium
Background Intraoperative burst-suppression is associated with postoperative delirium.
Whether this association is causal remains unclear. Therefore, the authors investigated …
Whether this association is causal remains unclear. Therefore, the authors investigated …
Machine learning of EEG spectra classifies unconsciousness during GABAergic anesthesia
JH Abel, MA Badgeley, B Meschede-Krasa… - Plos one, 2021 - journals.plos.org
In current anesthesiology practice, anesthesiologists infer the state of unconsciousness
without directly monitoring the brain. Drug-and patient-specific electroencephalographic …
without directly monitoring the brain. Drug-and patient-specific electroencephalographic …
Delta oscillations phase limit neural activity during sevoflurane anesthesia
S Chamadia, JC Pedemonte, EY Hahm… - Communications …, 2019 - nature.com
Understanding anesthetic mechanisms with the goal of producing anesthetic states with
limited systemic side effects is a major objective of neuroscience research in …
limited systemic side effects is a major objective of neuroscience research in …
Sevoflurane requirements during electroencephalogram (EEG)-guided vs standard anesthesia care in children: a randomized controlled trial
MHY Long, EHL Lim, GA Balanza, JC Allen Jr… - Journal of Clinical …, 2022 - Elsevier
Abstract Study Objectives Intra-operative electroencephalographic (EEG) monitoring
utilizing the spectrogram allows visualization of children's brain response during anesthesia …
utilizing the spectrogram allows visualization of children's brain response during anesthesia …
Monitoring level of hypnosis using stationary wavelet transform and singular value decomposition entropy with feedforward neural network
MI Dutt, W Saadeh - IEEE Transactions on Neural Systems and …, 2023 - ieeexplore.ieee.org
Classifying the patient's depth of anesthesia (LoH) level into a few distinct states may lead to
inappropriate drug administration. To tackle the problem, this paper presents a robust and …
inappropriate drug administration. To tackle the problem, this paper presents a robust and …
Monitoring of anesthetic depth and EEG band power using phase lag entropy during propofol anesthesia
HW Shin, HJ Kim, YK Jang, HS You, H Huh, YJ Choi… - BMC …, 2020 - Springer
Background Phase lag entropy (PLE) is a novel anesthetic depth indicator that uses four-
channel electroencephalography (EEG) to measure the temporal pattern diversity in the …
channel electroencephalography (EEG) to measure the temporal pattern diversity in the …
Decreased electroencephalographic alpha power during anesthesia induction is associated with EEG discontinuity in human infants
JY Chao, R Gutiérrez, AD Legatt… - Anesthesia & …, 2022 - journals.lww.com
BACKGROUND: Electroencephalogram (EEG) discontinuity can occur at high
concentrations of anesthetic drugs, reflecting suppression of electrocortical activity. This …
concentrations of anesthetic drugs, reflecting suppression of electrocortical activity. This …
A pharmacokinetic and pharmacodynamic study of oral dexmedetomidine
Background Dexmedetomidine is only approved for use in humans as an intravenous
medication. An oral formulation may broaden the use and benefits of dexmedetomidine to …
medication. An oral formulation may broaden the use and benefits of dexmedetomidine to …