1. High-gamma and beta bursts in the Left Supramarginal Gyrus can accurately differentiate verbal memory states and performance.
- Author
-
Sawczuk N, Rubinstein DY, Sperling MR, Wendel-Mitoraj K, Djuric P, Slezak DF, Kamienkowski J, and Weiss SA
- Abstract
The left supramarginal gyrus (LSMG) may mediate attention to memory, and gauge memory state and performance. We performed a secondary analysis of 142 verbal delayed free recall experiments, in patients with medically-refractory epilepsy with electrode contacts implanted in the LSMG. In 14 of 142 experiments (in 14 of 113 patients), the cross-validated convolutional neural networks (CNNs) that used 1-dimensional(1-D) pairs of convolved high-gamma and beta tensors, derived from the LSMG recordings, could label recalled words with an area under the receiver operating curve (AUROC) of greater than 60% [range: 60-90%]. These 14 patients were distinguished by: 1) higher amplitudes of high-gamma bursts; 2) distinct electrode placement within the LSMG; and 3) superior performance compared with a CNN that used a 1-D tensor of the broadband recordings in the LSMG. In a pilot study of 7 of these patients, we also cross-validated CNNs using paired 1-D convolved high-gamma and beta tensors, from the LSMG, to: a) distinguish word encoding epochs from free recall epochs [AUC 0.6-1]; and distinguish better performance from poor performance during delayed free recall [AUC 0.5-0.86]. These experiments show that bursts of high-gamma and beta generated in the LSMG are biomarkers of verbal memory state and performance., Competing Interests: S.A.W, N.S, J.K, and D.S are inventors on a related provisional patent 63/621,314. S.A.W and M.S. are inventors of granted patent US20240090817A1. M.R.S. is a consultant/advisor for Medtronic (fee to institution); has received research support (to institution) from Eisai, Engage Therapeutics, Medtronic, Neurelis, Pfizer, SK Life Science, Takeda, UCB, Cerevel, and Xenon; and has been a speaker for Eisai, Medscape, NeurologyLive, UCB, and Projects in Knowledge. K.W.M is the CEO of Soenia®.
- Published
- 2024
- Full Text
- View/download PDF