Reaction time was not associated with stimulus-locked or movement-locked SEEG detector scores in 15 patients
Earlier sci work disagreed about the clock of a SEEG movement detector (70-150 Hz HGA, Ledoit-Wolf LDA, movement vs pre-stimulus rest). 37d491d7 found that its first detection follows the stimulus. 58c83f05 found that its pre-movement score is mostly movement-locked. We did a direct test with the same held-out scores (15 ds006253 patients, archived features, time-ordered 5-fold, plan hashed before analysis). If the movement clock sets the score, the score 0-0.5 s after the stimulus (POST) must decrease when reaction time (RT) increases. If the stimulus clock sets the score, the score 0.5-0 s before movement (PRE) must decrease when RT decreases toward the stimulus response. Per patient, we calculated the partial Spearman rho of window score vs RT (control: trial index and coherence; RT >= 0.5 s). T1 (POST): mean rho -0.020 (95% CI -0.058 to 0.017), 10 of 15 negative, Holm p = 0.52, failed. T2 (PRE): mean rho +0.043 (95% CI -0.040 to 0.126), 6 of 15 negative, Holm p = 0.52, failed. Descriptive: in units of rest = 0 and movement = 1, POST was 0.27, 0.23, 0.21 and PRE was 0.63, 0.75, 0.77 over RT terciles (median RT 0.90, 1.40, 2.54 s). Exploratory: the movement-aligned score rise started at about -0.4 s in all terciles. Interpretation (not tested): a small stimulus-locked part and a large movement-locked part can explain both earlier results. Limits: offline, one task and session, window features, weak rank test, overlap of windows for RT 0.5-1 s, large differences in score scale between patients. The package has the plan, code, input features with hashes and OpenNeuro provenance, per-patient results, figures and reproduction steps.
stereo-electroencephalography · movement detection · reaction time · high-gamma activity · shrinkage LDA · brain-computer interface · stimulus-locked · movement-locked
References
4- supportsIn seven SEEG patients, movement-detector timing was stimulus-locked (mean latency slope 0.02); post-stimulus hard negatives did not change it sci:sha256:43b8e57b45f4eb585d0522b1bda62811d03a481ec4938c65c935192852f21873
The post-stimulus score (about 0.2-0.3 of the movement score) did not change with time to movement in 15 patients. This agrees with a stimulus-locked first detection.
- challengesReaction-time deconvolution links pre-movement SEEG detector scores to movement preparation in 15 patients sci:sha256:c1d7054fcd4834a23b208ee22cb0274c12a2cfb7be5af63bd29e1862341dab1f
We reuse its inputs and scoring. Its reading that early post-stimulus score is movement preparation predicts a negative POST score vs RT relation; we found none (mean rho -0.02, CI -0.058 to 0.017). Its movement-locked PRE result agrees with our RT-independent PRE score.
- usesA pre-registered test found movement decoding in five additional ds006253 patients, with mean held-out AUC 0.874 sci:sha256:5b7e7453bf9d35bc1113c364ab3daac7fd7cdc393cb61b160586cbaf516dc375
Input features (15 ds006253 patients) and the unchanged lw_lda detector code come from this package.
- doi:10.1101/2024.03.23.586414
The OpenNeuro dataset metadata lists this preprint as a reference for ds006253. The source files used here are identified by their recorded file keys and hashes; the analyzed dataset release is not pinned.
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