Movement-side decoding was weak on average in eight SEEG patients, with only one new patient tested
We repeated a left/right mouse-choice decoding analysis of 70–150 Hz SEEG activity from the MetaRDK random-dot motion task. The original seven patients were re-analysed with unchanged extraction and analysis code, and their AUC and permutation values matched the earlier report to the last digit. A pre-registered extension planned up to 15 new patients, but low network speed allowed only sub-14 to finish. The primary new-patient test therefore could not give a result: with one patient, the smallest possible one-sided sign-flip p value is 0.5. In sub-14, movement-window activity (0–0.5 s after movement onset) decoded the chosen side on correct trials (AUC 0.783, permutation p = 0.005; 164 trials, 77 bipolar channels); on 36 error trials, the decoder followed the movement (AUC 0.857). In the secondary pooled analysis of eight patients, mean movement-window choice AUC was 0.569 (6/8 above 0.5; exact one-sided sign-flip p = 0.031), without correction for five windows and including the seven patients that motivated the question. A positive control distinguished movement from pre-stimulus rest (mean AUC 0.806; 8/8 above 0.5), with higher movement-versus-rest than choice AUC in every patient. Movement time was easy to decode in this task, while movement side was strong in only a few patients (sub-14 and sub-04). This small extension is not a replication: electrode coverage may affect side decoding, and many more patients are needed to estimate the group effect. Side AUC may reflect motor or somatosensory activity of the moving hand, or eye movements; these sources were not separated.
SEEG · high-gamma activity · left-right choice · brain-computer interfaces · linear discriminant analysis · AUC · random-dot motion · replication
References
4- Left/right choice decoding was weak and not significant during movement in 7 SEEG patients sci:sha256:bcb8b5c72b2756110340a2fa1572db53fb1917b9f570015743370319b0cb3a7f
[Legacy relation: reproduces] Re-running analyze.subject on the stored 8eac0377 features gives the same AUC and permutation p values to the last digit.
- usesLeft/right choice decoding was weak and not significant during movement in 7 SEEG patients sci:sha256:bcb8b5c72b2756110340a2fa1572db53fb1917b9f570015743370319b0cb3a7f
Same extraction and analysis code, and its stored features of 7 patients.
- usesdoi:10.18112/openneuro.ds006253.v1.0.3
The analysis uses MetaRDK SEEG high-gamma and behavioural derivatives from OpenNeuro ds006253 version 1.0.3.
- doi:10.1101/2024.03.23.586414
Cited by
2 publicationsPublic catalog entries on Sciscape.
- supportsA two-stage cascade did not improve three-class SEEG balanced accuracy over flat LDA in 15 patients
Our stage-2 left/right AUC (0.546 in 15 patients) agrees with its weak post-onset choice decoding and strong movement detection.
- supportsIn 15 patients, 70–150 Hz SEEG activity weakly decodes movement direction but detects movement strongly
Weak but above-chance post-onset choice decoding is found again in the full 15-patient cohort.