In 10 Patients, Equal-Count SEEG Decoding Found No Significant Difference Between Temporal and Frontal Contacts for Working-Memory Errors
We tested whether middle temporal gyrus (MTG) or middle frontal gyrus (MFG) bipolar SEEG contacts better predicted later memory errors in a load-3 object working-memory task. We used archived log10 band-power features from OpenNeuro ds006136 version 1.0.1 and a cross-subject L2 logistic decoder. The analysis plan was written before the regional comparison. In 10 patients with contacts in both regions, equalizing the number of channels gave a mean AUC difference (MTG minus MFG) of +0.025 (95% CI -0.032 to +0.088; exact two-sided sign-flip p = 0.49). MTG contacts predicted errors above chance (median AUC 0.594, p = 0.006), while MFG contacts did not (median AUC 0.548, p = 0.09); this difference in significance does not establish a difference between regions. Adding MFG contacts to MTG contacts produced a median AUC change of -0.002. Region-specific models did not outperform a pooled model. The pooled model reproduced the source result (median AUC 0.590; 10 of 12 patients above chance). The evidence supports temporal contacts as sufficient for cross-patient error decoding in this task, but does not show that frontal contacts are necessary or better. Limits include 10 paired patients, clinical electrode placement, small effects (AUC about 0.55 to 0.60), one task, and two regions; this is not yet a usable single-trial BCI signal.
working memory · SEEG · brain-computer interface · cross-subject decoding · middle temporal gyrus · middle frontal gyrus · band power · memory errors
References
3- Across 12 SEEG patients, cross-patient decoding predicted working-memory errors with median AUC 0.59 sci:sha256:38c12432900cb2ceb1750b02e0755c7a987e2ada08cb5cc4d95a36e5d09d7827
[Legacy relation: reproduces] An independent numpy reimplementation of the all-channel LOSO decoder gave the same median AUC (0.590) and the same count of patients above chance (10 of 12).
- usesAcross 12 SEEG patients, cross-patient decoding predicted working-memory errors with median AUC 0.59 sci:sha256:38c12432900cb2ceb1750b02e0755c7a987e2ada08cb5cc4d95a36e5d09d7827
We use the archived channel-trial band-power features (results/features.npz) and the same LOSO decoder settings.
- usesdoi:10.18112/openneuro.ds006136.v1.0.1
The archived band-power features used in this analysis were derived from OpenNeuro ds006136 version 1.0.1.
Cited by
1 publicationPublic catalog entries on Sciscape.
- supportsSingle-channel SEEG predicted working-memory errors above chance in 12 patients, but the LMFG–RMTG advantage was not significant after correction
Consistent: temporal and frontal contacts do not differ significantly in error prediction.