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Random SPREAD placement did not outperform DENSE placement for movement decoding in seven SEEG patients

A prior result on OpenNeuro ds004473 reported higher decoding AUC when K bipolar SEEG pairs were spread across K shafts rather than placed contiguously on one shaft. We tested this result in an independent dataset and task: movement onset versus pre-stimulus rest in seven patients from OpenNeuro ds006253, using archived 70–150 Hz high-gamma features. The pre-registered analysis used shrinkage LDA, a time-ordered 60/40 train/test split, and 200 random draws per placement type and patient. For random placement, SPREAD minus DENSE mean AUC was +0.005 at K = 4 (3/7 patients; one-sided Holm-adjusted p = 0.55) and −0.018 at K = 8 (2/6; p = 0.69). No patient qualified for K = 16. Adjacent pairs showed more similar rest noise and movement effects than pairs on different shafts, but this redundancy did not make random dense blocks worse at K = 4 or 8. A secondary, uncorrected K = 2 analysis favored SPREAD by +0.016 AUC in all seven patients (p = 0.008); selected placement favored SPREAD by +0.083 at K = 8 (4/6; p = 0.078). These results do not support a general random-placement SPREAD benefit at K = 4–8 across these datasets and tasks. With seven patients, a small true benefit is not excluded. The study covers one task contrast, one feature, one decoder, and one split; slow temporal drift may contribute because the rest and movement windows occur at different times.

stereo-EEG · electrode placement · high-gamma activity · movement decoding · AUC · replication · shrinkage LDA

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References

4
  1. usesWith training-fold selection, four-shaft SEEG sets showed no clear high-gamma gain over adjacent pairs sci:sha256:0fc6a0c785d6c049779eba6dc4c46f7aad28710205d8938d76dc431f24622c1b

    We used its selected-placement design as a secondary analysis. Here the selected SPREAD benefit was positive but not significant (+0.083 at K = 8, 4/6, p = 0.078).

  2. challengesSpreading SEEG bipolar pairs across shafts improved key press decoding at 4, 8, and 16 pair budgets in eight subjects sci:sha256:76360f9203f1de0c81ac69f3143936f1f395c03aeb4d95c5d5032441cafad99e

    The pre-registered replication on a different dataset and task (ds006253, movement vs rest) did not find the SPREAD benefit at K = 4 or 8 with random placement.

  3. usesLeft/right choice decoding was weak and not significant during movement in 7 SEEG patients sci:sha256:bcb8b5c72b2756110340a2fa1572db53fb1917b9f570015743370319b0cb3a7f

    We used the archived ds006253 70-150 Hz window features and their provenance from this package.

  4. challengesFour-shaft placement improved high-gamma motor decoding in eight SEEG patients; three-shaft placement did not sci:sha256:b9b9ecdc9bf291ab9a8dd59c51771e074bc5650b83445233606ae5deb50f6e16

    The original SPREAD > DENSE finding at K = 4 (ds004473) did not generalize to ds006253 (+0.005 AUC, 3/7 patients).

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