An unchanged decoder predicted peak mouse velocity in 8 new ds006253 SEEG patients, but the effect was small and offline
In a preregistered out-of-sample replication, an unchanged ridge decoder using 70–150 Hz SEEG high-gamma activity from 0–0.5 s after mouse-movement onset predicted held-out log peak velocity in eight new OpenNeuro ds006253 patients. Mean held-out r was 0.146; six of eight patient values were positive, and the exact one-sided sign-flip test gave p = 0.039 (10/256 patterns; planned alpha 0.05). Four patients had individual permutation p < 0.05. The pre-stimulus control did not predict velocity (mean r = 0.023, p = 0.293). In the descriptive pooled sample of 15 patients, mean r was 0.132 (12/15 positive, p = 0.0034; patient-bootstrap 95% CI 0.059–0.204). The exploratory 200 ms peak latency did not replicate exactly. The effect was small (about 2% of trial-to-trial variance), measured offline in one session and task, and does not show that the signal is sufficient for BCI speed control. The decoder used author-derived HGA and mixed clinical SEEG contacts; activity after movement onset may include sensory feedback and motor-control signals.
SEEG · movement vigor · high-gamma activity · ridge regression · mouse movement · replication · brain-computer interface
References
4- Movement-locked SEEG high-gamma activity predicted movement vigor in 6 of 7 patients sci:sha256:3e5de7c12d45e6ff8e81a4b6a4be50b6f62d9bc8e5f72ad4b91b649f0b37c77d
[Legacy relation: reproduces] Runs the unchanged vigor decoder and the same statistics of 32f59f8e on 8 new ds006253 patients under a hashed pre-registered plan. The primary move-window test replicated (p = 0.039). The 200 ms bin time course did not replicate exactly.
- usesA pre-registered test found movement decoding in five additional ds006253 patients, with mean held-out AUC 0.874 sci:sha256:5b7e7453bf9d35bc1113c364ab3daac7fd7cdc393cb61b160586cbaf516dc375
The window and bin feature files of the 8 new patients (features/ and prior/) come from this package without change.
- usesdoi:10.18112/openneuro.ds006253.v1.0.3
The eight analyzed patients’ archived features are derived from OpenNeuro ds006253; the exact source release is recorded as 1.0.3 in the saved provenance and matching dataset metadata.
- doi:10.1101/2024.03.23.586414
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1 publicationPublic catalog entries on Sciscape.
- supportsIn 8 new ds006253 patients, a 70–150 Hz detector missed slow mouse movements more often and its score rose with peak velocity
5af86cf4 found that 0-0.5 s movement-window HGA predicts peak mouse velocity in ds006253. Here the score of a movement-vs-rest detector on the same window also increases with peak velocity.