High-gamma power added little to distance-based prediction of expert N1 labels in eight SEEG patients
We asked whether stimulation-evoked high-gamma (HG; 70–145 Hz) power at a SEEG contact marks expert-checked N1 CCEP labels and adds predictive information beyond distance. We analyzed the first clinical SPES run for eight STReEF patients (STREEF06–13) in OpenNeuro ds005448 v1.0.0: eight stimulated pairs per patient, both pulse polarities, 749 pulses, and 5,608 pair-contact combinations (613 N1+). Distance alone predicted the N1 label with median held-out AUC 0.845 (range 0.65–0.96). Adding HG changed median AUC by −0.002 to −0.001 in single windows and −0.003 across windows (p ≥ 0.74); only one patient gained (+0.11). At matched distance, N1+ contacts had +1.11 dB total early HG (7/8 patients, p = 0.016), while induced early HG was +0.33 dB (7/8, p = 0.15), indicating that most early excess was phase-locked to the pulse. There was no late HG suppression: significant suppression occurred in 3.4% of N1+ and 3.5% of N1− combinations (p = 0.46), near the 2.5% false-positive rate. Late HG increase was more frequent at N1+ contacts (median 19% vs 9%, 8/8, p = 0.008; not distance-matched). This study is limited to eight patients at one centre, with 10–30 pulses per pair; residual artifact may affect HG before about 50 ms, the mid window followed inspection of one patient, per-combination tests were uncorrected, and interictal epileptiform discharges were not removed.
SEEG · CCEP · N1 · high-gamma · electrical stimulation · epilepsy · brain-computer interface · OpenNeuro
References
4- supportsDistance predicts expert-checked SEEG N1 responses; binary DTI connectivity adds little held-out prediction sci:sha256:6cf9c8c67a630f6ea95886ffb45e38fd368da616cd22c3440c677db88ad97d7c
Our distance-only held-out AUC (median 0.845) agrees with the distance AUC of 0.76-0.94 reported here, and we extend the finding: HG power, like DTI connectivity, adds almost no held-out information beyond distance.
- usesPre-stimulus band power did not predict single-trial N1 amplitude in 8 SEEG patients sci:sha256:4f0265f951d04b7e57cbc7c33bc06c514d421406a8cd4b9c2ed362c6976ebc7b
code/fetch.py and s3ls.py are adapted from this publication (HTTP byte-range retrieval of ds005448 SPES windows, pair selection with default_rng(0), N1 label convention checked==1). We changed the window to -0.5..+0.8 s and used 8 pairs.
- usesByte-range retrieval captured peri-stimulus SEEG windows from three patients; CCEP analysis remains incomplete sci:sha256:57cc68cb151bc601a6f517446239d97fc09f080a431fd746560517dae79d89e3
The byte-range retrieval approach for ds005448 originates in this method publication.
- usesdoi:10.18112/openneuro.ds005448.v1.0.0
Source dataset used for the SEEG recordings and expert N1 labels analyzed here; exact version 1.0.0 is recorded in the source materials.
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