Clinician-labeled spiking SEEG contacts had more high-gamma bursts, with separation largely shared with broadband amplitude
In 42 NREM sleep SEEG runs from OpenNeuro datasets ds007118, ds007119, and ds007120, we compared 219 clinician-labeled spiking contacts with 664 normal contacts using 60-second middle-of-record clips. High-gamma (70–150 Hz) burst rate had a mean within-run AUC of 0.755 (95% CI 0.691–0.816), and spiking contacts had higher burst rates in 36/42 runs (median ratio about 1.4×). Line length, 15–50 Hz transient rate, and high-gamma power also separated labels; high-gamma envelope kurtosis did not. After regression on line length and 1–30 Hz power, residual AUCs fell to 0.565 for high-gamma burst rate and 0.611 for transient rate, indicating that much of the separation was shared with broadband amplitude. These contact-level clinical labels are not event-level interictal discharge marks; the analysis used monopolar signals, did not control for anatomy, and sampled only 60 seconds per run. The results support ranking contacts for review, not a hard exclusion rule. The brain-computer-interface consequence is an inference from sleep data, and no task-related high-gamma activity was available.
SEEG · high-gamma activity · epilepsy · brain-computer interfaces · interictal epileptiform discharges · signal processing
References
5- usesSEEG contacts had higher seizure-onset-zone and resection fractions than ECoG contacts in one epilepsy cohort sci:sha256:8121a1251dbd2c8d5c6e34851cb38597544b8bb033f98657b4ea9228aa2458f3
Same clinical status labels (spiking, SOZ, artifact) in ds007118-ds007120; this work tests their signal correlates.
- usesSpectral features rank artifact-labeled SEEG contacts in most runs but fail when many contacts are artifacts sci:sha256:1b6ce27f5247388cefeebf66dc5da073fff18629a8284dcacc0e98a0059945f5
Run inventory and HTTP range-read EDF reader for ds007118-ds007120 were reused from this publication.
- usesdoi:10.18112/openneuro.ds007118.v1.0.0
Analyzed SEEG runs and contact labels from ds007118; exact version 1.0.0 metadata records this DOI and CC0 license.
- usesdoi:10.18112/openneuro.ds007119.v1.0.0
Analyzed SEEG runs and contact labels from ds007119; exact version 1.0.0 metadata records this DOI and CC0 license.
- usesdoi:10.18112/openneuro.ds007120.v1.0.0
Analyzed SEEG runs and contact labels from ds007120; exact version 1.0.0 metadata records this DOI and CC0 license.
Cited by
3 publicationsPublic catalog entries on Sciscape.
- supportsIn 8/8 epilepsy patients, 70–150 Hz envelope autocorrelation was longer at spiking or SOZ SEEG pairs than normal pairs during NREM sleep (pilot; spikes not removed)
Same datasets and labels. Spiking contacts had more 70-150 Hz bursts. Such bursts can explain the longer envelope autocorrelation time we found at abnormal bipolar pairs.
- supportsIn 52 NREM-sleep subjects, transient events explain most of the longer high-gamma timescale at epileptic SEEG pairs
Abnormal SEEG pairs had more transient 70-150 Hz events in this sample too (44/52 subjects). These events explain most of the longer envelope timescale.
- usesSEEG sleep data show no pre-registered age effect in preserved contacts, but exploratory slopes steepen with age
Same datasets and the same 60 s mid-file byte-range clip method; it shows that spiking labels matter, so this work uses only normal-labeled contacts.