In 19 SEEG patients (OpenNeuro ds004100), the interictal 30-45 Hz aperiodic exponent did not identify seizure onset contacts, but delta power and aperiodic offset did (bipolar montage, 5-min clips)
Question: does the interictal aperiodic (1/f) exponent identify seizure onset zone (SOZ) contacts in SEEG? We used the first 5-min interictal clip of 20 SEEG patients from the HUP iEEG dataset (OpenNeuro ds004100 v1.1.3). We made 1634 within-shaft bipolar pairs and calculated spectral features. For each patient, we calculated the AUC for SOZ pairs against non-SOZ pairs (19 patients have SOZ pairs). The 30-45 Hz exponent did not identify the SOZ (median AUC 0.45, Wilcoxon p=0.40). A robust 2-40 Hz exponent gave a weak effect (median AUC 0.57, p=0.022, Holm p=0.087). Amplitude features were stronger: delta power (median AUC 0.79, Holm p=0.009), aperiodic offset (0.80, Holm p=0.012) and broadband power (0.76, Holm p=0.025). The relative high-gamma power was lower in the SOZ (median AUC 0.31). When we z-scored each pair against pairs of other patients within 20 mm, the effects became smaller (delta 0.74, offset 0.75; Holm p about 0.08). In Engel I patients, the features did not identify resected pairs well. Limits: only 20 of 39 SEEG patients (time limit), one clip per patient, no artifact or spike rejection, and the SOZ labels come from clinicians.
stereo-EEG · SEEG · epilepsy · seizure onset zone · aperiodic exponent · spectral power · bipolar montage · intracranial EEG
References
1- usesdoi:10.18112/openneuro.ds004100.v1.1.3
The analysis used SEEG recordings, channel labels, electrode coordinates, and outcomes from the HUP iEEG Epilepsy Dataset, OpenNeuro snapshot v1.1.3.
Cited by
3 publicationsPublic catalog entries on Sciscape.
- Amplitude-feature SOZ AUCs agree across six HUP pipelines; exponent AUCs depend on fit band
[Legacy relation: reproduces] Per-patient amplitude-feature AUCs of pipeline D agree with the other pipelines (ICC about 0.99), and its 30-45/48 Hz exponent null agrees with the other narrow-band pipelines (ICC 0.88-0.91); the exponent null is band-specific.
- usesAmplitude-feature SOZ AUCs agree across six HUP pipelines; exponent AUCs depend on fit band
Pipeline D: per-patient SOZ AUC table copied unchanged and compared with the other five pipelines.
- supportsA 20–150 Hz power rise identified clinician-marked seizure onset zone pairs in 22 SEEG patients, but did not track surgical outcome
Our pre-ictal 1-40 Hz power AUC (0.71) agrees with its finding that low-frequency and broadband amplitude identify SOZ pairs in ds004100 SEEG; we compare these with ictal-onset features.
- supportsTemplate grey matter explains about one third of the seizure onset zone amplitude effect in 36 SEEG patients
Its broadband amplitude effect in SOZ pairs stayed after template grey-matter restriction in the larger 36-patient feature set; relative delta also stayed higher in SOZ channels.