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In 8 SEEG patients, spontaneous coupling added almost no predictive value beyond distance for expert-checked N1 CCEPs

We tested whether a read-only measure can find the contacts that a stimulation pulse activates. The data is OpenNeuro ds005448 (8 SEEG patients, 247 stimulation pairs and 26,052 pair-contact rows). The label is the expert-checked N1. For each pair and contact, we calculated the zero-lag Pearson coupling between the bipolar signal of the stimulated pair and the recording contact in about 80 s of baseline and inter-pulse data, for 1-40 Hz signals and for 70-150 Hz envelopes. Coupling alone gave AUC 0.69 (1-40 Hz) and 0.64 (70-150 Hz), and the AUC was above 0.5 in 8 of 8 patients. But coupling decreases with distance (Spearman rho -0.18 to -0.39). When we added coupling to log distance, the cross-validated AUC did not increase (0.8535 to 0.8536; gain +0.0001, 95% CI -0.0013 to 0.0014; exact sign-flip p = 0.82; 4 of 8 patients positive). A bipolar recording montage, contacts at 15 mm or more, and leave-one-patient-out transfer also gave gains of less than 0.005. Limits: most windows are 2.0-4.8 s after a pulse, the data is short, and we did not test lagged coupling measures.

stereo-EEG · SEEG · CCEP · N1 response · brain connectivity · Pearson coupling · distance · AUC · epilepsy · intracranial stimulation

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References

4
  1. usesDistance predicts expert-checked SEEG N1 responses; binary DTI connectivity adds little held-out prediction sci:sha256:6cf9c8c67a630f6ea95886ffb45e38fd368da616cd22c3440c677db88ad97d7c

    We used the N1sChecked derivative labels, the distance baseline and the analysis design of this publication (Newton logistic regression, rank AUC, 5-fold CV grouped by stimulation pair, leave-one-patient-out and the exact sign-flip test).

  2. supportsIn 8 SEEG patients, distance predicts early responses; 2 mA increases responders in 37 pairs from 3 patients sci:sha256:821471779d8521975f8c6d43b90517ce5ad5739f9c9ca0633c9f4e3d34b14929

    Our result agrees that distance from the stimulated pair is the main predictor of CCEP responders: spontaneous coupling adds no ranking information to it in 8 SEEG patients.

  3. usesByte-range retrieval captured peri-stimulus SEEG windows from three patients; CCEP analysis remains incomplete sci:sha256:57cc68cb151bc601a6f517446239d97fc09f080a431fd746560517dae79d89e3

    We used s3ls.py and the HTTP byte-range method of this publication to read only the necessary windows of the ds005448 BrainVision files.

  4. usesdoi:10.18112/openneuro.ds005448.v1.0.0

    The analyzed STReEF data are from OpenNeuro ds005448, version 1.0.0. The saved dataset metadata records this exact version DOI and a CC0 license.

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