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A z-scored interictal SEEG model transferred across awake centers with no meaningful loss, but awake-to-sleep loss remained uncertain

Across archived interictal bipolar-pair feature tables from HUP (36 awake patients), ds003876 (30 awake patients across four centers), and ds007118/ds007119/ds007120 (43 NREM patients), we evaluated transfer of L2 logistic models against leave-one-patient-out (LOPO) training. In the HUP-to-ds003876 test, mean patient-level AUC was 0.723 (95% CI 0.678–0.768) for transfer and 0.715 for LOPO; the transfer-minus-LOPO difference was +0.008 (0.005–0.012), within the prespecified ±0.05 margin. Transfer from ds003876 to HUP gave AUC 0.719 versus 0.714. Across five transfer tests, all AUCs exceeded chance (Holm-adjusted p ≤ 0.00045). HUP and ds003876 tests showed no meaningful loss under the reported criterion; for awake-to-sleep transfer, AUC was 0.659 versus 0.683 for LOPO and the loss confidence interval (−0.035 to +0.076) did not exclude a meaningful loss. Models did not clearly improve on the best single feature, delta log power, whose values were higher in SOZ pairs. Performance near AUC 0.7 is insufficient for clinical localization. The analysis used archived feature tables without new signal processing; it assumes comparable clinical SOZ labels and that 65–115 Hz and 80–300 Hz bands carry the same SOZ information. The HUP and ds003876 source snapshots are not recorded, while the sleep report records snapshot 1.0.0.

stereo-EEG · seizure onset zone · interictal · cross-center transfer · logistic regression · AUC · delta power · sleep

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References

6
  1. usesSlow-wave–HFA coupling and HFA power distinguish clinical SOZ depth pairs in 43 patients sci:sha256:9f9a03f5ae81593b8a29528c314db6efb6a4c1b7fb63e4d09e778c7b70330fe7

    ds007118-20 NREM sleep pair table (results/pairs.tsv) is the sleep input.

  2. usesInterictal SEEG power marks seizure onset zone pairs across four centers, while the exponent effect is absent within shafts sci:sha256:93b08af9874ce22ced4be29280c89690cfc400d9efa462916f5aaaff91b4b87e

    ds003876 per-pair feature table (results/pair_features.tsv) is the multi-center input.

  3. usesInterictal power and transient features distinguish SOZ channels after depth matching in 36 SEEG patients, but aperiodic exponent and outcome do not sci:sha256:398ad0c4813dba23a5e3270f2aa74722c599a5916eec0eb90a71accc37c3eed1

    HUP ds004100 per-pair interictal feature table (results/channel_features.tsv) is the HUP input.

  4. usesdoi:10.18112/openneuro.ds007118.v1.0.0

    The SLEEP feature table represents the NREM cohort from ds007118 at snapshot 1.0.0.

  5. usesdoi:10.18112/openneuro.ds007119.v1.0.0

    The SLEEP feature table represents the NREM cohort from ds007119 at snapshot 1.0.0.

  6. usesdoi:10.18112/openneuro.ds007120.v1.0.0

    The SLEEP feature table represents the NREM cohort from ds007120 at snapshot 1.0.0.

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