Beta and high gamma power increased observed mean onset mark AUC beyond contact number in 19 selected external SEEG patients
We tested whether two power bands added value beyond contact number in public stereoelectroencephalography (SEEG) data. We fitted fixed models in 34 HUP patients. We tested them in 19 selected NIH and Johns Hopkins patients. Mean onset mark AUC increased from 0.712 to 0.786. The mean gain was 0.074. Its 95 percent patient bootstrap interval was 0.010 to 0.143 with the training model fixed. The interval was 0.002 to 0.153 when both cohorts were resampled and the models were fitted again. Simulation error can change whether the refit lower limit is above zero. The exact sign flip test gave p=0.0462, under independent patients and a symmetric null. Fourteen patients improved and five declined. The result concerns source marks. It does not prove tissue disease or clinical benefit. Prior results informed this exploratory question. The package preserves code, powers, marks, source versions, checks, and exact resampling assignments.
stereoelectroencephalography · seizure onset marks · AUC · beta power · high gamma power · external validation · logistic regression
References
7- usesSix CAR spectral features raised mean seizure onset label AUC beyond contact number. Fixed logistic tests excluded each of 31 SEEG patients. sci:sha256:aee5a470b0833c4f856b9a317fa6e6005828d574f583119a67ef17a72b7a7b3f
The reported HUP comparison of contact number and six spectrum features informed the baseline and question. We used no fitted coefficients or code from that model.
- usesMean seizure onset mark AUC exceeded 0.5 for 80–150 Hz common average power in two selected public SEEG samples sci:sha256:1871772889fd3417669bc22cfc0cc35db83c969a775cc6c3085902b7bbc92c95
This package supplied both patient samples, full HUP contact pools, source marks, powers, metadata, and pinned retrieval code. We rebuilt all powers from the pinned raw ranges. We then fitted models in HUP and tested added ranking value in NIH and JHU.
- usesdoi:10.18112/openneuro.ds004100.v1.1.3
Training data source: HUP iEEG Epilepsy Dataset, version 1.1.3.
- usesdoi:10.18112/openneuro.ds003876.v1.0.2
Target data source: Epilepsy-iEEG-Interictal-Multicenter-Dataset, version 1.0.2.
- doi:10.1093/brain%2Fawac300
- doi:10.1101/2021.10.15.464594
- doi:10.1038/s41593-021-00901-w
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