Complexity of Resting Cortical Activity Predicts Neurophysiological Responses to Theta- Burst Stimulation but Fails to Generalize: A Rigorous Machine-Learning Approach (Feature Store)

Features and labels (in Excel file format) for the manuscript of the same title: "Complexity of Resting Cortical Activity Predicts Neurophysiological Responses to Theta- Burst Stimulation but Fails to Generalize: A Rigorous Machine-Learning Approach." De-identified in accordance with HIPAA/IRB. LMFP.xlsx contains LMFP ratios for different windows where the ratios are taken between post-TBS and pre-TBS blocks of single-pulse TMS. Used for labeling the iTBS responses as facilitation (if the ratio >= 1) or suppression. EEGBandPowers.xlsx contains band-limited spectral powers for delta, theta, alpha and beta bands recorded from awaken resting-state EEG for all EEG channels (electrodes). Used as neurophysiological predictors. Entropy.xlsx contains both single-scale and multiscale entropies recorded from awaken resting-state EEG for all EEG channels (electrodes). Used as neurophysiological predictors. MEP_T05.xlsx contains t-test results between Pre-TBS and T05 samples of motor-evoked potentials (MEPs) for all subjects. Used for labeling the iTBS responses as responder (if the p-value <= 0.05) or non-responder. MEP_T25.xlsx contains t-test results between Pre-TBS and T25 samples of motor-evoked potentials (MEPs) for all subjects. Same but for T25 block. PreTBS_MEP.xlsx contains baseline (pre-TBS) MEP characteristics. Used as neurophysiological predictors. PreTBS_TEP.xlsx contains baseline (pre-TBS) TEP characteristics from single-pulse TMS. In the column labeled as Mean_Amplitude, it's actually regression quality score. Used as neurophysiological predictors.