{"schema_version":"0.3.0","doc_type":"dataset","dataset_id":"on005779","name":"Real-time personalized brain state-dependent TMS in healthy adults ","description":"This dataset contains raw EEG data from a study investigating real-time, personalized brain state-dependent transcranial magnetic stimulation (TMS) in healthy adults. The research demonstrates that personalized whole-brain activity patterns can predict human corticospinal tract activation in real-time, with potential applications for brain stimulation therapies. Data includes EEG recordings collected during TMS-guided brain state-dependent stimulation protocols, where TMS serves as the intervention guided by real-time EEG decoding.","source":"nemar","recording_modality":["EEG"],"bids_version":null,"license":"CC0","authors":[{"name":"Uttara Khatri","name_type":"Personal"},{"name":"Sara Hussain","name_type":"Personal"}],"keywords":[{"term":"transcranial magnetic stimulation"},{"term":"real-time brain imaging"},{"term":"corticospinal tract"},{"term":"brain state decoding"},{"term":"personalized neurostimulation"},{"term":"electroencephalography"},{"term":"real-time decoding"},{"term":"brain-computer interface"},{"term":"motor cortex"},{"term":"neurofeedback"},{"term":"healthy controls"}],"related_identifiers":[{"identifier":"https://github.com/nemarDatasets/on005779","identifier_type":"URL","relation_type":"IsDescribedBy"},{"identifier":"https://nemar.org/dataexplorer/detail?dataset_id=on005779","identifier_type":"URL","relation_type":"IsDescribedBy"},{"identifier":"10.1016/j.brs.2024","identifier_type":"DOI","relation_type":"IsDescribedBy"},{"identifier":"10.18112/openneuro.ds005779.v1.0.1","identifier_type":"DOI","relation_type":"IsDerivedFrom"},{"identifier":"10.1016/j.brs.2024.01.001","identifier_type":"DOI","relation_type":"IsDescribedBy"}],"contributors":[],"dates":[],"rights":[{"rights":"CC0","rights_uri":null,"rights_identifier":"CC0","rights_identifier_scheme":"SPDX"}],"language":null,"funding":[{"funder_name":"NINDS","award_number":"R21NS133605","award_title":null,"funder_identifier":null,"funder_identifier_type":null,"award_uri":null}],"tasks":["resting","testinghigh110RMT","testinghigh110RMTfile1","testinghigh110RMTfile2","testinghigh110RMTfile3","testinghigh120RMT","testinglow110RMT","testinglow120RMT","testingrandom110RMT","testingrandom120RMT","trainingblock1","trainingblock2","trainingblock3","trainingblock4","trainingblock5","trainingblock6"],"datatypes":["eeg"],"sessions":[],"sessions_count":null,"demographics":{"subjects_count":19,"age_min":18,"age_max":27},"data_summary":{"total_files":1527,"size_bytes":95206994446,"size_human":"88.7 GB"},"provenance":{"latest_snapshot":"v1.0.0","publish_date":"2026-06-18 14:44:20"},"external_links":{"dataset_doi":"10.82901/nemar.on005779","github_url":"https://github.com/nemarDatasets/on005779"},"extensions":{"nemar":{"versions":[{"version":"v1.0.0","doi":"10.82901/nemar.on005779.v1.0.0","created_at":"2026-06-18 14:44:20","manifest_url":"/on005779/v1.0.0/manifest.json"}],"bids_index":{"version":"v1.0.0","subjects":{"sub-01":{"sessions":[],"modalities":{"eeg":{"tasks":{"resting":{"runs":[]},"testinghigh110RMT":{"runs":[]},"testinghigh120RMT":{"runs":[]},"testinglow110RMT":{"runs":[]},"testinglow120RMT":{"runs":[]},"testingrandom110RMT":{"runs":[]},"testingrandom120RMT":{"runs":[]},"trainingblock1":{"runs":[]},"trainingblock2":{"runs":[]},"trainingblock3":{"runs":[]},"trainingblock4":{"runs":[]},"trainingblock5":{"runs":[]},"trainingblock6":{"runs":[]}}}}},"sub-02":{"sessions":[],"modalities":{"eeg":{"tasks":{"resting":{"runs":[]},"testinghigh110RMT":{"runs":[]},"testinghigh120RMT":{"runs":[]},"testinglow110RMT":{"runs":[]},"testinglow120RMT":{"runs":[]},"testingrandom110RMT":{"runs":[]},"testingrandom120RMT":{"runs":[]},"trainingblock1":{"runs":[]},"trainingblock2":{"runs":[]},"trainingblock3":{"runs":[]},"trainingblock4":{"runs":[]},"trainingblock5":{"runs":[]},"trainingblock6":{"runs":[]}}}}},"sub-03":{"sessions":[],"modalities":{"eeg":{"tasks":{"resting":{"runs":[]},"testinghigh110RMT":{"runs":[]},"testinghigh120RMT":{"runs":[]},"testinglow110RMT":{"runs":[]},"testinglow120RMT":{"runs":[]},"testingrandom110RMT":{"runs":[]},"testingrandom120RMT":{"runs":[]},"trainingblock1":{"runs":[]},"trainingblock2":{"runs":[]},"trainingblock3":{"runs":[]},"trainingblock4":{"runs":[]},"trainingblock5":{"runs":[]},"trainingblock6":{"runs":[]}}}}},"sub-04":{"sessions":[],"modalities":{"eeg":{"tasks":{"resting":{"runs":[]},"testinghigh110RMT":{"runs":[]},"testinghigh120RMT":{"runs":[]},"testinglow110RMT":{"runs":[]},"testinglow120RMT":{"runs":[]},"testingrandom110RMT":{"runs":[]},"testingrandom120RMT":{"runs":[]},"trainingblock1":{"runs":[]},"trainingblock2":{"runs":[]},"trainingblock3":{"runs":[]},"trainingblock4":{"runs":[]},"trainingblock5":{"runs":[]},"trainingblock6":{"runs":[]}}}}},"sub-05":{"sessions":[],"modalities":{"eeg":{"tasks":{"resting":{"runs":[]},"testinghigh110RMT":{"runs":[]},"testinghigh120RMT":{"runs":[]},"testinglow110RMT":{"runs":[]},"testinglow120RMT":{"runs":[]},"testingrandom110RMT":{"runs":[]},"testingrandom120RMT":{"runs":[]},"trainingblock1":{"runs":[]},"trainingblock2":{"runs":[]},"trainingblock3":{"runs":[]},"trainingblock4":{"runs":[]},"trainingblock5":{"runs":[]},"trainingblock6":{"runs":[]}}}}},"sub-06":{"sessions":[],"modalities":{"eeg":{"tasks":{"resting":{"runs":[]},"testinghigh110RMT":{"runs":[]},"testinghigh120RMT":{"runs":[]},"testinglow110RMT":{"runs":[]},"testinglow120RMT":{"runs":[]},"testingrandom110RMT":{"runs":[]},"testingrandom120RMT":{"runs":[]},"trainingblock1":{"runs":[]},"trainingblock2":{"runs":[]},"trainingblock3":{"runs":[]},"trainingblock4":{"runs":[]},"trainingblock5":{"runs":[]},"trainingblock6":{"runs":[]}}}}},"sub-07":{"sessions":[],"modalities":{"eeg":{"tasks":{"resting":{"runs":[]},"testinghigh110RMT":{"runs":[]},"testinghigh120RMT":{"runs":[]},"testinglow110RMT":{"runs":[]},"testinglow120RMT":{"runs":[]},"testingrandom110RMT":{"runs":[]},"testingrandom120RMT":{"runs":[]},"trainingblock1":{"runs":[]},"trainingblock2":{"runs":[]},"trainingblock3":{"runs":[]},"trainingblock4":{"runs":[]},"trainingblock5":{"runs":[]},"trainingblock6":{"runs":[]}}}}},"sub-08":{"sessions":[],"modalities":{"eeg":{"tasks":{"resting":{"runs":[]},"testinghigh110RMT":{"runs":[]},"testinghigh120RMT":{"runs":[]},"testinglow110RMT":{"runs":[]},"testinglow120RMT":{"runs":[]},"testingrandom110RMT":{"runs":[]},"testingrandom120RMT":{"runs":[]},"trainingblock1":{"runs":[]},"trainingblock2":{"runs":[]},"trainingblock3":{"runs":[]},"trainingblock4":{"runs":[]},"trainingblock5":{"runs":[]},"trainingblock6":{"runs":[]}}}}},"sub-09":{"sessions":[],"modalities":{"eeg":{"tasks":{"resting":{"runs":[]},"testinghigh110RMT":{"runs":[]},"testinghigh120RMT":{"runs":[]},"testinglow110RMT":{"runs":[]},"testinglow120RMT":{"runs":[]},"testingrandom110RMT":{"runs":[]},"testingrandom120RMT":{"runs":[]},"trainingblock1":{"runs":[]},"trainingblock2":{"runs":[]},"trainingblock3":{"runs":[]},"trainingblock4":{"runs":[]},"trainingblock5":{"runs":[]},"trainingblock6":{"runs":[]}}}}},"sub-10":{"sessions":[],"modalities":{"eeg":{"tasks":{"resting":{"runs":[]},"testinghigh110RMT":{"runs":[]},"testinghigh120RMT":{"runs":[]},"testinglow110RMT":{"runs":[]},"testinglow120RMT":{"runs":[]},"testingrandom110RMT":{"runs":[]},"testingrandom120RMT":{"runs":[]},"trainingblock1":{"runs":[]},"trainingblock2":{"runs":[]},"trainingblock3":{"runs":[]},"trainingblock4":{"runs":[]},"trainingblock5":{"runs":[]},"trainingblock6":{"runs":[]}}}}},"sub-11":{"sessions":[],"modalities":{"eeg":{"tasks":{"resting":{"runs":[]},"testinghigh110RMT":{"runs":[]},"testinghigh120RMT":{"runs":[]},"testinglow110RMT":{"runs":[]},"testinglow120RMT":{"runs":[]},"testingrandom110RMT":{"runs":[]},"testingrandom120RMT":{"runs":[]},"trainingblock1":{"runs":[]},"trainingblock2":{"runs":[]},"trainingblock3":{"runs":[]},"trainingblock4":{"runs":[]},"trainingblock5":{"runs":[]},"trainingblock6":{"runs":[]}}}}},"sub-12":{"sessions":[],"modalities":{"eeg":{"tasks":{"resting":{"runs":[]},"testinghigh110RMT":{"runs":[]},"testinghigh120RMT":{"runs":[]},"testinglow110RMT":{"runs":[]},"testinglow120RMT":{"runs":[]},"testingrandom110RMT":{"runs":[]},"testingrandom120RMT":{"runs":[]},"trainingblock1":{"runs":[]},"trainingblock2":{"runs":[]},"trainingblock3":{"runs":[]},"trainingblock4":{"runs":[]},"trainingblock5":{"runs":[]},"trainingblock6":{"runs":[]}}}}},"sub-13":{"sessions":[],"modalities":{"eeg":{"tasks":{"resting":{"runs":[]},"testinghigh110RMT":{"runs":[]},"testinghigh120RMT":{"runs":[]},"testinglow110RMT":{"runs":[]},"testinglow120RMT":{"runs":[]},"testingrandom110RMT":{"runs":[]},"testingrandom120RMT":{"runs":[]},"trainingblock1":{"runs":[]},"trainingblock2":{"runs":[]},"trainingblock3":{"runs":[]},"trainingblock4":{"runs":[]},"trainingblock5":{"runs":[]},"trainingblock6":{"runs":[]}}}}},"sub-14":{"sessions":[],"modalities":{"eeg":{"tasks":{"resting":{"runs":[]},"testinghigh110RMTfile1":{"runs":[]},"testinghigh110RMTfile2":{"runs":[]},"testinghigh120RMT":{"runs":[]},"testinglow110RMT":{"runs":[]},"testinglow120RMT":{"runs":[]},"testingrandom110RMT":{"runs":[]},"testingrandom120RMT":{"runs":[]},"trainingblock1":{"runs":[]},"trainingblock2":{"runs":[]},"trainingblock3":{"runs":[]},"trainingblock4":{"runs":[]},"trainingblock5":{"runs":[]},"trainingblock6":{"runs":[]}}}}},"sub-15":{"sessions":[],"modalities":{"eeg":{"tasks":{"resting":{"runs":[]},"testinghigh110RMT":{"runs":[]},"testinghigh120RMT":{"runs":[]},"testinglow110RMT":{"runs":[]},"testinglow120RMT":{"runs":[]},"testingrandom110RMT":{"runs":[]},"testingrandom120RMT":{"runs":[]},"trainingblock1":{"runs":[]},"trainingblock2":{"runs":[]},"trainingblock3":{"runs":[]},"trainingblock4":{"runs":[]},"trainingblock5":{"runs":[]},"trainingblock6":{"runs":[]}}}}},"sub-16":{"sessions":[],"modalities":{"eeg":{"tasks":{"resting":{"runs":[]},"testinghigh110RMT":{"runs":[]},"testinghigh120RMT":{"runs":[]},"testinglow110RMT":{"runs":[]},"testinglow120RMT":{"runs":[]},"testingrandom110RMT":{"runs":[]},"testingrandom120RMT":{"runs":[]},"trainingblock1":{"runs":[]},"trainingblock2":{"runs":[]},"trainingblock3":{"runs":[]},"trainingblock4":{"runs":[]},"trainingblock5":{"runs":[]},"trainingblock6":{"runs":[]}}}}},"sub-17":{"sessions":[],"modalities":{"eeg":{"tasks":{"resting":{"runs":[]},"testinghigh110RMT":{"runs":[]},"testinghigh120RMT":{"runs":[]},"testinglow110RMT":{"runs":[]},"testinglow120RMT":{"runs":[]},"testingrandom110RMT":{"runs":[]},"testingrandom120RMT":{"runs":[]},"trainingblock1":{"runs":[]},"trainingblock2":{"runs":[]},"trainingblock3":{"runs":[]},"trainingblock4":{"runs":[]},"trainingblock5":{"runs":[]},"trainingblock6":{"runs":[]}}}}},"sub-18":{"sessions":[],"modalities":{"eeg":{"tasks":{"resting":{"runs":[]},"testinghigh110RMTfile1":{"runs":[]},"testinghigh110RMTfile2":{"runs":[]},"testinghigh110RMTfile3":{"runs":[]},"testinghigh120RMT":{"runs":[]},"testinglow110RMT":{"runs":[]},"testinglow120RMT":{"runs":[]},"testingrandom110RMT":{"runs":[]},"testingrandom120RMT":{"runs":[]},"trainingblock1":{"runs":[]},"trainingblock2":{"runs":[]},"trainingblock3":{"runs":[]},"trainingblock4":{"runs":[]},"trainingblock5":{"runs":[]},"trainingblock6":{"runs":[]}}}}},"sub-19":{"sessions":[],"modalities":{"eeg":{"tasks":{"resting":{"runs":[]},"testinghigh110RMT":{"runs":[]},"testinghigh120RMT":{"runs":[]},"testinglow110RMT":{"runs":[]},"testinglow120RMT":{"runs":[]},"testingrandom110RMT":{"runs":[]},"testingrandom120RMT":{"runs":[]},"trainingblock1":{"runs":[]},"trainingblock2":{"runs":[]},"trainingblock3":{"runs":[]},"trainingblock4":{"runs":[]},"trainingblock5":{"runs":[]},"trainingblock6":{"runs":[]}}}}}}},"pipeline_stage":"enriched","data_complete":1,"bytes_present":94579764642}}}