A data-driven approach to responder subgroup identification after paired continuous theta burst simulation

  • Background: Modulation of cortical excitability by transcranial magnetic stimulation (TMS) is used for investigating human brain functions. A common observation is the high variability of long-term depression (LTD)-like changes in human (motor) cortex excitability. This study aimed at analyzing the response subgroup distribution after paired continuous theta burst stimulation (cTBS) as a basis for subject selection. Methods: The effects of paired cTBS using 80% active motor threshold (AMT) in 31 healthy volunteers were assessed at the primary motor cortex (M1) corresponding to the representation of the first dorsal interosseous (FDI) muscle of the left hand, before and up to 50 min after plasticity induction. The changes in motor evoked potentials (MEPs) were analyzed using machine-learning derived methods implemented as Gaussian mixture modeling (GMM) and computed ABC analysis. Results: The probability density distribution of the MEP changes from baseline was tri-modal, showing a clear separation at 80.9%. Subjects displaying at least this degree of LTD-like changes were n = 6 responders. By contrast, n = 7 subjects displayed a paradox response with increase in MEP. Reassessment using ABC analysis as alternative approach led to the same n = 6 subjects as a distinct category. Conclusion: Depressive effects of paired cTBS using 80% AMT endure at least 50 min, however, only in a small subgroup of healthy subjects. Hence, plasticity induction by paired cTBS might not reflect a general mechanism in human motor cortex excitability. A mathematically supported criterion is proposed to select responders for enrolment in assessments of human brain functional networks using virtual brain lesions.

Download full text files

Export metadata

Metadaten
Author:Tonio Heidegger, Onno Hansen-Goos, Olga Batlaeva, Onur Annak, Ulf ZiemannORCiDGND, Jörn LötschORCiDGND
URN:urn:nbn:de:hebis:30:3-447207
DOI:https://doi.org/10.3389/fnhum.2017.00382
Parent Title (English):Frontiers in human neuroscience
Document Type:Article
Language:English
Year of Completion:2017
Date of first Publication:2017/08/04
Publishing Institution:Universitätsbibliothek Johann Christian Senckenberg
Release Date:2017/10/29
Tag:data science; heterogeneity of plasticity effects; paired continuous theta burst stimulation; subject selection; transcranial magnetic stimulation
Volume:11
Issue:article 382
Page Number:8
Note:
© 2017 Heidegger, Hansen-Goos, Batlaeva, Annak, Ziemann and Lötsch. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
HeBIS-PPN:454005792
Institutes:Medizin / Medizin
Dewey Decimal Classification:6 Technik, Medizin, angewandte Wissenschaften / 61 Medizin und Gesundheit / 610 Medizin und Gesundheit
Sammlungen:Universitätspublikationen
Licence (German):License LogoCreative Commons - Namensnennung 4.0