AIMC Topic: Transcranial Magnetic Stimulation

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Changes in functional connectivity after theta-burst transcranial magnetic stimulation for post-traumatic stress disorder: a machine-learning study.

European archives of psychiatry and clinical neuroscience Jul 27, 2020
Intermittent theta burst stimulation (iTBS) is a novel treatment approach for post-traumatic stress disorder (PTSD), and recent neuroimaging work indicates that functional connectivity profiles may be able to identify those most likely to respond. Ho...
Humans Rest Dorsolateral Prefrontal Cortex Transcranial Magnetic Stimulation Theta Rhythm Reproducibility of Results Stress Disorders, Post-Traumatic Support Vector Machine Electroencephalography
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Machine Learning Methods Predict Individual Upper-Limb Motor Impairment Following Therapy in Chronic Stroke.

Neurorehabilitation and neural repair Mar 20, 2020
. Accurate prediction of clinical impairment in upper-extremity motor function following therapy in chronic stroke patients is a difficult task for clinicians but is key in prescribing appropriate therapeutic strategies. Machine learning is a highly ...
Evoked Potentials, Motor Motor Cortex Transcranial Magnetic Stimulation Outcome Assessment, Health Care Upper Extremity Stroke Rehabilitation Male Middle Aged Severity of Illness Index Support Vector Machine Magnetic Resonance Imaging Chronic Disease Stroke Exercise Therapy Neural Networks, Computer Machine Learning Female Aged Humans
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Accuracy of robotic coil positioning during transcranial magnetic stimulation.

Journal of neural engineering Sep 17, 2019
OBJECTIVE: Robotic positioning systems for transcranial magnetic stimulation (TMS) promise improved accuracy and stability of coil placement, but there is limited data on their performance. Investigate the usability, accuracy, and limitations of robo...
Male Middle Aged Adolescent Robotics Humans Female Young Adult Adult Transcranial Magnetic Stimulation Neuronavigation
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Development of accurate human head models for personalized electromagnetic dosimetry using deep learning.

NeuroImage Aug 28, 2019
The development of personalized human head models from medical images has become an important topic in the electromagnetic dosimetry field, including the optimization of electrostimulation, safety assessments, etc. Human head models are commonly gene...
Image Interpretation, Computer-Assisted Head Electromagnetic Fields Transcranial Magnetic Stimulation Deep Learning Magnetic Resonance Imaging Models, Biological Humans Brain Adult Male Middle Aged
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Non-Invasive Modulation and Robotic Mapping of Motor Cortex in the Developing Brain.

Journal of visualized experiments : JoVE Jul 1, 2019
Mapping the motor cortex with transcranial magnetic stimulation (TMS) has potential to interrogate motor cortex physiology and plasticity but carries unique challenges in children. Similarly, transcranial direct current stimulation (tDCS) can improve...
Humans Adult Motor Cortex Transcranial Magnetic Stimulation Magnetic Resonance Imaging Muscle, Skeletal Brain Mapping Robotics Hand Transcranial Direct Current Stimulation Evoked Potentials, Motor
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Real-time estimation of electric fields induced by transcranial magnetic stimulation with deep neural networks.

Brain stimulation Jun 17, 2019
BACKGROUND: Transcranial magnetic stimulation (TMS) plays an important role in treatment of mental and neurological illnesses, and neurosurgery. However, it is difficult to target specific brain regions accurately because the complex anatomy of the b...
Humans Adult Brain Mapping Neural Networks, Computer Middle Aged Brain Transcranial Magnetic Stimulation Adolescent Young Adult Magnetic Resonance Imaging
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Prediction of rTMS treatment response in major depressive disorder using machine learning techniques and nonlinear features of EEG signal.

Journal of affective disorders May 28, 2019
BACKGROUND: Prediction of therapeutic outcome of repetitive transcranial magnetic stimulation (rTMS) treatment is an important purpose that eliminates financial and psychological consequences of applying inefficient therapy. To achieve this goal we p...
Prognosis Female Adult Treatment Outcome Sensitivity and Specificity Electroencephalography Humans Transcranial Magnetic Stimulation Machine Learning Male Algorithms Middle Aged Depressive Disorder, Major
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Effect of repetitive transcranial magnetic stimulation combined with robot-assisted training on wrist muscle activation post-stroke.

Clinical neurophysiology : official journal of the International Federation of Clinical Neurophysiology May 20, 2019
OBJECTIVE: To compare the effects of active assisted wrist extension training, using a robotic exoskeleton (RW), with simultaneous 5 Hz (rTMS + RW) or Sham rTMS (Sham rTMS + RW) over the ipsilesional extensor carpi radialis motor cortical representat...
Female Aged Male Middle Aged Muscle, Skeletal Robotics Wrist Stroke Rehabilitation Humans Transcranial Magnetic Stimulation Motion Therapy, Continuous Passive Recruitment, Neurophysiological
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Use of machine learning in predicting clinical response to transcranial magnetic stimulation in comorbid posttraumatic stress disorder and major depression: A resting state electroencephalography study.

Journal of affective disorders Mar 30, 2019
BACKGROUND: Repetitive transcranial magnetic stimulation (TMS) is clinically effective for major depressive disorder (MDD) and investigational for other conditions including posttraumatic stress disorder (PTSD). Understanding the mechanisms of TMS ac...
Predictive Value of Tests Electroencephalography Self Report Transcranial Magnetic Stimulation Stress Disorders, Post-Traumatic Treatment Outcome Support Vector Machine Rhode Island Female Sensitivity and Specificity Male Middle Aged Depressive Disorder, Major Comorbidity Prefrontal Cortex Humans Machine Learning
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Non-orthogonal one-step calibration method for robotized transcranial magnetic stimulation.

Biomedical engineering online Oct 1, 2018
BACKGROUND: Robotized transcranial magnetic stimulation (TMS) combines the benefits of neuro-navigation with automation and provides a precision brain stimulation method. Since the coil will normally remain unmounted between different clinical uses, ...
Transcranial Magnetic Stimulation Algorithms Robotics Optical Devices Calibration
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