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Updated: Mar 12, 2026

Standardized Induction and Assessment of Long-term Potentiation-like Cortical Plasticity Using Transcranial Magnetic Stimulation
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RGBD-Based Head Models Enable Precise MRI-Free Robotic Transcranial Magnetic Stimulation.

Mitsuaki Takemi, Kenjun Hayashida, Junichi Ushiba

    IEEE Transactions on Neural Systems and Rehabilitation Engineering : a Publication of the IEEE Engineering in Medicine and Biology Society
    |March 10, 2026
    PubMed
    Summary
    This summary is machine-generated.

    Depth cameras enable MRI-free robotic transcranial magnetic stimulation (TMS) motor mapping. This approach offers comparable accuracy and reliability to MRI-based methods, reducing costs and improving accessibility for brain mapping.

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    Area of Science:

    • Neuroscience
    • Robotics
    • Medical Imaging

    Background:

    • Robotic transcranial magnetic stimulation (TMS) provides precise motor mapping but relies on MRI for neuronavigation, limiting its accessibility.
    • Current neuronavigation systems often require structural MRI, posing logistical, financial, and safety challenges.

    Purpose of the Study:

    • To evaluate the feasibility of using head models generated by a depth (RGBD) camera as an MRI-free alternative for robotic TMS.
    • To assess the geometric accuracy and functional reliability of RGBD-based head models compared to MRI-based models for robotic TMS.

    Main Methods:

    • A within-subject design was employed with healthy participants undergoing robotic motor mapping.
    • Individual head models were constructed using both MRI and RGBD camera data.
    • Geometric registration accuracy and test-retest reliability of resting motor threshold (RMT), map area, and hotspot coordinates were evaluated.

    Main Results:

    • RGBD-based head registration achieved a mean error of 2.53 ± 0.86 mm, comparable to conventional neuronavigation systems (2-4 mm).
    • RGBD-guided mapping demonstrated functional reliability similar to MRI-guided mapping.
    • Differences in RMT (<1% max stimulator output) and hotspot location (<1 mm) were within acceptable physiological and technical limits.

    Conclusions:

    • RGBD-based head models offer sufficient anatomical and functional fidelity to replace MRI in robotic TMS.
    • This MRI-free workflow significantly reduces barriers to precise, automated brain mapping, enhancing clinical and research applications, especially where MRI is unavailable.