Real-Time Kinematic Adaptive Deep Brain Stimulation Safely Reduces Gait Impairment and Freezing of Gait in Parkinson's Disease
Karjagi, S.; Kehnemouyi, Y. M.; Petrucci, M. N.; Parisi, L.; Lambert, E. F.; Melbourne, J. A.; Akella, P.; Wilkins, K. B.; O'Day, J.; Dorris, H. J.; Diep, C.; Gala, A. S.; Cui, C.; Hoffman, S. L.; Acharyya, P.; Herron, J. A.; Bronte-Stewart, H. M.
Show abstract
Gait impairment (GI) and freezing of gait (FOG) affect 80% of patients with advanced Parkinsons disease. Continuous deep brain stimulation (cDBS) provides limited adaptability to address the episodic nature of FOG due to fixed parameters. Neural biomarkers for adaptive DBS are limited by signal artifacts and poor FOG classification. Wearable inertial measurement units (IMUs) offer a promising alternative by directly measuring signatures of GI&FOG. We developed Kinematic adaptive DBS (KaDBS), the first intelligent system to dynamically modulate stimulation in response to real-time gait metrics. KaDBS integrates bilateral shank-mounted IMUs with an investigational neurostimulator through a wireless architecture enabling step-detection, arrhythmicity calculation, and probabilistic FOG classification. Two control algorithms were implemented: an arrhythmicity model based on stride variability, and a P(FOG) classifier implementing tri-state control based on stepwise freezing probabilities. In the largest KaDBS cohort to date (n=8), we compared OFF, cDBS, KaDBS, and intermittent DBS during harnessed stepping and free walking. KaDBS was safe and well tolerated with no serious adverse events; symptom-free reports were 87.5% and 71.4% for arrhythmicity and P(FOG) models respectively, compared to 50.0% for cDBS. All symptoms were mild, transient, and resolved without intervention. KaDBS significantly reduced percent time freezing versus OFF during stepping-in-place (35.8%, P= 4.80 x 10-3) and free walking (33.4%, p = 9.00 x 10-). Therapeutic effects concentrated in baseline freezers: two participants with 100% time freezing during OFF achieved complete resolution with KaDBS, while non-freezers maintained stable gait. These findings establish KaDBS as a safe, effective approach to personalized neuromodulation for PD.
Matching journals
The top 4 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Automated Deep Brain Stimulation programming based on electrode location – a randomized, cross-over trial using a data-driven algorithm 95%
- Flexible and Stable Cycle-by-Cycle Phase-Locked Deep Brain Stimulation System Targeting Brain Oscillations in the Management of Movement Disorders 94%
- Closed-loop spinal cord stimulation is superior in restoring locomotion in rodent models of Parkinson's Disease 94%
Similar papers in this journal
- Network fingerprint of stimulation induced speech impairment in essential tremor 93%
- Multimodal Image Guidance in Subthalamic Deep Brain Stimulation for Parkinson's Disease 92%
- Differential cognitive effects of unilateral left and right subthalamic nucleus deep brain stimulation for Parkinson disease 92%
Similar papers in this journal
- Using Explainable AI to Identify Disease-Relevant and Deep Brain Stimulation Treatment-Sensitive Gait Features in Parkinson's Disease 94%
- Assessing inertial measurement unit locations for freezing of gait detection and patient preference 93%
- Leveraging neural drive to assess hand motor function in individuals with chronic stroke 92%
Similar papers in this journal
Similar papers in this journal
- Towards adaptive deep brain stimulation: clinical and technical notes on a novel commercial device for chronic brain sensing 94%
- Calcium imaging in freely-moving mice during electrical stimulation of deep brain structures 93%
- An active electronic, high-density epidural paddle array for chronic spinal cord neuromodulation 92%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.