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Publications

58 peer-reviewed publications in journals including Nature Communications, PNAS, JAMA, and Nature Machine Intelligence.

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6 publications matching filters

Bioelectronic Medicine

Predicting response to neuromodulation therapies in drug-resistant epilepsy using machine learning models: a meta-analysis and systematic review

This meta-analysis and systematic review aimed to identify and analyze all relevant literature regarding the use of machine learning to predict response to neuromodulation therapies in patients with drug-resistant epilepsy. A total of 4,451 studies were identified after the initial search, from which only 12 papers were included in the final analysis. The study suggests that multimodal ML approaches show promising performance in predicting response to neuromodulation strategies in patients with drug-resistant epilepsy. However, the limited number of studies, scarcity of external validation, and small cohorts highlight the need for larger, high-quality prospective investigations to confirm findings and improve generalizability of ML-based prediction models.

JACC: Clinical Electrophysiology

TraNscutaneOus Electrical VAgus Nerve Stimulation to Suppress Premature Ventricular Contractions: A Crossover, Randomized Clinical Trial (NoVa-PVC)

The NoVa-PVC trial was a 2-center, prospective, sham-controlled, single-blinded, crossover randomized clinical trial conducted in patients with symptomatic premature ventricular contractions (PVCs) with at least 5% daily PVC burden and who were refractory to medical therapy. Participants received two sequential, 10-day sessions of active low-level tragus stimulation (LLTS; 20 Hz, 1 mA below the discomfort threshold) and sham stimulation (earlobe stimulation). Each treatment was interrupted by an 8-day washout period. Of 36 randomized patients, 35 [19 (59.4%) male, mean age 58.0 (±17.1) years] were included in the analysis with median baseline PVC burden of 14.83±10.08. LLTS significantly reduced PVC burden compared to sham stimulation [12.8 ± 10.9% vs 9.9 ± 8.3%, p=0.021]. In patients with symptomatic PVCs refractory to medical therapy, non-invasive low-level tragus stimulation significantly reduced median PVC burden (median reduction ~13.4% vs ~8.6%; P = 0.021).

International Journal of Environmental Research and Public Health

Understanding Mental Health Needs and Gathering Feedback on Transcutaneous Auricular Vagus Nerve Stimulation as a Potential PTSD Treatment among 9/11 Responders Living with PTSD Symptoms 20 Years Later: A Qualitative Approach

Background: Post-traumatic stress disorder (PTSD) remains prevalent among World Trade Center (WTC) 9/11 responders. Objective: To understand mental health needs and gather feedback on transcutaneous auricular vagus nerve stimulation (taVNS) as a potential PTSD treatment. Methods: Focus group with 6 WTC responders with elevated PTSD symptoms (ages 51-77 years). Semi-structured discussions explored mental health care barriers, facilitators, and feasibility/acceptability of taVNS. Results: Three themes emerged: (1) continued prevalence of mental health difficulties and systematic challenges to accessing care; (2) positive reception toward taVNS as a potential treatment option with suggestions for improved usability; (3) feedback on increasing intervention feasibility. Conclusions: Daily taVNS was perceived as feasible and acceptable for WTC responders with PTSD. The findings support further investigation of taVNS as a noninvasive neurostimulation approach for treating PTSD in this population.

Bioelectronic Medicine

A method to quantify autonomic nervous system function in healthy, able-bodied individuals

The autonomic nervous system (ANS) maintains physiological homeostasis in various organ systems via parasympathetic and sympathetic branches. Reliable, sensitive, and quantitative biomarkers of ANS function, first defined in healthy participants, could discriminate among clinically useful changes. This framework combines controlled autonomic testing with feature extraction during physiological responses. Twenty-one individuals were assessed in two morning and two afternoon sessions over two weeks. Each session included five standard clinical tests probing autonomic function: squat test, cold pressor test, diving reflex test, deep breathing, and Valsalva maneuver. Noninvasive sensors captured continuous electrocardiography, blood pressure, breathing, electrodermal activity, and pupil diameter. The battery of autonomic tests can be completed within 30 minutes and all sensors are non-invasively placed.

10th International IEEE/EMBS Conference on Neural Engineering (NER)

Noninvasive, multimodal assessment of physiological responses to transcutaneous auricular vagus nerve stimulation

Transcutaneous auricular vagus nerve stimulation (taVNS) is a noninvasive method of applying current at the cymba conchae of the outer ear to target the auricular branch of the vagus nerve. Recent efforts have shown therapeutic effects of taVNS on clinical populations, but the mechanism and autonomic nervous system (ANS) responses are not well understood. Twenty-one individuals were tested in four sessions over two weeks; taVNS was applied at the left ear while noninvasive sensors captured electrocardiography, blood pressure, breathing, electrodermal activity (EDA), and pupil diameter (PD). Physiological markers derived from these biosignals allowed for assessment of how taVNS affects the autonomic nervous system.

Annals of the Rheumatic Diseases

Transcutaneous auricular vagus nerve stimulation reduces pain and fatigue in patients with systemic lupus erythematosus: a randomised, double-blind, sham-controlled pilot trial

Musculoskeletal pain and fatigue are common features in systemic lupus erythematosus (SLE). The cholinergic anti-inflammatory pathway is a physiological mechanism diminishing inflammation, engaged by stimulating the vagus nerve. We evaluated the effects of non-invasive vagus nerve stimulation in patients with SLE and with musculoskeletal pain. 18 patients with SLE and with musculoskeletal pain were randomised (2:1) in this double-blind study to receive transcutaneous auricular vagus nerve stimulation (taVNS) or sham stimulation (SS) for 4 consecutive days. Evaluations at baseline, day 5 and day 12 included patient assessments of pain, disease activity (PtGA) and fatigue. Tender and swollen joint counts and the Physician Global Assessment (PGA) were completed by a physician blinded to the patient's therapy. Potential biomarkers were evaluated. taVNS and SS were well tolerated. Subjects receiving taVNS had a significant decrease in pain and fatigue compared with SS and were more likely (OR=25, p=0.02) to experience a clinically significant reduction in pain. PtGA, joint counts and PGA also improved. Pain reduction and improvement of fatigue correlated with the cumulative current received. In general, responses were maintained through day 12. Plasma levels of substance P were significantly reduced at day 5 compared with baseline following taVNS but other neuropeptides, serum and whole blood-stimulated inflammatory mediators, and kynurenine metabolites showed no significant change at days 5 or 12 compared with baseline. taVNS resulted in significantly reduced pain, fatigue and joint scores in SLE. Additional studies evaluating this intervention and its mechanisms are warranted.