58 Participants Needed

Brain Stimulation for Depression

VP
Sameer Anil Sheth, M.D., Ph.D. | BCM
Overseen BySameer Sheth, PhD, MD
Age: 18+
Sex: Any
Trial Phase: Academic
Sponsor: Baylor College of Medicine
No Placebo GroupAll trial participants will receive the active study treatment (no placebo)

Trial Summary

What is the purpose of this trial?

Depression is one of the most common disorders of mental health, affecting 7-8% of the population and causing tremendous disability to afflicted individuals and economic burden to society. In order to optimize existing treatments and develop improved ones, the investigators need a deeper understanding of the mechanistic basis of this complex disorder. Previous work in this area has made important progress but has two main limitations. (1) Most studies have used non-invasive and therefore imprecise measures of brain activity. (2) Black box modeling used to link neural activity to behavior remain difficult to interpret, and although sometimes successful in describing activity within certain contexts, may not generalize to new situations, provide mechanistic insight, or efficiently guide therapeutic interventions. To overcome these challenges, the investigators combine precise intracranial neural recordings in humans with a suite of new eXplainable Artificial Intelligence (XAI) approaches. The investigators have assembled a team of experimentalists and computational experts with combined experience sufficient for this task. Our unique dataset comprises two groups of subjects: the Epilepsy Cohort consists of patients with refractory epilepsy undergoing intracranial seizure monitoring, and the Depression Cohort consists of subjects in an NIH/BRAIN-funded research trial of deep brain stimulation for treatment-resistant depression (TRD). As a whole, this dataset provides precise, spatiotemporally resolved human intracranial recording and stimulation data across a wide dynamic range of depression severity. Our Aims apply a progressive approach to modeling and manipulating brain-behavior relationships. Aim 1 seeks to identify features of neural activity associated with mood states. Beginning with current state-of-the-art AI models and then uses a "ladder" approach to bridge to models of increasing expressiveness while imposing mechanistically explainable structure. Whereas Aim 1 focuses on self-reported mood level as the behavioral index of interest, Aim 2 uses an alternative approach of focusing on measurable neurobiological features inspired by the Research Domain Criteria (RDoC). These features, such as reward sensitivity, loss aversion, executive attention, etc. are extracted from behavioral task performance using a novel "inverse rational control" XAI approach. Relating these measures to neural activity patterns provides additional mechanistic and normative understanding of the neurobiology of depression. Aim 3 uses recurrent neural networks to model the consequences of richly varied patterns of multi-site intracranial stimulation on neural activity. Then employing an innovative "inception loop" XAI approach to derive stimulation strategies for open- and closed-loop control that can drive the neural system towards a desired, healthier state. If successful, this project would enhance our understanding of the pathophysiology of depression and improve neuromodulatory treatment strategies. This can also be applied to a host of other neurological and psychiatric disorders, taking an important step towards XAI-guided precision neuroscience.

Will I have to stop taking my current medications?

The trial information does not specify whether you need to stop taking your current medications. It's best to discuss this with the trial coordinators or your doctor.

What data supports the effectiveness of the treatment Brain Stimulation for Depression?

Research shows that brain stimulation techniques like vagus nerve stimulation (VNS) and deep brain stimulation (DBS) have demonstrated preliminary effectiveness in treating major depression, especially over longer periods. VNS has been approved by the FDA for severe depression and has shown promise in patients who do not respond to other treatments.12345

Is brain stimulation generally safe for humans?

Brain stimulation treatments like vagus nerve stimulation (VNS) have been studied for conditions like epilepsy and depression. While generally safe, they can have side effects such as voice changes, cough, and surgical risks like infection. Newer non-invasive methods improve safety by avoiding surgery.678910

How is brain stimulation treatment different from other treatments for depression?

Brain stimulation treatments like sEEG Stimulation are unique because they directly target specific brain areas to alter brain activity, unlike medications or talk therapy. Techniques such as deep brain stimulation and vagus nerve stimulation have shown promise, especially for severe cases that don't respond to other treatments, and may offer long-lasting effects.12111213

Eligibility Criteria

This trial is for adults with refractory epilepsy scheduled for seizure monitoring and patients already enrolled in a deep brain stimulation (DBS) trial for treatment-resistant depression. Participants must consent to the study.

Inclusion Criteria

Depression cohort: patients enrolled in our DBS for depression trial
I am an adult with epilepsy and have agreed to undergo brain monitoring.

Timeline

Screening

Participants are screened for eligibility to participate in the trial

2-4 weeks

Treatment

Participants undergo intracranial neural recordings and stimulation, with mood and behavioral assessments using tasks such as Affective Bias Task and Probabilistic Cognitive Control Task

2 weeks
Daily assessments

Follow-up

Participants are monitored for safety and effectiveness after treatment

4 weeks

Treatment Details

Interventions

  • Brain Stimulation
  • sEEG Stimulation
Trial OverviewThe study tests how brain activity relates to mood states using intracranial recordings and stimulation, alongside advanced AI models. It aims to improve understanding of depression's neurobiology and refine neuromodulatory treatments.
Participant Groups
2Treatment groups
Experimental Treatment
Group I: Epilepsy CohortExperimental Treatment1 Intervention
Group II: Depression CohortExperimental Treatment1 Intervention

Brain Stimulation is already approved in European Union, United States for the following indications:

🇪🇺
Approved in European Union as Deep Brain Stimulation for:
  • Parkinson's disease
  • Essential tremor
  • Dystonia
  • Epilepsy
🇺🇸
Approved in United States as Deep Brain Stimulation for:
  • Parkinson's disease
  • Essential tremor
  • Dystonia
  • Epilepsy
  • Obsessive-compulsive disorder
🇺🇸
Approved in United States as Responsive Neurostimulation for:
  • Epilepsy
🇪🇺
Approved in European Union as Vagus Nerve Stimulation for:
  • Epilepsy
  • Depression
🇺🇸
Approved in United States as Vagus Nerve Stimulation for:
  • Epilepsy
  • Depression

Find a Clinic Near You

Who Is Running the Clinical Trial?

Baylor College of Medicine

Lead Sponsor

Trials
1,044
Recruited
6,031,000+

University of Minnesota

Collaborator

Trials
1,459
Recruited
1,623,000+

University of Texas

Collaborator

Trials
193
Recruited
143,000+

Findings from Research

Repetitive transcranial magnetic stimulation (rTMS) and transcranial direct current stimulation (tDCS) show small to moderate effectiveness in treating major depression, with similar levels of acceptability compared to sham treatments.
Vagus nerve stimulation and deep brain stimulation have shown preliminary effectiveness, especially in long-term follow-ups, although they are more complex to study.
Clinical Usefulness of Therapeutic Neuromodulation for Major Depression: A Systematic Meta-Review of Recent Meta-Analyses.McGirr, A., Berlim, MT.[2019]
In a study of treatment-resistant patients with major depression, neither vagus nerve stimulation (VNS) nor repetitive transcranial magnetic stimulation (rTMS) significantly altered serum levels of brain-derived neurotrophic factor (BDNF).
The findings suggest that unlike some antidepressant medications, these brain stimulation techniques do not influence BDNF concentrations in the serum, indicating a different mechanism of action.
Brain-derived neurotrophic factor serum concentrations in depressive patients during vagus nerve stimulation and repetitive transcranial magnetic stimulation.Lang, UE., Bajbouj, M., Gallinat, J., et al.[2018]
Neuromodulation techniques, including transcranial magnetic stimulation (TMS) and transcranial direct current stimulation (tDCS), are gaining attention as effective non-pharmacological treatments for major depressive disorder (MDD), with TMS showing effects comparable to traditional antidepressants.
While electroconvulsive therapy (ECT) remains the first-line treatment for severe depression, TMS and tDCS have a favorable side effect profile, and invasive methods like deep brain stimulation (DBS) and vagus nerve stimulation (VNS) may be considered for treatment-resistant cases.
Neuromodulation approaches for the treatment of major depression: challenges and recommendations from a working group meeting.Brunoni, AR., Teng, CT., Correa, C., et al.[2019]

References

Clinical Usefulness of Therapeutic Neuromodulation for Major Depression: A Systematic Meta-Review of Recent Meta-Analyses. [2019]
Brain-derived neurotrophic factor serum concentrations in depressive patients during vagus nerve stimulation and repetitive transcranial magnetic stimulation. [2018]
Neuromodulation approaches for the treatment of major depression: challenges and recommendations from a working group meeting. [2019]
Vagus nerve stimulation for chronic major depressive disorder: 12-month outcomes in highly treatment-refractory patients. [2018]
Vagus Nerve Stimulation (VNS) and Treatment of Depression: To the Brainstem and Beyond. [2021]
The Efficacy and Safety of Neuromodulation Treatments in Late-Life Depression. [2022]
Vagus Nerve Stimulation for the Treatment of Epilepsy. [2022]
Safe use of repetitive transcranial magnetic stimulation in patients with implanted vagus nerve stimulators. [2021]
Surgically implanted and non-invasive vagus nerve stimulation: a review of efficacy, safety and tolerability. [2022]
10.United Statespubmed.ncbi.nlm.nih.gov
Electrodiagnostic artifacts due to neurostimulation devices for drug resistant epilepsy. [2022]
[Deep brain stimulation--the newest physical method of treatment of depression]. [2018]
Non-pharmacological biological treatment approaches to difficult-to-treat depression. [2020]
Treating the depressions with superficial brain stimulation methods. [2021]