Brain Stimulation for Depression
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
Trial Timeline
Screening
Participants are screened for eligibility to participate in the trial
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
Follow-up
Participants are monitored for safety and effectiveness after treatment
Treatment Details
Interventions
- Brain Stimulation (Behavioural Intervention)
- sEEG Stimulation (Behavioural Intervention)
Brain Stimulation is already approved in European Union, United States, United States, European Union, United States for the following indications:
- Parkinson's disease
- Essential tremor
- Dystonia
- Epilepsy
- Parkinson's disease
- Essential tremor
- Dystonia
- Epilepsy
- Obsessive-compulsive disorder
- Epilepsy
- Epilepsy
- Depression
- Epilepsy
- Depression