Reinforcement Learning and Obsessive-compulsive Disorder: Exploring the Role of the Orbitofrontal Cortex
试验速览
- 阶段
- 不适用
- 状态
- 招募中
- 发起方
- 入组人数
- 230
- 试验地点
- 1
- 主要终点
- Exposure to childhood trauma as measured by the Childhood Trauma Questionnaire (CTQ).
研究概览
简要总结
Obsessive-compulsive disorder (OCD) is a neuropsychiatric condition affecting 1-3% of the population. Typically, symptoms start in adolescence or early adulthood, are time-consuming, and have a significant impact on quality of life. However, first-line approved treatments, based on a combination of pharmacotherapy and psychotherapy, are ineffective in at least 50% of cases. Since the pathophysiology of OCD remains largely unknown, it is expected that a better understanding of the biological mechanisms of OCD would contribute to improved strategies for treatment of the disorder.
Current neurobiological models for OCD highlight the role of corticostriatal dysfunction and hyperactivity of the orbitofrontal cortex (OFC), a part of the prefrontal cortex. Indeed, the lateral OFC plays a crucial role in controlling transitions between automatic, repetitive stimulus-response driven behaviors, and behaviors that reflect the acquisition, by the agent, of a predictive model of the consequences of each action. Previous studies have suggested that the ability to operate this transition is compromised in OCD and may be objectively measured using specifically designed Reinforcement Learning (RL) tasks. Furthermore, growing evidence has suggested that OCD may be associated with systemic immune dysfunction, as has been shown in other common neuropsychiatric conditions, such as depressive disorders. Indeed, there is evidence to support OCD-like symptoms occurring acutely in children after streptococcal infection. These findings have raised the hypothesis that vulnerable individuals exposed to pro-inflammatory early-life environmental risk factors, such as infections and childhood adversity, may suffer neuroinflammatory-induced dysfunction in corticostriatal pathways, increasing the risk of OCD psychopathology.
In this case-control study, the investigators propose an integrative approach to address how structural, functional, and metabolic brain changes involving the corticostriatal circuit correlate with performance in an RL task, as well as with peripheral blood markers of immune dysfunction and associated environmental risk factors such as infection and childhood trauma. Furthermore, since neuromodulation of the prefrontal cortex, using repetitive transcranial magnetic stimulation (rTMS), has recently received FDA clearance for adjunctive treatment in patients with OCD, these associations will be further explored in patients treated with this method. Indeed, in patients with OCD enrolled in the study upon referral to the rTMS Programme for OCD at the Champalimaud Clinical Centre, a follow-up visit will be conducted after the end of treatment (30 sessions of excitatory rTMS over the medial prefrontal cortex). In this subgroup of participants with longitudinal assessment, we will measure change in study parameters and the associations between such change and the clinical effects of treatment, as well as prediction of treatment effects according to baseline assessments.
详细描述
INTRODUCTION:
Obsessive-compulsive disorder (OCD) is the fourth most common psychiatric disorder, characterized by recurrent and intrusive obsessive thoughts and/or compulsions that are distressing, time-consuming , and a cause of significant impairment. OCD has a lifetime prevalence of 1-3%, and is associated with a reduced life expectancy due to natural and unnatural causes. Current treatments, based on a combination of pharmacotherapy and psychotherapy, are ineffective in at least 50% of cases, with rTMS of the prefrontal cortex having recently received FDA clearance as an adjunctive treatment. Yet, OCD pathophysiology remains largely unknown , and it is expected that a better understanding of OCD 's biological mechanisms would contribute to a better prevention and treatment of the disorder.
Current neurobiological models for the disorder highlight the role of cortico-striatal-thalamo-cortical (CSTC) loops and hyperactivity of the orbitofrontal cortex (OFC), and it has been hypothesized that corticostriatal dysfunction in OCD may occur as an end-consequence of immune and inflammatory dysregulation that leads to structural and functional changes in these circuits. This pathophysiological mechanism was first proposed based on the association between group A β-hemolytic streptococcal (GAS) infection and the abrupt onset of OCD in children, described by Swedo and colleagues (1998) as a distinctive nosologic entity named Pediatric Autoimmune Neuropsychiatric Disorders Associated with Streptococcal infection (PANDAS). This post-infectious neuropsychiatric syndrome was hypothesized to occur due to a cross-reaction between anti-streptococcal antibodies and the basal ganglia, causing CSTC circuit dysfunction. In addition to GAS, other pathogens have since been suggested as contributing to the development of OCD, albeit no definitive causal associations have been established. Interestingly, childhood adversity, an environmental risk factor for OCD, has also been associated with chronic immune dysfunction in adulthood, namely with increased C-reactive protein, interleukin-6, and tumor necrosis factor (TNF)-α, as well as with increased volume of the right OFC in adult patients with OCD.
While the specific psychopathological consequences of OFC dysfunction in OCD remain unclear, in recent years research in rodents has shown that the OFC, particularly the lateral OFC, is crucial in controlling transitions between automatic, repetitive stimulus-response behaviors (such as habitual behavior in operant-learning tasks, or model-free RL), and behaviors that reflect the acquisition, by the agent, of a predictive model of the consequences of each action (such as goal-directed behavior, or model-based RL). Evidence suggests that patients with OCD may have an abnormal bias towards habitual behavior during operant learning tasks, with subjects having a higher difficulty in developing model-based reinforcement learning strategies. This bias has been proposed to favor the emergence of ritualized compulsive behaviors typical of OCD, and is regarded as a marker of corticostriatal dysfunction that is central to the disorder's pathophysiology.
In this case-control study, the investigators propose an integrative experimental approach to test if structural, functional , and metabolic changes in corticostriatal circuits of patients with OCD correlate with performance in an RL task, as well as with peripheral blood markers of immune dysfunction and early-life environmental risk factors previously implicated in the disorder (e.g., infectious insults and childhood adversities).
研究设计
- 研究类型
- Observational
- 观察模型
- Case Control
- 时间视角
- Cross Sectional
入排标准
- 年龄范围
- 18 Years 至 65 Years(Adult, Older Adult)
- 性别
- All
- 接受健康志愿者
- 是
入选标准
- •Exclusively for the OCD group: established diagnosis of Obsessive-Compulsive Disorder according to DSM-5 criteria;
- •Exclusively for the control group: does not meet DSM criteria for any of the psychiatric diagnoses screened by the Mini International Neuropsychiatric Interview;
- •Age between 18 and 65 years-old;
- •Fluent Portuguese or English speaker.
排除标准
- •Any acute medical illness;
- •Substance abuse or dependence;
- •Pregnancy;
- •Dementia;
- •Developmental disorders with low intelligence quotient or any other form of cognitive impairment;
- •Active neurological disease;
- •Previously known structural lesion of the central nervous system;
- •Illiteracy or otherwise not understanding the study's instructions;
- •Inability to give informed consent;
- •Individuals presenting with any psychotic or mood disorder condition requiring hospitalization at that moment;
- •For experiment 2, these exclusion criteria will be expanded by additional factors that specifically preclude TMS use.
结局指标
主要结局
Exposure to childhood trauma as measured by the Childhood Trauma Questionnaire (CTQ).
时间窗: Baseline.
Exposure to childhood trauma measured by the CTQ. The total score varies between 25 and 125, providing an overall measure of the exposure to childhood trauma, with higher scores representing exposure to more (and more severe) traumatic events.
Obsessive-compulsive symptom severity.
时间窗: Baseline and longitudinal (up to one week after finishing rTMS treatment protocol).
Obsessive-compulsive symptom severity as measured by Yale-Brown Obsessive-Compulsive Scale II (YBOCS-II). YBOCS-II total score ranges between 0 and 50, with higher scores relating to higher severity of obsessive-compulsive symptoms.
Measurement of fractional anisotropy (FA) in the brain white matter.
时间窗: Baseline and longitudinal (up to one week after finishing rTMS treatment protocol).
Voxel-wise FA measures obtained from diffusion-weighted imaging (DWI).
Concentration of high sensitivity C Reactive Protein (hsCRP).
时间窗: Baseline.
Serum concentration of hsCRP, expressed in mg/dL, as measured by enzyme-linked immunosorbent assay (ELISA).
Seropositivity for Group A Streptococcus (GAS).
时间窗: Baseline.
Number of participants who are seropositive for GAS measured by anti-streptolysin O (ASO) antibodies (IgG).
Functional connectivity of the orbitofrontal cortex (OFC).
时间窗: Baseline and longitudinal (up to one week after finishing rTMS treatment protocol).
Voxel-wise FA measures obtained from diffusion-weighted imaging (DWI).
Concentration of N-acetyl-aspartate (NAA) and N-acetyl-aspartyl-glutamate (NAAG).
时间窗: Baseline and longitudinal (up to one week after finishing rTMS treatment protocol).
Concentration of NAA and NAAG measured by Magnetic Resonance Spectroscopy (MRS) in the left caudate and left subcortical OFC, expressed in mmol/L.
Basal ganglia and orbito-frontal cortex (OFC) volume.
时间窗: Baseline.
Volume of basal ganglia structures (e.g. caudate, putamen and globus pallidus) and the OFC, in cubic milimeters.
Model-free component in a computational model of a reinforcement learning behavioral task.
时间窗: Baseline and longitudinal (up to one week after finishing rTMS treatment protocol).
Weight of the model-free component in a computational model of behavior where behavior is assumed to be controlled by a weighted sum of model-based and model-free components.
次要结局
- Peripheral concentration of transforming growth factor (TGF)-β.(Baseline)
- Presence of auto-antibodies.(Baseline)
- Seropositivity for Toxoplasma gondii, Cytomegalovirus (CMV), Herpes simplex virus (HSV1 and HSV2).(Baseline)
- Peripheral concentration of cytokines.(Baseline)
- Measurement of Neurite Orientation Dispersion and Density Imaging (NODDI) in the brain white matter.(Baseline and longitudinal (up to one week after finishing rTMS treatment protocol).)
