Sen Pritha, Koch Kathrin, Schmitz-Koep Benita, Gürsel Deniz, Knolle Franziska
School of Medicine and Health, Department of Diagnostic and Interventional Neuroradiology, Technical University of Munich, Munich, Germany; School of Medicine and Health, TUM-NIC Neuroimaging Center, Technical University of Munich, Munich, Germany; Graduate School of Systemic Neurosciences, Ludwig Maximilian University, Munich, Germany.
School of Medicine and Health, Department of Diagnostic and Interventional Neuroradiology, Technical University of Munich, Munich, Germany; School of Medicine and Health, TUM-NIC Neuroimaging Center, Technical University of Munich, Munich, Germany.
Neuroimage. 2025 Jul 2;317:121358. doi: 10.1016/j.neuroimage.2025.121358.
Compared to healthy individuals, patients with obsessive-compulsive disorder (OCD) are found to rely more on model-free decision-making strategies which may underlie symptom expression. It is, however, unclear whether these behavioral differences are represented in neural alterations of model-free and model-based decision-making when tested simultaneously.
We investigated the neural signatures of 22 OCD patients and 22 matched controls who completed a two-step Markov decision-making task during functional MRI scanning. We used hierarchical Bayesian modelling and Bayesian statistics to examine model-based and model-free decision-making behaviors. Parametric regressors were employed for model-free and model-based reward prediction errors to inform neural reward presentation, which we analyzed using a Bayesian Multilevel Modeling (BML) approach. Associations between significant activations and symptoms as well as cognitive scores were explored using Bayesian linear regression.
While controls received significantly more rewards and were significantly less stochastic compared to patients, both groups similarly relied on model-free decision-making strategies. Importantly, our group comparison of neural reward prediction error responses showed greater activation for model-based reward prediction error in the lateral orbitofrontal cortex (lateral OFC) in OCD patients compared to controls, but no differences for model-free reward prediction error processing. Increased lateral OFC activity was associated with lower obsessive symptoms and better cognitive functioning.
These findings support the notion that OCD is associated with an altered goal-directed system, which may be expressed through increased activation in the lateral OFC activity underlying goal-directed behavior. Importantly, the hyperactivity observed in this region was linked to reduced obsessive symptoms and improved cognitive functioning, potentially indicating compensatory mechanisms and highlighting the lateral OFC as a potential target for future interventions.
与健康个体相比,强迫症(OCD)患者更多地依赖无模型决策策略,这可能是症状表现的基础。然而,尚不清楚在同时进行测试时,这些行为差异是否体现在无模型和基于模型决策的神经改变中。
我们调查了22名强迫症患者和22名匹配的对照组在功能磁共振成像扫描期间完成两步马尔可夫决策任务时的神经特征。我们使用分层贝叶斯建模和贝叶斯统计来检查基于模型和无模型的决策行为。参数回归器用于无模型和基于模型的奖励预测误差,以告知神经奖励呈现,我们使用贝叶斯多级建模(BML)方法进行分析。使用贝叶斯线性回归探索显著激活与症状以及认知分数之间的关联。
与患者相比,对照组获得的奖励明显更多,随机性明显更低,但两组同样依赖无模型决策策略。重要的是,我们对神经奖励预测误差反应的组间比较显示,与对照组相比,强迫症患者外侧眶额皮质(外侧OFC)中基于模型的奖励预测误差激活更大,但在无模型奖励预测误差处理方面没有差异。外侧OFC活动增加与较低的强迫症状和较好的认知功能相关。
这些发现支持了强迫症与目标导向系统改变有关的观点,这可能通过目标导向行为背后外侧OFC活动的增加来体现。重要的是,在该区域观察到的多动与强迫症状减轻和认知功能改善有关,这可能表明存在代偿机制,并突出了外侧OFC作为未来干预的潜在靶点。