Wellcome Centre for Integrative Neuroimaging, University of Oxford, OX3 9DU, United Kingdom; Department of Psychiatry, Warneford Hospital, University of Oxford, OX3 7JX, United Kingdom; Oxford Centre for Human Brain Activity (OHBA), University of Oxford, OX3 7JX, United Kingdom.
Department of Psychiatry, Warneford Hospital, University of Oxford, OX3 7JX, United Kingdom.
Neuroimage. 2023 May 1;271:120029. doi: 10.1016/j.neuroimage.2023.120029. Epub 2023 Mar 15.
Work in computational psychiatry suggests that mood disorders may stem from aberrant reinforcement learning processes. Specifically, it has been proposed that depressed individuals believe that negative events are more informative than positive events, resulting in higher learning rates from negative outcomes (Pulcu and Browning, 2019). In this proof-of-concept study, we investigated whether transcranial direct current stimulation (tDCS) applied to dorsolateral prefrontal cortex, as commonly used in depression treatment trials, might change learning rates for affective outcomes. Healthy adults completed an established reinforcement learning task (Pulcu and Browning, 2017) in which the information content of reward and loss outcomes was manipulated by varying the volatility of stimulus-outcome associations. Learning rates on the tasks were quantified using computational models. Stimulation over dorsolateral prefrontal cortex (DLPFC) but not motor cortex (M1) increased learning rates specifically for reward outcomes. The effects of prefrontal tDCS were cognitive state-dependent: tDCS applied during task performance increased learning rates for wins; tDCS applied before task performance decreased both win and loss learning rates. A replication study confirmed the key finding that tDCS to DLPFC during task performance increased learning rates specifically for rewards. Taken together, these findings demonstrate the potential of tDCS for modulating computational parameters of reinforcement learning that are relevant to mood disorders.
工作在计算精神病学表明,情绪障碍可能源于异常的强化学习过程。具体来说,有人提出,抑郁个体认为消极事件比积极事件更具信息量,从而导致对消极结果的学习率更高(Pulcu 和 Browning,2019)。在这项概念验证研究中,我们调查了经颅直流电刺激(tDCS)应用于背外侧前额叶皮层(常被用于抑郁症治疗试验)是否会改变对情感结果的学习率。健康成年人完成了一项既定的强化学习任务(Pulcu 和 Browning,2017),其中通过改变刺激-结果关联的波动性来操纵奖励和损失结果的信息量。使用计算模型对任务的学习率进行了量化。刺激背外侧前额叶皮层(DLPFC)而不是运动皮层(M1)特异性地增加了奖励结果的学习率。前额叶 tDCS 的影响取决于认知状态:在任务执行期间施加 tDCS 会增加赢的学习率;在任务执行前施加 tDCS 会降低赢和输的学习率。一项复制研究证实了关键发现,即在任务执行期间对 DLPFC 进行 tDCS 会特异性地提高奖励的学习率。综上所述,这些发现表明 tDCS 具有调节与情绪障碍相关的强化学习计算参数的潜力。