School of Public Health, Curtin Health Innovation Research Institute, Curtin University, Perth, Western Australia, Australia; Maryland Psychiatric Research Center, Department of Psychiatry, School of Medicine, University of Maryland, Baltimore, MD, United States.
Maryland Psychiatric Research Center, Department of Psychiatry, School of Medicine, University of Maryland, Baltimore, MD, United States.
Neuropsychologia. 2019 Feb 4;123:131-140. doi: 10.1016/j.neuropsychologia.2018.04.031. Epub 2018 Apr 27.
People with schizophrenia (PSZ) often fail to pursue rewarding activities despite largely intact in-the-moment hedonic experiences. Deficits in effort-based decision making in PSZ may be related to enhanced effects of cost or reduced reward, i.e., through the amplification of negative prediction errors or by dampened positive prediction errors (here, positive and negative prediction errors refer to outcomes that are better or worse than expected respectively). We administered a modified Simon task to people with schizophrenia (PSZ; N = 46) and healthy controls (N = 32). The modification included a reinforcement learning component, where positive and negative prediction errors are dampened or boosted through the use of cognitively-effortful response conflict. EEG was recorded concurrently to investigate potential differences in conflict enhanced mid-frontal theta power between PSZ and controls. We found an enhanced effect of response conflict on response time in people with schizophrenia, but no discernible difference in conflict processing as reflected by the lack of a difference in theta-power enhancement to conflict in mid-frontal regions. Using the reinforcement learning transfer phase of the modified Simon task, PSZ also showed clear deficits in selecting the most rewarding stimulus during the 'easy' (most discriminable in terms of value) stimulus contrasts. However, we failed to find a difference between patients and controls in their gain or avoidance learning bias, nor did these biases correlate with negative symptoms. Previous studies had failed to find significant conflict effects on the Simon task likely due to its modest effect size. Our results show that PSZ do indeed possess subtle impairments in response-conflict, suggesting an increase in cognitive effort required for appropriate responding. In addition, while the lack of an overt positive or negative prediction error bias (i.e., a bias towards punishment or reward learning) was unexpected, it is consistent with recent work showing intact estimation of value when the reinforcement learning system is isolated from other contributors to value learning.
精神分裂症患者(PSZ)尽管当下的享乐体验基本完整,但常常无法追求有回报的活动。PSZ 在基于努力的决策中出现缺陷,可能与成本的增强效应或奖励的减少有关,即通过放大负面预测误差或减弱正面预测误差(这里,正面和负面预测误差分别指的是结果比预期的好或差)。我们对精神分裂症患者(PSZ;N=46)和健康对照组(N=32)进行了一项改良的 Simon 任务。该改良版包括强化学习成分,通过使用认知费力的反应冲突来减弱或增强正面和负面预测误差。同时记录 EEG 以研究 PSZ 和对照组之间冲突增强的中前额 theta 功率之间的潜在差异。我们发现,PSZ 对反应时间的反应冲突效应增强,但在中前额区域的 theta 功率增强对冲突的处理没有明显差异,这表明冲突处理没有差异。使用改良 Simon 任务的强化学习转移阶段,PSZ 在选择最有回报的刺激时也表现出明显的缺陷,尤其是在“容易”(从价值角度最可区分)刺激对比中。然而,我们未能发现患者和对照组之间在收益或回避学习偏差方面存在差异,也未发现这些偏差与阴性症状相关。先前的研究未能在 Simon 任务中发现显著的冲突效应,可能是由于其效应量较小。我们的结果表明,PSZ 确实在反应冲突中存在细微的损伤,表明需要增加认知努力才能做出适当的反应。此外,虽然缺乏明显的正或负预测误差偏差(即,对惩罚或奖励学习的偏差)出人意料,但这与最近的研究结果一致,即当强化学习系统与其他对价值学习的贡献隔离开来时,它可以正确估计价值。