Functional MRI study of feedback-based reinforcement learning in depression

Front Neuroinform. 2022 Dec 20:16:1028121. doi: 10.3389/fninf.2022.1028121. eCollection 2022.

Abstract

Reinforcement learning depends upon the integrity of emotional circuitry to establish associations between environmental cues, decisions, and positive or negative outcomes in order to guide behavior through experience. The emotional dysregulation characteristic of major depressive disorder (MDD) may alter activity in frontal and limbic structures that are key to learning. Although reward and decision-making have been examined in MDD, the effects of depression on associative learning is less well studied. We investigated whether depressive symptoms would be related to abnormalities in learning-related brain activity as measured by functional magnetic resonance imaging (fMRI). Also, we explored whether melancholic and atypical features were associated with altered brain activity. We conducted MRI scans on a 4T Varian MRI system in 10 individuals with MDD and 10 healthy subjects. We examined event-related brain activation during feedback-based learning task using Analysis of Functional NeuroImages (AFNI) for image processing and statistical analysis. We observed that MDD patients exhibited reduced activation in visual cortex but increased activation in cingulate and insular regions compared to healthy participants. Also, in relation to features of depressive subtypes, we observed that levels of activation in striatal, thalamic, and precuneus regions were negatively correlated with atypical characteristics. These results suggest that the effects of MDD change the neural circuitry underlying associative learning, and these effects may depend upon subtype features of MDD.

Keywords: associative learning; brain activity; functional magnetic resonance imaging (fMRI); major depressive disorder; reinforcement.

Grants and funding

AK was supported by grant AP08856595 from the Ministry of Science and Higher Education of the Republic of Kazakhstan, EN was supported by a National Alliance for Research on Schizophrenia & Depression (NARSAD) Young Investigator Award and K23 MH067705, JA was supported by R01-DA022221-02S2 (PI: DelBello), and JE was supported by K01 DA020485.