This 5 year proposal involving 3 universities explores the role of dopamine (DA) in the reinforcement learning working memory (WM), and decision making deficits of patients with schizophrenia (SZ) through behavioral experiments and computational modeling. While DA dysfunction is thought to be a fundamental aspect of SZ, rapid advances in the basic neuroscience understanding and modeling of the role of DA in reward processing remain to be translated into clinical research. The goal of this proposal is to provide an integrative account of how DA abnormalities may underlie the disabling cognitive/motivational deficits of SZ within a comprehensive computational framework that addresses the role of DA signaling in the basal ganglia and frontal cortex in action selection, learning, and WM. The experiments provide tests of model predictions of the types of impairments that result from the DA abnormalities that are thought to occur in SZ.
In Aims 1 -3, we test for deficits in processing of positive feedback signals that would be expected to result from abnormal increases of tonic DA across tasks tapping habit learning, decision making, and WM. We also test the novel, model based prediction that DA abnormalities in the orbital frontal cortex will result in impairment in processing the relative magnitudes of rewards and punishments with experiments designed where this will lead patients to perform at superior or inferior levels relative to controls.
Aim 4 addresses the impact of antipsychotic treatment through the testing of patients both before and after the initiation of treatment where we will test the hypothesis that treatments facilitate learning from negative reinforcement as predicted by the model. These behavioral results will then be explored using computational modeling to determine the fit of observed behavior to predictions based on models where we have explored the role of increasing and decreasing different aspects of DA signaling to approximate the hypothesized abnormalities in SZ. Relevance: Most SZ patients experience deficits in cognitive and motivational processing, resulting in significant disability. It is likely that abnormalities in the DA system may be involved in both types of impairments. Because all known antipsychotic treatments impact the DA system, the proposed work promises to increase understanding of how current treatments may have beneficial as well as possible adverse effects on these crucial areas of impairment.
| Westbrook, Andrew; Frank, Michael (2018) Dopamine and Proximity in Motivation and Cognitive Control. Curr Opin Behav Sci 22:28-34 |
| Nassar, Matthew R; Helmers, Julie C; Frank, Michael J (2018) Chunking as a rational strategy for lossy data compression in visual working memory. Psychol Rev 125:486-511 |
| Catalano, Lauren T; Heerey, Erin A; Gold, James M (2018) The valuation of social rewards in schizophrenia. J Abnorm Psychol 127:602-611 |
| Collins, Anne G E; Albrecht, Matthew A; Waltz, James A et al. (2017) Interactions Among Working Memory, Reinforcement Learning, and Effort in Value-Based Choice: A New Paradigm and Selective Deficits in Schizophrenia. Biol Psychiatry 82:431-439 |
| Maia, Tiago V; Frank, Michael J (2017) An Integrative Perspective on the Role of Dopamine in Schizophrenia. Biol Psychiatry 81:52-66 |
| Pedersen, Mads Lund; Frank, Michael J; Biele, Guido (2017) The drift diffusion model as the choice rule in reinforcement learning. Psychon Bull Rev 24:1234-1251 |
| Waltz, James A (2017) The neural underpinnings of cognitive flexibility and their disruption in psychotic illness. Neuroscience 345:203-217 |
| Swart, Jennifer C; Froböse, Monja I; Cook, Jennifer L et al. (2017) Catecholaminergic challenge uncovers distinct Pavlovian and instrumental mechanisms of motivated (in)action. Elife 6: |
| Collins, Anne G E; Ciullo, Brittany; Frank, Michael J et al. (2017) Working Memory Load Strengthens Reward Prediction Errors. J Neurosci 37:4332-4342 |
| Maia, Tiago V; Huys, Quentin J M; Frank, Michael J (2017) Theory-Based Computational Psychiatry. Biol Psychiatry 82:382-384 |
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