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Published on: August 2, 2018
Understanding Effort-Cost Decision-Making Mechanisms in Mood and Psychotic Disorders: A Computational Modeling
Xiaoyu Dong1, Jessica A Cooper2, Erin K Moran1
1Department of Psychological and Brain Sciences, Washington University in St. Louis, St. Louis, Missouri.
Individuals with schizophrenia-spectrum disorder show altered effort-cost decision-making (ECDM) and are less likely to adjust effort based on reward value compared to other groups. Non-systematic decision-making correlates with lower cognitive function across diagnoses.
Area of Science:
- Neuroscience
- Psychiatry
- Decision Science
Background:
- Effort-cost decision-making (ECDM) is crucial for motivation but its underlying mechanisms are unclear.
- Individual differences in ECDM phenotypes may mask distinct cognitive and affective processes.
Purpose of the Study:
- To investigate individual decision-making phenotypes in effort-cost decision-making (ECDM) across five diagnostic groups.
- To examine the association between ECDM phenotype, cognitive functioning, motivation, and diagnostic group.
Main Methods:
- A person-centered modeling approach was used to analyze ECDM phenotypes (systematic vs. non-systematic).
- Participants included healthy controls and individuals with schizophrenia-spectrum disorder, current major depression, remitted major depression, and bipolar I disorder.
- Associations between ECDM phenotype, cognitive function, motivation, and diagnosis were assessed.
Main Results:
- Schizophrenia-spectrum disorder group showed less incorporation of reward value into effort exertion for both cognitive and physical tasks.
- Non-systematic decision-making was linked to lower cognitive functioning across all groups, but not motivation.
- Individuals with schizophrenia-spectrum disorder exhibited steeper effort discounting in both cognitive and physical ECDM.
Conclusions:
- Significant individual differences in ECDM phenotypes exist within and across diagnostic groups.
- Deficits in subjective value representation appear more common in psychosis than in mood disorders.
- Findings highlight the need for personalized approaches to understanding motivational deficits.
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