Temporally organized representations of reward and risk in the human brain
Abstract
The value and uncertainty associated with choice alternatives constitute critical features relevant for decisions. However, the manner in which reward and risk representations are temporally organized in the brain remains elusive. Here we leverage the spatiotemporal precision of intracranial electroencephalography, along with a simple card game designed to elicit the unfolding computation of a set of reward and risk variables, to uncover this temporal organization. Reward outcome representations across wide-spread regions follow a sequential order along the anteroposterior axis of the brain. In contrast, expected value can be decoded from multiple regions at the same time, and error signals in both reward and risk domains reflect a mixture of sequential and parallel encoding. We further highlight the role of the anterior insula in generalizing between reward prediction error and risk prediction error codes. Together our results emphasize the importance of neural dynamics for understanding value-based decisions under uncertainty.
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Acknowledgement
This work was supported by a grant to J.P.O. and M.A.H. from NIMH (R01MH111425). We thank members of the Human Reward and Decision Making lab and the Human Brain Research Lab for discussions and feedback. We thank all participants and their families for participating in this research.
Contributions
V.M., J.C., O.F., P.G., M.S., C.K.K., H.K., and H.O. collected the data. J.C. and J.P.O. conceived of the experiment. M.A.H. and J.P.O. acquired funding and supervised research. V.M. and J.P.O. designed the data analysis. V.M. conducted the data analysis. V.M., J.C., and J.P.O. wrote the initial draft of the manuscript. All authors revised the manuscript.
Data Availability
Data and materials from this study have been deposited in the Open Science Framework (OSF) database. Identifier: 10.17605/OSF.IO/RKG4Q. The following databases were used in the study: Harvard-Oxford probabilistic atlas and MNI152 standard space template from the FSL toolbox (v6.0; https://fsl.fmrib.ox.ac.uk/fsl/fslwiki/Atlases), and the Neubert cingulate and orbitofrontal cortex atlas (http://www.rbmars.dds.nl/CBPatlases.htm). Source data are provided with this paper.
Code Availability
Custom code is available at this Github repository. Identifier: 10.5281/zenodo.10525236.
Conflict of Interest
The authors declare no competing interests.
Additional Information
This article is based on a previously available preprint posted on bioRxiv on May 9, 2023: " Temporally organized representations of reward and risk in the human brain ".
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Additional details
- PMCID
- PMC10924934
- National Institutes of Health
- R01MH111425
- Caltech groups
- Tianqiao and Chrissy Chen Institute for Neuroscience