Literature DB >> 34796870

Sex differences in learning from exploration.

Cathy S Chen1, Evan Knep1, Autumn Han1, R Becket Ebitz2, Nicola M Grissom1.   

Abstract

Sex-based modulation of cognitive processes could set the stage for individual differences in vulnerability to neuropsychiatric disorders. While value-based decision making processes in particular have been proposed to be influenced by sex differences, the overall correct performance in decision making tasks often show variable or minimal differences across sexes. Computational tools allow us to uncover latent variables that define different decision making approaches, even in animals with similar correct performance. Here, we quantify sex differences in mice in the latent variables underlying behavior in a classic value-based decision making task: a restless two-armed bandit. While male and female mice had similar accuracy, they achieved this performance via different patterns of exploration. Male mice tended to make more exploratory choices overall, largely because they appeared to get 'stuck' in exploration once they had started. Female mice tended to explore less but learned more quickly during exploration. Together, these results suggest that sex exerts stronger influences on decision making during periods of learning and exploration than during stable choices. Exploration during decision making is altered in people diagnosed with addictions, depression, and neurodevelopmental disabilities, pinpointing the neural mechanisms of exploration as a highly translational avenue for conferring sex-modulated vulnerability to neuropsychiatric diagnoses.
© 2021, Chen et al.

Entities:  

Keywords:  computational biology; decision making; exploration; explore-exploit; mouse; neuroscience; reinforcement learning; sex differences; systems biology

Mesh:

Year:  2021        PMID: 34796870      PMCID: PMC8794469          DOI: 10.7554/eLife.69748

Source DB:  PubMed          Journal:  Elife        ISSN: 2050-084X            Impact factor:   8.140


  37 in total

Review 1.  Control of exploitation-exploration meta-parameter in reinforcement learning.

Authors:  Shin Ishii; Wako Yoshida; Junichiro Yoshimoto
Journal:  Neural Netw       Date:  2002 Jun-Jul

Review 2.  Perils and pitfalls of reporting sex differences.

Authors:  Donna L Maney
Journal:  Philos Trans R Soc Lond B Biol Sci       Date:  2016-02-01       Impact factor: 6.237

Review 3.  A Primer on Foraging and the Explore/Exploit Trade-Off for Psychiatry Research.

Authors:  M A Addicott; J M Pearson; M M Sweitzer; D L Barack; M L Platt
Journal:  Neuropsychopharmacology       Date:  2017-05-29       Impact factor: 7.853

4.  Exploration Disrupts Choice-Predictive Signals and Alters Dynamics in Prefrontal Cortex.

Authors:  R Becket Ebitz; Eddy Albarran; Tirin Moore
Journal:  Neuron       Date:  2018-01-17       Impact factor: 17.173

5.  Stable Representations of Decision Variables for Flexible Behavior.

Authors:  Bilal A Bari; Cooper D Grossman; Emily E Lubin; Adithya E Rajagopalan; Jianna I Cressy; Jeremiah Y Cohen
Journal:  Neuron       Date:  2019-07-04       Impact factor: 17.173

Review 6.  Estradiol, dopamine and motivation.

Authors:  Katie E Yoest; Jennifer A Cummings; Jill B Becker
Journal:  Cent Nerv Syst Agents Med Chem       Date:  2014

Review 7.  Let's call the whole thing off: evaluating gender and sex differences in executive function.

Authors:  Nicola M Grissom; Teresa M Reyes
Journal:  Neuropsychopharmacology       Date:  2018-08-14       Impact factor: 7.853

8.  Balancing exploration and exploitation with information and randomization.

Authors:  Robert C Wilson; Elizabeth Bonawitz; Vincent D Costa; R Becket Ebitz
Journal:  Curr Opin Behav Sci       Date:  2020-11-06

9.  Divergent Strategies for Learning in Males and Females.

Authors:  Cathy S Chen; R Becket Ebitz; Sylvia R Bindas; A David Redish; Benjamin Y Hayden; Nicola M Grissom
Journal:  Curr Biol       Date:  2020-10-29       Impact factor: 10.834

10.  Ten simple rules for the computational modeling of behavioral data.

Authors:  Robert C Wilson; Anne Ge Collins
Journal:  Elife       Date:  2019-11-26       Impact factor: 8.140

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  1 in total

1.  Sex differences in contextual pattern separation, neurogenesis, and functional connectivity within the limbic system.

Authors:  Shunya Yagi; Amanda Lee; Nadine Truter; Liisa A M Galea
Journal:  Biol Sex Differ       Date:  2022-07-23       Impact factor: 8.811

  1 in total

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