Pallidal neuromodulation of the explore/exploit trade-off in decision-making

  1. Ana Luisa de A. Marcelino
  2. Owen Gray
  3. Bassam Al-Fatly
  4. William Gilmour
  5. J Douglas Steele
  6. Andrea A Kühn
  7. Tom Gilbertson  Is a corresponding author
  1. Charité - Universitätsmedizin Berlin, Germany
  2. University of Dundee, United Kingdom

Abstract

Every decision that we make involves a conflict between exploiting our current knowledge of an action's value or exploring alternative courses of action that might lead to a better, or worse outcome. The sub-cortical nuclei that make up the basal ganglia have been proposed as a neural circuit that may contribute to resolving this explore-exploit 'dilemma'. To test this hypothesis, we examined the effects of neuromodulating the basal ganglia's output nucleus, the globus pallidus interna, in patients who had undergone deep brain stimulation (DBS) for isolated dystonia. Neuromodulation enhanced the number of exploratory choices to the lower value option in a 2-armed bandit probabilistic reversal-learning task. Enhanced exploration was explained by a reduction in the rate of evidence accumulation (drift rate) in a reinforcement learning drift diffusion model. We estimated the functional connectivity profile between the stimulating DBS electrode and the rest of the brain using a normative functional connectome derived from heathy controls. Variation in the extent of neuromodulation induced exploration between patients was associated with functional connectivity from the stimulation electrode site to a distributed brain functional network. We conclude that the basal ganglia's output nucleus, the globus pallidus interna, can adaptively modify decision choice when faced with the dilemma to explore or exploit.

Data availability

Raw choice and reaction time data, computational model parameter estimates, simulated data and r-maps from connectivity analysis are available via the Open Science Framework https://osf.io/fs36g/

The following data sets were generated

Article and author information

Author details

  1. Ana Luisa de A. Marcelino

    Department of Neurology, Charité - Universitätsmedizin Berlin, Berlin, Germany
    Competing interests
    No competing interests declared.
    ORCID icon "This ORCID iD identifies the author of this article:" 0000-0002-3291-7222
  2. Owen Gray

    Division of Imaging Science and Technology, University of Dundee, Dundee, United Kingdom
    Competing interests
    No competing interests declared.
  3. Bassam Al-Fatly

    Department of Neurology, Charité - Universitätsmedizin Berlin, Berlin, Germany
    Competing interests
    No competing interests declared.
    ORCID icon "This ORCID iD identifies the author of this article:" 0000-0003-0067-6177
  4. William Gilmour

    Division of Imaging Science and Technology, University of Dundee, Dundee, United Kingdom
    Competing interests
    No competing interests declared.
  5. J Douglas Steele

    Division of Imaging Science and Technology, University of Dundee, Dundee, United Kingdom
    Competing interests
    No competing interests declared.
  6. Andrea A Kühn

    Department of Neurology, Charité - Universitätsmedizin Berlin, Berlin, Germany
    Competing interests
    Andrea A Kühn, has received from honoraria from Boston Scientific, Medtronic and Teva..
  7. Tom Gilbertson

    Division of Imaging Science and Technology, University of Dundee, Dundee, United Kingdom
    For correspondence
    tgilbertson@dundee.ac.uk
    Competing interests
    No competing interests declared.
    ORCID icon "This ORCID iD identifies the author of this article:" 0000-0002-9866-1565

Funding

Chief Scientist Office

  • Tom Gilbertson

The funders had no role in study design, data collection and interpretation, or the decision to submit the work for publication.

Reviewing Editor

  1. Birte U Forstmann, University of Amsterdam, Netherlands

Ethics

Human subjects: The which was approved by the local ethics committee (Charité - Universitätsmedizin Berlin, EA1/179/20).

Version history

  1. Received: April 21, 2022
  2. Preprint posted: April 22, 2022 (view preprint)
  3. Accepted: February 1, 2023
  4. Accepted Manuscript published: February 2, 2023 (version 1)
  5. Version of Record published: February 20, 2023 (version 2)

Copyright

© 2023, de A. Marcelino et al.

This article is distributed under the terms of the Creative Commons Attribution License permitting unrestricted use and redistribution provided that the original author and source are credited.

Metrics

  • 1,088
    views
  • 180
    downloads
  • 3
    citations

Views, downloads and citations are aggregated across all versions of this paper published by eLife.

Download links

A two-part list of links to download the article, or parts of the article, in various formats.

Downloads (link to download the article as PDF)

Open citations (links to open the citations from this article in various online reference manager services)

Cite this article (links to download the citations from this article in formats compatible with various reference manager tools)

  1. Ana Luisa de A. Marcelino
  2. Owen Gray
  3. Bassam Al-Fatly
  4. William Gilmour
  5. J Douglas Steele
  6. Andrea A Kühn
  7. Tom Gilbertson
(2023)
Pallidal neuromodulation of the explore/exploit trade-off in decision-making
eLife 12:e79642.
https://doi.org/10.7554/eLife.79642

Share this article

https://doi.org/10.7554/eLife.79642

Further reading

    1. Neuroscience
    Cristina Sáenz de Miera, Nicole Bellefontaine ... Carol F Elias
    Research Article

    The hypothalamic ventral premammillary nucleus (PMv) is a glutamatergic nucleus essential for the metabolic control of reproduction. However, conditional deletion of leptin receptor long form (LepRb) in vesicular glutamate transporter 2 (Vglut2) expressing neurons results in virtually no reproductive deficits. In this study, we determined the role of glutamatergic neurotransmission from leptin responsive PMv neurons on puberty and fertility. We first assessed if stimulation of PMv neurons induces luteinizing hormone (LH) release in fed adult females. We used the stimulatory form of designer receptor exclusively activated by designer drugs (DREADDs) in LeprCre (LepRb-Cre) mice. We collected blood sequentially before and for 1 hr after intravenous clozapine-N-oxide injection. LH level increased in animals correctly targeted to the PMv, and LH level was correlated to the number of Fos immunoreactive neurons in the PMv. Next, females with deletion of Slc17a6 (Vglut2) in LepRb neurons (LeprΔVGlut2) showed delayed age of puberty, disrupted estrous cycles, increased gonadotropin-releasing hormone (GnRH) concentration in the axon terminals, and disrupted LH secretion, suggesting impaired GnRH release. To assess if glutamate is required for PMv actions in pubertal development, we generated a Cre-induced reexpression of endogenous LepRb (LeprloxTB) with concomitant deletion of Slc17a6 (Vglut2flox) mice. Rescue of Lepr and deletion of Slc17a6 in the PMv was obtained by stereotaxic injection of an adeno-associated virus vector expressing Cre recombinase. Control LeprloxTB mice with PMv LepRb rescue showed vaginal opening, follicle maturation, and became pregnant, while LeprloxTB;Vglut2flox mice showed no pubertal development. Our results indicate that glutamatergic neurotransmission from leptin sensitive neurons regulates the reproductive axis, and that leptin action on pubertal development via PMv neurons requires Vglut2.

    1. Neuroscience
    Zahra Ghasemahmad, Aaron Mrvelj ... Jeffrey J Wenstrup
    Research Article

    The basolateral amygdala (BLA), a brain center of emotional expression, contributes to acoustic communication by first interpreting the meaning of social sounds in the context of the listener’s internal state, then organizing the appropriate behavioral responses. We propose that modulatory neurochemicals such as acetylcholine (ACh) and dopamine (DA) provide internal-state signals to the BLA while an animal listens to social vocalizations. We tested this in a vocal playback experiment utilizing highly affective vocal sequences associated with either mating or restraint, then sampled and analyzed fluids within the BLA for a broad range of neurochemicals and observed behavioral responses of adult male and female mice. In male mice, playback of restraint vocalizations increased ACh release and usually decreased DA release, while playback of mating sequences evoked the opposite neurochemical release patterns. In non-estrus female mice, patterns of ACh and DA release with mating playback were similar to males. Estrus females, however, showed increased ACh, associated with vigilance, as well as increased DA, associated with reward-seeking. Experimental groups that showed increased ACh release also showed the largest increases in an aversive behavior. These neurochemical release patterns and several behavioral responses depended on a single prior experience with the mating and restraint behaviors. Our results support a model in which ACh and DA provide contextual information to sound analyzing BLA neurons that modulate their output to downstream brain regions controlling behavioral responses to social vocalizations.