Literature DB >> 34302743

Reinforcement learning links spontaneous cortical dopamine impulses to reward.

Conrad Foo1, Adrian Lozada1, Johnatan Aljadeff2, Yulong Li3, Jing W Wang2, Paul A Slesinger4, David Kleinfeld5.   

Abstract

In their pioneering study on dopamine release, Romo and Schultz speculated "...that the amount of dopamine released by unmodulated spontaneous impulse activity exerts a tonic, permissive influence on neuronal processes more actively engaged in preparation of self-initiated movements...."1 Motivated by the suggestion of "spontaneous impulses," as well as by the "ramp up" of dopaminergic neuronal activity that occurs when rodents navigate to a reward,2-5 we asked two questions. First, are there spontaneous impulses of dopamine that are released in cortex? Using cell-based optical sensors of extrasynaptic dopamine, [DA]ex,6 we found that spontaneous dopamine impulses in cortex of naive mice occur at a rate of ∼0.01 per second. Next, can mice be trained to change the amplitude and/or timing of dopamine events triggered by internal brain dynamics, much as they can change the amplitude and timing of dopamine impulses based on an external cue?7-9 Using a reinforcement learning paradigm based solely on rewards that were gated by feedback from real-time measurements of [DA]ex, we found that mice can volitionally modulate their spontaneous [DA]ex. In particular, by only the second session of daily, hour-long training, mice increased the rate of impulses of [DA]ex, increased the amplitude of the impulses, and increased their tonic level of [DA]ex for a reward. Critically, mice learned to reliably elicit [DA]ex impulses prior to receiving a reward. These effects reversed when the reward was removed. We posit that spontaneous dopamine impulses may serve as a salient cognitive event in behavioral planning.
Copyright © 2021 Elsevier Inc. All rights reserved.

Entities:  

Keywords:  biophysical modeling; brain machine interface; classical conditioning; feedback; foraging; neuromodulation; stochastic dynamics; two-photon microscopy

Mesh:

Substances:

Year:  2021        PMID: 34302743      PMCID: PMC8605927          DOI: 10.1016/j.cub.2021.06.069

Source DB:  PubMed          Journal:  Curr Biol        ISSN: 0960-9822            Impact factor:   10.900


  52 in total

1.  Subsecond dopamine release promotes cocaine seeking.

Authors:  Paul E M Phillips; Garret D Stuber; Michael L A V Heien; R Mark Wightman; Regina M Carelli
Journal:  Nature       Date:  2003-04-10       Impact factor: 49.962

2.  Afferent modulation of dopamine neuron firing differentially regulates tonic and phasic dopamine transmission.

Authors:  Stan B Floresco; Anthony R West; Brian Ash; Holly Moore; Anthony A Grace
Journal:  Nat Neurosci       Date:  2003-09       Impact factor: 24.884

3.  Firing-rate response of a neuron receiving excitatory and inhibitory synaptic shot noise.

Authors:  Magnus J E Richardson; Rupert Swarbrick
Journal:  Phys Rev Lett       Date:  2010-10-18       Impact factor: 9.161

4.  In vivo dendritic calcium dynamics in neocortical pyramidal neurons.

Authors:  K Svoboda; W Denk; D Kleinfeld; D W Tank
Journal:  Nature       Date:  1997-01-09       Impact factor: 49.962

5.  Dopamine neuron activity before action initiation gates and invigorates future movements.

Authors:  Joaquim Alves da Silva; Fatuel Tecuapetla; Vitor Paixão; Rui M Costa
Journal:  Nature       Date:  2018-01-31       Impact factor: 49.962

Review 6.  What does dopamine mean?

Authors:  Joshua D Berke
Journal:  Nat Neurosci       Date:  2018-05-14       Impact factor: 24.884

7.  Dopamine neurons of the monkey midbrain: contingencies of responses to active touch during self-initiated arm movements.

Authors:  R Romo; W Schultz
Journal:  J Neurophysiol       Date:  1990-03       Impact factor: 2.714

8.  Optimal searching behaviour generated intrinsically by the central pattern generator for locomotion.

Authors:  David W Sims; Nicolas E Humphries; Jimena Berni; Nan Hu; Violeta Medan
Journal:  Elife       Date:  2019-11-01       Impact factor: 8.140

9.  Dopamine blockade impairs the exploration-exploitation trade-off in rats.

Authors:  François Cinotti; Virginie Fresno; Nassim Aklil; Etienne Coutureau; Benoît Girard; Alain R Marchand; Mehdi Khamassi
Journal:  Sci Rep       Date:  2019-05-01       Impact factor: 4.379

10.  Mesolimbic dopamine signals the value of work.

Authors:  Arif A Hamid; Jeffrey R Pettibone; Omar S Mabrouk; Vaughn L Hetrick; Robert Schmidt; Caitlin M Vander Weele; Robert T Kennedy; Brandon J Aragona; Joshua D Berke
Journal:  Nat Neurosci       Date:  2015-11-23       Impact factor: 24.884

View more
  2 in total

1.  Probing Neuropeptide Volume Transmission In Vivo by Simultaneous Near-Infrared Light-Triggered Release and Optical Sensing.

Authors:  Hejian Xiong; Emre Lacin; Hui Ouyang; Aditi Naik; Xueqi Xu; Chen Xie; Jonghae Youn; Blake A Wilson; Krutin Kumar; Tyler Kern; Erin Aisenberg; Daniel Kircher; Xiuying Li; Joseph A Zasadzinski; Celine Mateo; David Kleinfeld; Sabina Hrabetova; Paul A Slesinger; Zhenpeng Qin
Journal:  Angew Chem Int Ed Engl       Date:  2022-07-08       Impact factor: 16.823

2.  Three Water Restriction Schedules Used in Rodent Behavioral Tasks Transiently Impair Growth and Differentially Evoke a Stress Hormone Response without Causing Dehydration.

Authors:  Dmitrii Vasilev; Daniel Havel; Simone Liebscher; Silvia Slesiona-Kuenzel; Nikos K Logothetis; Katja Schenke-Layland; Nelson K Totah
Journal:  eNeuro       Date:  2021-12-14
  2 in total

北京卡尤迪生物科技股份有限公司 © 2022-2023.