TY - JOUR
T1 - Reinforcement learning links spontaneous cortical dopamine impulses to reward
AU - Foo, Conrad
AU - Lozada, Adrian
AU - Aljadeff, Johnatan
AU - Li, Yulong
AU - Wang, Jing W.
AU - Slesinger, Paul A.
AU - Kleinfeld, David
N1 - Funding Information:
We thank Martin Deschênes for motivating our study; Winfried Denk, Michaël Elbaz, Michael Frank, Arif Hamid, Philbert Tsai, Bin Wang, and Fan Wang for discussions; Beth Friedman for comments on a draft; the late Roger Tsien for the gift of instruments used to assay the CNiFERs, and the National Institutes of Health (grants DA050159 , DC009597 , MH111499 , NS107466 , and NS097265 ) for funding.
Publisher Copyright:
© 2021 Elsevier Inc.
PY - 2021/9/27
Y1 - 2021/9/27
N2 - 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.
AB - 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.
KW - biophysical modeling
KW - brain machine interface
KW - classical conditioning
KW - feedback
KW - foraging
KW - neuromodulation
KW - stochastic dynamics
KW - two-photon microscopy
UR - http://www.scopus.com/inward/record.url?scp=85115756121&partnerID=8YFLogxK
U2 - 10.1016/j.cub.2021.06.069
DO - 10.1016/j.cub.2021.06.069
M3 - Article
C2 - 34302743
AN - SCOPUS:85115756121
SN - 0960-9822
VL - 31
SP - 4111-4119.e4
JO - Current Biology
JF - Current Biology
IS - 18
ER -