Neural Population Dynamics Underlying Expected Value Computation

被引:11
|
作者
Yamada, Hiroshi [1 ,2 ,3 ]
Imaizumi, Yuri [4 ]
Matsumoto, Masayuki [1 ,2 ,3 ]
机构
[1] Univ Tsukuba, Div Biomed Sci, Fac Med, Tsukuba, Ibaraki 3058577, Japan
[2] Univ Tsukuba, Grad Sch Comprehens Human Sci, Tsukuba, Ibaraki 3058577, Japan
[3] Univ Tsukuba, Transborder Med Res Ctr, Tsukuba, Ibaraki 3058577, Japan
[4] Univ Tsukuba, Med Sci, Tsukuba, Ibaraki 3058577, Japan
来源
JOURNAL OF NEUROSCIENCE | 2021年 / 41卷 / 08期
基金
日本学术振兴会;
关键词
computation; expected values; integration; monkey; neural population dynamics; rewards; TONICALLY ACTIVE NEURONS; DECISION-MAKING; DORSAL STRIATUM; ORBITOFRONTAL NEURONS; PREFRONTAL CORTEX; FUTURE REWARDS; ENCODE; SIGNAL; RISK; ORGANIZATION;
D O I
10.1523/JNEUROSCI.1987-20.2020
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Computation of expected values (i.e., probability x magnitude) seems to be a dynamic integrative process performed by the brain for efficient economic behavior. However, neural dynamics underlying this computation is largely unknown. Using lottery tasks in monkeys (Macaca mulatta, male; Macaca fuscata, female), we examined (1) whether four core reward-related brain regions detect and integrate probability and magnitude cued by numerical symbols and (2) whether these brain regions have distinct dynamics in the integrative process. Extraction of the mechanistic structure of neural population signals demon-strated that expected value signals simultaneously arose in the central orbitofrontal cortex (cOFC; medial part of area 13) and ventral striatum (VS). Moreover, these signals were incredibly stable compared with weak and/or fluctuating signals in the dorsal striatum and medial OFC. Temporal dynamics of these stable expected value signals were unambiguously distinct: sharp and gradual signal evolutions in the cOFC and VS, respectively. These intimate dynamics suggest that the cOFC and VS compute the expected values with unique time constants, as distinct, partially overlapping processes.
引用
收藏
页码:1684 / 1698
页数:15
相关论文
共 50 条
  • [1] Neural circuitry underlying expected food odor value in humans
    Howard, James D.
    Gottfried, Jay A.
    Tobler, Phillippe N.
    Kahnt, Thorsten
    [J]. CHEMICAL SENSES, 2015, 40 (07) : 537 - 537
  • [2] Computation Through Neural Population Dynamics
    Vyas, Saurabh
    Golub, Matthew D.
    Sussillo, David
    Shenoy, Krishna V.
    [J]. ANNUAL REVIEW OF NEUROSCIENCE, VOL 43, 2020, 43 : 249 - 275
  • [3] Neural Population Dynamics Underlying Motor Learning Transfer
    Vyas, Saurabh
    Even-Chen, Nir
    Stavisky, Sergey D.
    Ryu, Stephen I.
    Nuyujukian, Paul
    Shenoy, Krishna V.
    [J]. NEURON, 2018, 97 (05) : 1177 - +
  • [4] Inferring Latent Dynamics Underlying Neural Population Activity via Neural Differential Equations
    Kim, Timothy Doyeon
    Luo, Thomas Zhihao
    Pillow, Jonathan W.
    Brody, Carlos D.
    [J]. INTERNATIONAL CONFERENCE ON MACHINE LEARNING, VOL 139, 2021, 139
  • [5] Distributed neural representation of expected value
    Knutson, B
    Taylor, J
    Kaufman, M
    Peterson, R
    Glover, G
    [J]. JOURNAL OF NEUROSCIENCE, 2005, 25 (19): : 4806 - 4812
  • [6] Mechanisms Underlying the Neural Computation of Head Direction
    Hulse, Brad K.
    Jayaraman, Vivek
    [J]. ANNUAL REVIEW OF NEUROSCIENCE, VOL 43, 2020, 43 : 31 - 54
  • [7] Neural substrates underlying effort computation in schizophrenia
    Fervaha, Gagan
    Foussias, George
    Agid, Ofer
    Remington, Gary
    [J]. NEUROSCIENCE AND BIOBEHAVIORAL REVIEWS, 2013, 37 (10): : 2649 - 2665
  • [8] Neural Computation and Neuromodulation Underlying Social Behavior
    Bergan, Joseph F.
    [J]. INTEGRATIVE AND COMPARATIVE BIOLOGY, 2015, 55 (02) : 268 - 280
  • [9] DYNAMICS AND NEURAL NETWORK COMPUTATION
    HOPFIELD, JJ
    [J]. INTERNATIONAL JOURNAL OF QUANTUM CHEMISTRY, 1990, : 633 - 644
  • [10] Neural representation of expected value in the adolescent brain
    Barkley-Levenson, Emily
    Galvan, Adriana
    [J]. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2014, 111 (04) : 1646 - 1651