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Modelling the Effect of Dorsal Raphe Serotonin Neurons on Patience for Future Rewards

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From Animals to Animats 14 (SAB 2016)

Part of the book series: Lecture Notes in Computer Science ((LNAI,volume 9825))

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Abstract

Serotonin is a neurotransmitter that is implicated in many basic human functions and behaviours and is closely associated with happiness, depression and reward processing. In particular it appears to be involved in suppressing responses to distracting stimuli while waiting for a delayed reward. Here we present a system level model of the limbic system which is able to generate a serotonin (5-hydroxytryptamine [5HT]) signal so that a simulated animal waits for a delayed reward. We propose that the 5HT signal is computed by a network involving the medial Orbital Frontal Cortex (mOFC), medial Pre Frontal Cortex (mPFC), Dorsal Raphe Nucleus (DRN)and the Nucleus Accumbens Core (NAcc). The serotonin signal encodes pre-reward liking, motivation throughout the trial and delayed reward waiting. We have successfully replicated the behaviour and dynamics of laboratory studies. With the help of this model we can predict that low levels of serotonin indirectly cause less encountered rewards because the animal gives up too early.

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References

  1. Miyazaki, K., Miyazaki, K.W., Doya, K.: Activation of dorsal raphe serotonin neurons underlies waiting for delayed rewards. J. Neurosci. 31(2), 469–479 (2011)

    Article  Google Scholar 

  2. Dayan, P., Huys, Q.J.M.: Serotonin, inhibition, and negative mood. PLoS Comput. Biol. 4(2), e4 (2008)

    Article  Google Scholar 

  3. Dorocic, I.P., Furth, D., Xuan, Y., Johansson, Y., Pozzi, L., Silberberg, G., Carlen, M., Meletis, K.: A whole-brain atlas of inputs to serotonergic neurons of the dorsal and median raphe nuclei. Neuron 83, 663–678 (2014)

    Article  Google Scholar 

  4. Sparta, D.R., Stuber, G.D.: Cartography of serotonergic circuits. Neuron 83(3), 513–515 (2014)

    Article  Google Scholar 

  5. Ranade, S.P., Mainen, Z.F.: Transient firing of dorsal raphe neurons encodes diverse and specific sensory, motor, and reward events. J. Neurophysiol. 102(5), 3026–3037 (2009)

    Article  Google Scholar 

  6. Nakamura, K., Ono, T.: Lateral hypothalamus neuron involvement in integration of natural and artificial rewards and cue signals. J. Neurophysiol. 55(1), 163–181 (1986)

    Google Scholar 

  7. Sesack, S.R., Grace, A.A.: Cortico-basal ganglia reward network: microcircuitry. Neuropsychopharmacology 35(1), 27–47 (2010). Official publication of the American College of Neuropsychopharmacology

    Article  Google Scholar 

  8. Noonan, M.P., Kolling, N., Walton, M.E., Rushworth, M.F.S.: Re-evaluating the role of the orbitofrontal cortex in reward and reinforcement. Eur. J. Neurosci. 35(7), 997–1010 (2012)

    Article  Google Scholar 

  9. Humphries, M.D., Prescott, T.J.: The ventral basal ganglia, a selection mechanism at the crossroads of space, strategy, and reward. Progress Neurobiol. 90(4), 385–417 (2010)

    Article  Google Scholar 

  10. Van Bockstaele, E.J., Pickel, V.M.: GABA-containing neurons in the ventral tegmental area project to the nucleus accumbens in rat brain. Brain Res. 682(1–2), 215–221 (1995)

    Article  Google Scholar 

  11. Brog, J.S., Salyapongse, A., Deutch, A.Y., Zahm, D.S.: The patterns of afferent innervation of the core and shell in the ‘accumbens’ part of the rat ventral striatum. J. Comp. Neurol. 338, 255–278 (1993)

    Article  Google Scholar 

  12. Basar, K., Sesia, T., Groenewegen, H., Steinbusch, H.W.M., Visser-Vandewalle, V., Temel, Y.: Nucleus accumbens and impulsivity. Progress Neurobiol. 92(4), 533–557 (2010)

    Article  Google Scholar 

  13. Rajakumar, N., Elisevich, K., Flumerfelt, B.A.: Compartmental origin of the striato-entopeduncular projection in the rat. J. Comp. Neurol. 331(2), 286–296 (1993)

    Article  Google Scholar 

  14. Hong, S., Hikosaka, O.: The globus pallidus sends reward-related signals to the lateral habenula. Neuron 60(4), 720–729 (2008)

    Article  Google Scholar 

  15. Barrot, M., Sesack, S.R., Georges, F., Pistis, M., Hong, S., Jhou, T.C.: Braking dopamine systems: a new GABA master structure for mesolimbic and nigrostriatal functions. J. Neurosci. 32(41), 14094–14101 (2012). The Official Journal of the Society for Neuroscience

    Article  Google Scholar 

  16. Bourdy, R., Barrot, M.: A new control center for dopaminergic systems: Pulling the VTA by the tail. Trends Neurosci. 35(11), 681–688 (2012)

    Article  Google Scholar 

  17. Hoover, W.B., Vertes, R.P.: Projections of the medial orbital and ventral orbital cortex in the rat. J. Comp. Neurol. 519(18), 3766–3801 (2011)

    Article  Google Scholar 

  18. Homberg, J.R.: Serotonin and decision making processes. Neurosci. Biobehav. Rev. 36(1), 218–236 (2012)

    Article  Google Scholar 

  19. Juckel, G., Mendlin, A., Jacobs, B.L.: Electrical stimulation of rat medial prefrontal cortex enhances forebrain serotonin output: implications for electroconvulsive therapy and transcranial magnetic stimulation in depression. Neuropsychopharmacology 21(3), 391–398 (1999)

    Article  Google Scholar 

  20. Vertes, R.P., Linley, S.B.: Efferent, afferent connections of the dorsal, median raphe nuclei in the rat. In: Monti, J.M., Pandi-Perumal, S.R., Jacobs, B.L., Nutt, D.J. (eds.) Serotonin, Sleep: Molecular, Functional and Clinical Aspects. Birkhäuser, Switzerland (2008)

    Google Scholar 

  21. Nakamura, K., Matsumoto, M., Hikosaka, O.: Reward-dependent modulation of neuronal activity in the primate dorsal raphe nucleus. J. Neurosci. 28(20), 5331–5343 (2008). The Official Journal of the Society for Neuroscience

    Article  Google Scholar 

  22. Bromberg-Martin, E.S., Hikosaka, O., Nakamura, K.: Coding of task reward value in the dorsal raphe nucleus. J. Neurosci. 30(18), 6262–6272 (2010). The Official Journal of the Society for Neuroscience

    Article  Google Scholar 

  23. Cardinal, R.N.: Neural systems implicated in delayed and probabilistic reinforcement. Neural Netw. 19, 1277–1301 (2006)

    Article  MATH  Google Scholar 

  24. Evenden, J.: Impulsivity: a discussion of clinical and experimental findings. J. Psycopharmacology 13(2), 180–192 (1999)

    Article  Google Scholar 

  25. Nakamura, K.: The role of the doral raphe nucleus in reward-seeking behaviour. Front. Integr. Neurosci. 60 (2013)

    Google Scholar 

  26. Robinson, E.S.J., Dalley, J.W., Theobald, D.E.H., Glennon, J.C., Pezze, M.A., Murphy, E.R., Robbins, T.W.: Opposing roles for 5-HT2A and 5-HT2C receptors in the nucleus accumbens on inhibitory response control in the 5-choice serial reaction time task. Neuropsychopharmacology 33(10), 27–47 (2010). Official Publication of the American College of Neuropsychopharmacology

    Google Scholar 

  27. Cools, R., Nakamura, K., Daw, N.D.: Serotonin and dopamine: unifying affective, activational, and decision functions. Neuropsychopharmacology 36(1), 98–113 (2011). Official publication of the American College of Neuropsychopharmacology

    Article  Google Scholar 

  28. Schulz, W., Dayan, P., Montague, P.R.: A neural substrate of prediction and reward. Science 275, 1593–1599 (1997)

    Article  Google Scholar 

  29. Seymour, B., Daw, N., Roiser, J., Dayan, P., Dolan, R.: Serotonin selectively modulates reward value in human decision-making. J. Neurosci. 32(17), 5833–5842 (2012)

    Article  Google Scholar 

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Correspondence to Bernd Porr .

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Sutherland, M., Porr, B. (2016). Modelling the Effect of Dorsal Raphe Serotonin Neurons on Patience for Future Rewards. In: Tuci, E., Giagkos, A., Wilson, M., Hallam, J. (eds) From Animals to Animats 14. SAB 2016. Lecture Notes in Computer Science(), vol 9825. Springer, Cham. https://doi.org/10.1007/978-3-319-43488-9_23

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  • DOI: https://doi.org/10.1007/978-3-319-43488-9_23

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  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-319-43487-2

  • Online ISBN: 978-3-319-43488-9

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