Elsevier

Neural Networks

Volume 19, Issue 8, October 2006, Pages 1302-1314
Neural Networks

2006 Special Issue
Weighing up the benefits of work: Behavioral and neural analyses of effort-related decision making

https://doi.org/10.1016/j.neunet.2006.03.005Get rights and content

Abstract

How we decide whether a course of action is worth undertaking is largely unknown. Recently, neuroscientists have been turning to ecological approaches to address this issue, examining how animals evaluate the costs and benefits of different options. We present here evidence from rodents and monkeys that demonstrate the degree to which they take into account work and energetic requirements when deciding what responses to make. These calculations appear to be critically mediated by the anterior cingulate cortex (ACC) and mesolimbic dopamine (DA) pathways, with damage to either causing a bias towards options that are easily obtained but yield relatively smaller reward rather than alternatives that require more work but result in greater reward. The evaluation of such decisions appears to be carried out in systems independent of those involved in delay-discounting. We suggest that top-down signals from ACC to nucleus accumbens (NAc) and/or midbrain DA cells may be vital for overcoming effort-related response costs.

Introduction

One of the central questions in the behavioral sciences is how animals decide what is worth doing. Importantly, the behavior that is most advantageous is seldom constant, but instead dependent on a number of situational variables and the internal state of the animal (Stephens & Krebs, 1986). Up until recently, however, neuroscientists have tended to investigate the selection of behavior in situations which have limited possibilities of response and a single well-defined outcome. Frequently, there is no place for considering whether or not current motivation might play a part in performance, rendering one course of action appropriate under one state, another under a different one. While this kind of research has allowed scientists to make important progress in determining the neural mechanisms of selection and evaluation of goal-oriented actions (Miller and Cohen, 2001, Schall and Thompson, 1999), such an approach may not model faithfully the typical scenario faced by animals in real-world circumstances where there are multiple potential courses of action to choose between, each of which with a set of possible costs to achieve particular consequences.

On the vast majority of occasions, our survival is not critically dependent on the decisions we make. On a day-by-day basis, while our choices may have far-reaching consequences, for most people in rich countries, they tend to be confined to issues of immediate concern, of what we should eat today rather than what we need do in order to gather sufficient sustenance to last through the night. It is therefore perhaps unsurprising that psychology and neuroscience have tended to concentrate on characterizing how behavioral acts relate to proximal rewards, trying to delineate the neural mechanisms linking sensory processes with responses and the selection of voluntary actions, with little consideration for what long-term goals an animal might possess. Nevertheless, if we start from the relatively uncontroversial position that the brain is the result of its evolutionary history and this history has been driven by natural selection, then it seems likely that many aspects of overt behavior are too the products of selective, evolutionary processes (Kacelnik, 1997). This notion, of analyzing the behavior in terms of its costs and benefits to an individual’s overall fitness, has been one pioneered by behavioral ecologists for the past fifty years, building on the principles of Niko Tinbergen (Stephens and Krebs, 1986, Tinbergen, 1951). Their approach has generally been focused purely at a behavioral level, even actively avoiding issues of mechanisms (with the exception of Tinbergen himself). Nonetheless, this methodology is being increasingly courted by neuroscientists as a novel way of approaching the link between brain and behavior (Glimcher, 2002, Platt, 2002).

In this paper, we will focus in particular on one type of cost-benefit decision making: choosing whether or not it is worth it for an animal to apply additional work to receive a larger reward. In the first section, we will consider evidence that animals do weigh up the amount of effort or persistent responding required by the available options to decide which course of action to take. We will then discuss the findings from a cost-benefit T-maze paradigm which indicates a vital role for the anterior cingulate cortex (ACC) and the mesolimbic dopamine (DA) systems in allowing animals, when conditions are favorable, to overcome effort-related response costs to obtain greater rewards (Salamone et al., 1994, Walton et al., 2002).

Section snippets

Behavioral analyses of effort-related decision making

In many natural circumstances, animals have to assess the value of putting in extra work to obtain greater benefit. One of the main issues that normative models of animal decision-making try to predict, assuming that factors such as predation, nutrition or variance are excluded, is how the allocation of energetic expenditure and time is evaluated in an optimal manner. In terms of foraging, this may involve deciding whether or not it is worth traveling further to reach a better source of food or

Neural basis of effort-related decision making

It has frequently been observed that the basic machinery of motivation favors behavior that results in more easily obtained and immediate reward (Monterosso & Ainslie, 1999). It is therefore interesting to question how the brain allows animals to overcome effort constraints in situations where the high work option leads to an increased quantity of reward or a greater return in terms of fitness or utility currencies. This is also an issue of great importance for those neuropsychiatric disorders

Conclusions

Over the last few years, there has been increasing interest by those concerned with the neural basis of behavior in studying questions which have traditionally only been addressed by behavioral ecologists. While much progress has been made in starting to delineate the circuits involved in different types of cost-benefit decision making, much remains to be resolved. The evidence presented in this review has demonstrated that animals do weigh up work constraints against relative reward quantities

Acknowledgements

This work was funded by the MRC and a Wellcome Trust Prize Studentship and Fellowship to MEW. Additional support came from the Royal Society (MFSR) and Wellcome Trust (DB). Parts of the research have been reported previously in Walton et al., 2002, Walton et al., 2003, Walton et al., 2005 and at the Annual Meeting of the Society for Neuroscience (Walton, Kennerley, Buckley, and Rushworth (2004) SFN Abstracts, abstract).

References (92)

  • J.C. Horvitz et al.

    Haloperidol blocks the response-reinstating effects of food reward: a methodology for separating neuroleptic effects on reinforcement and motor processes

    Pharmacology, Biochemistry, and Behavior

    (1988)
  • S. Ikemoto et al.

    The role of nucleus accumbens dopamine in motivated behavior: a unifying interpretation with special reference to reward-seeking

    Brain Research. Brain Research Reviews

    (1999)
  • K. Ishiwari et al.

    Accumbens dopamine and the regulation of effort in food-seeking behavior: modulation of work output by different ratio or force requirements

    Behavioural Brain Research

    (2004)
  • C.H. Janson

    Experimental evidence for spatial memory in foraging wild capuchin monkeys, Cebus apella

    Animal Behaviour

    (1998)
  • A. Kacelnik et al.

    Cost can increase preference in starlings

    Animal Behaviour

    (2002)
  • L. Lacroix et al.

    The effects of excitotoxic lesion of the medial prefrontal cortex on latent inhibition, prepulse inhibition, food hoarding, elevated plus maze, active avoidance and locomotor activity in the rat

    Neuroscience

    (1998)
  • O. Lindvall et al.

    Organization of catecholamine neurons projecting to the frontal cortex in the rat

    Brain Research

    (1978)
  • S.M. McClure et al.

    A computational substrate for incentive salience

    Trends in Neurosciences

    (2003)
  • P.R. Montague et al.

    Neural economics and the biological substrates of valuation

    Neuron

    (2002)
  • S. Murase et al.

    Prefrontal cortex regulates burst firing and transmitter release in rat mesolimbic dopamine neurons studied in vivo

    Neuroscience Letters

    (1993)
  • M.L. Platt

    Neural correlates of decisions

    Current Opinion in Neurobiology

    (2002)
  • W.E. Pratt et al.

    Neurons in rat medial prefrontal cortex show anticipatory rate changes to predictable differential rewards in a spatial memory task

    Behavioural Brain Research

    (2001)
  • J.N. Rawlins et al.

    The effects of delaying reward on choice preference in rats with hippocampal or selective septal lesions

    Behavioural Brain Research

    (1985)
  • M.F. Rushworth et al.

    Action sets and decisions in the medial frontal cortex

    Trends in Cognitive Sciences

    (2004)
  • J.D. Salamone et al.

    Motivational views of reinforcement: implications for understanding the behavioral functions of nucleus accumbens dopamine

    Behavioural Brain Research

    (2002)
  • J.D. Salamone et al.

    Anhedonia or anergia? Effects of haloperidol and nucleus accumbens dopamine depletion on instrumental response selection in a T-maze cost/benefit procedure

    Behavioural Brain Research

    (1994)
  • W. Schultz

    Getting formal with dopamine and reward

    Neuron

    (2002)
  • J.R. Stevens et al.

    Will travel for food: spatial discounting in two new world monkeys

    Current Biology

    (2005)
  • X. An et al.

    Prefrontal cortical projections to longitudinal columns in the midbrain periaqueductal gray in macaque monkeys

    Journal of Comparative Neurology

    (1998)
  • Aoki, N., Csillag, A., & Matsushima, T. Localized lesions of arcopallium intermedium of the lateral forebrain caused a...
  • J. Barrash et al.

    Acquired personality disturbances associated with bilateral damage to the ventromedial prefrontal region

    Developmental Neuropsychology

    (2000)
  • L.M. Bautista et al.

    To walk or to fly? How birds choose among foraging modes

    Proceedings of the National Academy of Sciences of the United States of America

    (2001)
  • B. Berger

    Dopaminergic innervation of the frontal cerebral cortex. Evolutionary trends and functional implications

    Advances in Neurology

    (1992)
  • C.M. Bradshaw et al.

    Choice between delayed reinforcers in a discrete-trials schedule: the effect of deprivation level

    Quarterly Journal of Experimental Psychology. B, Comparative and Physiological Psychology

    (1992)
  • S.B. Caine et al.

    Effects of mesolimbic dopamine depletion on responding maintained by cocaine and food

    Journal of the Experimental Analysis of Behavior

    (1994)
  • R.N. Cardinal et al.

    Impulsive choice induced in rats by lesions of the nucleus accumbens core

    Science

    (2001)
  • R.N. Cardinal et al.

    The effects of d-amphetamine, chlordiazepoxide, alpha-flupenthixol and behavioural manipulations on choice of signalled and unsignalled delayed reinforcement in rats

    Psychopharmacology (Berl)

    (2000)
  • T.S. Clement et al.

    “Work ethic” in pigeons: reward value is directly related to the effort or time required to obtain the reward

    Psychonomic Bulletin & Review

    (2000)
  • H.D. Critchley et al.

    Human cingulate cortex and autonomic control: converging neuroimaging and clinical evidence

    Brain

    (2003)
  • J.M. de Brabander et al.

    Comparison of the effects of neonatal and adult medial prefrontal cortex lesions on food hoarding and spatial delayed alternation

    Behavioural Brain Research

    (1991)
  • F. Denk et al.

    Differential involvement of serotonin and dopamine systems in cost-benefit decisions about delay or effort

    Psychopharmacology (Berl)

    (2005)
  • R. Dias et al.

    Effects of selective excitotoxic prefrontal lesions on acquisition of nonmatching- and matching-to-place in the T-maze in the rat: differential involvement of the prelimbic–infralimbic and anterior cingulate cortices in providing behavioural flexibility

    European Journal of Neuroscience

    (2000)
  • E. Dommett et al.

    How visual stimuli activate dopaminergic neurons at short latency

    Science

    (2005)
  • J.L. Evenden et al.

    The pharmacology of impulsive behaviour in rats: the effects of drugs on response choice with varying delays of reinforcement

    Psychopharmacology (Berl)

    (1996)
  • N.S. Floyd et al.

    Orbitomedial prefrontal cortical projections to distinct longitudinal columns of the periaqueductal gray in the rat

    Journal of Comparative Neurology

    (2000)
  • N.S. Floyd et al.

    Orbitomedial prefrontal cortical projections to hypothalamus in the rat

    Journal of Comparative Neurology

    (2001)
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    Present address: Helen Wills Neuroscience Institute, University of California, Berkeley, 132 Barker Hall, MC #3190, Berkeley, CA 94720-3190, USA.

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