Separating the effect of reward from corrective feedback during learning in patients with Parkinson’s disease
Cogn Affect Behav Neurosci (2017) 17:678–695
DOI 10.3758/s13415-017-0505-0
Separating the effect of reward from corrective feedback
during learning in patients with Parkinson’s disease
Michael Freedberg 1,2 & Jonathan Schacherer 3 & Kuan-Hua Chen 4,5 & Ergun Y. Uc 4,6 &
Nandakumar S. Narayanan 4,7 & Eliot Hazeltine 3
Published online: 10 April 2017
# Psychonomic Society, Inc. 2017
Abstract Parkinson’s disease (PD) is associated with procedural learning deficits. Nonetheless, studies have demonstrated
that reward-related learning is comparable between patients
with PD and controls (Bódi et al., Brain, 132(9), 2385–2395,
2009; Frank, Seeberger, & O’Reilly, Science, 306(5703),
1940–1943, 2004; Palminteri et al., Proceedings of the
National Academy of Sciences of the United States of
America, 106(45), 19179–19184, 2009). However, because
these studies do not separate the effect of reward from the effect
of practice, it is difficult to determine whether the effect of
reward on learning is distinct from the effect of corrective feedback on learning. Thus, it is unknown whether these group
differences in learning are due to reward processing or learning
in general. Here, we compared the performance of medicated
PD patients to demographically matched healthy controls
* Michael Freedberg
1
Department of Psychological and Brain Sciences, University of
Iowa, E11 Seashore Hall E, Iowa City, IA 52242-1407, USA
2
Present address: Henry M. Jackson Foundation for the Advancement
of Military Medicine, 9000 Rockville Pike, 10 Center Drive, Rm
7D49A, Bethesda, MD 20814, USA
3
Department of Psychological and Brain Sciences, University of
Iowa, Iowa City, IA 52242, USA
4
Department of Neurology, University of Iowa, Iowa City, IA 52242,
USA
5
Present address: Institute of Personality and Social Research,
University of California, Berkeley, CA 94720, USA
6
Neurology Service, Veterans Affairs Medical Center, Iowa
City, IA 52242, USA
7
Aging Mind, Brain Initiative, Carver College of Medicine, Iowa
City 52242, IA, USA
(HCs) on a task where the effect of reward can be examined
separately from the effect of practice. We found that patients
with PD showed significantly less reward-related learning improvements compared to HCs. In addition, stronger learning of
rewarded associations over unrewarded associations was significantly correlated with smaller skin-conductance responses
for HCs but not PD patients. These results demonstrate that
when separating the effect of reward from the effect of corrective feedback, PD patients do not benefit from reward.
Keywords Parkinson’s disease . Reward . Incidental
learning . Feedback
Reward impacts a wide variety of functions, including attention (Anderson, Laurent, & Yantis, 2011; Roper, Vecera, &
Vaidya, 2014), cognitive control (van Steenbergen, Band, &
Hommel, 2009, 2012), and visual working memory (Gong &
Li, 2014). To improve the chances of obtaining a reward in the
future, an organism must use reward to guide learning. Indeed,
reward can modulate several forms of learning, including declarative (Adcock, Thangavel, Whitfield-Gabrieli, Knutson,
& Gabrieli, 2006; Wittmann, Dolan, & Düzel, 2011;
Wittmann et al., 2005), probabilistic (Delgado, Miller, Inati,
& Phelps, 2005; Galvan et al., 2005), and procedural learning
(Abe et al., 2011; Freedberg, Schacherer, & Hazeltine, 2016;
Wachter, Lungu, Liu, Willingham, & Ashe, 2009).
A wealth of evidence has demonstrated the basal ganglia’s
essential role in feedback-related learning (Aron et al., 2004;
Ashby, Noble, Filoteo, Waldron, & Ell, 2003; Bellebaum,
Koch, Schwarz, & Daum, 2008; Knowlton, Mangels, &
Squire, 1996; Palminteri et al., 2011; Poldrack et al., 2001;
Shohamy, Myers, Onlaor, & Gluck, 2004; Shohamy, Myers,
Grossman, et al., 2004), and reward processing (Apicella,
Ljungberg, Scarnati, & Schultz, 1991; Delgado et al., 2005;
Cogn Affect Behav Neurosci (2017) 17:678–695
Galvan et al., 2005; McClure, York, & Montague, 2004;
Samanez-Larkin et al., 2007; Wachter et al., 2009). Evidence
from neuroimaging studies demonstrate activation of the striatum during feedback-dependent learning (Aron et al., 2004;
R. A. Poldrack et al., 2001; R. Poldrack, Prabhakaran, Seger,
& Gabrieli, 1999), so it is not surprising that patients with
Parkinson’s disease (PD) who experience basal ganglia dysfunction as a result of dopamine neuron loss (Agid, 1991;
Agid, Javoy-Agid, & Ruberg, 1987; Hornykiewicz, 1966) experience feedback learning deficits (Ashby et al., 2003; Cools,
Barker, Sahakian, & Robbins, 2001; Foerde, Race, Verfaellie,
& Shohamy, 2013; Knowlton et al., 1996; D. Shohamy,
Myers, Onlaor, et al., 2004; Swainson et al., 2000).
Interestingly, despite the feedback-learning deficits exhibited
by patients with PD, three recent studies have demonstrated
that PD patients are able to learn from reward just as well or
better than healthy controls (HCs) when taking their usual
antiparkinsonian medication (Bódi et al., 2009; Frank et al.,
2004; Palminteri et al., 2009).
Although these studies demonstrate that patients can learn
to select responses that lead to reward just as well or better
than healthy controls (HCs), it is unclear whether reward can
improve learning in patients with PD beyond simply providing
feedback as to whether the response was correct. This issue
has not been resolved because, thus far, the reward aspect of
feedback has not been dissociated from the information necessary to learn the task. In other words, in studies showing
comparable learning between medicated patients with PD and
HCs (Bódi et al., 2009; Frank et al., 2004; Palminteri et al.,
2009) the reward also served as the task-relevant information
needed to perform the task accurately; there was no distinction
between informing the participants that responses were correct
and rewarding them. For example, Bódi and colleagues
(2009) consistently presented B+25^ as feedback when participants correctly categorized a stimulus and presented no feedback when an incorrect response was selected. Thus, because
the reward also signaled that the task had been performed
correctly, and because a reward condition was not contrasted
with one in which feedback was given without reward, it is
difficult to tell whether learning from reward was different
from learning only from corrective feedback.
A second complication with studying the effect of reward on
learning in any population is that it can be difficult to tease apart
from incentive learning. In other words, in many cases, it is
difficult to determine whether reward directly improves learning processes by Bstamping in^ stimulus-response (S-R) associations (such as the dopamine hypothesis of reinforcement;
Wise, 2004), or reward enhances motivational processes, which
consequently improves S-R binding. Several imaging studies
have shown that the striatum responds to rewards (Delgado
et al., 2005; Galvan et al., 2005; Wachter et al., 2009); however,
only a few studies have attempted to d (...truncated)