Using negative feedback to guide behavior: Impairments on the first 4 cards of the
Wisconsin Card Sorting Test predict negative symptoms of schizophrenia
Sally J. Vogel
a
, Gregory P. Strauss
a,b
, Daniel N. Allen
a,
⁎
a
University of Nevada, Las Vegas, Department of Psychology, United States
b
University of Maryland School of Medicine, Department of Psychiatry and Maryland Psychiatric Research Center, Baltimore, MD, United States
abstract article info
Article history:
Received 22 January 2013
Received in revised form 26 July 2013
Accepted 29 July 2013
Available online 6 November 2013
Keywords:
Reward
Reinforcement learning
Decision-making
Avolition
Anhedonia
Schizophrenia
Deficit syndrome
Research has demonstrated that individuals with schizophrenia fail to appropriately use negative feedback to
guide learning. These learning deficits are thought to arise from abnormalities in midbrain dopamine activity.
Primary and enduring negative symptoms are also associated with abnormal dopamine activity and are expected
to produce more severe deficits in learning when they present in individuals with schizophrenia. The current
study examines this matter by comparing individuals with deficit syndrome schizophrenia, which is
characterized by primary and enduring negative symptoms, to individuals with nondeficit syndrome schizophre-
nia and to normal controls in their use of positive feedback and negative feedback to guide learning on the first
four cards of the WCST. Participants included 67 individuals with schizophrenia (15 deficit; 52 nondeficit syn-
drome) and 51 healthy controls. Accuracy data from the first 4 cards of the WCST and measures of global test
performance were examined. Individuals with schizophrenia were significantly less accurate than controls in
their performance on early (pre-shift) WCST trials, and this impairment was significantly greater in patients
with deficit than nondeficit schizophrenia. Additionally, accuracy across the first 4 WCST cards significantly
predicted the number of categories completed and percentage of perseverative errors across the entire test.
These findings suggest that negative symptoms of schizophrenia are associated with difficulty using negative
feedback to adaptively guide behavior, and are consistent with the notion that abnormal DA signaling contributes
to the higher-order executive functioning impairments seen in schizophrenia with severe negative symptoms.
© 2013 Elsevier B.V. All rights reserved.
1. Introduction
Individuals with schizophrenia typically perform poorly on the
Wisconsin Card Sorting Test (WCST), completing fewer categories and
showing a higher rate of perseverative errors (Van der Does and Van
den Bosch, 1992; Koren et al., 1998), which may reflect difficulty
abandoning a previously-correct response after receiving negative feed-
back. Prentice et al. (2008) took a novel approach to investigating WCST
performance by analyzing data from the first four WCST trials to exam-
ine whether patients had greater deficits than controls in using rapid,
trial-to-trial feedback to guide behavior. They found that individuals
with schizophrenia showed poorer performance on cards 2–4 than con-
trols and that performance on these trials predicted overall WCST
success as indexed by the number of categories completed and percentage
of perseverative errors. Poor performance on these pre-shift WCST trials
suggests a basic impairment in the ability to use negative feedback to
guide behavior.
Prentice et al. (2008) suggest that the initial trials of the WCST can be
conceptualized within a temporal difference error (TDE) reward
learning framework (Schultz, 2002; Montague et al., 2004). TDE models
propose that the outcomes of actions drive learning, so that actions that
result in better than expected outcomes cause positive TDE signals that
increase the likelihood of repeating the action, whereas actions that
produce worse than expected outcomes result in negative TDE signals
which decrease the likelihood of repeating the action (Hollerman and
Schultz, 1998; Schultz, 2002; Montague et al., 2004). Dopaminergic
signaling appears critical in TDE learning, as there is evidence that in
primates transient increases and decreases in DA cell activity have
been associated with the coding of positive and negative prediction
errors (Hollerman and Schultz, 1998), and in humans positive and
negative TDEs have been associated with increased activation of DA
projection areas (Monchi et al., 2001; Ullsperger and von Cramon,
2003; Aron et al., 2004). As demonstrated by Prentice et al. (2008), it
is possible to use behavior on the WCST first 4 cards to investigate
reinforcement learning in a TDE framework, where repetitions of
reinforced responses indicate learning from positive feedback and
abandoning incorrect responses in favor of alternative actions reflects
learning from negative outcomes. Given that individuals with schizo-
phrenia display both reinforcement learning deficits (Juckel et al.,
2006; Barch and Dowd, 2010) and abnormal DA function (Kapur et al.,
2005), there is reason to expect that TDE learning can explain the
types of reward-based impairments that occur in schizophrenia.
Schizophrenia Research 151 (2013) 97–101
⁎ Corresponding author at: Department of Psychology, University of Nevada, Las Vegas,
Las Vegas, NV 89154, United States. Tel.: +1 702 895 0121; fax: +1 702 895 0195.
E-mail address: daniel.allen@unlv.edu (D.N. Allen).
0920-9964/$ – see front matter © 2013 Elsevier B.V. All rights reserved.
http://dx.doi.org/10.1016/j.schres.2013.07.052
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