Opiate Addicts Lack Error-Dependent Activation of
Rostral Anterior Cingulate
Steven D. Forman, George G. Dougherty, B.J. Casey, Greg J. Siegle, Todd S. Braver, Deanna M. Barch,
V. Andrew Stenger, Charlene Wick-Hull, Liubomir A. Pisarov, and Emily Lorensen
Background: Healthy individuals performing response suppression tasks activate anterior cingulate cortex with occurrence of false alarm
error responses to nontargets. Fundamental questions include whether this error-related activation provides a signal contributing to
behavioral control and, given generally poorer performance on such tasks by addicts, whether this signal is disrupted in addiction.
Methods: We used rapid, event-related functional magnetic resonance imaging to study 13 individuals with opiate dependence and
26 healthy control individuals performing a Go/NoGo task.
Results: Compared with controls, opiate addicts exhibited an attenuated anterior cingulate cortex error signal and significantly
poorer task performance. In controls, the individual level of event-related anterior cingulate cortex activation accompanying false
alarm error positively predicted task performance, particularly sensitivity in discriminating targets from nontargets.
Conclusions: The attenuation of this error signal in anterior cingulate cortex may play a role in loss of control in addiction and other
forms of impulsive behavior.
Key Words: Substance-related disorders, heroin dependence, de-
cision making, choice behavior, impulsivity, personality
A
ddiction is defined by the loss of control over behavioral
impulses, specifically, the impulse to use drugs. Current
laboratory measures used to study impulsive responding
capture either of two basic dimensions derived from animal
models of impulsivity. The first dimension, reward-discounting
(RD), is considered an inability to delay rewards or the choice of
a small immediate reward over a larger delayed reward (Ainslie
1975; Monterosso and Ainslie 1999). Laboratory measures of this
dimension of impulsive responding include delay discounting
tasks (Bickel et al 1999; Epstein et al 2003; Kirby et al 1999;
Madden et al 1997; Mitchell 1999), the Bechara gambling task
(BGT) (Bechara et al 1994), and the Balloon Analogue Risk Task
(BART; Lejuez et al 2003). The other dimension of impulsive
responding has been termed rapid-response (RR) impulsivity
(Swann et al 2002). Tasks in this category include the Go/NoGo
and the Immediate Memory/Delayed Memory Task. In such
tasks, the occurrence of commission (false alarm [FA]) errors is
considered to reflect “inability to conform tasks [responses] to an
environmental context” (Swann et al 2002). The majority of
research relating laboratory measures of impulsivity to addiction
has involved reward-discounting tasks; however, two recent
reports (Finn et al 2002; Kaufman et al 2003) link RR impulsivity
to addiction.
Surprisingly, little evidence has emerged directly relating loss
of behavioral control to the neurophysiology of addiction. As
stated, one prominent cognitive feature characteristic of impul-
sive individuals, including addicts, is increased occurrence of
false alarm error responses to nontargets on response suppres-
sion tasks (Swann et al 2002). Healthy, nonaddicted individuals
performing such tasks have repeatedly shown activation of
anterior cingulate cortex (ACC) associated with occurrence of FA
errors both in imaging (Braver et al 2001; Kiehl et al 2000; Menon
et al 2001; Ullsperger and von Cramon 2001) and electrophysi-
ological (Falkenstein et al 1990; Gehring et al 1990) studies. A
fundamental question is whether this error-related activation
provides a signal contributing to behavioral control (Carter et al
1998; Gehring et al 1993) and, given generally poorer perfor-
mance on such cognitive tasks by disinhibited individuals (New-
man 1987) including addicts (Finn et al 2002), whether this signal
is disrupted in addiction.
Many theories of cognitive control suggest that the ACC plays
a key role in regulating behavior, with dorsal regions primarily
responsible for cognitive functions, such as response selection,
error detection, and response conflict detection, and rostral
regions more involved in affective processing such as mood
regulation or pain perception (see Bush et al 2000 for a review).
In practice, the separation of “cognition” from “affect” may be
impossible, e.g., as Damasio (1994) has suggested that “somatic
marking” of events is a necessary component of behavioral
control. Hence, the precise contributions of specific ACC regions
to behavioral control remain to be determined.
The current experiment was designed to test the idea that RR
impulsivity in opiate addiction is related to disruptions of ACC
functionality. Rapid-response impulsivity can be investigated by
applying signal detection theory (SDT) (Green and Swets 1966)
on target discrimination tasks. Signal detection theory allows
choice behavior to be separated into two component measures.
Response bias () reflects the amount of perceptual evidence
necessary to decide that a stimulus is a target. Discriminative
sensitivity (D') is a measure of the extent to which targets are
successfully discriminated from nontargets, which accounts for
both the number of targets correctly identified as targets and the
number of nontargets correctly rejected as nontargets. Elevated
false alarm rates have tended to be equated with RR impulsivity;
however, either a “liberal” response bias or low sensitivity could
produce such elevated rates of false alarms. Thus, SDT allows one
to more clearly differentiate the processes underlying traditional
measures of impulsive performance, such as false alarm rates, in
From the Department of Veterans Affairs (SDF, GGD, GJS), Department of
Psychiatry (SDF, GGD, BJC, GJS, VAS, CW-H, LAP, EL), University of Pitts-
burgh, Pittsburgh, Pennsylvania; Sackler Institute for Developmental
Psychobiology (BJC), Weill Medical College of Cornell University, New
York, New York; and Department of Psychology (TSB, DMB), Washington
University, St. Louis, Missouri.
Address reprint requests to Steven D. Forman, M.D., Ph.D., Veterans Affairs
Pittsburgh HCS, Highland Drive Division (116A5), 7180 Highland Drive,
Pittsburgh, PA 15206.
Received December 13, 2002; revised September 23, 2003; accepted
September 24, 2003.
BIOL PSYCHIATRY 2004;55:531–537 0006-3223/04/$30.00
doi:10.1016/j.biopsych.2003.09.011 © 2004 Society of Biological Psychiatry