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RESEARCH REPORT doi:10.1111/j.1360-0443.2006.01498.x
2006 The Authors. Journal compilation 2006 Society for the Study of Addiction Addiction, 101, 13061312
MarliesA. E.Marissen
etal.
Correspondence to: Marlies A. E. Marissen, Parnassia Addiction Research Center, Arie de Jongstraat 25, 2553 RK Den Haag, the Netherlands.
E-mail: [email protected]
Submitted 3 August 2005; initial review completed 27 October 2005; final version accepted 6 March 2006
RESEARCH REPORT
Attentional bias predicts heroin relapse following
treatment
Marlies A. E. Marissen
1
, Ingmar H. A. Franken
2
, Andrew J. Waters
3
, Peter Blanken
1
,
Wim van den Brink
4,5
& Vincent M. Hendriks
1
Parnassia Addiction Research Centre, Parnassia Mental Health Institute, The Hague, the Netherlands,
1
Erasmus University Rotterdam, Institute of Psychology,
Rotterdam, the Netherlands,
2
Department of Behavioral Science, The University of Texas M. D. Anderson Cancer, Center, Houston, Texas, USA,
3
Amsterdam
Institute of Addiction Research, Amsterdam, the Netherlands
4
and Academic Medical Centre University of Amsterdam, Department of Psychiatry, Amsterdam,
the Nether lands
5
ABSTRACT
Aims
Previous studies have shown that abstinent heroin addicts exhibit an attentional bias to heroin-related stimuli.
It has been suggested that attentional bias may represent a vulnerability to relapse into drug use. In the present study,
the predictive value of pre-treatment attentional bias on relapse was examined in a population of abstinent heroinaddicts. Further, the effect of cue exposure therapy (CET) on attentional bias was studied. Design
Participants were
assigned randomly to receive nine sessions of CET or placebo psychotherapy. Setting
An in-patient drug abuse
treatment setting. Participants
Abstinent heroin-dependent patients. Measurements
Participants completed the
emotional Stroop task both before and after completing treatment. Findings
Pre-treatment attentional bias pre-
dicted relapse at 3-month follow-up, even when controlling for self-reported cravings at the test session. Further, atten-
tional bias was reduced in both groups after therapy, independent of treatment condition. Conclusions
Attentional
bias may tap an important component of drug dependence as it is a predictor of opiate relapse. However, CET does not
specifically reduce attentional bias.
Keywords
Addiction, attentional bias, heroin, relapse, Stroop-task.
INTRODUCTION
Research has demonstrated repeatedly that cognitive
functioning can be influenced by emotional disturbance
or preoccupation with concern-related stimuli [1]. For
example, participants with spider phobia allocate more
attention to spider-related stimuli than to neutral stimuli.This phenomenon is called attentional bias. The emo-
tional Stroop task is often used to measure attentional
bias. In this task, participants have to name the colours in
which words are printed [1]. Individuals with emotional
disorders tend to take a longer time to name the colours of
the words that reflect their emotional state or concerns
compared to neutral words. Attentional bias to threat-
related words has been shown for various types of
psychopathology, such as phobias, depression, post-
traumatic stress disorder and obsessivecompulsive dis-
order [1]. Therefore, attentional bias for disorder-related
words may be an indication for the presence of psychopa-
thology [1].
Attentional bias has been shown for many drug types,
including alcohol [2], nicotine [3], cannabis [4] and
cocaine [5]. Moreover, an attentional bias for heroin cues
has also been demonstrated in heroin addicts using the
Stroop task [6] and the dot-probe task [7]. In typicaladdiction Stroop tasks, the stimuli presented may be
incentive stimuli (i.e. associated with approach behav-
iour) rather than threatening stimuli ( i.e. associated with
avoidance).
It has been argued that attentional bias is not simply a
by-product of an emotional disorder but also contributes
to its maintenance [1]. For example, when drug-related
stimuli seize the attention of a drug user they may evoke
conditioned responses, such as craving, that can increase
the risk for relapse [7,8]. In their incentive-sensitization
theory of addiction, Robinson & Berridge [9] argue that
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Attentional bias predicts heroin relapse
1307
2006 The Authors. Journal compilation 2006 Society for the Study of Addiction
Addiction, 101
, 13061312
through the process of repeated drug intake, addicts
attribute incentive salience to drug-related stimuli. Stim-
uli with excessive incentive salience become excessively
wanted, thereby maintaining addictive behaviour. In
addition, Franken [10] states that attentional bias is a
cognitive intermediate between drug-related stimuli and
relapse. This is due partly to the fact that enhanced (auto-
nomic) signalling of drug cues leaves fewer resources for
the addict to apply appropriate coping strategies.
More empirically, the importance of attentional bias
was demonstrated in a recent study which reported that
smokers with high attentional bias towards tobacco-
related words (on an emotional Stroop task) were signifi-
cantly more likely to relapse in the short term compared
to smokers with less pre-treatment attentional bias [11].
Similar results have been reported in cocaine-dependent
patients [12] and alcoholics [13]. The latter study
employed a difference measure (pre- versus post-
treatment) of attentional bias. Although these studieshad some limitationsfor instance, the studies by Cox
et al
. and Carpenter et al
. had small sample sizes and that
by Waters et al
. found only an effect of attentional bias on
one of the two used measuresthese studies appear to
show the clinical relevance of attentional bias for addic-
tive behaviours.
Concerning the clinical relevance of attentional bias,
several studies show that attentional bias is related to
substance craving (e.g. [6,14]). Importantly, a recent
study by Field & Eastwood [15] demonstrated that
increased attentional bias for alcohol-related cues
increases the motivation to drink alcohol. Furthermore,in that study it was also found that attentional bias could
be modified by a behavioural training programme. In
order to evaluate further the clinical relevance of atten-
tional bias, we examined whether attentional bias is a
predictor of relapse to heroin use.
The present study is part of a larger randomized con-
trolled trial examining the effects of cue exposure therapy
(CET) on treatment outcome for heroin addiction [16]. It
has been proposed that responses to drug cues can be
reduced using CET, during which addicts are exposed to
drug-related stimuli while being prevented from making
any response [17,18].The major goal of the present study is to examine
whether pre-treatment attentional bias predicts relapse
in detoxified heroin-dependent patients. Although post-
treatment attentional bias may be influenced by several
treatment factors, we also examined exploratively the
predictive value of post-treatment attentional bias. The
second goal was to examine whether CET can reduce
attentional bias to heroin-related cues among abstinent
heroin addicts. Assuming that drug cues capture less
attention after the CET extinction procedure, we
hypothesized that CET would reduce attentional bias
towards heroin-related stimuli compared to a placebo
psychotherapy.
METHOD
Participants
Participants were 110 abstinent heroin addicts who, after
detoxification, were admitted voluntarily to an in-patient
drug-free therapeutic centre in The Hague, the Nether-
lands. Participants were derived from the randomized
clinical trial examining the effects of CET on treatment of
heroin addiction. All participants met Diagnostic and Sta-
tistical Manual
version IV (DSM-IV) criteria for heroin
dependence [19] and were abstinent from any psychoac-
tive substance (except caffeine and nicotine) for at least 2
weeks. Participants who were psychotic, suicidal, colour-
blind or did not have sufficient comprehension of the
Dutch language were excluded from the study. All
patients entering the treatment setting and who met the
inclusion criteria were asked to participate in the study.
None of the patients refused to participate. The partici-
pants were predominantly male (89%) and averaged
34.0 years of age. Most participants were of Dutch
nationality (85%) and had a low or middle level of edu-
cation (90%). The average age of onset of regular heroin
use was 21.4 years, and the participants had used heroin
regularly on average for 9.3 years. Most participants
were polydrug users (90% used cocaine in addition to
heroin).
Procedure
After the participants provided written informed consent,
a baseline assessment was conducted and the partici-
pants completed the emotional Stroop task (the pre-
treatment test). Following this task, participants were
assigned randomly to either the CET condition or a con-
trol condition wherein participants received placebo psy-
chotherapy (PPT). Three weeks later, after completing
nine treatment sessions (of CET or PPT), participants
completed the Stroop task a second time (the post-
treatment test). At both assessments, the Stroop task was
carried out 15 minutes after a cuereactivity procedure.All participants were abstinent from drug use when com-
pleting the Stroop task.
Treatment
During CET, participants were exposed to individualized
drug-related cues and were prevented from making their
habitual response, i.e. drug use. Cues were chosen that
would elicit the greatest cuereactivity in participants.
Common cues were drug-related paraphernalia, videos of
drug users or drug-related neighbourhoods or role-plays
with the therapist to induce drug-related memories
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2006 The Authors. Journal compilation 2006 Society for the Study of Addiction
Addiction, 101
, 13061312
1308
Marlies A. E. Marissen et al.
or moods. During the exposure, participants were
instructed to remain in the situation and experience their
craving until extinction occurred.
During PPT, participants also received nine 1-hour
treatment sessions to control for non-specific therapy
factors, such as individual attention from a therapist.
Topics such as relaxation and emotion regulation were
discussed.
Measures
The emotional Stroop task
To measure attentional bias to drug-related stimuli, par-
ticipants performed a computerized Stroop task in which
they where asked to name the colours of words appearing
on a computer screen (for more details, see [6]). Ten
heroin-related words (the Dutch equivalent of score, flash,
smack, dope, dealer, junk, shot, ball, heroin, inhale) and
10 neutral words (Dutch equivalent of pilot, ticket, cross-walk, train, vehicle, bike, scooter, trolley, asphalt, gaso-
line) were used. The neutral words and heroin words were
matched for length and number of syllables. The words
were presented to the subjects in the colours green, yellow,
blue or red. Words were presented in a different random
order for each participant, under the constraints that a
specific word category (heroin or neutral) was not pre-
sented more than four consecutive times, and that the
same colour was not presented more than twice in a row.
Each word was presented five times in different colours,
resulting in a total of 100 trials (50 neutral, 50 heroin). A
word was presented on the screen and remained thereuntil a response or for a maximum of 3000 milliseconds.
The participants were instructed to colour-name the word
as quickly as possible, and there was a 1000 milliseconds
intertrial interval. Reaction time was measured in milli-
seconds from the moment of stimulus presentation to the
verbal response. Following Franken et al
. [6], reaction
times less than 200 milliseconds were discarded.
We took two measures of attentional bias: the tradi-
tional Stroop effect and the carry-over Stroop effect. The
traditional Stroop effect was computed as the difference
in score between the mean reaction times on heroin
words minus the mean reaction times on neutral words.In addition, some studies have reported that drug users
are slower to respond to words that follow drug-related
words than neutral words (carry-over effect [20,21]).
This carry-over effect may capture the difficulty of disen-
gaging attention from drug-related stimuli over time (see
also [22]). We computed the carry-over effect as a differ-
ence score between the mean reaction times on trials fol-
lowing heroin words minus mean reaction times on trials
following neutral words.
We estimated the internal reliability of attentional
bias indices by computing effects on the first half of the
task and the second half of the task for each subject, cor-
relating these measures, and applying the Spearman
Brown formula to derive the split-half reliability coeffi-
cient [23]. The estimated reliability of the Stroop effect
was good at the pre-treatment assessment (
n
=
110,
r
=
0.68, P