A meta-analysis of neuropsychological change to clozapine, olanzapine, quetiapine, and risperidone in schizophrenia
International Journal of Neuropsychopharmacology (2005), 8, 457–472. Copyright f 2005 CINPdoi :10.1017/S146114570500516X
A meta-analysis of neuropsychological change
to clozapine, olanzapine, quetiapine, and
Neil D. Woodward1, Scot E. Purdon2, Herbert Y. Meltzer3 and David H. Zald1
1 Department of Psychology, Vanderbilt University, Nashville, TN, USA2 Department of Psychiatry, University of Alberta, Edmonton, Alberta, Canada3 Department of Psychiatry, Vanderbilt University Medical Center, Nashville, TN, USA
Cognitive impairment is a core feature of schizophrenia and a major impediment to social and vocationalrehabilitation. A number of studies have claimed cognitive benefits from treatment with various atypicalantipsychotic drugs (APDs). The currently available evidence supporting cognitive improvement withatypical APDs was evaluated in two meta-analyses. Studies that (1) prospectively examined cognitivechange to the atypical APDs clozapine, olanzapine, quetiapine, and risperidone, (2) included a commonlyused neuropsychological test, and (3) provided data from which relevant effect sizes could be calculated,were included. Forty-one studies met these criteria. Neuropsychological test data from each study werecombined into a Global Cognitive Index and nine cognitive domain scores. Two meta-analyses werecarried out. The first included 14 controlled, random assignment trials that assigned subjects to an atypicalAPD and a typical APD control arm. The second analysis included all prospective investigations ofatypical treatment and the within-group change score divided by its standard deviation served as anestimate of effect size (ES). The first analysis revealed that atypicals are superior to typicals at improvingoverall cognitive function (ES=0.24). Specific improvements were observed in the learning and pro-cessing speed domains. The second analysis extended the improvements to a broader range of cognitivedomains (ES range=0.17–0.46) and identified significant differences between treatments in attention andverbal fluency. Moderator variables such as study blind and random assignment influence results ofcognitive change to atypical APDs. Atypical antipsychotics produce a mild remediation of cognitive defi-cits in schizophrenia, and specific atypicals have differential effects within certain cognitive domains.
Received 14 July 2004; Reviewed 28 September 2004; Revised 21 October 2004; Accepted 27 October 2004
Key words : Atypical antipsychotics, meta-analysis, neuropsychology, schizophrenia.
to socio-vocational functioning (Green, 1996; Greenet al., 2000), and exerts a greater influence on functional
Cognitive dysfunction is fundamental to schizo-
outcome than the presence or severity of the positive
phrenia (Bleuler, 1950; Kraepelin and Robertson, 1919)
or negative symptoms of schizophrenia (Velligan et al.,
and readily demonstrated on a variety of neuro-
2000). Furthermore, associations between particular
psychological instruments (Kolb and Whishaw, 1983).
cognitive skills and specific dimensions of outcome
Patients with schizophrenia typically perform one to
have been articulated. Thus, the relationships between
two standard deviations below normal on a variety of
cognitive impairments and psychosocial deficits
measures, especially those that assess executive func-
may provide a basis for the prediction of functional
tions, verbal skills, processing speed, and attention
changes that should result from treatment-specific
(Bilder et al., 2000; Fuller et al., 2002; Heinrichs and
Zakzanis, 1998; Hoff et al., 1992; Saykin et al., 1994).
After many years of null results with typical anti-
Cognitive impairment in schizophrenia relates directly
psychotic drugs (APDs), and an early negative studyof the effect of clozapine on cognition (Goldberg et al.,1993), a series of studies identified significant im-
Address for correspondence : N. D. Woodward, M.A., Department of
provements in cognition with other atypical APDs in
Psychology, Vanderbilt University, Nashville, TN, 37203, USA.
addition to clozapine (Bilder et al., 2002; Galletly et al.,
1999; Hagger et al., 1993; Meltzer and McGurk, 1999;
Purdon et al., 2000, 2001a; Rossi et al., 1997). As will be
schizophrenia. Two earlier quantitative reviews of
discussed, the cognitive enhancement reported in these
published studies up to 2000 identified significant
early studies could have been artifacts related to re-
gains with atypical APDs in several cognitive domains
peated testing, study characteristics, or other potential
including verbal fluency, vigilance and selective
biases. Alternatively, the apparent cognitive enhance-
attention, secondary memory, and visuomotor skills
ment may be related to one or more of the following
(Harvey and Keefe, 2001; Keefe et al., 1999). Effect
effects of the atypical APDs which are not shared by
sizes, in terms of Cohen’s d, were typically within
typical APDs: (1) increased release of dopamine (DA)
the range of 0.20–0.40 suggesting that the improve-
and acetylcholine (ACh) in the prefrontal cortex and
ments may be mild relative to the magnitude of
hippocampus (Ichikawa et al., 2002; Kuroki et al., 1999;
the cognitive deficits seen in patients with schizo-
Parada et al., 1997; Shirazi-Southall et al., 2002) ; (2)
phrenia. However, the earlier reviews were hampered
antagonism of 5-HT2A, 5-HT2C or 5-HT6 receptors
by the relatively small number of studies that
(Meltzer, 1999) ; and (3) stimulation of 5-HT1A
had been carried out prior to 2000, the limited avail-
receptors (Ichikawa et al., 2001). Increased release of
ability of data on olanzapine, and the absence of data
DA may lead to stimulation of D1 and D3 receptors, in
on quetiapine. Since the earlier reviews, the results
particular, which might have a beneficial effect on
of over 20 studies involving atypical APDs including
cognition, assuming that these receptors are under-
several large-scale NIMH and industry-sponsored
stimulated in schizophrenia. Increased release of ACh
clinical trials have been released and there is now a
might lead to enhancement of M1, M4, or a7 nicotinic
substantial pool of data on olanzapine’s effects on
acid post-synaptic receptors, all of which have been
cognition and results from several investigations of
suggested to be involved in cognitive impairment in
quetiapine (Bilder et al., 2002; Harvey et al., 2003;
schizophrenia (Bymaster et al., 2003 ; Olincy et al., 1997;
Purdon et al., 2001b; Velligan et al., 2002).
Simosky et al., 2003). The atypical APDs also differ
The large number of studies that have been
from one another in their relative actions on these
reported since 2000 make it feasible to examine the
systems. Clozapine is an M1 and M4 agonist, an effect
effects of relevant methodological characteristics, such
which other atypical APDs lack (Olianas et al., 1999;
as medication blind, random assignment of subjects,
Zorn et al., 1994). Blockade of M2 receptors by cloz-
and study duration. Earlier reviews have stressed the
apine or olanzapine in vivo would be expected to
importance of controlling for these variables to protect
increase the release of ACh. Stimulation of M1 and
against experimenter bias and demand characteristics.
M4 receptors has been shown to improve memory and
However, quantitative comparisons between studies
learning in animal models (Felder et al., 2001).
that included these design features and those that
Risperidone has a relatively high affinity and long
did not are lacking. Additional study variables that
dissociation latency period for D2 receptors (Kapur
may be relevant include baseline medication status
and Seeman, 2001; Lavalaye et al., 1999; Seeman,
and medication dosage used in typical control arms.
2002), suggesting that patients receiving risperidone
Several investigators have speculated that the cogni-
may be more likely to display adverse effects asso-
tive improvements observed with atypical APDs
ciated with DA antagonism in the striatum including
may reflect an avoidance of potentially deleterious
greater extrapyramidal symptoms (EPS) and reduced
effects associated with typical APD treatments rather
procedural learning, especially with doses above
than a novel enhancement of cognition (Carpenter
6 mg/d. A recent meta-analysis of EPS prevalence
and Gold, 2002). Definitive support for this contention
in clinical trials and preliminary evidence of reduced
is lacking although recent investigations suggest
procedural learning with risperidone, relative to cloz-
that haloperidol may indeed interfere with specific
apine and olanzapine, provides support for this pre-
cognitive skills such as processing speed and pro-
diction (Bedard et al., 2000; Leucht et al., 1999; Purdon
cedural learning (Bedard et al., 1996, 2000; Blyler
et al., 2003). Thus, there are not only neurochemical
and Gold, 2000; Purdon et al., 2002, 2003 ; Sharma
reasons to expect atypical APDs to improve cognitive
and Harvey, 2000; Stevens et al., 2002). In the case
function, relative to typical APDs, but differences
of within-subjects switch studies, the absence of an
between treatments within the atypical APD class
unmedicated baseline assessment does not rule out
the possibility that the improvements observed fol-
The significant methodological differences that
lowing a switch to an atypical APD treatment reflect a
exist across studies undermine attempts to draw
release from the adverse effects associated with a
definitive conclusions on the efficacy and differen-
typical APD rather than a benefit of atypical APD
tial benefits of atypical APDs to cognition in
The larger number of studies now available for
Table 1. Neuropsychological tests and cognitive domains
review also permits a more thorough investigation ofthe unique cognitive benefits for each medication and
a preliminary examination of potential differencesbetween them. Although several investigations have
directly compared medications within the atypical
APD class, with few exceptions (Harvey et al., 2003),
interpretation of the results have been limited by the
small number of subjects included in treatment groups
(Bilder et al., 2002; Purdon et al., 2000). By quantitat-
ively analysing effects across studies, meta-analysis
can overcome these sample-size limitations, and help
identify possible differences between treatments that
may warrant further investigation in clinical trials.
At present, over 40 studies have reported on the
effects of clozapine, olanzapine, risperidone and que-
tiapine on a wide range of neuropsychological tests.
The studies were entered into a meta-analysis to: (1)
evaluate and extend the findings of the earlier meta-
analyses; (2) identify any differences between atypical
APD medications on cognitive processes ; and (3)
identify study characteristics that might be relevant to
Relevant articles were identified through extensive
literature searches of computerized databases includ-
ing Medline, PsycInfo, and Dissertation Abstracts.
Key search terms included Schizophrenia, Cognition,
Neuropsychology, Neurocognition, Clozapine, Olanz-
apine, Risperidone, and Quetiapine. In addition,
the bibliographies of several earlier reviews were
examined (Harvey and Keefe, 2001; Keefe et al.,
1999; Meltzer and McGurk, 1999; Purdon, 1999, 2000).
Studies were included in the meta-analysis if they
met the following criteria : (1) inclusion of patients
with a diagnosis of schizophrenia or schizoaffective
disorder as outlined in DSM-III, DSM-III-R, DSM-IV,
or ICD-9, ICD-10; (2) prospective study design with
a baseline assessment and at least one follow-up
assessment ; (3) trial duration of at least 1 wk ; (4)
no antipsychotics, except for the study medications
were administered ; (5) a baseline sample size of at
* See text for additional information.
least 10; (6) results of neuropsychological change totreatment were reported for at least one of the com-mon tests listed in Table 1; and (7) the study was
published or ‘ in press ’ in a peer-reviewed journal as ofApril 2004. Investigations of geriatric, adolescent (age
Studies were coded for author and year of publication,
<18 yr), or high-risk populations were not included.
corporate sponsorship, schizophrenia subtype classi-
Studies included in the meta-analysis are listed in
fication, baseline medication status, medication blind,
random assignment, trial medications, total subjects
Table 2. Studies included in the meta-analysis
completing baseline cognitive assessment and the
that utilized large cognitive batteries, contemporary
number completing the trial, trial duration, and mean
neuropsychological domain constructs, and cognitive
trial medication dosages. Schizophrenia subtype
domains relevant to outcome in schizophrenia (Bilder
classification was based on explicit descriptions con-
et al., 2000, 2002; Green et al., 2000, 2002; Harvey and
tained in each publication and consisted of three
Keefe, 2001; Heaton et al., 2001; Purdon et al., 2000,
classifications : general schizophrenia, early phase,
or treatment refractory. Medication blind was coded
The Vigilance and Selective Attention domain
as double blind or open label. Open-label extensions
included the Continuous Performance/Attention Test,
to double-blind studies were not included in this
Stroop Test (colour-word score), and Trailmaking A
analysis with the exception of Smith et al. (2001)
which did not report within-group results at the end
The Working Memory domain consisted of tests of
of the double-blind phase. The number of subjects
verbal or spatial working memory. These included the
who completed the study was defined as the total
verbal working memory tests Digit Span, Digit Span
number of subjects for each medication group that
Distraction, Paced Auditory Serial Addition, Letter-
completed at least one cognitive test at trial end-point,
Number Span, and Consonant Trigrams and spatial
or last observation carried forward (LOCF). In
working memory tests such as the Visual Span subtest
addition, if a study reported statistics based on the
of the WAIS-R/III and the Spatial Working Memory
LOCF method, then these values were used to
The Learning domain included the Rey Serial
Design Learning Test (RDLT), paragraph recall tests(WMS-R/III Logical Memory I or the Story Recall
Test), verbal list learning tests (California, Crawford,
Similar to other meta-analyses of cognition in schizo-
Hopkins or Rey Verbal Learning tests, or the Bushcke
phrenia (Harvey and Keefe, 2001 ; Heinrichs and
Selective Reminding Test), and visual reproduction
Zakzanis, 1998) effect sizes were calculated for indi-
tests (WMS-R/III Visual Reproduction subtest, the
vidual neuropsychological tests, although in several
Rey-Osterrieth/Taylor Complex Figure Test (RCFT),
cases highly similar tests were combined into a single
or the Benton Visual Retention Test).
measure (e.g. verbal list learning). These effect sizes
The Cognitive Flexibility and Abstraction domain
were then combined into nine domains, as listed in
consisted of the Wisconsin Card Sorting Test (perse-
Table 1, by averaging effect sizes within studies across
verative errors or percent perseverative errors score)
tests that putatively tap similar skills. A Global Cog-
and the WAIS-R/III Similarities subtest. Timed motor
nitive Index was also created by either averaging all
tests occasionally considered to tap executive function
domain effect sizes within a study or using Global
(e.g. Trailmaking B) were not included because dif-
Cognitive Index scores in cases where studies reported
ferential effects of typical and atypical APDs on motor
them. Thus, each study contributed one Global Cog-
speed might have unduly influenced effect sizes for
nitive Index score and at least one domain effect
size. The construction of the domains reported here
The Processing Speed domain included the WAIS-
was based upon prior reviews and earlier studies
R/III Digit Symbol Coding or Digit Symbol Modalities
Test, Trailmaking B, and the Wechlser Intelligence
to a typical APD control, or multiple dosing arms, the
Scale for Children – Revised Mazes subtest.
atypical APD arms were treated as separate samples
The Verbal Fluency domain consisted of the
and effect sizes for each arm were calculated. Effect
Controlled Oral Word Association and Category
sizes were combined according to the fixed-effects
model (Shadish and Haddock, 1994). Briefly, each
The Visuospatial Processing domain included the
effect size was weighted by the inverse of its variance
WAIS-R/III Block Design subtest, the Rey-Osterrieth/
such that effect sizes calculated from studies with
Taylor Complex Figure Test copy score and visual
larger sample sizes contributed more to the overall
organization tests such as the Hooper Visual Organ-
effect size when combined. A weighted average effect
ization Test, Mooney Face Closure Test, Benton
size, with positive values indicating improvement
Judgment of Line Orientation, and Line Drawing.
and negative values indicating a decline in perform-
The Motor Skill Domain included the Finger
ance, and a corresponding Z statistic was calculated
Tapping Test, Grooved Pegboard, and Pin tests.
to determine if the weighted average effect size was
The Delayed Recall domain included tests of a
significantly greater than zero. Given the large number
visual recall (WMS-R/III Visual Reproduction II
of Z tests carried out, a Bonferroni correction was
and the delayed RCFT), verbal recall (WMS-R/III
applied to the critical a. For the domains, the critical
Logical Memory II and delayed Story Recall Test),
a was p=0.006. In addition, a 95 % confidence interval
and verbal list learning (delayed free recall scores from
(CI) was calculated for the global and domain effect
the verbal list learning tests described above).
sizes. To assess the relevance of predefined moderatorvariables, a measure of effect size homogeneity, the
Calculation of effect sizes and data analysis
Q statistic, was also calculated for each neuropsycho-logical domain and the Global Cognitive Index
Typically, meta-analyses only include controlled stud-
(Hedges and Vevea, 1998). The Q statistic has a x2
ies that randomly assigned subjects to either a control
distribution with kx1 degrees of freedom, where k is
group or an active treatment group. However, this
the number of effect sizes being combined. The critical
approach would overlook a substantial body of evi-
a for the Q statistic was set at 0.05. When the assump-
dence from single-sample studies that may be relevant
tion of homogeneity was rejected the effect sizes were
to the demonstration of cognitive change from atypical
combined using the random-effects model. In the
APD treatments. In an attempt to preserve scientific
moderator variable analysis, the Q statistic was parti-
rigour without omitting potentially important results,
tioned into a between-groups component, Q
two analyses were undertaken, the first with a con-
servative approach to the published literature and the
way ANOVA). A moderator variable was considered
second with less conservative restrictions.
significant if it effectively separated the effect sizesinto separate categories (i.e. Q
did not have significant within-group variation (i.e.
The first analysis included only reports from com-
QW was not significant). The R2 value was also calcu-
parisons of typical APDs and atypical APDs that ran-
lated for each significant moderator variable to assess
domly assigned patients to treatment. Post-treatment
the strength of the relationship between moderator
means and standard deviations were used to calculate
and dependent variables. Moderator variables in-
Hedges’ g, the difference between the means of atypi-
cluded the coded study characteristics of baseline
cal APD and typical APD groups at study end-point,
medication status (typical APDs vs. unmedicated),
divided by their pooled standard deviation. Where
schizophrenia subtype classification (early phase
group means and standard deviations were not
combined with general, vs. treatment refractory),
explicitly reported, Hedges’ g was calculated using
and corporate sponsorship of study (yes vs. no). In
appropriate alternative methods based on t or F stat-
addition, correlations between effect sizes and the
istics (Rosenthal, 1994). Where the t or F statistics were
continuous variables haloperidol arm dose at study
also not reported, data were solicited from the original
end-point and study duration were carried out. To
study authors. A weighted average effect-size estimate
avoid violations of independence in the moderator
was calculated for the Global Cognitive Index and
variable analysis, average effect sizes were calculated
each domain by combining data from all studies that
across groups for the three studies that examined
examined cognitive change to clozapine, olanzapine,
cognitive change in more than one atypical treatment
risperidone, or quetiapine. In cases where a study in-
or dosing arm (Bilder et al., 2002; Purdon et al., 2000;
cluded more than one atypical APD arm, in addition
Velligan et al., 2002) and for four risperidone studies
that reported results from the same trial (Green et al.,
include either were coded as uncontrolled. Pearson’s R
1997; Kern et al., 1998, 1999; McGurk et al., 1997).
correlations were carried out to examine relationshipsbetween domain effect sizes and study duration.
In addition, differences in cognitive change between
The second analysis included all prospective studies,
medications were examined. Group differences were
regardless of whether or not participants were ran-
examined in the same manner as moderator variables,
domly assigned to treatment, including single-sample
by partitioning the Q statistic into a between- and
switch studies. Investigations of cognitive change fol-
within-groups component where the between-groups
lowing a shift from one atypical APD to another were
component reflects the difference between medication
not included. A single sample, within groups, re-
groups and the within-groups component represents
peated measures index of effect size, the mean change
an overall measure of the variability within medi-
score divided by its standard deviation, analogous to
cation groups. In cases were QBET was significant,
Hedges’ g was used as the estimate of effect size
pairwise contrasts were carried out to identify specific
(Rosenthal, 1994). It should be noted that this method
differences between medication groups. A weighted
for calculating effect sizes probably yields different
within medication group effect size was not included
effect sizes than those reported in Analysis 1 since
in the pairwise contrasts if it was calculated under the
each group acts as its own control in a repeated-
random-effects model. The critical a for the pairwise
measures design. Thus, comparisons between Analy-
contrasts was Bonferroni corrected to control for Type I
ses 1 and 2 should not be made. Paired t tests or
alternative repeated-measures values were availableto calculate an effect size for the majority of studies.
In studies that did not report change scores, an esti-mate of effect size was derived using the procedure
of Smith et al. (1980), which estimates change
from the pre-treatment and post-treatment groupmeans, divided by the standard deviations reported in
Seventeen studies from 14 independent, controlled,
the original manuscript, and adjusted for test–retest
random-assignment clinical trials were included in
correlations provided in a compendium of neuro-
the analysis. The discrepancy between the number of
psychological tests (Spreen and Strauss, 1998).
studies and number of clinical trials is due to the fact
Weighted effect sizes, Z statistics, 95 % CIs, and Q
that four studies reported on the same clinical trial of
statistics were then calculated overall for each domain,
cognitive change to risperidone (Green et al., 1997;
and again within each medication group. As in
Kern et al., 1998, 1999; McGurk et al., 1997). Two
Analysis 1, when the Q statistic was rejected, effect
studies were open label. Of the 14 independent
sizes were combined according to the random-effects
trials, two included a clozapine arm, three included
an olanzapine arm, four included a risperidone arm,
Analysis 2 had a sufficient number of studies to
two included a quetiapine arm, one included cloz-
allow for a more comprehensive examination of the
apine, olanzapine, and risperidone arms, one included
influence that study characteristics might have on
both a risperidone and an olanzapine arm, and one
effect sizes and comparisons between atypical APDs.
included two different dose groups of quetiapine.
Comparisons of the dichotomous variables study
Schizophrenia subtype classification for the 14 trials
blind or random assignment (controlled vs. uncon-
was early phase (n=3), general (n=7), and treatment
trolled), corporate sponsorship (yes vs. no), baseline
refractory (n=4). Baseline medication status included
medication status (typical APDs vs. unmedicated),
unmedicated (n=5) or predominantly unmedicated
and schizophrenia subtype classification (early phase
(n=1), medicated (n=7), and mixed (predominantly
combined with general, vs. treatment refractory) were
haloperidol, n=1). The reported washout period for
carried out as described in Analysis 1. The variables
the unmedicated studies typically ranged from 2 to
study blind and random assignment were collapsed
7 d. After excluding four reports from the same clini-
into a single variable due to the fact that almost every
cal trial because of discrepancies in the reported
study that randomly assigned subjects to treatment
number of enrolled subjects (Green et al., 1997; Kern
was also double blind. Thus, in order to avoid the re-
et al., 1998, 1999; McGurk et al., 1997), the 13 remain-
dundancy of carrying out two comparisons, studies
ing (independent) trials reported retention rates of
that included at least one of these features in their de-
43–93 % of enrolled patients. As expected, attrition was
sign were coded as controlled and those that did not
lower in studies with a short duration of treatment and
Table 3. Neuropsychological change with atypical antipsychotic drugs: Analysis 1
Number of effect sizes (k) and number of subjects (n)
ES, Effect size; CI, confidence interval.
retention improved to a range of 50–93 % of enrolled
p<0.024) and Motor Skill (ES=0.21, Z=2.56, p<0.010)
subjects when the last observation was carried for-
domains. The weighted mean effect sizes for the nine
domains and the Global Cognitive Index are presented
Mean trial duration was 31 wk (median=23 wk)
in Table 3. In addition, the number of subjects within
and ranged from 4 to 104 wk. The range of average
each atypical medication group, summed across
doses used for each medication was consistent
studies, is reported for each cognitive domain.
with doses recommended in the various productmonographs ; clozapine (410.5–521.8 mg), olanzapine
(10.6–30 mg), risperidone (5.7–11.3 mg), and queti-
None of the moderator variables was significantly
apine (300–600 mg). The average dose used in the
associated with the Global Cognitive Index (all Q
haloperidol control arms ranged from 4.5 to 37.9 mg.
values>0.58). Study duration and haloperidol doseused in the control arm were not significantly corre-
lated with the Global Cognitive Index score, all
Effect sizes for one study could not be computed from
Pearson’s p values >0.44. Similarly, none of the
the information provided by the author (Kern et al.,
moderator variables tested was associated with any
1998) and effect sizes for three studies were based on
domain score (all QBET <3.28, p>0.070). Effect sizes
LOCF data. The effect size for the Global Cognitive
for the Cognitive Flexibility and Abstraction domain
Index was significant [effect size (ES)=0.24, Z=3.67,
were negatively correlated with trial duration ( r=
p<0.001] indicating that atypical APDs improved
x0.70, p<0.016), however, it was apparent that this
overall cognitive function to a greater extent than
was due to an outlier (Green et al., 2002), that was
typical APDs. The effect sizes for the Learning
significantly longer in duration (104 weeks) than the
(ES=0.24, Z=3.44, p<0.001) and Processing Speed
remaining studies. This correlation was not significant
(ES=0.21, Z=3.02, p<0.003) domains were significant
after removal of the Green et al. study. There was
at the Bonferroni-corrected level. Additional im-
evidence that effect sizes for Processing Speed were re-
provements at the uncorrected significance level were
lated to the average dose used in the haloperidol con-
observed for the Verbal Fluency (ES=0.16, Z=2.26,
trol arms (r=0.58, p<0.031), however, this correlation
did not remain significant when effect sizes were col-lapsed across groups within the studies that includedmultiple atypical treatment arms (r=0.50, p<0.15).
Fifty independent groups from 41 studies met criteria
for inclusion in Analysis 2. There were more groupsthan studies because eight studies included more
than one atypical treatment arm or group. The
schizophrenia subtype classification included earlyphase (n=5), general (n=18), and treatment-refractory
(n=18) patients. Baseline medication status included
unmedicated (n=11), medicated (n=22), mixed (un-medicated/typicals=1; typicals/atypicals=4), and
unknown (n=3). Washout periods for the unmedi-cated studies typically ranged from 1 to 7 d although
one study included only neuroleptic-naive subjects. Eighteen studies either randomly assigned subjects
to treatment or were double blind. Eighteen studiesreceived at least partial funding support from a phar-
maceutical company. Among the studies that werenot included in Analysis 1, the percentage of subjects
completing the trials ranged from 45 % to 100 %. As
expected the average percentage was high, 82 %,
possibly reflecting the tendency for less controlled
studies to infrequently report the number of subjects
initially screened or enrolled in a study. Mean trial
duration was 25 wk (median=14 wk) and ranged from
1.5 wk to 3 yr. The mean and range (in parentheses) ofdoses under double-blind (DB) conditions tended to
be lower than the open-label (OL) doses in studies
OL=529.1 (319.3–750)], whereas the reverse was true
for olanzapine [DB=16.9 (10–30), OL=13.8 (11–19.9)],
and risperidone [DB=7.7 (5.7–11.3), OL=5.5 (2.2–8.9)].
The results for Analysis 2 are shown in Table 4. The
Global Cognitive Index for all atypical treatments
combined was significantly greater than zero (ES=
0.36, Z=8.87, p<0.001). All cognitive domains dem-
onstrated significant improvement on atypical APD
medications at the Bonferroni-corrected significance
level. The weighted effect sizes for the nine domains
ranged from 0.17 to 0.46. The weighted effect sizes for
the Vigilance and Selective Attention, Learning, and
Delayed Recall domains were calculated under the
random-effects model due to the presence of signifi-
cant heterogeneity (all x2 p values <0.010). Inspection
Flexibility and Abstraction, and Visuospatial Skilldomains calculated from uncontrolled studies were
not. The moderator variable baseline medication sta-tus was significantly associated with Delayed Recall
domain effect sizes (QBET=5.98, p<0.015; QW=26.29,p<0.240; R2=0.14). Studies that included an un-
medicated baseline produced smaller Delayed Recalleffect sizes than those that tested subjects while they
were receiving typical APDs at baseline (ES=0.21 vs. 0.54). The moderator variables diagnosis, corporate
sponsorship, and schizophrenia subtype were notsignificantly associated with the Global Cognitive
Index score or any domain. Trial duration was not
correlated with the Global Cognitive Index or any
Figure 1. Neuropsychological change to atypical anti-
psychotic drugs: controlled (&) vs. uncontrolled studies (%). * Indicates significant differences between controlled anduncontrolled trials (p<0.05). For abbreviations see Table 1.
Comparison of atypical antipsychotic drugs
The QBET statistic revealed significant group differ-
of the distribution of effect sizes within the Learning
ences within the Vigilance and Selective Attention
domain revealed an outlier (ES=1.22) that was sig-
domain (QBET=22.53, p<0.001; QW=26.52, p<0.491;
nificantly greater than the range of the remaining
R2=0.46) and the Verbal Fluency domain (QBET=
effect sizes (ES=x0.13–0.84). Removal of this outlier
15.47, p<0.002; QW=25.18, p<0.912; R2=0.32).
significantly reduced the variation within the Learning
Within the Vigilance and Selective Attention domain,
follow-up contrasts identified a significant advantage
size remained significant (ES=0.43, Z=9.94, p<
for quetiapine, relative to clozapine (x2df= =
0.001). This outlier is not included in the moderator
or comparisons between treatment groups’ analyses
a significant advantage for olanzapine, relative to
advantages for quetiapine, relative to olanzapine
Global Cognitive Index effect sizes from uncontrolled
4.19, p<0.041), and olanzapine, relative to
studies (ES=0.43, Z=6.75, p<0.001) were marginally
larger than those from controlled studies (ES=0.32,
the uncorrected significance level. Pairwise contrasts
Z=6.03, p<0.001), however, this difference was not
within the Verbal Fluency domain indicated that que-
significant, QBET=1.95, p<0.164. The moderator vari-
tiapine improved performance to a greater extent than
able, control, was significantly associated with Verbal
Fluency (QBET=8.19, p<0.005; QW=32.39, p<0.595;
improved verbal fluency to a greater extent than
R2=0.18) and Processing Speed effect sizes (QBET=
6.82, p<0.009; QW=47.73, p<0.252; R2=0.11). Verbal
correction. Additional advantages for quetiapine,
Fluency effect sizes calculated from random assign-
ment or double-blind studies were significantly less
clozapine, compared to olanzapine (x2df= =
than those obtained from open-label, uncontrolled
0.050), were observed at the uncorrected significance
studies (ES=0.21 vs. 0.45). Similarly, effect sizes for
level. The Verbal Fluency pairwise contrasts were
Processing Speed were also larger in the uncontrolled
repeated after exclusion of the uncontrolled studies
relative to controlled studies (ES=0.50 vs. 0.30). The
since this moderator variable was associated with
weighted mean and 95 % CI for each domain and the
verbal fluency effect sizes. After excluding uncon-
Global Cognitive Index for controlled and uncon-
trolled studies, the quetiapine vs. risperidone and
trolled studies are displayed in Figure 1. Within the
quetiapine vs. olanzapine contrasts were significant at
controlled studies, the weighted mean effect size for
the Bonferroni-corrected significance level (x2df= =
each domain remained significant after Bonferroni
correction, however, the weighted mean effect sizes
but the clozapine vs. risperidone contrast was not
for the Vigilance and Selective Attention, Cognitive
and Selective Attention and Cognitive Flexibility andAbstraction were 0.34 and 0.17.
The within-group effect sizes for each medication are
A primary advantage of the meta-analytical strategy
presented in Table 4. Because the moderator control
involves the ability to analyse moderator variables.
was significant for Verbal Fluency and Processing
There was no compelling evidence that moderator
Speed, the within-group effect sizes for these two do-
variables influenced effect sizes among the set of ran-
mains were recalculated after removing uncontrolled
domized, controlled trials. However, a trend emerged
studies. After excluding the uncontrolled studies, the
for a positive correlation between haloperidol dose
Verbal Fluency effect sizes for clozapine (ES=0.41,
and the degree to which the patients treated with
Z=2.87, p<0.005), and quetiapine (ES=0.68, Z=3.92,
p<0.001) remained significant. However, the Verbal
patients on processing speed tasks. Although this
Fluency effect size for olanzapine (ES=0.17, Z=2.54,
association failed to reach statistical significance, it
p<0.012) and the Processing Speed effect sizes for
suggests that some of the advantages of atypical APDs
clozapine (ES=0.28, Z=0.99, p<0.322), and risper-
relates to an avoidance of the deleterious effects of
idone (ES=0.19, Z=2.10, p<0.036) did not. The re-
high doses of haloperidol. Alternatively, one might
sults for quetiapine should be interpreted cautiously
speculate that this association reflects symptom
given that the effect sizes for several domains included
severity, with the most severe patients requiring the
relatively few studies and, in the case of visuospatial
highest treatment doses, and the most severe subjects
processing, were based on a single study.
showing the greatest relative advantage of atypicalAPDs.
Examination of moderator variables in Analysis 2
revealed that studies that failed to randomly assign
The findings from the current set of meta-analyses in-
subjects to treatment or utilized open-label designs
dicate that atypical APDs improve overall cognitive
produced larger verbal fluency and processing speed
function in schizophrenia and performance in a num-
effect sizes than studies that included either of these
ber of cognitive domains. The results obtained from
features in their design. However, caution is warran-
Analysis 1 of 14 controlled, random-assignment trials
ted when interpreting these findings, particularly with
indicates that atypical APDs are superior to typical
respect to verbal fluency, because the larger number
APDs, haloperidol in particular, at improving overall
of clozapine studies within the group of open-label
cognitive function. This finding is consistent with an
studies may have skewed the results. Clozapine, in
earlier meta-analysis of three randomized, controlled
contrast to olanzapine and risperidone, significantly
trials that identified improvement in overall cognitive
improves verbal fluency in both open-label and
function with atypical APDs. In contrast to the earlier
double-blind studies and it is possible that the higher
meta-analysis that was based upon a small number of
number of open-label clozapine studies may have in-
clinical trials conducted prior to 1999, the greater
flated the mean effect size. The Global Cognitive Index
number of studies in the current meta-analysis al-
was not significantly different between controlled and
lowed for a closer examination of the improvements.
uncontrolled studies suggesting that study method-
After Bonferroni correction, improvements were ident-
ology does not systematically bias all results. Rather,
ified in learning and processing speed. Additional
the effects of study design appear to increase the
improvements in verbal fluency and motor skill were
variability of effects across studies as evidenced by
detected, although these improvements failed to reach
the fact that, within any given domain, uncontrolled
Bonferroni-corrected significance levels.
studies yielded a broader range of effect sizes than the
The inclusion of investigations with single treat-
ment arms and uncontrolled designs in Analysis 2
Pairwise contrasts between atypical APDs indicated
further supports the benefits of atypical APD treat-
that no medication appeared superior or inferior to the
ments and indicates improvements occur in a wide
other medications in overall cognitive function, but
array of cognitive functions. The effect sizes for do-
several differences emerged in two domains, Vigilance
mains ranged from 0.17 to 0.46 and are remarkably
and Selective Attention, and Verbal Fluency. The
consistent with Harvey and Keefe’s (2001) earlier
findings should be considered preliminary until more
review of 20 studies. For example, Harvey and Keefe
large-scale, controlled comparisons between atypical
(2001) identified improvements, in terms of Cohen’s d,
APDs are carried out, particularly with clozapine and
of 0.39 and 0.18 for vigilance and executive functions
quetiapine. However, the results are generally con-
respectively. The results reported here for Vigilance
sistent with predictions derived from the assumption
that lower dopamine D2 receptor affinity and
regard that delayed recall scores showed the largest
increased serotonergic effects may be related to cogni-
improvements with atypical APDs in studies in
tive benefits from novel agents. In contrast the results
which subjects were originally assessed while on a
are not entirely consistent with the longstanding
assumption that the inherent anticholinergic proper-
A second artifact relates to the possibility of practice
ties of some APDs might limit gains in memory and
effects that could occur on neuropsychological meas-
attention (McGurk and Powchick, 2000). Risperidone,
ures that are repeatedly administered to the same
which has the highest affinity for D2 receptors among
subject. In atypical APD vs. typical APD studies,
the atypical agents (Schotte et al., 1996; Seeman, 2002),
practice effects would be expected in both treatment
showed the least beneficial profile on measures of
arms, thus, a relative advantage of atypical APDs
Vigilance and Selective Attention and Verbal Fluency,
would probably not be related to practice effects alone.
being outperformed by quetiapine and olanzapine on
However, this inference relies on the unsupported
Vigilance and Selective Attention, and quetiapine and
assumption that there will be no interaction between
clozapine on Verbal Fluency. The differences were
treatment and practice (Carpenter and Gold, 2002).
quite robust ranging from 0.3 to 0.5 standard devi-
To the contrary, emerging evidence suggests that
ations and, for Verbal Fluency, remained significant
typical APD treatments may have subtle, detrimental
even when the analysis was restricted to controlled
effects on cognition that may limit the benefit of
studies. Clozapine, which may be more cholinomi-
repeated exposure to the same materials (Blyler and
metic than anticholinergic (Olianas et al., 1999; Zorn
Gold, 2000). For example, normalization of procedural
et al., 1994), did not significantly improve Vigilance
learning following a change from atypical APDs to
and Selective Attention and it resulted in less im-
clozapine suggest that some improvements in cogni-
provement than quetiapine on this domain. Moreover,
tive function may relate to a release from impairment
although clozapine significantly improved Delayed
caused by the typical APD (Purdon et al., 2002).
Recall, improvement in this domain was markedly less
Similar demonstrations of a preservation of pro-
than that observed in the olanzapine and risperidone
cedural learning with olanzapine and clozapine com-
groups. However, despite the presumption of signifi-
pared to the apparent loss of procedural learning
cant inherent anticholinergic activity, olanzapine did
induced by haloperidol, and perhaps risperidone
not conform to this model. Olanzapine treatment pro-
(Bedard et al., 1996, 2000; Purdon et al., 2003; Stevens
duced medium to large gains on tests of vigilance and
et al., 2002) support the view that some of the im-
selective attention and delayed recall. It thus appears
provements with atypical APDs might result from an
that, at least at clinically relevant dosages, olanzapine
avoidance of deleterious effects on learning associated
does not appear to behave like an anticholinergic
with typical APDs. While typical APDs may limit
agent. These conclusions are consistent with the
practice effects, the improvements on atypical APDs
absence of further cognitive impairment observed in
are unlikely to be entirely explained by practice effects.
patients with Alzheimer’s disease treated with very
The percentage of patients demonstrating improve-
low doses of olanzapine (Kennedy et al., 2001; Street
ments at or greater than half a standard deviation,
et al., 2000) and the lower incidence of cholinergic-
which ranges from 40 % to 75 %, in recent double-
related side-effects and serum anticholinergic levels
blind, controlled trials (Bilder et al., 2002; Harvey et al.,
observed with olanzapine relative to clozapine
2003; Velligan et al., 2003) exceeds what one would
(Chengappa et al., 2000; Eschweiler et al., 2002).
expect from typical practice effects. Moreover, the
The moderator analysis is an effective method
differences between atypicals on verbal fluency and
for detecting systematic variability between different
attention in the current study can not be accounted for
studies of cognitive change to novel treatments, but it
does not allow an assessment of more systemic chal-
As with any meta-analysis, publication bias, es-
lenges to the validity of the cognitive benefits reported
pecially among studies sponsored by pharmaceutical
from atypical APDs relative to typical APDs or to the
companies, poses a threat to the validity of the find-
validity of differential benefits within the atypical
ings. Corporate sponsorship plays a significant role
APD class. One factor especially germane to the
in the dissemination of results and although there was
current review is the adjunctive use of anticholinergic
no evidence that sponsored trials reported larger effect
medications. In studies with a typical APD control
sizes, it remains possible that a number of sponsored,
arm, emergent EPS require adjunctive anticholinergic
unpublished negative trials exist. Selective reporting
medication that may interfere with cognitive skills,
of results within published papers can also pose a
particularly attention and memory. It is notable in this
threat. However, almost all of the trials included in
the current review examined multiple dependent
as a speaker for Eli Lilly & Co. Dr Herbert Y. Meltzer,
measures simultaneously and reported all the results
M.D. has served as a consultant, board member and/
within a single article, although there were exceptions
or speaker for Janssen, Novartis, and Pfizer and has
(see Green et al., 1997; Kern et al., 1998, 1999; McGurk
received grant/research support from AstraZeneca,
et al., 1997 for exceptions). Thus, while we cannot rule
Eli Lilly & Co., Janssen, Novartis, and Pfizer. No
out the existence of unpublished negative findings,
financial support for this manuscript was received
within the published studies analysed here, it seems
unlikely that a systematic positive reporting bias
The improvements in cognitive performance with
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Proceedings of the FLICS Conference, Launceston, June 2001 What is the likely impact of farmer training? 1Agriculture Western Australia, Denmark, WA, 6333. 2Agriculture Western Australia, Katanning, WA, 6317. Summary With increasing concerns relating to the use of pesticides by the agricultural sector, there has been a strong focus on providing farmers with formal training in the safe an