REVIEW ARTICLE |
Benito Menni C.A.S.M., Sant Boi de Llobregat, Barcelona, Spain
Department of English Language and Literature, National University of Singapore, Singapore
School of Psychology, University of Hertfordshire, Hatfield, UK
Department of Psychological Medicine, University of Glasgow, Gartnavel Royal Hospital, Glasgow, UK
Correspondence: Professor P. J. McKenna, Department of Psychological Medicine, Trust HQ Building, 1055 Great Western Road, Glasgow G12 0XH, UK. Email: peter.mckenna{at}virgin.net
None.
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Increased semantic priming is an influential theory of thought disorder in schizophrenia. However, studies to date have had conflicting findings.
Aims
To investigate semantic memory in patients with schizophrenia with and without thought disorder.
Method
Data were pooled from 36 studies comparing patients with schizophrenia and normal controls in semantic priming tasks. Data from 18 studies comparing patients with thought disorder with normal controls, and 13 studies comparing patients with and without thought disorder were also pooled.
Results
There was no support for altered semantic priming in schizophrenia as a whole. Increased semantic priming in patients with thought disorder was supported, but this was significant only in comparison with normal controls and not in comparison with patients without thought disorder. Stimulus onset asynchrony (SOA) and general slowing of reaction time moderated the effect size for priming in patients with thought disorder.
Conclusions
Meta-analysis provides qualified support for increased semantic priming as a psychological abnormality underlying thought disorder. However, the possibility that the effect is an artefact of general slowing of reaction time in schizophrenia has not been excluded.
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![]() View larger version (14K): [in a new window] [as a PowerPoint slide] |
Fig. 1 The lexical decision task.
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In a review by Minzenberg et al,7 findings were divided over whether priming was increased in patients with thought disorder. However, a relatively consistent finding was reduced priming at long SOAs in schizophrenia as a whole. This review also drew attention to the fact that few studies had corrected for a well-recognised psychometric artefact whereby, if patients with schizophrenia are slower to respond on both the unprimed and primed versions of the task, the value for priming will tend to be spuriously inflated.
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Most studies reported data on the lexical decision task; however, a few used the alternative procedure of word pronunciation (where the subject speaks the target word or string, and reaction time is recorded by a voice key). Most studies reported `subtractive' values for priming, that is, mean unprimed reaction time minus mean primed reaction time. Some studies instead reported priming as `percentage gain' in reaction time, in an attempt to avoid the above-mentioned tendency for overall slowing of reaction time to artefactually increase the value for priming when calculated by subtraction. As less than a third of studies used this technique, subtractive measures were used in the analyses, unless percentage gain was the only measure reported. Other variations in experimental design were either examined as moderator variables or ignored.
Data obtained from each study were converted into an effect size Cohen's
d, the difference between the means for the patient and control
groups divided by their pooled standard deviation. Hedges' correction was
used; this corrects for the tendency of studies with small sample sizes to
overestimate the effect size. Where means and standard deviations were not
available, effect sizes were derived from t-values, F-values
or P-values. In some cases, priming effects were presented only as
interaction F-values in a two-by-two (between and within) ANOVA on
the raw reaction times in the primed and unprimed conditions. In such cases,
the interaction effect is comparable to one-way ANOVA using difference scores
– the sums of squares are half those obtained from one-way analysis, and
thus the ratio of sum of squares, degrees of freedom, F ratios and
2 should be the same (M. Aitken, personal communication,
2007). For some studies, data were extracted from graphs or scatter plots
using a digitising program (UnGraph;
http://www.biosoft.com).
Authors were contacted if effect sizes could not be extracted from any of the
published data. All effect sizes were extracted a second time and differences
resolved.
The meta-analysis was carried out using DSTAT 1.108 which uses a fixed-effects model. Individual effect sizes were combined to produce an overall effect size, with each d-value weighted by the reciprocal of its variance. Analysis of moderator variables was based on the weighted effect size for each study using the Q statistic for categorical variables and Rosenthal's focused comparison for continuous variables.9 Moderator variables included SOA, age, duration of illness and neuroleptic treatment. The potential confounding effect of general slowing of reaction time was also examined.
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In two studies the standard deviations reported for priming appeared to be standard errors of the mean, based on the fact that they were much smaller than the means (standard deviations for difference scores in priming studies are typically as large as or larger than the means). The authors of one of these studies agreed that this was the case,16 and in the other this interpretation was supported by calculating the effect size from other data provided in the paper.30
Priming in schizophrenia
For this analysis, when studies examined two or more groups of patients
with schizophrenia (e.g. patients with and without thought disorder), these
were combined. Similarly, when studies examined priming at two or more SOAs,
the effect sizes were averaged. A positive effect size indicates that priming
is increased.
The pooled effect size from the 36 studies was non-significant at 0.07 (95% CI –0.02 to 0.16). The data were significantly heterogeneous (Q(35)=59.82, P=0.008), but homogeneity was achieved by excluding two studies with outlying effect sizes. This made little difference to the effect size (pooled d=0.08, 95% CI –0.02 to 0.17). Excluding the three studies which used pronunciation rather than lexical decision16,20,29 also made little difference (pooled d=0.07, 95% CI –0.02 to 0.17).
A funnel plot of the studies is shown in Fig. 2a and does not suggest publication bias.
![]() View larger version (7K): [in a new window] [as a PowerPoint slide] |
Fig. 2 Funnel plot of effect sizes for semantic priming in studies of
schizophrenia and studies of patients with thought disorder.
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In contrast, pooling the 14 studies which compared patients without thought disorder with controls yielded an effect size of 0.00 (95% CI –0.15 to 0.16) for semantic priming. These studies were not significantly heterogeneous (Q(13)=21.29, P=0.07).
Thirteen studies allowed comparisons between patients with and without thought disorder. The pooled effect size was 0.06 (95% CI –0.12 to 0.24). This was non-significant, but once again the findings were heterogeneous (Q(12)=28.79, P=0.004). The value increased after excluding two outliers (pooled d=0.16, 95% CI –0.02 to 0.35) reaching trend level (P=0.08).
Indirect semantic priming
In this version of the semantic priming paradigm the target words are only
indirectly related to the prime, usually via a mediating word, for example,
lemon – sweet (mediating word sour), black –
chalk (mediating word white). This experimental design aims to examine
the hypothesis that activation of associations is not just greater than normal
in schizophrenia, but that it extends to more distant associations.
The pooled effect size for nine studies which employed an indirect semantic priming condition was 0.19 (95% CI 0.03 to 0.36), a significant increase. These studies were homogeneous (Q(8)=4.67, P=0.80). Six of these studies included comparisons of patients with thought disorder with controls, and in these the pooled effect size was greater (pooled d=0.56 (95% CI 0.31 to 0.80). These studies were also homogeneous (Q(5)=7.74, P=0.17).
Stimulus onset asynchrony as a moderator variable
The studies employed a wide range of SOAs, from zero (i.e. the prime and
target were presented simultaneously) to 1500 ms. In order to examine this
factor, studies were coded as employing a short SOA (
400 ms) or long SOA
(>400 ms).
Schizophrenia as a whole
The pooled effect size for 23 studies with short SOAs was 0.09 compared
with 0.00 in 22 studies using long SOAs. This difference was not significant
(QB(1)=1.30, P=0.25). The larger number of studies in the
analyses reflects the fact that some studies tested their subjects at both
short and long SOAs, or at multiple SOAs.
We was also examined SOA as a continuous variable. This analysis indicated
that effect sizes tended to become more negative with increasing SOA, but once
again the effect was not significant (for 45 studies Z=–1.07,
P=0.29). A plot of the effect size for priming against SOA is shown
in Fig. 3 and, despite the lack
of significance, suggests that there may be a more complex pattern of
interaction. At very short SOAs (0–200 ms), there is little evidence of
increased priming in schizophrenia. As SOA increases beyond 200 ms, positive
effect sizes start to appear as well as negative ones. After around
600–800 ms, negative effect sizes are in the majority, and they then
incline back towards 0 at
1000 ms.
![]() View larger version (9K): [in a new window] [as a PowerPoint slide] |
Fig. 3 Plot of studies of semantic priming in schizophrenia as a function of
stimulus onset asynchrony (SOA). Two studies where the prime was
self-terminated by the subject after a minimum period of time were excluded:
Aloia et
al,20 SOA
` 350 ms, effect size =–0.17; Baving et
al,36 SOA
800 ms, effect size=0.85.
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Other moderator variables
Among the other moderator variables examined, age was not significant
(Z=0.31 in 34 studies, P=0.76). Duration of illness was also
not significant (Z=–0.97 in 26 studies, P=0.33)
– priming tended to be greater with a shorter length of illness, but
nowhere near significantly so. Only four studies were carried out with
unmedicated patients, or included a subsample of unmedicated patients, and so
it was not considered appropriate to examine medication status as a moderator
variable.
The effect of overall slowing
It is universally accepted that reaction time is slower than normal in
patients with
schizophrenia.43
However, this in itself will tend to inflate the value for priming due to a
simple arithmetical artefact: the difference between a mean reaction time of,
say, 900 ms in the unprimed condition and 600 ms in the primed condition is
numerically greater than that for the difference between, say, values 600 ms
and 400 ms in controls, even though the proportional increase is the same.
To examine this potential confounding effect, a value for general slowing of reaction time in schizophrenia was first calculated for each study. This was taken as the difference between schizophrenia and control means in the unprimed (unrelated word) condition. If data for the unprimed reaction time were not available, reaction time across both unprimed and primed conditions was used. This was standardised across the studies by converting it to an effect size and this was then entered as a moderator variable in the analysis. For obvious reasons, studies which reported percentage priming were not included in the analysis.
General slowing of reaction time was a significant moderator of effect size in schizophrenia as a whole (for 29 studies Z=2.82, P=0.004), with the positive sign indicating that the greater the slowing the greater the amount of priming. This also held true in the comparison between patients with thought disorder and controls (for 16 studies Z=3.23, P=0.001).
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Altered priming only in patients with thought disorder?
Considering priming in schizophrenia as a whole, the negative findings of
our meta-analysis broadly mirror the results of Minzenberg et al's
`vote counting' review which found that the studies were approximately evenly
divided into those reporting increased, normal and reduced semantic
priming.7 However,
they commented that studies which employed long SOAs were relatively
consistent in finding reduced priming. A similar pattern was discernible in
our plot of effect sizes against SOA in which slightly more studies had
positive than negative values for priming at short SOAs, but from around
600–800 ms negative effect sizes became increasingly the rule.
Furthermore, at least some of the strategic or `controlled' processes that
have been proposed to take place at longer SOAs require a degree of conscious
attention and
effort,2 and
impairment might, therefore, be expected in schizophrenia. Nevertheless,
appearances may be deceptive: the two meta-analytic procedures we carried out
provided no grounds to support reduced semantic priming at long SOAs in
schizophrenia as a whole.
In relation to thought disorder, Minzenberg et al7 again found that the studies were divided among those finding increased, normal and decreased priming and concluded that `it is presently unclear how semantic priming disturbances (should they be reliably demonstrated) may be related to thought disorder as manifested clinically'. Meta-analysis, by contrast, yields clearer results here: the effect size for priming in patients with thought disorder compared with controls was small but significant at 0.16, rising to 0.38 in a homogeneous set of studies. This finding could be considered to be strengthened by the facts that: (a) the comparison of patients without thought disorder with controls found no increase in priming; and (b) the meta-analysis of smaller sets of studies of indirect semantic priming also found that the effect size was increased, with this being particularly marked in patients with thought disorder. However, it is weakened again by the fact that the analysis comparing patients with and without thought disorder had ambiguous results: the pooled effect size was positive, but only substantially so after outliers were excluded and even then it still did not reach significance, although by this time there were relatively few studies.
Another finding cautioning against acceptance of increased semantic priming in patients with thought disorder is that general slowing of reaction time significantly moderated the effect size. In other words, meta-analysis fails to exclude the possibility that some or all of the differences found merely reflect the fact that patients with schizophrenia have slower than normal reaction times. This does not automatically invalidate the conclusion that semantic priming is increased in patients with thought disorder – this confounding factor does not apply to the comparison of patients with v. patients without thought disorder, which had results in the same direction, although not reaching significance – but it does mean that it needs to be addressed in future studies. One simple remedy would be to use percentage gain as the index of priming, or the regression-based correction suggested by Chapman et al,44 rather than a subtractive measure. Two studies have avoided the problem altogether by examining errors rather than slowing of reaction time. Kwapil et al45 presented a prime followed by a visually degraded target and used accuracy of identification (by pronunciation) as the measure of semantic priming. They found that patients with schizophrenia unselected for presence of thought disorder showed more than twice the priming shown by the controls. In contrast, Quelen et al46 found no increase in priming in unselected patients with schizophrenia, but in this study there was an association between increased priming and presence of thought disorder.
Effect of stimulus onset asynchrony
If semantic priming is increased in patients with thought disorder, the
effect is seen predominantly at short SOAs. This finding thus supports an
interpretation in terms of an increase in the automatic element of the
processes underlying priming in the lexical decision task, that is, increased
spread of activation in semantic memory. How might this lead to thought
disorder being manifested clinically? According to network theories of
semantic memory, when nodes are activated, for example by hearing or reading
words, the activation spreads to other nodes for words conceptually associated
with them. Maher plausibly argued that the same process takes place when an
individual is speaking and thinking about what to say
next.1 This would
then cause activation of nodes which were only distantly related to the topic
of discourse, and in such circumstances it could become difficult to prevent
the intrusion of irrelevant associations which, as he put it, `lie like a web
of distractions around each element in the sentence'. In Maher's words,
depending on the severity of the disturbance, the result would be speech that
was either merely richer in associations than usual or, at the other end of
the spectrum, was strewn with multiple intrusions which seriously compromised
its
intelligibility.1
Closing comments
The central finding of this meta-analysis is that increased semantic
priming may be a psychological mechanism underlying thought disorder but is
not relevant to the wider clinical picture of the disorder. In some ways, this
conclusion echoes the changing status of the symptom of thought disorder in
schizophrenia over the years. Originally, Bleuler considered association
disturbance to be one of the fundamental symptoms of schizophrenia, `present
in every case and at every period of the
illness'.47
Uncritical acceptance of Bleuler's views, particularly in the USA, led to
thought disorder being considered central to the understanding of the
disorder, as well as a certain way to distinguish patients with and patients
without schizophrenia clinically. Eventually, however, studies began to cast
doubt on its universality and also made it clear that the symptom could be
seen in mania and probably other disorders as
well.48,49
Following influential work by
Andreasen,50
thought disorder is now regarded as a relatively uncommon symptom in
schizophrenia, which broadly speaking can be either present or absent in the
same way as other symptoms, such as auditory hallucinations or first-rank
symptoms. Nevertheless, unlike these symptoms, it is widely believed that
thought disorder can also be present `subclinically' and can be detected in a
greater proportion of patients than those in whom it is clinically obvious
when special procedures such as interpreting proverbs are used to elicit
it.
This meta-analysis touches on two final issues of relevance to semantic priming in schizophrenia. First, Maher et al51 found evidence that priming changes from hyperpriming to hypopriming with increasing duration of illness, a finding which is of considerable potential significance given the important clinical differences between patients with acute and chronic illness. This meta-analysis, however, found no evidence to support such an association. Second, dopaminergic mechanisms regularly feature in theoretical analyses of semantic priming in schizophrenia.52,53 It is, therefore, somewhat disappointing to find that the vast majority of studies have restricted their examination to patients treated with antipsychotics. This meta-analysis suggests that while there is clearly scope for further investigation of priming in schizophrenia at least some future studies should be carried out on patients who are drug-free.
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