Neuropsychologia 48 (2010) 2147–2157
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Neuropsychologia
journal homepage: www.elsevier.com/locate/neuropsychologia
Localizing the Frequency × Regularity word reading
interaction in the cerebral cortex
Jacqueline Cummine
a,∗
, Gordon E. Sarty
b
, Ron Borowsky
b
a
Department of Speech Pathology and Audiology, University of Alberta, Canada
b
Department of Psychology, University of Saskatchewan, 9 Campus Drive, Saskatoon, SK S7N 5A5, Canada
article info
Article history:
Received 17 November 2009
Received in revised form 5 March 2010
Accepted 1 April 2010
Available online 10 April 2010
Keywords:
Additive Factors Method
Spatial localization
Temporal localization
Functional magnetic resonance imaging
Naming
Supplementary motor association cortex
abstract
The aim of this work is to combine behavioural and functional magnetic resonance imaging (fMRI) data
to advance our knowledge of where the Frequency × Regularity interaction on word naming is located
in the cerebral cortex. Participants named high and low frequency, regular and exception words in a
behavioural lab (Experiment 1) and during an fMRI study (Experiment 2). We used the Additive Factors
Method (AFM) to localize the expected overadditive Frequency × Regularity interaction both temporally,
through word naming reaction times (whereby low frequency exceptions produce the longest reaction
times), and spatially on the cortex, through hemodynamic response measures from fMRI (whereby low
frequency exceptions produce the highest activation intensities). Activation maps revealed significant
activation for low frequency exception words in the supplementary motor association cortex (SMA). We
interpret the SMA activation as increased articulatory preparation, given previous demonstrations of
the SMA’s involvement in motor programming. Hemodynamic time courses were extracted from four
regions of interest: the middle temporal gyri, SMA, insula and the inferior frontal gyri. Importantly,
hemodynamic intensities within the SMA displayed an overadditive interaction pattern parallel to that
found with naming reaction times. Thus, we provide an application of the AFM to fMRI intensity measures
and evidence that the SMA is a potential cortical source of the Frequency × Regularity interaction during a
basic naming paradigm. While the AFM has traditionally been used to localize factors in time we provide
evidence that the AFM is useful in understanding how variables influence one another in the brain.
© 2010 Elsevier Ltd. All rights reserved.
1. Introduction
Donders’ subtractive method provided one of the earliest meth-
ods for studying the chronometry of perceptual and cognitive
processes (Donders, 1969). By subtracting the reaction time to a
task (e.g., identification of a flash of light) from reaction time to a
task that involves one additional inserted process (e.g., identifica-
tion of the colour of a flash of light), the processing time that it takes
for the inserted process could be measured. However, the assump-
tion that the additional inserted process was the only change to
overall processing, known as the assumption of “pure insertion”,
was considered to be problematic (Sternberg, 1969). For example,
different decision processes and/or processing streams may also be
involved with the additional task requirements. Nonetheless, the
subtractive method is still pervasive in the design of neuroimaging
experiments (see Culham, 2006 for a review).
∗
Corresponding author at: Department of Speech Pathology and Audiology, Fac-
ulty of Rehabilitation Medicine, University of Alberta, 8205 114St, 3-58A Corbett
Hall, Edmonton, AB T6G 2G4, Canada. Tel.: +1 780 492 3965; fax: +1 780 492 9333.
E-mail address: jcummine@ualberta.ca (J. Cummine).
The introduction of Sternberg’s (1969) additive factors method
(AFM) provided a new way of looking at reaction times in cognitive
experiments. This method has been useful in examining stages or
underlying sub-systems of processing and how factors affect a com-
mon stage versus separable stages of processing in basic reading
tasks (Borowsky & Besner, 1993; Borowsky & Besner, 2006). How-
ever, limited research has been conducted which applies the AFM
to measures other than reaction time (see Miller & Hackley, 1992;
Schweickert, 1989, 1985 for an application of the AFM to lateralized
readiness potentials and accuracy, respectively). More specifically,
while the AFM has advanced our understanding of when experi-
mentally manipulated variables (or factors) influence one another
temporally in terms of stages of processing in time, it remains to
be seen whether such a method can be useful in our understand-
ing of where factors influence one another spatially in terms of
the cortex. Research that supports the utility of analyzing men-
tal activity with behavioural methodology comes from studies that
have demonstrated that a relationship exists between behavioural
and neuroanatomical measures. For example, past research has
correlated onset measures (e.g., stimulus presentation) with Blood
Oxygenated Level Dependent (BOLD) activity onset (e.g., inflection
point from baseline; Menon, Luknowsky, & Gati, 1998; Richter,
0028-3932/$ – see front matter © 2010 Elsevier Ltd. All rights reserved.
doi:10.1016/j.neuropsychologia.2010.04.006