Electrophysiological indices of interference resolution covary with
individual fluid intelligence: investigating reactive control processes in a
3-back working memory task
☆
Bernardo Perfetti
a,
⁎, Sara Varanese
b
, Elisa Mancino
a
, Pasqua Mercuri
a
, Marcello Tesse
c
, Raffaella Franciotti
d
,
Laura Bonanni
a
, Astrid Thomas
a
, Marco Onofrj
a
a
Ce.S.I – University of Chieti-Pescara, Department of Neuroscience and Imaging, Via Luigi Polacchi, 11 (ex Via Colle dell'Ara) – 66100 Chieti, Italy
b
New York University, Department of Neurology, Division of Movement Disorders, School of Medicine, 550 First Avenue RR311, New York, NY 111016, USA
c
Institute of Psychiatry, King's College London, Department of Psychological Medicine, Weston Education Centre, Cutcombe Road, SE5 9RJ London, UK
d
ITAB – University of Chieti-Pescara, Department of Neuroscience and Imaging, Via Luigi Polacchi, 12 (ex Via Colle dell'Ara) – 66100 Chieti, Italy
abstract article info
Article history:
Accepted 16 February 2014
Available online 25 February 2014
Keywords:
Attention
Executive function
Problem solving
Cognition
Cortical synchronization
Evoked potentials
It has been proposed that the well-established relationship between working memory (WM) and fluid intelli-
gence (gf) is mediated by executive mechanisms underlying interference control. The latter relies upon the integ-
rity of a frontoparietal brain network, whose activity is modulated by general cognition. In regards to the
chronology of this activation, only few EEG studies investigated the topic, although none of them examined
the regional interaction or the effects of individual differences in gf. The current investigation sought at extending
previous research by characterizing the EEG markers (temporal activation and regional coupling) of interference
control and the effects of the individual variation in gf. To this end, we recorded the EEG activity of 33 participants
while performing verbal and spatial versions of a 3-back WM task. In a separate session, participants were admin-
istered with a test of fluid intelligence. Interference-inducing trials were associated with an increased negativity
in the frontal scalp region occurring in two separate time windows and probably reflecting two different stages of
the underlying cognitive process. In addition, we found that scalp distribution of such activity differed among in-
dividuals, being the strongest activation of the left and right frontolateral sites related to high gf level. Finally,
high- and low-gf participants showed different patterns in the modulation of regional connectivity (electrodes
coherence in the range of 4.5–7.5 Hz) according to changes in attention load among types of trials. Our findings
suggest that high-gf participants may rely upon effective engagement and modulation of attention resources to
face interference.
© 2014 Elsevier Inc. All rights reserved.
Introduction
Working Memory (WM) and Fluid Intelligence (gf) are fundamental
to higher cognitive functioning. The former has been defined as the abil-
ity to hold and manipulate a limited amount of information in memory
(Baddeley, 1986), while the latter has been described as a general psy-
chometric factor (Carroll, 2003) related to novel problem solving skills
and to the optimization of individual performance (Duncan, 2005,
1995). In spite of the different definitions, WM and gf have consistently
shown a strong association, likely reflecting the recruitment of common
underlying cognitive mechanisms. Recent evidence suggests that these
mechanisms are the attentional processes engaged during resolution
of interference (Burgess et al., 2011). For instance, behavioral indices
of interference resolution covary with both WM span and gf score
(Kane et al., 2007; May et al., 1999; Perfetti et al., 2011) and
interference-related brain activity has been revealed in prefrontal and
parietal cortices as for WM and gf (Gray et al., 2003; Jonides and Nee,
2006; Perfetti et al., 2009). Most importantly, a recent study (Burgess
et al., 2011) reported that interference-related performance and brain
activity accounted for a significant proportion of the shared variance be-
tween gF and WM span, highlighting the importance of investigating in-
terference control to ultimately provide a mechanistic model of higher
cognitive functioning.
Much of the imaging research on the topic has employed functional
magnetic resonance (fMRI), revealing the recruitment of a cortical
NeuroImage 93 (2014) 146–153
☆ The work was performed at the University of Chieti-Pescara “G.d'Annunzio”, Centro
Scienze dell'Invecchiamento, (Ce.S.I.) Via Luigi Polacchi, 11 (ex Via Colle dell'Ara) –
66100 Chieti (Italy).
⁎ Corresponding author at: stanza 237, Centro Scienze dell'Invecchaimento, Via Luigi
Polacchi, 11 (ex Via Colle dell'Ara) – 66100 Chieti, Italy. Fax: +39 0871 562019.
E-mail addresses: perfetti@inwind.it (B. Perfetti), sara.varanese@nyumc.org
(S. Varanese), elisa.mancino@libero.it (E. Mancino), mercuripsycho@libero.it (P. Mercuri),
marcello.tesse@email.it (M. Tesse), raffaella.franciotti@itab.unich.it (R. Franciotti),
l.bonanni@unich.it (L. Bonanni), athomas@unich.it (A. Thomas), onofrj@unich.it
(M. Onofrj).
http://dx.doi.org/10.1016/j.neuroimage.2014.02.020
1053-8119/© 2014 Elsevier Inc. All rights reserved.
Contents lists available at ScienceDirect
NeuroImage
journal homepage: www.elsevier.com/locate/ynimg