Probing the cortical network underlying the psychological refractory period: A combined EEG–fMRI study
Research highlights
► We used simultaneous EEG–fMRI to investigate the psychological refractory period. ► The post-perceptual P3 component was significantly delayed at short SOAs. ► BOLD signals in inferior parietal lobe and precentral gyrus covaried with P3 activity.
Introduction
Despite the primate brain's massively distributed processing architecture (Felleman and Van Essen, 1991), reminiscent of the multiple-processor design of parallel computers (Nelson and Bower, 1990), human performance exhibits surprisingly strong limitations in multi-tasking. In one of the simplest multi-tasking experiments (Fig. 1), two target stimuli (T1 and T2, e.g., two tones) are presented in brief succession, and subjects' responses (R1, R2) to both targets are recorded. Under these simple dual-task conditions, response times to the second stimulus (RT2) show a significant increase when the stimulus-onset asynchrony (SOA) between the two tasks is shortened; response times to the first stimulus (RT1), however, remain largely unaffected by SOA. This classic and widely replicated finding has been dubbed the “psychological refractory period” (PRP), in analogy to post-stimulation refractory phenomena observed in nerves (Telford, 1931). The original hypothesis put forward to explain it was that the “central organizing times” of stimulus processing cannot overlap for two stimuli, and thus have to unfold strictly serially, one after the other (Welford, 1952). This notion of non-overlapping “organizing times”, or in other words, a serial processing stage that acts as a bottleneck of information processing, remains a central ingredient of modern theories of the PRP. The central bottleneck model (Pashler, 1994, Pashler, 1998), which emerged from numerous behavioral experiments, involves three stages of processing: a perceptual (P), a central (C), and a motor (M) stage. According to the model, P and M stages can occur in parallel, while the C stages of two tasks cannot overlap and have to be processed serially. Thus, at short SOAs, central processing for T2 is deferred, or passively queued, until central processing for T1 is completed, and RT2 is increased (Fig. 1).
Various behavioral experiments have associated the central processing stage to response selection, i.e., the mapping between sensory information and motor action (De Jong, 1993, Pashler and Johnston, 1989). Recently, it has been proposed that the C stage can be characterized as a decision-making process based on the noisy integration of evidence (Sigman and Dehaene, 2005). Alternative models argue against a structural bottleneck of stimulus processing, which invariably results in passive queuing of the second stimulus, and instead propose a strong influence of executive control in the strategical monitoring of the two tasks (Logan and Gordon, 2001, Meyer and Kieras, 1997a, Meyer and Kieras, 1997b), or the ability to share processing capacity between them (Navon and Miller, 2002, Tombu and Jolicoeur, 2003). According to shared capacity models, response selection can occur in parallel, but with limited processing resources differentially weighted for one task over the other, resulting in a lag between RT1 and RT2 typical for the PRP. Several dual-task studies have reported behavioral congruency effects that poses a major challenge for the bottleneck model, namely the dependence of RT1 on the response that is required for the second stimulus, referred to as backward crosstalk (as opposed to crosstalk from T1 on RT2). Backward crosstalk effects, which are observed when both tasks are similar [(Logan and Delheimer, 2001, Logan and Schulkind, 2000), but see (Miller, 2006)], are difficult to reconcile with the strictly serial bottleneck model, because they provide evidence that central processing for T2 may start before the C stage for T1 is complete.
To further describe and anatomically locate the cognitive processes underlying the PRP, a rich body of evidence, including data from studies using event-related potentials (ERPs), functional magnetic resonance imaging (fMRI), and recently computational modeling (Zylberberg et al., 2010), has been accumulated. Studies using fMRI have reported various frontal and parietal regions associated with the PRP (Marois and Ivanoff, 2005), but the results do not appear to converge and strongly depend on the statistical approaches used to test for dual-task-specific effects (Szameitat et al., 2011). Isolating PRP related activity by contrasting dual-task against single-task activity, or alternatively, short SOA against long SOA trials, has highlighted different sets of regions in the lateral frontal, medial frontal, premotor and parietal cerebral cortex. Recently, studies using time-resolved fMRI have reported delayed peaks of activation in the left posterior lateral prefrontal cortex associated with the PRP (Dux et al., 2006), and PRP related temporal variations of activity in the bilateral parietal and frontal regions, respectively (Sigman and Dehaene, 2008). However, the sensitivity and interpretation of these studies also suffers from the low temporal resolution of fMRI.
A number of ERP studies investigating the PRP effect have targeted the amplitude and latency of the P3 (or, P300) component, which is characterized by a positive deflection broadly distributed over the scalp, but with a focus over parietal electrodes (Picton, 1992, Sutton et al., 1965). Recently, it has been proposed that the P3, which has been linked to post-perceptual processes such as the context-updating of working memory (Coles et al., 1985, Donchin and Coles, 1988, Verleger et al., 2005), may be related to the access of a target stimulus to a global neuronal workspace associated with conscious report (Del Cul et al., 2007, Sergent et al., 2005). Based on the delay of the P3 evoked by the second target (T2-P3) some ERP studies have proposed an overlap between the cognitive processes mediating the PRP effect and P3-related processes (Dell'Acqua et al., 2005, Sigman and Dehaene, 2008), while the evidence from other studies, showing a large discrepancy between RT2 and T2-P3 latency modulations, suggests independent sources for PRP and P3 effects (Arnell et al., 2004, Luck, 1998). The latencies of earlier sensory ERP components, such as the P1 and N1, have been reported to remain stimulus-locked to both targets and show no postponement related to the PRP (Brisson and Jolicoeur, 2007, Sigman and Dehaene, 2008).
In the present study, our main aim was to probe the cortical network underlying the PRP by using a combination of simultaneously recorded high-temporal resolution EEG and high-spatial resolution fMRI responses. Due to recent advances in the combination of both neuroimaging methods (Herrmann and Debener, 2008, Laufs et al., 2008), fluctuations in EEG can be correlated to the simultaneously recorded fMRI data on a trial-by-trial basis, thus helping to identify the cerebral networks underlying dynamic changes in ERPs. Based on previous research (Dell'Acqua et al., 2005, Sigman and Dehaene, 2008) which showed a close link between the P3 component and the PRP, we hypothesized that the P3 would covary with the fMRI-BOLD signal in the dual-task situation of our PRP paradigm. By correlating the single-trial amplitudes of the P3 component with the single-trial blood-oxygen-level dependent (BOLD) fMRI signals, we were able to isolate a set of two bilateral homotopic regions in the precentral gyrus and inferior parietal lobe. The PRP paradigm used in our study consisted of two identical number-comparison tasks, thus allowing for an additional analysis of behavioral crosstalk effects (Logan and Delheimer, 2001, Logan and Schulkind, 2000).
Section snippets
Participants
Fourteen male right-handed native French speakers participated in this study, which was conducted at the NeuroSpin neuroimaging center in the CEA campus of Saclay, France. Two subjects had to be excluded due to excessive head movements during the scans and strong residual noise in the EEG after preprocessing which rendered the identification of ERP component topographies impossible. All remaining twelve subjects (mean age 24, range 19 to 28 years) had normal or corrected-to-normal vision. All
Behavioral results: PRP effect
In all conditions, response times were comparable for trials with T1 on the left or T1 on the right of fixation. Therefore, we collapsed trials across T1 laterality for all subsequent analyses of behavioral data. Overall, response accuracy rates were high and only slightly, but significantly lower in dual-task trials (94.7% ± 1.0) than in single-task trials (96.3% ± 0.7; t11 = 2.79, p = .018; two-sided paired t-test). In dual-task trials, accuracies for the first response (97.7% ± 0.5) were higher than
Discussion
In this study, our aim was to probe the brain mechanisms underlying the PRP effect in dual-task processing by simultaneously recording EEG and fMRI responses. As expected, our behavioral data showed a lengthening of RT2 and significant RT1–RT2 correlations at short SOAs, which are considered as the hallmarks of the PRP (Pashler, 1994, Pashler and Johnston, 1989). Furthermore, we identified ERP alone, fMRI alone, and joint ERP–fMRI correlates of the PRP effect, which significantly constrain the
Acknowledgments
This experiment was supported by INSERM, CEA, and the Human Frontiers Science Program. It constitutes part of a general research program on functional neuroimaging of the human brain which was sponsored by the Atomic Energy Commission (Denis Le Bihan). GH was supported by a Minerva fellowship (Max Planck Society), and would like to thank Jérémie Mattout for his invaluable support during the early EEG/fMRI recordings at SHFJ in Orsay, and Floris de Lange for the illustration of the hands (Fig. 2
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