Our behavioral study provided evidence against
primary reward at subgoal attainment, closing off buy SCH772984 an interpretation of the neuroimaging data in terms of standard RL. Given previous findings pertaining to the ACC, the effect we observed in this structure might be conjectured to reflect response conflict or error detection (Botvinick et al., 1999, Krigolson and Holroyd, 2006 and Yeung et al., 2004). However, additional analyses of the EEG data (see Figure S2 and Supplemental Experimental Procedures) indicated that the PPE effect persisted even after controlling for response accuracy and for response latency, each commonly regarded as an index of response conflict. Another alternative that must be addressed relates to spatial attention. Jump events in our neuroimaging experiments presumably triggered shifts in attention, often complete with eye movements, and it is important to consider the possibility that differences between conditions on this level may have contributed to our central findings. Although further experiments may be useful in pinning down the precise role of attention in our task, there are several aspects of the present results that argue against selleck chemical an interpretation based purely on attention. Note that, in previous EEG research, exogenous shifts of attention have been associated with a midline
positivity, the amplitude of which grows with stimulus eccentricity (Yamaguchi et al., 1995). (A midline negativity has been reported in at least one study focusing on endogenous attention (Grent-’t-Jong and Woldorff [2007]), Thymidine kinase but the timing of this potential differed dramatically from the difference wave in our EEG study, peaking at 1000–1200 ms poststimulus, hundreds of milliseconds after our effect ended.) In fact we observed such a positivity in our own data, in Cz,
when we compared jump events (D and E) against occasions where the subgoal stayed put, an analysis specifically designed to uncover attentional effects (Figure S3). In contrast the PPE effect in our data took the form of a negative difference wave (Figure 3), consistent with the predictions of HRL and contrary to those proceeding from previous research on attention. Our fMRI results also resist an interpretation based on spatial attention alone. As detailed in the Supplemental Experimental Procedures, we did find activation in or near the frontal eye fields and in the superior parietal cortex—regions classically associated with shifts of attention (Corbetta et al., 2008)—in an analysis contrasting all jump events with trials where the subgoal remained in its original location (Figure S4). However, as reported above, activity in these regions did not show any significant correlation with our PPE regressor (Figure 4). If one does adopt an HRL-based interpretation of the present results, then several interesting questions follow. Given the prevailing view that TD RPEs are signaled by phasic changes in dopaminergic activity (Schultz et al.