The application of these open-loop regimens of stimulation had no apparent effect on the recorded neuronal activity or kinesis (Figure 5, Figure 6 and Figure 7). An additional property of the stimulus pattern resulting from the application of the GPtrain|M1 adaptive algorithm was the stimulus pattern’s irregularity (Figures 1C and 3F). Recent studies have demonstrated that increasing the stimulus irregularity of open-loop DBS
Selleck Ponatinib decreases its beneficial clinical effects (Baker et al., 2011 and Dorval et al., 2010). Nevertheless, the resultant reduction of firing rate and kinesis improvement achieved by the closed-loop DBS paradigm employed in the current study might still have been due to stimulus irregularity or its resemblance to irregular
cortical activity. Had this been the case, it would have obviated the need for the closed-loop architecture of the DBS system. We therefore applied a stimulation pattern based on a previously obtained cortical recording (i.e., unrelated to the ongoing activity during the stimulus application). As expected, the average variability of this stimulus pattern equaled the variability of the GPtrain|M1 closed-loop paradigm (Figure 1C). Nevertheless, the mean discharge rate, the mean kinesis and the oscillatory activity estimates during this paradigm application were not significantly different from those measured during the spontaneous sessions (Figure 5, Figure 6 and Figure 7). An additional result was obtained from other closed-loop paradigms: GPtrain|GP, GPsp|GP and GPsp|M1 (n = 52, 41 and 47 pallidal Dolutegravir datasheet cells, respectively). The latter two paradigms, during which we delivered a single stimulus
pulse instead of a train of seven stimuli, did not result in a statistically significant change in any of the examined parameters when below compared with spontaneous data (Figure 5, Figure 6 and Figure 7). However, when examining the GPtrain|GP results, we found that the pallidal discharge rate was reduced compared with the spontaneous recording (Figure 6, cyan). Unexpectedly, the kinesis estimate was also reduced (i.e., the primate’s akinesia worsened, Figure 5). The remarkable worsening of akinesia despite the reduction of GPi discharge rate might be due a significant enhancement of cortical oscillatory activity at double-tremor frequency (Figure 7D, cyan). These differences were statistically significant at the population level (p < 0.05 and p < 0.01, respectively, one-way ANOVA, Figure 5, Figure 6 and Figure 7), demonstrating a clear dissociation between discharge rate and discharge pattern in the cortex-basal ganglia network. In this study, we derive a novel real-time adaptive method for treatment of brain disorders characterized by a recognizable pathological pattern of neural activity.