A unified approach for detection of induced epileptic seizures in rats using ECoG signals.

OBJECTIVE: Epileptic seizure detection is a key step for epilepsy assessment. In this work, using the pentylenetetrazole (PTZ) model, seizures were induced in rats, and ECoG signals in interictal, preictal, ictal, and postictal periods were recorded. The recorded ECoG signals were then analyzed to detect epileptic seizures in the epileptic rats. METHODS: Two different approaches were considered in this work: thresholding and classification. In the thresholding approach, a feature is calculated in consecutive windows, and the resulted index is tracked over time and compared with a threshold. The moment the index crosses the threshold is considered as the moment of seizure onset. In the classification approach, features are extracted from before, during, and after ictal periods and statistically analyzed. Statistical characteristics of some features have a significant difference among these periods, thus resulting in epileptic seizure detection. RESULTS: Several features were examined in the thresholding approach. Nonlinear energy and coastline features were successful in epileptic seizure detection. The best result was achieved by the coastline feature, which led to a mean of a 2-second delay in its correct detections. In the classification approach, the best result was achieved using the fuzzy similarity index that led to Pvalue<0.001. CONCLUSION: This study showed that variance-based features were more appropriate for tracking abrupt changes in ECoG signals. Therefore, these features perform better in seizure onset estimation, whereas nonlinear features or indices, which are based on dynamical systems, can better track the transition of neural system to ictal period. SIGNIFICANCE: This paper presents examination of different features and indices for detection of induced epileptic seizures from rat's ECoG signals.

The role of adenosine A(1) receptors in mediating the inhibitory effects of low frequency stimulation of perforant path on kindling acquisition in rats.

Low frequency stimulation (LFS) has an inhibitory effect on rapid perforant path kindling acquisition. In the present study the role of adenosine A(1) and A(2A) receptors in mediating this inhibitory effect was investigated. Rats were kindled by perforant path stimulation using rapid kindling procedures (12 stimulations per day). LFS (0.1 ms pulse duration at 1 Hz, 200 pulses, and 50-150 muA) was applied to the perforant path immediately after termination of each rapid kindling stimulation. 1,3-Dimethyl-8-cyclopenthylxanthine (CPT; 50 muM), a selective A(1) antagonist and ZM241385 (ZM, 200 muM), a selective A(2A) antagonist were daily microinjected into the lateral ventricle 5 min before kindling stimulations. LFS had an inhibitory effect on kindling development. Pretreatment of animals with CPT reduced the inhibitory effect of LFS on kindling rate and suppressed the effects of LFS on potentiation of population EPSP during kindling acquisition. In addition, CPT was able to antagonize the effects of LFS on kindling-induced increase in early (10-50 ms intervals) and late (300-1000 ms intervals) paired pulse depression. ZM pretreatment had no effect on antiepileptogenic effects of LFS in kindling acquisition. In addition, LFS prevented the kindling-induced elevation of cyclic AMP (cAMP) levels in kindled animals. Based on these results, we suggest that the antiepileptogenic effects of LFS on perforant path kindling might be mediated through activation of adenosine A(1), but not A(2A) receptors. Moreover, modulation of cAMP levels by LFS may potentially be an important mechanism which explains the anticonvulsant effects of LFS in kindled seizures.

The role of galanin receptors in anticonvulsant effects of low-frequency stimulation in perforant path-kindled rats.

Low-frequency stimulation (LFS) has antiepileptogenic effects on kindled seizures. In the present study, the role of galanin receptors in the inhibitory effect of LFS on perforant path kindling acquisition was investigated in rats. Animals were kindled by perforant path stimulation in a rapid kindling manner (six stimulations per day). LFS (0.1 ms pulses at 1 Hz, 600 pulses, and 80-150 microA) was applied immediately after termination of each kindling stimulation. M35 (0.5 and 1.0 nM per site), a nonselective galanin receptor antagonist and M871 (1.0 microM per site), a selective galanin receptor type 2 (GalR2) antagonist, were daily microinjected into the dentate gyrus before starting the stimulation protocol. The expression of GalR2 in the dentate gyrus was also investigated using semi-quantitative RT-PCR. Application of LFS significantly retarded the kindling acquisition and delayed the expression of different kindled seizure stages. In addition, LFS significantly reduced the increment of daily afterdischarge duration during kindling development. Intra-dentate gyrus microinjection of both M35 and M871 significantly prevented the inhibitory effects of LFS on kindling parameters. During the focal kindled seizure stages (1-3) M871 had no significant effect. However, during generalized seizure stages (4 and 5), M871 had the same effect as M35. Semi-quantitative RT-PCR also showed that after kindling acquisition, the GalR2 mRNA level decreased in the dentate gyrus but application of LFS prevented this decrease. Obtained results show that activation of galanin receptors by endogenous galanin has a role in mediating the inhibitory effect of LFS on perforant path-kindled seizures. This role is exerted through GalR1 during focal- and through GalR2 during generalized-kindled seizures.