Optimized multi-scale entropy to localize epileptogenic hemisphere of temporal lobe epilepsy based on resting-state functional magnetic resonance imaging / 生物医学工程学杂志

Entropy model is widely used in epileptic electroencephalogram (EEG) analysis, but there are few reports on how to objectively select the parameters to compute the entropy model in the analysis of resting-state functional magnetic resonance imaging (rfMRI). Therefore, an optimization algorithm to confirm the parameters in multi-scale entropy (MSE) model was proposed, and the location of epileptogenic hemisphere was taken as an example to test the optimization effect by supervised machine learning. The rfMRI data of 20 temporal lobe epilepsy (TLE) patients with hippocampal sclerosis, positive on structural magnetic resonance imaging, were divided into left and right groups. Then, the parameters in MSE model were optimized by the receiver operating characteristic curves (ROC) and area under ROC curve (AUC) values in sensitivity analysis, and the entropy value of the brain regions with statistically significant difference between the groups were taken as sensitive features to epileptogenic hemisphere lateral. The optimized entropy values of these bio-marker brain areas were considered as feature vectors input into the support vector machine (SVM). Finally, combining optimized MSE model with SVM could accurately distinguish epileptogenic hemisphere in TLE at an average accuracy rate of 95%, which was higher than the current level. The results show that the MSE model parameter optimization algorithm can accurately extract the functional imaging markers sensitive to the epileptogenic hemisphere, and achieve the purpose of objectively selecting the parameters for MSE in rfMRI, which provides the basis for the application of entropy in advanced technology detection.

Avaliação pré-cirúrgica de epilepsia neocortical de lobo temporal com utilização de FDG-18F SPECT: relato de caso / Surgical planning with 18F-FDG SPECT in refractory neocortical temporal lobe epilepsy: case report

INTRODUÇÃO: Muitos portadores de epilepsias parciais não apresentam foco epileptogênico facilmente identificado na investigação com EEG de superfície e ressonância magnética (RM). Nestes casos o uso de técnicas de neuroimagem funcional como a tomografia por emissão de pósitrons (PET) interictal e a tomografia por emissão de fóton único (SPECT) ictal devem ser considerados, visando evitar a colocação de eletrodos profundos em alguns casos ou guiar o posicionamento destes em outros. O exame de PET, no entanto, não é disponível em grande parte dos centros de epilepsia, principalmente por seu alto custo. OBJETIVO: O nosso objetivo é demonstrar que a utilização de FDG-18F SPECT interictal pode ser uma boa alternativa ao uso do PET na localização do foco e planejamento cirúrgico. MATERIAIS E MÉTODOS: Relato de uma paciente com epilepsia parcial de lobo temporal neocortical, refratária a tratamento clínico, com RM normal e EEG ictal sem localização definida do foco epileptogênico. RESULTADOS: Após a extensa investigação pré cirúrgica sem resultados satisfatórios optou-se pela realização de exame de medicina nuclear FDG-18F SPECT interictal. O exame demonstrou hipometabolismo na região anterior das porções mesial e lateral do lobo temporal direito. A paciente foi, então, submetida à ressecção destas áreas e permanece com excelente controle de crises (Engel IB) 24 meses após a cirurgia. CONCLUSÃO: O FDG-18F SPECT pode tornar-se um substituto do PET nos locais onde esta tecnologia não é disponível.

INTRODUCTION: Several patients with partial epilepsies do not present an easily identified epileptogenic focus on scalp EEG or visible lesion on MRI. There are some useful functional neuroimaging techniques that could be considered in these cases, such as interictal positron emission tomography (PET) scan and ictal single-photon emission computed tomography (SPECT). These techniques can guide the placement of deep electrodes or even prevent their use in some situations. Unfortunately, PET scanners are not easily available in a great number of epilepsy centers because of its cost. OBJECTIVE: To demonstrate that 18F-FDG SPECT could be a good alternative replacing PET scan on localization of epileptic focus and surgical planning in places where this technology is not available. MATERIALS AND METHODS: Case report of a patient with refractory neocortical temporal lobe epilepsy, with normal MRI and nuclear EEG localization. RESULTS: The patient was submitted to interictal 18F-FDG SPECT scan, that showed hypometabolism in the anterior, mesial and lateral parts of the right temporal lobe. These areas were surgically resected and the patient outcome after 24 moths has been very good (Engel IB). CONCLUSION: We suggest that in some situations an interictal 18F-FDG SPECT scan could replace 18F-FDG PET scan where this technique is not available.

Omental transplantation for temporal lobe epilepsy: report of two cases.

The authors present two patients, with poorly controlled temporal lobe epilepsy, who received transplants of omental tissue on the anterior perforated space and left temporal lobe. At present, 26 months after the operation, the first patient has improved about 85 percent; whereas the second patient has complete control of seizures nine months after the operation. These clinical results indicate that epileptic seizures can be reduced or aborted with this new surgical modality (reconstructive technique).