RESUMEN
OBJECTIVE: Deep learning provides an appealing solution for the ongoing challenge of automatically classifying intracranial interictal epileptiform discharges (IEDs). We report results from an automated method consisting of a template-matching algorithm and convolutional neural network (CNN) for the detection of intracranial IEDs ("AiED"). METHODS: 1000 intracranial electroencephalogram (EEG) epochs extracted randomly from 307 subjects with refractory epilepsy were annotated independently by two expert neurophysiologists. These annotated epochs were divided into 1062 two-second epochs with IEDs and 1428 two-second epochs without IEDs, which were transformed into spectrograms prior to training the neural network. The highest performing network was validated on an annotated external test set. RESULTS: The final network had an F1-score of 0.95 (95% CI: 0.91-0.98) and an average Area Under the Receiver Operating Characteristic of 0.98 (95% CI: 0.96-1.00). For the external test set, it showed an overall F1-score of 0.71, correctly identifying 100% of all high-amplitude IED complexes, 96.23% of all high-amplitude isolated IEDs, and 66.15% of all IEDs of atypical morphology. CONCLUSIONS: Template-matching combined with a CNN offers a fast, robust method for detecting intracranial IEDs. SIGNIFICANCE: "AiED" is generalizable and achieves comparable performance to human reviewers; it may support clinical and research EEG analyses.
Asunto(s)
Inteligencia Artificial , Encéfalo/fisiopatología , Aprendizaje Profundo , Redes Neurales de la Computación , Convulsiones/diagnóstico , Electroencefalografía , Humanos , Convulsiones/fisiopatologíaRESUMEN
The factors that control the occurrence of interictal epileptiform discharges (IEDs) are not well understood. We suspected that this phenomenon reflects an attention-dependent suppression of interictal epileptiform activity. We hypothesized that IEDs would occur less frequently when a subject viewed a task-relevant stimulus compared with viewing a blank screen. Furthermore, IEDs have been shown to impair memory when they occur in certain regions during the encoding or recall phases of a memory task. Although these discharges have a short duration, their impact on memory suggests that they have longer lasting electrophysiological effects. We found that IEDs were associated with an increase in low-frequency power and a change in the balance between low- and high-frequency oscillations for several seconds. We found that the occurrence of IEDs is modified by whether a subject is attending to a word displayed on screen or is observing a blank screen. In addition, we found that discharges in brain regions in every lobe impair memory. These findings elucidate the relationship between IEDs and memory impairment and reveal the task dependence of the occurrence of IEDs.
RESUMEN
BACKGROUND: We investigated the utility of epilepsy surgery and postoperative outcome in patients with lesional epilepsy in Iran, a relatively resource-poor setting. METHODS: This prospective longitudinal study was conducted during 2007-2017 in Kashani Comprehensive Epilepsy Center, Isfahan, Iran. Patients with a diagnosis of intractable focal epilepsy, with MRI lesions, who underwent epilepsy surgery and were followed up ≥ 24 months, were included and evaluated for postoperative outcome. RESULTS: A total of 214 patients, with a mean age of 26.90 ± 9.82 years (59.8% men) were studied. Complex partial seizure was the most common type of seizure (85.9%), and 54.2% of the cases had auras. Temporal lobe lesions (75.2%) and mesial temporal sclerosis (48.1%) were the most frequent etiologies. With a mean follow-up of 62.17 ± 19.33 months, 81.8% of patients became seizure-free postoperatively. Anticonvulsants were reduced in 86% of the cases and discontinued in 40.7%. In keeping with previous studies, we found that seizure freedom rates were lower among patients with longer follow-up periods. CONCLUSIONS: We found high rates of seizure freedom after surgery in lesional epilepsy patients despite limited facilities and infrastructure; antiepileptic medications were successfully tapered in almost half of the patients. Considering the favorable outcome of epilepsy surgery in our series, we believe that it is a major treatment option, even in less resource-intensive settings, and should be encouraged. Strategies to allow larger scale utility of epilepsy surgery in such settings in the developing world and dissemination of such knowledge may be considered an urgent clinical need, given the established mortality and morbidity in refractory epilepsy.
RESUMEN
PURPOSE: Dual pathology (DP) is defined as simultaneous presence of hippocampal sclerosis (HS) and any other pathology in the brain. Since this is a less probed concept, we aimed to evaluate the frequency and characteristics of DP among drug-resistant epileptic patients with HS. METHODS: This is a cross-sectional study conducted during 2007-2016 in Kashani Comprehensive Epilepsy Center, Isfahan, Iran. Patients with diagnosis of drug-resistant epilepsy and HS were enrolled in the study, and demographic data, seizure semiology, EEG findings, and MRI findings were collected. We compared these variables between three groups of DP, unilateral HS, and bilateral HS. RESULTS: Of the 200 enrolled cases, 29 patients (14.5%) had DP and 21 patients (10.5%) had bilateral HS; the remaining patients had unilateral HS. The average age of patients with DP was 30.03, and 65.5% of them were male. Patients with DP had more EEG discharges from regional and multi-focal sites compared to unilateral HS (P value < 0.001). Also, complex partial seizure (CPS) was more commonly presented in patients with unilateral HS (96.8%). Comparison of disease characteristics between DP and bilateral HS showed no difference in most categories (P > 0.05). CONCLUSIONS: We found DP among 14.5% of our drug-resistant epileptic patients with HS. DP patients mostly presented with CPS and had high proportion of ictal and interictal EEG discharges from regional and multi-focal areas. Gliosis and focal cortical dysplasia were the most common pathologies among DP patients. Patients with DP showed a similar behavior to bilateral HS in many features.
Asunto(s)
Epilepsia Refractaria/patología , Hipocampo/patología , Adolescente , Adulto , Estudios Transversales , Epilepsia Refractaria/complicaciones , Epilepsia Refractaria/diagnóstico por imagen , Electroencefalografía , Femenino , Lateralidad Funcional , Humanos , Imagen por Resonancia Magnética , Masculino , Persona de Mediana Edad , Estudios Retrospectivos , Esclerosis/etiología , Esclerosis/patología , Estadísticas no Paramétricas , Adulto JovenRESUMEN
Background. Hypothalamic hamartomas (HHs) are rare tumor-like malformations that may present with complex partial seizures refractory to anticonvulsants in adulthood. The condition may be misdiagnosed because of rarity. Case Presentation. We report a 25-year-old man with complaint of seizures presented by falling, tonic spasm of limbs, oral automatism, vocalization, and hypermotor activities. His seizures started at the age of one month and presented as eye deviation and upper limbs myoclonic jerk, followed by frequent seizures with variable frequency. The patient had delayed developmental milestones and was mentally retarded. He was hospitalized and underwent video-EEG monitoring and neuroimaging, and the diagnosis of HH was made. The patient became candidate for surgery after that. Conclusion. In this case, the underlying etiology of seizures was diagnosed after 25 years. HH is a rare condition and neurologists may encounter very small number of these cases during their practice. Therefore, they should consider it in patients who present with suspected signs and symptoms.
RESUMEN
BACKGROUND: To evaluate the efficacy and side-effects of cyclosporine-A (CsA) in improvement of consciousness and cognitive dysfunction of patients with diffuse axonal injury (DAI) after traumatic brain. MATERIALS AND METHODS: This study is designed as a randomized double-blind placebo-controlled with 100 patients suffered from DAI. CsA was administered to the intervention group (n = 50) as 5 mg/kg/24 h via 250 ml dextrose water (DW) 5% solution (DW 5%) during the first 8 h after trauma. The control group (n = 50) received only DW 5% in the same course. The presenting Glasgow coma scale in addition to the Glasgow outcome scale-extended (GOS-E) and mini-mental state examination (MMSE) in the 3(rd) and 6(th) months after trauma were documented. The serum values for complete blood count (CBC), blood urea nitrogen (BUN), creatinine (Cr), aspartate aminotransferase (AST), alanine aminotransferase (ALT), and alkaline phosphatase (ALP) were checked to assess for complications. RESULTS: Most patients in both groups had type II DAI (46%). There was no significant difference between groups in the GOS-E scores after 3 and 6 months. All participants were in moderate or severe classes of MMSE with no statistically significant difference. Except for the higher BUN level in the cyclosporine treated group, 48 h after admission (P = 0.012), the difference in the level of Cr, AST, ALT, and ALP was not significant and all were in the normal range. The CBC results showed only significant difference for White Blood Cell (WBC) count at 12 h (P = 0.000). CONCLUSION: The administration of CsA is not effective in the improvement of consciousness and cognitive function. However, it brings about no adverse effects.
RESUMEN
OBJECTIVES: This pilot trial was conducted to establish whether Boswellia Serrata (BS), a traditional herbal medicine, could improve the outcome of patients who have diffuse axonal injury (DAI). METHODS: In total, 38 patients with pure DAI were enrolled in this 12-week, double-blind, randomized, cross-over study. The patients were randomly assigned to receive either placebo (group A, n = 20) or BS capsules (group B, n = 18) for 6 weeks and then switched to the other intervention for another 6 weeks. The disability rating scale (DRS) was used to assess the outcome at 2-, 6- and 12-weeks post-trauma. RESULTS: A non-significant trend for improvement of DRS total scores was observed after the use of BS. Regarding the DRS sub-scores, however, there was significant improvement in 'cognitive ability to self-care' during the second 6 weeks in group A on BS compared to an insignificant spontaneous recovery in group B during the same period on placebo. Moreover, both groups experienced a close-to-significant increase in the cognitive function-related items of the DRS during the periods they were on BS. The reported adverse events were all of mild quality and had similar frequency between the groups. CONCLUSION: These results suggest that BS resin does not significantly affect general outcome, but may enhance the cognitive outcome of patients with DAI.
Asunto(s)
Boswellia , Cognición/efectos de los fármacos , Lesión Axonal Difusa/tratamiento farmacológico , Fitoterapia , Preparaciones de Plantas/uso terapéutico , Autocuidado/estadística & datos numéricos , Accidentes de Tránsito/estadística & datos numéricos , Adulto , Estudios Cruzados , Lesión Axonal Difusa/epidemiología , Lesión Axonal Difusa/fisiopatología , Evaluación de la Discapacidad , Método Doble Ciego , Femenino , Escala de Coma de Glasgow , Humanos , Puntaje de Gravedad del Traumatismo , Irán/epidemiología , Masculino , Fitoterapia/métodos , Proyectos Piloto , Recuperación de la Función , Resultado del TratamientoRESUMEN
In this study, we examined the role of early acetazolamide administration in reducing the risk of cerebrospinal fluid (CSF) leakage in patients with a high risk of permanent CSF leakage. In a randomised clinical trial, 57 patients with a high risk of permanent CSF leakage (rhinorrhea, otorrhea, pneumatocele or imaging-based evidence of severe skull-base fracture) were analysed. In the experimental group, acetazolamide, at 25 mg/kg/day, was started in the first 48 hours after admission. In the control group, acetazolamide was administered after the first 48 hours at the same dose administered to the patients in the experimental group. The following factors were compared between the two groups: duration of CSF leakage, duration of hospital stay, incidence of meningitis, need for surgical intervention and need for lumbar puncture (LP) and lumbar drainage (LD). All of the patients in the experimental group stopped having CSF leakage less than 14 days after the first day of admission, but 6 out of 21 patients (22%) in the control group continued having CSF leakage after 14 days of admission, which was a significant difference (P=0.01). This study showed that early acetazolamide administration can prevent CSF leakage in patients with a high risk of permanent CSF leak.
Asunto(s)
Acetazolamida/uso terapéutico , Inhibidores de Anhidrasa Carbónica/uso terapéutico , Rinorrea de Líquido Cefalorraquídeo/tratamiento farmacológico , Adolescente , Adulto , Pérdida de Líquido Cefalorraquídeo , Femenino , Humanos , Masculino , Persona de Mediana Edad , Factores de Riesgo , Base del Cráneo/lesionesRESUMEN
BACKGROUND: Although primary spinal cord tumors (PSCTs) comprise a minority of primary central nervous system tumors, they often impose a great deal of morbidity on their victims. Few epidemiologic studies have addressed PSCTs in Iran. MATERIALS AND METHODS: We analyzed the demographic/clinical features of all primary intraspinal tumors (with a specific focus on primary intradural spinal cord tumors) identified between 1992 and 2004 in three of the major related hospitals in Isfahan, Iran. We also tracked the malignant cases until 2012. RESULTS: 102 patients with primary intraspinal tumors were found; 82 tumors were Intradural (36 intramedullary and 46 extramedullary) and 20 extradural. The principal intradural histological subtypes were nerve sheath tumor (33%), ependymoma (22%), astrocytoma (16%), and meningioma (15%). 20 (19%) of the tumors were malignant. Local pain (43%) and motor disabilities (36%) were the most common first-presenting symptoms in the patients. Male-to-female ratio was significant only in ependymoma (male:female ratio = 3.6, P < 0.05). The mean age in meningioma (57 years, standard error [SE]: 15.7) was significantly higher than other types (one-way ANOVA, P < 0.05). CONCLUSION: Our results reflect analogous frequency of distribution for PSCTs compared with most of the previous counterpart studies worldwide. The only notable exception was the comparatively fewer frequency of spinal cord meningioma in our study.