Predicting ventriculoperitoneal shunt infection in children with hydrocephalus using artificial neural network.

OBJECTIVES: The relationships between shunt infection and predictive factors have not been previously investigated using Artificial Neural Network (ANN) model. The aim of this study was to develop an ANN model to predict shunt infection in a group of children with shunted hydrocephalus. MATERIALS AND METHODS: Among more than 800 ventriculoperitoneal shunt procedures which had been performed between April 2000 and April 2011, 68 patients with shunt infection and 80 controls that fulfilled a set of meticulous inclusion/exclusion criteria were consecutively enrolled. Univariate analysis was performed for a long list of risk factors, and those with p value < 0.2 were used to create ANN and logistic regression (LR) models. RESULTS: Five variables including birth weight, age at the first shunting, shunt revision, prematurity, and myelomeningocele were significantly associated with shunt infection via univariate analysis, and two other variables (intraventricular hemorrhage and coincided infections) had a p value of less than 0.2. Using these seven input variables, ANN and LR models predicted shunt infection with an accuracy of 83.1 % (AUC; 91.98 %, 95 % CI) and 55.7 % (AUC; 76.5, 95 % CI), respectively. The contribution of the factors in the predictive performance of ANN in descending order was history of shunt revision, low birth weight (under 2000 g), history of prematurity, the age at the first shunt procedure, history of intraventricular hemorrhage, history of myelomeningocele, and coinfection. CONCLUSION: The findings show that artificial neural networks can predict shunt infection with a high level of accuracy in children with shunted hydrocephalus. Also, the contribution of different risk factors in the prediction of shunt infection can be determined using the trained network.

Optic Pathway Gliomas: Clinical Manifestation, Treatment, and Follow-Up.

OBJECTIVE: Optic pathway gliomas (OPG) are infrequent pediatric brain tumors that affect the optic nerve and the visual pathway in the brain. A wide spectrum of signs and symptoms, such as visual impairment, nystagmus, proptosis, and visual loss, may occur at different stages. Other manifestations, such as hydrocephalus, diancephalic syndrome, neurologic deficits, and growth and developmental delays, may be present as well. Surgical resection, chemotherapy, and radiotherapy are used as treatment strategies. The purpose of this study is to evaluate the clinical presentation of OPG patients and their final outcomes in response to treatment. METHODS: Thirty-seven patients with an initial diagnosis of OPG were studied as part of a single-center retrospective cohort for their clinical presentation, treatment, and response to treatment over a 10-year period. RESULTS: The mean age of the patients was 37.1 months, and there was a nearly equal sex distribution. The most prevalent manifestation was visual impairment (94.4%), and other symptoms included nystagmus (50%), growth and developmental delays (27.8%), neurological deficits (19.4%), diencephalic syndrome (13.5%), proptosis (11.1%), and hydrocephalus (29.7%). Tumor staging revealed that 10.8% of the cases were stage A, 54.1% were stage B, and 35.1% were stage C. In 30 evaluable patients, the response to treatment included complete response (CR; 23.3%), partial response (PR; 43.3%), stable disease (23.3%), progressive disease (3.3%), and death due to disease (6.7%). A significant association was detected between tumor staging and the response to treatment, with higher rates of CR and PR in stage B and a higher mortality rate in stage C (p = 0.005). CONCLUSION: OPG occur more commonly in the first decade of life, with visual disturbance as the most prevalent symptom. Tumor staging and the treatment strategy are proposed to affect the response to treatment, although the specific tumor behavior in each patient should be considered as well.

The Effect of Oral Simvastatin on the Clinical Outcome of Patients with Severe Traumatic Brain Injury: A Randomized Clinical Trial.

Background: Despite recent promising pharmacological and technological advances in neurosurgical intensive care, the overall TBI-related mortality and morbidity remain high and still pose a major clinical problem. The aim of this study was to evaluate the effect of oral simvastatin on the clinical outcome of patients with severe TBI. Methods: In a double-blind placebo-controlled randomized clinical trial a total of 98 patients with severe TBI in Imam Khomeini Hospital in Sari, Iran, were evaluated. Patients who meet the inclusion criteria were randomly allocated into two groups (n=49). In addition to supportive therapies, the intervention group received oral simvastatin (40 mg, daily) for 10 days, and the control group received the placebo (10 days). Patients' Glasgow coma scale (GCS) score, in hospital mortality, duration of mechanical ventilation and length of ICU and neurosurgery ward stay were evaluated during three-time intervals (T1: admission, T2: discharge and T3: one month after discharge). Results: The percentage of conscious patients was 18.9% (7 cases) in the simvastatin group and 3.1% (1 case) in controls (P=0.06) at T2. One month after discharge (T3) the proportion of conscious patients significantly increased in the simvastatin group compared to control group (64.9 % versus 28.1 %; P=0.002). There was no significant difference for the mean of GCS score between the simvastatin group and control group at T1 (6.41 ± 1.30 versus 6.41 ± 1.28, respectively; P = 0.98). However, the mean score of GCS in patients who received simvastatin was significantly greater than controls at T2 and T3 (p<0.05). There was no significant differences between two group in-terms of length of mechanical ventilation, ICU and neurosurgery ward stay. Conclusion: According to the results of this study it seems that using simvastatin may be an effective and promising therapeutic modality for improving GCS score during TBI recovery.

Risk factors associated with occipital encephalocele: a case-control study. Clinical article.

OBJECT: An encephalocele is characterized by congenital herniation of the brain tissue and/or meninges through a skull defect. The underlying cause is complex and not fully understood, but environmental agents are suspected. The authors aimed to determine the known risk factors for encephaloceles. METHODS: Potential risk factors were studied in 31 children with encephaloceles who had been referred to the outpatient clinic. At the same time, 31 children with non-CNS anomalies were randomly selected from the same hospital as a control group. Both cohorts were assessed in person through interviews with the mothers. RESULTS: Most children with encephaloceles were female. There was no significant risk factor in the case group as compared with controls, although the families of patients with encephaloceles had a better economic status (p=0.03) and the fathers had a higher mean age. CONCLUSIONS: Although the authors of this study could not identify any significant risk factors for encephaloceles, environmental factors can still be mentioned as probable etiological elements. Additional studies with larger sample sizes and more comprehensive evaluations are required to confirm the role of environmental or genetic factors to prevent the occurrence of encephaloceles.

Double dermal sinuses: a case study.

INTRODUCTION: Dermal sinus tracts are rare congenital lesions located in the midline characterized by a cutaneous pit or dimple. They occur all along the midline neuroaxis, from the nasion and occipital area down to the lumbar and sacral regions, most frequently in the lumbar and lumbosacral region. CASE PRESENTATION: Here we report a 5-year-old girl who presented with occasional headache. There were two dimples, one on the dorsal aspect of her head and another on her neck. CONCLUSION: Dermal sinuses are almost always singular and the co-existence of double dermal sinuses has not been reported previously.