A large dataset of white blood cells containing cell locations and types, along with segmented nuclei and cytoplasm.

Accurate and early detection of anomalies in peripheral white blood cells plays a crucial role in the evaluation of well-being in individuals and the diagnosis and prognosis of hematologic diseases. For example, some blood disorders and immune system-related diseases are diagnosed by the differential count of white blood cells, which is one of the common laboratory tests. Data is one of the most important ingredients in the development and testing of many commercial and successful automatic or semi-automatic systems. To this end, this study introduces a free access dataset of normal peripheral white blood cells called Raabin-WBC containing about 40,000 images of white blood cells and color spots. For ensuring the validity of the data, a significant number of cells were labeled by two experts. Also, the ground truths of the nuclei and cytoplasm are extracted for 1145 selected cells. To provide the necessary diversity, various smears have been imaged, and two different cameras and two different microscopes were used. We did some preliminary deep learning experiments on Raabin-WBC to demonstrate how the generalization power of machine learning methods, especially deep neural networks, can be affected by the mentioned diversity. Raabin-WBC as a public data in the field of health can be used for the model development and testing in different machine learning tasks including classification, detection, segmentation, and localization.

Low Glycemic Index Treatment in pediatric refractory epilepsy: the first Middle East report.

PURPOSE: Intractable epilepsy is a challenging aspects of pediatric epilepsy. This study was conducted to determine the efficacy and tolerability of Low Glycemic Index Treatment (LGIT) in pediatric patients referred to a Children's Hospital in Iran with intractable epilepsy. METHODS: We studied 42 children with refractory epilepsy aged between 1.5 and 17 years of age, from October 2009 to April 2011 in the pediatric neurology department of Mofid Children's Hospital. Patient information on clinical status, seizure type, and baseline frequency, blood and urine biochemistry, neuro-imaging and the EEG were collected. LGIT was initiated on an outpatient basis and the diet was composed of 65% fat, 25% protein and 10% carbohydrate (40-60 g), and the glycemic index of foods was limited to below 50. RESULTS: 84% of patients were categorized as having more than one seizure per day at study entry, with the remaining children as experiencing over one seizure per week. A greater than 50% seizure reduction was observed in 71.4% of the patients after the second week, in 73.8% at the end of the first month and in 77.8% at the end of the second month. In 30% of the patients a mild increase in blood urea nitrogen (BUN) was detected. The most important reasons for discontinuation of LGIT were restrictiveness, lack of satiation and excessive meat in this diet. No significant complications were observed during the administration of the diet. CONCLUSION: LGIT is a safe and effective adjuvant antiepileptic therapy and may be used as an alternative to the ketogenic diet in conditions when this diet cannot be used.

Diagnostic potential of urinary tumor necrosis factor-alpha in children with acute pyelonephritis.

INTRODUCTION: Tumor necrosis factor-alpha (TNF-alpha) is an important mediator of the inflammatory response in serious bacterial infections. The aim of this study was to evaluate the potential of urinary TNF-alpha for diagnosis of acute pyelonephritis in children. MATERIALS AND METHODS: This study was conducted from March 2006 to December 2007 on children with confirmed diagnosis of acute pyelonephritis. They all had positive renal scintigraphy scans for pyelonephritis and leukocyturia. The ratios of urinary TNF-alpha to urine creatinine level were determined and compared in patients before and after antibiotic therapy. RESULTS: Eighty-two children (13 boys and 69 girls) with acute pyelonephritis were evaluated. The mean pretreatment ratio of urinary TNF-alpha to urinary creatinine level was higher than that 3 days after starting on empirical treatment (P = .03). The sensitivity of this parameter was 91% for diagnosis of acute pyelonephritis when compared with demercaptosuccinic acid renal scintigraphy as gold standard. CONCLUSIONS: Based on our findings in children, the level of urinary TNF-alpha-creatinine ratio is acute increased in pyelonephritis and it decreases after appropriate therapy with a high sensitivity for early diagnosis of the disease. Further research is warranted for shedding light on the potential diagnostic role of urinary TNF-alpha in pyelonephritis in children.

Urinary interleukin-8 in acute pyelonephritis of children: a before-after study.

INTRODUCTION: The aim of this study was to assess urinary interleukin-8 (IL-8) levels in pyelonephritis and its relation with the clinical course of the infection and of inflammatory changes detected by renal scintigraphy. MATERIALS AND METHODS: In this quasi-experimental before-after study, we evaluated 91 children aged 1 to 144 months (mean 34.4 +/- 35.2 months) with pyelonephritis. Inflammatory markers including erythrocyte sedimentation rate, C-reactive protein, leukocyte count, and urinary IL-8, together with the results of ultrasonography, voiding cystourethrography, and dimercaptosuccinic acid renal scintigraphy were evaluated in these children. The ratios of urinary IL-8 to creatinine (IL-8/C) before and after the treatment were compared with each other. RESULTS: Urinary IL-8/C levels were significantly higher after the empirical treatment in comparison with those before the treatment (0.19 +/- 0.21 versus 0.51 +/- 0.53, P < .001). No correlation was found between the urinary IL-8 levels and leukocyturia, urine culture results, other inflammatory markers, or findings of imaging examinations. CONCLUSIONS: We found high urinary IL-8 levels in children with pyelonephritis. We also documented its increasing after the treatment. We conclude that evaluation of urinary IL-8 can be a noninvasive test for diagnosis of upper urinary tract infection and its response to treatment.