Classification of breast lesions in ultrasound images using deep convolutional neural networks: transfer learning versus automatic architecture design.

Deep convolutional neural networks (DCNNs) have demonstrated promising performance in classifying breast lesions in 2D ultrasound (US) images. Exiting approaches typically use pre-trained models based on architectures designed for natural images with transfer learning. Fewer attempts have been made to design customized architectures specifically for this purpose. This paper presents a comprehensive evaluation on transfer learning based solutions and automatically designed networks, analyzing the accuracy and robustness of different recognition models in three folds. First, we develop six different DCNN models (BNet, GNet, SqNet, DsNet, RsNet, IncReNet) based on transfer learning. Second, we adapt the Bayesian optimization method to optimize a CNN network (BONet) for classifying breast lesions. A retrospective dataset of 3034 US images collected from various hospitals is then used for evaluation. Extensive tests show that the BONet outperforms other models, exhibiting higher accuracy (83.33%), lower generalization gap (1.85%), shorter training time (66 min), and less model complexity (approximately 0.5 million weight parameters). We also compare the diagnostic performance of all models against that by three experienced radiologists. Finally, we explore the use of saliency maps to explain the classification decisions made by different models. Our investigation shows that saliency maps can assist in comprehending the classification decisions.

Moyamoya syndrome and stroke among pediatric sickle cell disease patients in Sudan: A cross-sectional study.

Background: Sickle cell disease (SCD) is autosomal recessive hemolytic anemia due to hemoglobinopathy commonly in Sub-Saharan Africa, and particularly in Sudan. The disease induces a pro-inflammatory cascade in the intimal layer that leads to hyperplasia and progressive stenosis in the major vessel of the circle of Willis. This is associated with the development of Moyamoya collaterals. The aim of this study is to highlight the frequency of Moyamoya syndrome in Sudanese pediatric patients with sickle cell disease presenting with stroke. Materials and methods: A descriptive cross-sectional hospital-based study was conducted in the Department of Hematology at Gaafar Ibnauf Pediatric Tertiary Hospital in Khartoum state in Sudan, in the period between March 2021 and August 2021. Secondary data has been collected from the medical record after ethical approval and informed consent. Results: A total of 104 patients were included in the study. The males were the majority, about 60 (57.7) compared to 44 (42.3%) females. More than half of our study population was in the school-age 54 compared to 42 adolescents and only 8 patients of preschool age. Only 50 out of 104 patients had diagnostic MRA which revealed features of Moyamoya syndrome in 48 (96%) patients. Motor weakness (100%), aphasia (52.9%), and facial palsy (35%) were the major stroke presentations. The left anterior circulation territory was the most common site of moyamoya features involvement in 31 patients out of 48. Conclusion: Stroke is a common problem in Sudanese pediatric patients with sickle cell disease, with a very high frequency of Moyamoya vasculopathy among patients with stroke presentation. The burden of Moyamoya syndrome in Sudanese pediatric patients with sickle cell disease is underestimated due to the cost of the available screening and diagnostic tools.

COVID-19 associated mucormycosis in Assiut University Hospitals: a multidisciplinary dilemma.

Mucormycosis is a life-threatening opportunistic angioinvasive fungal infection. We aimed to describe the frequency, presentations, predictors, and in-hospital outcome of mucormycosis patients in the scope of CoronaVirusDisease-19 (COVID-19) during the third viral pandemic wave. This cross-sectional retrospective study included all patients who fulfilled the criteria of mucormycosis with concurrent confirmed covid19 infection admitted to Assuit University Hospital between March 2021 and July 2021. Overall, 433 patients with definite covid-19 infection, of which 33 (7.63%) participants were infected with mucormycosis. Mucormycosis was predominantly seen in males (21 vs. 12; p = 0.01). Diabetes mellitus (35% vs. 63.6%; p < 0.001), hypertension (2% vs.45.5%; p 0.04), and Smoking (26.5% vs. 54.5%; p < 0.001) were all significantly higher in mucormycosis patients. Inflammatory markers, especially E.S.R., were significantly higher in those with mucormycosis (p < 0.001). The dose of steroid intake was significantly higher among patients with mucormycosis (160 mg vs. 40 mg; p < 0.001). Except for only three patients alive by residual infection, 30 patients died. The majority (62%) of patients without mucormycosis were alive. Male sex; Steroid misuse; D.M.; Sustained inflammation; Severe infection were significant risk factors for mucormycosis by univariate analysis; however, D.M.; smoking and raised E.S.R. were predictors for attaining mucormycosis by multivariate analysis.

Knowledge and Attitude of Dentists toward Silver Diamine Fluoride in Saudi Arabia.

INTRODUCTION: Dental caries is managed by two approaches: prevention which focuses on inhibiting the caries progression, and the traditional approach which is treating caries by drilling and filling. Logically, the first approach is more effective. One of the recently marketed preventive methods for preventing and inhibiting the progression of dental caries is silver diamine fluoride (SDF), which is proven to be minimally invasive and cost-effective, SDF has proven to have a significant success rate in caries prevention, especially in the early childhood caries. OBJECTIVE: The study aims to evaluate general practitioners' SDF clinical experience, knowledge, professional behavior, and attitudes. MATERIALS AND METHODS: The study was a cross-sectional study and we utilized a random sampling of Saudi general dental practitioners from different places in the Hail region, KSA. The study was conducted using papered interview and an online questionnaire followed by educating the dentists about SDF. RESULTS: Dentists were asked about SDF, 62.7% answered that they heard about SDF topical application, but the dentists who answered all questions correctly are only 14.89% with no statistically significant difference among gender, age, or sector. CONCLUSION: This study had several limitations. It only included the dental GPA in the Hail region, Saudi Arabia. As is the case with all surveys, only a limited number of questions could be asked. Thus, the information to be obtained is also limited. Future research should therefore include other questions to clarify other aspects which we could not explore in this research. HOW TO CITE THIS ARTICLE: Alshammari AF, Alenzi RH, Alanezi AA, et al. Knowledge and Attitude of Dentists toward Silver Diamine Fluoride in Saudi Arabia. Int J Clin Pediatr Dent 2021;14(5):662-665.

A Clinical Evaluation of Circulating MiR-106a and Raf-1 as Breast Cancer Diagnostic and Prognostic Markers.

OBJECTIVE: MicroRNAs (MiRNAs) regulate mammalian cell growth, differentiation, and apoptosis by altering the expression of other genes and serve multiple roles in tumorigenesis and progression. Proto-oncogene serine/threonine-protein kinase (RAF-1) functions as a part of the MAPK/ERK signal transduction pathway. The present study aim was to prospectively evaluate MicroRNA 106a (MiR-106a) and RAF-1 as a diagnostic and prognostic factor in early prediction of breast cancer (BC), recurrence and early detection of distant metastasis as well as to analyses the statistical correlation between MiR-106a and RAF-1 levels and clinical-pathological parameters including tumor size, lymph node, histological type and grading. METHODS: Sera and plasma of 30 normal women and 50 women with breast carcinoma were assayed for MiR-106a by RT-qPCR as well as levels of Hb, WBCs and platelets count and RAF-1 by solid phase enzyme-linked immunosorbent assay (ELISA). RESULTS: The patients' characteristics, they were classified according to grade into 8% grade I, 66% grade II, 22% grade III and 4% grade IV. The stages were classified according to the TNM system as stage II was the highest percentage 66%, while the lowest percentage was 10% for stage I and 24% for stage III. Also, Hb% and RAF-1 levels were significantly decreased in breast cancer patients as compared with healthy control. On the other hand, MiRNA-106a gene expression was non-significantly increased in positive lymph node metastasis patients (FC=3.66) when compared to patients with negative lymph node metastasis (FC=3.51). In addition, MiR-106a was significantly up-regulated in breast cancer patients with a fold of change 3.63 when compared to control samples. CONCLUSION: Expression of MiR-106a gene can be used as a diagnostic and prognostic noninvasive biomarker which can stimulates breast cancer cell invasion and proliferation through downregulation of Raf-1 levels.
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