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Nat Commun
November 2024
Skin and Endothelium Research Division, Department of Dermatology, Medical University of Vienna, Vienna, Austria.
Head Neck Pathol
October 2024
Faculdade de Odontologia de Piracicaba, Universidade de Campinas (FOP-UNICAMP), Piracicaba, São Paulo, Brazil.
Objective: This study aimed to implement and evaluate a Deep Convolutional Neural Network for classifying myofibroblastic lesions into benign and malignant categories based on patch-based images.
Methods: A Residual Neural Network (ResNet50) model, pre-trained with weights from ImageNet, was fine-tuned to classify a cohort of 20 patients (11 benign and 9 malignant cases). Following annotation of tumor regions, the whole-slide images (WSIs) were fragmented into smaller patches (224 × 224 pixels).
Indian J Otolaryngol Head Neck Surg
October 2024
Oral Pathology, Department of Stomatology, Public Oral Health, and Forensic Dentistry, Ribeirão Preto Dental School (FORP/USP), University of São Paulo, Av Do Café, S/n Campus USP, Ribeirão Preto, São Paulo, CEP: 14040-904 Brazil.
Myofibroma is a rare benign mesenchymal tumor that frequently affects the pediatric population with a predilection for the head and neck region. About 10% of myofibroma cases, presenting atypical features, can be misinterpreted as low-grade myofibroblastic sarcoma (LGMS), with therapeutic and prognostic impact. Here, we report two pediatric cases of benign myofibroblastic tumors, one of them showing typical characteristics of myofibroma, the other was an atypical myofibroma, which initially mimicked low-grade myofibroblastic sarcoma.
View Article and Find Full Text PDFIndian J Otolaryngol Head Neck Surg
October 2024
Department of Otolaryngology, Head and Neck Surgery, 940th Hospital of the Joint Logistics Support Force of the Chinese People's Liberation Army, Lanzhou, China.
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