Influence of Data Augmentation Strategies on the Segmentation of Oral Histological Images Using Fully Convolutional Neural Networks.

Segmentation of tumor regions in H &E-stained slides is an important task for a pathologist while diagnosing different types of cancer, including oral squamous cell carcinoma (OSCC). Histological image segmentation is often constrained by the availability of labeled training data since labeling histological images is a highly skilled, complex, and time-consuming task. Thus, data augmentation strategies become essential to train convolutional neural networks models to overcome the overfitting problem when only a few training samples are available. This paper proposes a new data augmentation strategy, named Random Composition Augmentation (RCAug), to train fully convolutional networks (FCN) to segment OSCC tumor regions in H &E-stained histological images. Given the input image and their corresponding label, a pipeline with a random composition of geometric, distortion, color transfer, and generative image transformations is executed on the fly. Experimental evaluations were performed using an FCN-based method to segment OSCC regions through a set of different data augmentation transformations. By using RCAug, we improved the FCN-based segmentation method from 0.51 to 0.81 of intersection-over-union (IOU) in a whole slide image dataset and from 0.65 to 0.69 of IOU in a tissue microarray images dataset.

Cytological aspects of equine oral fibrosarcoma

Background: Although mesenchymal neoplasms are prominent in horses due to the occurrence of sarcoids, other neoplasmsmay occur. Fibrosarcoma in horses is uncommon, notwithstanding, few studies have performed diagnostic techniques. Itis presumed, therefore, that other diagnostic methodologies should be explored. In this sense, fine needle aspiration cytology (FNAC) emerges as an effective, low-cost, and minimally invasive method to identify tumors in these animals. Theobjective of this study was to describe the use of FNAC in the diagnosis of oral fibrosarcoma in horses. Once fibrosarcomais an aggressive tumor, it is important to validate effective techniques for an early diagnosis.Case: A 10-year-old male Quarter Horse was treated, with a clinical complaint of increased volume in the right maxillaryregion. This tumor occupied about » of the hard palate area. Hyporexia, hypodipsia, mild dehydration, and weight losswere observed at clinical examination. Complementary examinations were requested, and an extensive radiolucent masswith an indication of bone involvement was observed on the radiograph. The hemogram revealed normocytic normochromicanemia, in addition to lymphopenia. In the serum biochemistry test, AST (aspartate aminotransferase) and creatinine wereslightly increased. FNAC showed a malignant mesenchymal neoplasm, possibly fibrosarcoma. Due to its clinical worsening and lack of response to supportive treatment, humanitarian euthanasia was performed. Finally, a histopathologicalexamination confirmed the oral fibrosarcoma suggested by FNAC.Discussion: The early diagnosis of neoplasms is important for its correct treatment, as well as the prognosis. In this way,the combined use of complementary tests helps in the resolution of the case. FNAC is still little used in the examinationroutine in horses. In the present report, this test demonstrated efficacy since it revealed mesenchymal cells compatible withfibroblasts...(AU)

Cytological aspects of equine oral fibrosarcoma

Background: Although mesenchymal neoplasms are prominent in horses due to the occurrence of sarcoids, other neoplasmsmay occur. Fibrosarcoma in horses is uncommon, notwithstanding, few studies have performed diagnostic techniques. Itis presumed, therefore, that other diagnostic methodologies should be explored. In this sense, fine needle aspiration cytology (FNAC) emerges as an effective, low-cost, and minimally invasive method to identify tumors in these animals. Theobjective of this study was to describe the use of FNAC in the diagnosis of oral fibrosarcoma in horses. Once fibrosarcomais an aggressive tumor, it is important to validate effective techniques for an early diagnosis.Case: A 10-year-old male Quarter Horse was treated, with a clinical complaint of increased volume in the right maxillaryregion. This tumor occupied about » of the hard palate area. Hyporexia, hypodipsia, mild dehydration, and weight losswere observed at clinical examination. Complementary examinations were requested, and an extensive radiolucent masswith an indication of bone involvement was observed on the radiograph. The hemogram revealed normocytic normochromicanemia, in addition to lymphopenia. In the serum biochemistry test, AST (aspartate aminotransferase) and creatinine wereslightly increased. FNAC showed a malignant mesenchymal neoplasm, possibly fibrosarcoma. Due to its clinical worsening and lack of response to supportive treatment, humanitarian euthanasia was performed. Finally, a histopathologicalexamination confirmed the oral fibrosarcoma suggested by FNAC.Discussion: The early diagnosis of neoplasms is important for its correct treatment, as well as the prognosis. In this way,the combined use of complementary tests helps in the resolution of the case. FNAC is still little used in the examinationroutine in horses. In the present report, this test demonstrated efficacy since it revealed mesenchymal cells compatible withfibroblasts...

Oral Mucosa Model for Electrochemotherapy Treatment of Dog Mouth Cancer: Ex Vivo, In Silico, and In Vivo Experiments.

Electrochemotherapy (EQT) is a local cancer treatment well established to cutaneous and subcutaneous tumors. Electric fields are applied to biological tissue in order to improve membrane permeability for cytotoxic drugs. This phenomenon is called electroporation or electropermeabilization. Studies have reported that tissue conductivity is electric field dependent. Electroporation numerical models of biological tissues are essential in treatment planning. Tumors of the mouth are very common in dogs. Inadequate EQT treatment of oral tumor may be caused by significant anatomic variations between dogs and tumor position. Numerical models of oral mucosa and tumor allow the treatment planning and optimization of electrodes for each patient. In this work, oral mucosa conductivity during electroporation was characterized by measuring applied voltage and current of ex vivo rats. This electroporation model was used with a spontaneous canine oral melanoma. The model outcomes of oral tumor EQT is applied in different parts of the oral cavity including near bones and the hard palate. The numerical modeling for treatment planning will help the development of new electrodes and increase the EQT effectiveness.

Canine oral osteocartilaginous malignant amelanotic melanoma with pulmonary metastasis

Background: Melanomas are typically malignant neoplasms commonly observed in the oral cavity of dogs. The classical presentation of melanomas with characteristic melanin pigmentation is easy to diagnose; however, in some cases, the lack of melanin production in the amelanotic oral tumors cause a delay in establishing the precocious diagnosis and consequent treatment. The aim of this report was to evaluate the histopathological and immunohistochemical aspects of an oral amelanotic melanoma with osteocartilaginous formation and metastasis in a dog, in a temporal way.Case: A 10-year-old male German Shepherd dog, presenting mouth bleeding with an amelanotic melanoma located between the upper incisors was received at the Veterinary Hospital of the Catholic University Dom Bosco (UCDB), Campo Grande, MS, Brazil. The animal was clinically evaluated and radiography was performed. The tumor was surgically removed and a sample was collected for histopathological examination that revealed spindloid and some epithelioid morphological cell types surrounded by a fibromatous matrix with moderate amounts of fibrovascular stroma. Approximately 1 month after surgical removal, recovery of the tumor was observed, and a second clinical analysis and collection of sample were performed. These procedures were repeated three times showing the same histopathological characteristics added by myxoid, chondroid, fibromatous tissue, and small groups of chondrocytes as well as central areas of irregular mineralized spicules. X-ray examination revealed proliferative and lytic bone infiltration in the jaw. Immunohistochemical analysis for melanocytic differentiation markers was performed showing positivity to Melan-A, tyrosinase and HMB-45 immunoreactivity, while no S100 reactivity was detected. After 11 months of the first biopsy, pleural effusion and radiopaque disseminated nodules of 1cm in the lungs were detected by X-ray. The animal died and necropsy was conducted.[...](AU)

Canine oral osteocartilaginous malignant amelanotic melanoma with pulmonary metastasis

Background: Melanomas are typically malignant neoplasms commonly observed in the oral cavity of dogs. The classical presentation of melanomas with characteristic melanin pigmentation is easy to diagnose; however, in some cases, the lack of melanin production in the amelanotic oral tumors cause a delay in establishing the precocious diagnosis and consequent treatment. The aim of this report was to evaluate the histopathological and immunohistochemical aspects of an oral amelanotic melanoma with osteocartilaginous formation and metastasis in a dog, in a temporal way.Case: A 10-year-old male German Shepherd dog, presenting mouth bleeding with an amelanotic melanoma located between the upper incisors was received at the Veterinary Hospital of the Catholic University Dom Bosco (UCDB), Campo Grande, MS, Brazil. The animal was clinically evaluated and radiography was performed. The tumor was surgically removed and a sample was collected for histopathological examination that revealed spindloid and some epithelioid morphological cell types surrounded by a fibromatous matrix with moderate amounts of fibrovascular stroma. Approximately 1 month after surgical removal, recovery of the tumor was observed, and a second clinical analysis and collection of sample were performed. These procedures were repeated three times showing the same histopathological characteristics added by myxoid, chondroid, fibromatous tissue, and small groups of chondrocytes as well as central areas of irregular mineralized spicules. X-ray examination revealed proliferative and lytic bone infiltration in the jaw. Immunohistochemical analysis for melanocytic differentiation markers was performed showing positivity to Melan-A, tyrosinase and HMB-45 immunoreactivity, while no S100 reactivity was detected. After 11 months of the first biopsy, pleural effusion and radiopaque disseminated nodules of 1cm in the lungs were detected by X-ray. The animal died and necropsy was conducted.[...]

Cytologic features of a feline inductive odontogenic tumor.

The feline inductive odontogenic tumor (FIOT) is a rare entity among oral tumors in cats, the cytologic features of which are not well characterized but may prove useful. A fine-needle aspiration biopsy was performed on the right mandible between the permanent canine (404) and permanent fourth premolar (408) of an 8-month-old female mongrel cat. Cytologic smears showed epithelial cells and occasional spindle cells with extracellular homogenous acidophilic material in a hematic background. The initial diagnosis of benign tumor was confirmed by histopathologic examination of the biopsy specimen. This report describes the cytologic findings in a case of FIOT.

Rânula congênita: diagnóstico ultrassonográfico antenatal / Congenital ranula: antenatal sonographic diagnosis

Rânula congênita uma rara malformação cística visualizada na cavidade oral. É um pseudocisto habitualmente localizado no espaço sublingual entre o músculo milo-hioideo e a mucosa da língua. Relata-se um caso de gestante de 24 anos, G3P2, com idade gestacional de 29 semanas, encaminhada por conta de polidrâmnio e grande massa de cavidade oral de natureza cística.

A congenital ranula is a rare cystic malformation seen in the oral cavity. This pseudocyst is normally located in the sublingual space between the mylohyoid muscle and the lingual mucosa. A 24-year-old woman, gravida 3, para 2, at 29 weeks' gestation was referred to our institution because of polihydramnios and large oral mass.