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Objectives@#This paper proposes a method for computer-assisted diagnosis of coronavirus disease 2019 (COVID-19) through chest X-ray imaging using a deep learning model without writing a single line of code using the Konstanz Information Miner (KNIME) analytics platform. @*Methods@#We obtained 155 samples of posteroanterior chest X-ray images from COVID-19 open dataset repositories to develop a classification model using a simple convolutional neural network (CNN). All of the images contained diagnostic information for COVID-19 and other diseases. The model would classify whether a patient was infected with COVID-19 or not. Eighty percent of the images were used for model training, and the rest were used for testing. The graphic user interface-based programming in the KNIME enabled class label annotation, data preprocessing, CNN model training and testing, performance evaluation, and so on. @*Results@#1,000 epochs training were performed to test the simple CNN model. The lower and upper bounds of positive predictive value (precision), sensitivity (recall), specificity, and f-measure are 92.3% and 94.4%. Both bounds of the model’s accuracies were equal to 93.5% and 96.6% of the area under the receiver operating characteristic curve for the test set. @*Conclusions@#In this study, a researcher who does not have basic knowledge of python programming successfully performed deep learning analysis of chest x-ray image dataset using the KNIME independently. The KNIME will reduce the time spent and lower the threshold for deep learning research applied to healthcare.
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Type II mucopolysaccharidosis (MPS II) commonly known as Hunter syndrome, is a rare X-linked lysosomal storage disorder caused by iduronate-2-sulfatase deficiency, which in turn causes otorhinolaryngological manifestations, including sensorineural hearing loss (SNHL). Previously, the median survival age of patients with MPS was approximately 13.4 years. However, in the era of enzyme replacement therapy and other multidisciplinary care modalities, the life expectancy has increased. Herein, we report a rare case of an adolescent with MPS II who underwent SNHL treatment with cochlear implantation (CI). Based on unexpected findings of mastoid emissary veins and overgrowth of the vessels around the temporal bone, CI was performed using the transmeatal approach instead of the conventional transmastoid method, to avoid damage to the vessels. The average hearing threshold after CI was 35 dB and no surgical complications were encountered. Adolescent MPS II may present vessel abnormalities, which can reduce the success rate of surgery. In patients with MPS II with SNHL, CI should be performed under careful monitoring of vessel overgrowth. Moreover, with regard to feasibility of CI in adolescent patients with MPS II with SNHL, surgical techniques such as the transmeatal approach should be selected based on adequate assessment of the case.
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Malakoplakia is usually found in the genitourinary tract; however, it occurs uncommonly as a chronic inflammatory disease and rarely in the head and neck area, having been reported in the literature only few times. Here, we report, with a review of the related literature, a case of malakoplakia on the posterior neck. A 76-year-old male patient visited our institution presenting a rapidly growing neck mass that had invaded the overlying skin for several weeks. The results of imaging studies strongly indicated a malignant tumor, but an accurate diagnosis was not made until after a fine needle aspiration biopsy was undertaken twice. The lesion was completely excised with an extended radical neck dissection including the overlying skin and scalene muscle upon consent of the patient. The pathological diagnosis was made with various immunohistochemical staining methods including Von Kossa, Periodic acid-Schiff-diastase, CD-68 and CD163. During the 24 months follow-up after the surgery, there was no sign of recurrence.
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Idoso , Humanos , Masculino , Biópsia , Biópsia por Agulha Fina , Diagnóstico , Seguimentos , Cabeça , Doenças Linfáticas , Malacoplasia , Esvaziamento Cervical , Pescoço , Recidiva , PeleRESUMO
Malakoplakia is usually found in the genitourinary tract; however, it occurs uncommonly as a chronic inflammatory disease and rarely in the head and neck area, having been reported in the literature only few times. Here, we report, with a review of the related literature, a case of malakoplakia on the posterior neck. A 76-year-old male patient visited our institution presenting a rapidly growing neck mass that had invaded the overlying skin for several weeks. The results of imaging studies strongly indicated a malignant tumor, but an accurate diagnosis was not made until after a fine needle aspiration biopsy was undertaken twice. The lesion was completely excised with an extended radical neck dissection including the overlying skin and scalene muscle upon consent of the patient. The pathological diagnosis was made with various immunohistochemical staining methods including Von Kossa, Periodic acid-Schiff-diastase, CD-68 and CD163. During the 24 months follow-up after the surgery, there was no sign of recurrence.
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BACKGROUND AND OBJECTIVES: In recent years, surgical imaging has become important for legal and educational purposes. Significant improvements can be made from the surgeon's point of view in recording surgical procedures, particularly with respect to the action camera with high-definition video recordings. For otolaryngologic surgery, the surgical view is narrow, and there is a limit to proper imaging using the existing lens of the action camera. Therefore, we aimed to find out if we could obtain surgical images through simple modification of action camera. MATERIALS AND METHOD: The action camera was modified to match the surgical field. We selected a suitable lens for otolaryngology surgery using a calculation formula. The action camera was simply modified according to the design. The modified action camera can be mounted on the surgeon's head or the surgical light. We compared the images taken with the modified action camera and the images taken with the existing camcorder. The modified action camera was able to capture a narrow surgical field for otolaryngologic surgery. RESULTS: Unlike the existing method, we were able to obtain high-quality images using a modified action camera at the first person's viewpoint without auxiliary manpower. The action camera was considerably cost effective compared to other methods of recording surgery. CONCLUSION: The modified action camera allows for high-definition, cost-effective, and firstperson viewpoint for otolaryngologic surgery. The modified action camera allows for detailed videography that can enhance surgical teaching, presentation and patient education materials.
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Educação , Cabeça , Métodos , Otolaringologia , Educação de Pacientes como Assunto , Gravação em VídeoRESUMO
PURPOSE: An enhanced recovery after surgery (ERAS) protocol incorporates up-to-date perioperative care principles; the primary aim in using an ERAS protocol is to reduce issues that delay the recovery and cause the complications. The aim of this study was to compare outcomes associated with head and neck cancer surgery with free-flap reconstruction before and after implementation of an ERAS protocol. METHODS: Outcomes were analyzed by dividing patients into 2 groups: 29 patients in the non-ERAS group and 60 patients in the ERAS group. The ERAS group performed a prospective observational cohort study of patients who underwent a head and neck cancer surgery with free-flap reconstruction in Ajou University Hospital from August 2015 to December 2017. The non-ERAS group retrospectively reviewed the medical records of patients who had undergone the same surgery from August 2012 to July 2015. RESULTS: Demographics, comorbidities, hospital length of stay (LOS), postoperative complications, starting time of rehabilitation, and postoperative periods before radiotherapy for the non-ERAS and ERAS groups were compared. Hospital LOS was significantly lower for patients whose care followed the ERAS protocol than for patients in the non-ERAS group (30.87 ± 20.72 days vs. 59.66 ± 40.43 days, P < 0.0001). CONCLUSION: In this study, hospital LOS was reduced through fast recovery after the implementation of the ERAS protocol. Therefore, the ERAS protocol appeared feasible and safe in head and neck cancer surgery with free-flap reconstruction.
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Humanos , Estudos de Coortes , Comorbidade , Demografia , Retalhos de Tecido Biológico , Neoplasias de Cabeça e Pescoço , Cabeça , Tempo de Internação , Prontuários Médicos , Assistência Perioperatória , Cuidados Pós-Operatórios , Complicações Pós-Operatórias , Período Pós-Operatório , Estudos Prospectivos , Radioterapia , Radioterapia Adjuvante , Reabilitação , Estudos RetrospectivosRESUMO
BACKGROUND AND OBJECTIVES: The reconstruction of surgical defects in head and neck cancer patients requires thorough anatomical knowledge and considerable clinical experiences, hence it is a demanding job for un-experienced reconstructive surgeons. We evaluated the appropriateness and the surgical outcome of a one-year experience of head and neck reconstruction carried out in a tertiary hospital setting. SUBJECTS AND METHOD: We performed a retrospective review of the medical records of 73 patients who underwent reconstructive surgery at the Otolaryngology Department and Plastic Surgery from January, 2012 to September, 2016. RESULTS: Twenty-eight of 42 patients underwent free-flap reconstruction, including anterolateral thigh, radial forearm, or fibula free-flap by a head and neck surgeon. The rest of the patients underwent pedicled-flap surgery including pectoralis major or latissimus dorsi myocutanous flap. The mean operation time was 209.5 minutes and an average of 1.2 days intensive care unit- and 37.2 days of hospital stay were required in the free-flap cases. The flap failure happened in three patients, two in free-flap and one in pedicled flap. These surgical outcomes were comparable to those of the plastic surgery patient group. CONCLUSION: The technical appropriacy and acceptable outcome of head and neck reconstruction by head and neck surgeons was proven in this investigation. We propose that reconstructive surgery should be performed by head and neck surgeons as they could reduce operation time or complications because of their familiarity with complex surgical anatomy and early decision making competency.