Using Transfer Learning of Convolutional Neural Network on Neck Radiographs to Identify Acute Epiglottitis.

Acute epiglottitis (AE) is a life-threatening condition and needs to be recognized timely. Diagnosis of AE with a lateral neck radiograph yields poor reliability and sensitivity. Convolutional neural networks (CNN) are powerful tools to assist the analysis of medical images. This study aimed to develop an artificial intelligence model using CNN-based transfer learning to identify AE in lateral neck radiographs. All cases in this study are from two hospitals, a medical center, and a local teaching hospital in Taiwan. In this retrospective study, we collected 251 lateral neck radiographs of patients with AE and 936 individuals without AE. Neck radiographs obtained from patients without and with AE were used as the input for model transfer learning in a pre-trained CNN including Inception V3, Densenet201, Resnet101, VGG19, and Inception V2 to select the optimal model. We used five-fold cross-validation to estimate the performance of the selected model. The confusion matrix of the final model was analyzed. We found that Inception V3 yielded the best results as the optimal model among all pre-train models. Based on the average value of the fivefold cross-validation, the confusion metrics were obtained: accuracy = 0.92, precision = 0.94, recall = 0.90, and area under the curve (AUC) = 0.96. Using the Inception V3-based model can provide an excellent performance to identify AE based on radiographic images. We suggest using the CNN-based model which can offer a non-invasive, accurate, and fast diagnostic method for AE in the future.

Epiglottitis. / Epiglottitt.

BACKGROUND: Acute epiglottitis in adults is a rare, potentially life-threatening condition caused by a bacterial infection in the epiglottis. Typical symptoms are fever, sore throat, and respiratory distress caused by upper airway obstruction. Proper treatment is needed for a good outcome. CASE PRESENTATION: We here present a 54-year-old female patient with acute epiglottitis. Her airway was secured by endotracheal intubation and she received antimicrobial therapy. She developed an abscess around the epiglottis that needed surgical drainage and tracheotomy. However, she fully recovered after nine days in hospital. INTERPRETATION: Acute epiglottitis in adults is a potentially life-threatening condition. The prognosis is good with proper treatment including selective airway intervention, antimicrobial therapy, and close monitoring.

Influenza A-Associated Epiglottitis and Compensatory Pursed Lip Breathing in an Infant.

The last 3 decades have seen a shift in the epidemiology of epiglottitis. Epiglottitis was once most commonly associated with Haemophilus influenzae type B. However, with the implementation of the H. influenzae type B vaccine in 1985, the incidence has drastically declined. There are now new emerging pathogens-bacteria, viruses, and fungi-causing epiglottitis. Here, we report the first case of epiglottitis secondary to influenza A in a former full-term, vaccinated infant who presented with cough, fever, stridor, pursed lip breathing, and progressive respiratory distress and eventual respiratory failure. This case highlights the presentation and clinical course of epiglottitis and describes a rare clinical feature, pursed lip breathing, in an infant.

Epiglottic abscess as a complication of acute epiglottitis.

OBJECTIVE: An epiglottic abscess is considered a life-threatening medical situation that can cause death by obstruction the upper airways. We describe a 58-year-old man who presented to our hospital with sore throat, dysphagia and dysphonia. MATERIALS AND METHODS: A fiberoptic laryngoscope (FOL) demonstrated beefy red edematous epiglottis with edema extending from the base of the tongue to the aryepiglottic folds and arytenoids. CT scan showed multiple air bubbles inside the swollen epiglottis, in keeping with the diagnosis of necrotizing epiglottic abscess. RESULTS: Under local anesthesia we performed puncture of the abscess at the tip of the epiglottis. He was dismissed 5days from his admission to the hospital after an improvement was noticed in his epiglottis. CONCLUSION: Treatment consists of airway management if needed under anesthesia and draining of the abscess. An IV antibiotics plus corticosteroids should be administrated the moment a suspicion of epiglottitis is present.

Use of bedside sonography for diagnosing acute epiglottitis in the emergency department: a preliminary study.

OBJECTIVES: The purpose of this study was to investigate the ability of sonography to identify acute epiglottitis in the emergency department. METHODS: Fifteen patients with a final diagnosis of acute epiglottitis from indirect laryngoscopy by an otolaryngologist were enrolled in the study. To compare the normal epiglottis and acute epiglottitis, 15 healthy volunteers were assigned to a control group. The sonographic appearances of the epiglottitis and the pre-epiglottic space were recorded. The anteroposterior diameter of the epiglottis at the midpoint and both edges in a transverse view was measured in all participants. RESULTS: A statistically significant difference (P < .001) was observed in the anteroposterior diameter of the epiglottis at the midpoint and both lateral edges between the patients and healthy volunteers. However, there was overlap in the ranges for the midpoint but no overlap in both lateral edges between groups. The upper-limit value for the healthy control group was 3.2 mm at both lateral edges, whereas the cutoff values of the right and left edges were 3.7 and 3.6 mm, respectively, according to the lower-limit value for the epiglottitis group. CONCLUSIONS: The anteroposterior diameter of the epiglottis was significantly different between the patients with epiglottitis and the healthy volunteers. Because of this significant difference in the anteroposterior diameter of the epiglottis, sonography can be used as a rapid, noninvasive, and effective diagnostic tool for identifying cases of epiglottitis in the emergency department.

Analysing lateral soft tissue neck radiographs.

A lateral soft tissue neck radiograph is a useful adjunct in diagnosing and managing the patient presenting with upper airway symptoms but is often inadequately reviewed. We present some common findings and robust systems to improve analysis of these radiographs.

Bedside ultrasonography as a safe and effective tool to diagnose acute epiglottitis.

Acute epiglottitis is a true airway emergency in the emergency department (ED). The patient may appear very toxic and rapidly progress to respiratory distress and life-threatening condition. The inflammatory process includes not only epiglottis but also the rest of the supraglottic area including the vallecula, aryepiglottic folds, and arytenoids. Soft tissue swelling over this windpipe area can be very dramatic. The criterion standard of diagnosis is direct inspection of cherry red and swollen epiglottis by laryngoscopy in the operation room with immediate access to anesthetists or ear, nose, and throat specialists. However, before the patients are well prepared, the clinical condition may critically go downhill; and any intention to visualize the throat can result in severe and fatal airway spasm. Thumbprint sign on lateral radiography of neck is typical, but it may be extremely risky to let a patient leave the consulting room for the study if respiratory distress has developed. We demonstrate a safe and practical way to investigate the epiglottis by bedside ultrasonography to visualize the "alphabet P sign" in a longitudinal view through thyrohyoid membrane by emergency physician in the ED.

Sonographic diagnosis of epiglottal enlargement.

The case is presented of epiglottal and pre-epiglottal oedema secondary to infection of the pharyngolaryngeal area. The purpose of this report was to assess the utility of ultrasonography to image epiglottal and pre-epiglottal oedema. Bedside emergency department ultrasonography could be a valuable tool to detect pathological enlargement of the epiglottis. Ultrasonography may be used in unstable patients for diagnosing epiglottitis because it is cheap, rapid, non-invasive and does not aggravate the patient's symptoms.

Traumatic epiglottitis after foreign body ingestion.

Epiglottitis is a rare but life-threatening emergency. The etiology of epiglottitis may be infectious or, less commonly, non-infectious. Causes of non-infectious epiglottitis as reported in the literature include thermal injury, caustic ingestion, and foreign body ingestion. Epiglottitis related to foreign body ingestion has been reported in the literature as an injury due to attempts at retrieval using a blind finger sweep. We report a case of epiglottitis following ingestion and spontaneous expulsion of a bottle cap in a 15-month-old boy.

An infant with fever and stridor.

The clinical spectrum of infectious causes of upper airway obstruction has changed dramatically in the last few decades, especially after the introduction of vaccines against diphtheria and Haemophilus influenzae. Nevertheless, infectious causes of upper airway obstruction remain an important source of morbidity and potential mortality in the pediatric age group. Physicians caring for children need to be cognizant of the clinical presentation of this group of disorders because prompt recognition and early appropriate treatment are lifesaving. Epiglottitis, or supraglottitis as some authors prefer, is a potentially life-threatening bacterial infection of the epiglottis and surrounding tissues, including the aryepiglottic folds, the arytenoids, and the supraglottic larynx. Despite the virtual elimination of invasive H. influenzae type B infection, it is important for physicians caring for children to understand the management issues surrounding patients with supraglottitis to avoid disastrous outcomes. As illustrated in the following case, these children may not always present with classic features of supraglottitis.