A Computer-Assisted Diagnostic Method for Accurate Detection of Early Nondisplaced Fractures of the Femoral Neck.

Nondisplaced femoral neck fractures are sometimes misdiagnosed by radiographs, which may deteriorate into displaced fractures. However, few efficient artificial intelligent methods have been reported. We developed an automatic detection method using deep learning networks to pinpoint femoral neck fractures on radiographs to assist physicians in making an accurate diagnosis in the first place. Our proposed accurate automatic detection method, called the direction-aware fracture-detection network (DAFDNet), consists of two steps, namely region-of-interest (ROI) segmentation and fracture detection. The first step removes the noise region and pinpoints the femoral neck region. The fracture-detection step uses a direction-aware deep learning algorithm to mark the exact femoral neck fracture location in the region detected in the first step. A total of 3840 femoral neck parts in anterior-posterior (AP) pelvis radiographs collected from the China Medical University Hospital database were used to test our method. The simulation results showed that DAFDNet outperformed the U-Net and DenseNet methods in terms of the IOU value, Dice value, and Jaccard value. Our proposed DAFDNet demonstrated over 94.8% accuracy in differentiating non-displaced Garden type I and type II femoral neck fracture cases. Our DAFDNet method outperformed the diagnostic accuracy of general practitioners and orthopedic surgeons in accurately locating Garden type I and type II fracture locations. This study can determine the feasibility of applying artificial intelligence in a clinical setting and how the use of deep learning networks assists physicians in improving correct diagnoses compared to the current traditional orthopedic manual assessments.

Nasotracheal intubation using a flexible lighted stylet.

Nasotracheal intubation is an essential skill for clinicians involved in the care of acutely ill or injured patients. Unfortunately, it has the dangers and difficulties of any blind technique. Although usually performed in the awake patient, nasotracheal intubation has also been used in the apneic patient. Transillumination of the soft tissues of the neck with a lighted stylet has been shown to be a reliable method of orotracheal intubation. The usefulness of a longer, flexible lighted stylet as an aid to nasotracheal intubation in the apneic patient has been examined. Eighty patients, who were paralyzed, apneic, and about to undergo nasotracheal intubation for elective ear, nose, and throat or maxillofacial surgery were randomized to be nasotracheally intubated blindly or with a stylet by an emergency medicine resident or anesthesiologist. Sixty-three percent intubated in the lighted-stylet group and 41% in the blind nasotracheal intubation group were successfully intubated. There were no significant differences in the time needed to intubate or the number of attempts. There were notable differences in the success rates of individual intubators with each technique. Although not statistically significant, our results suggest a useful role for the lighted stylet in nasotracheal intubation in the apneic patient.

Long-term corticosteroid effect on lymphocyte and polymorphonuclear cell function in asthmatics.

The effect of long-term alternate-day steroid administration on lymphocyte and polymorphonuclear cell (PMN) functions was studied in 10 steroid-dependent adult asthmatic patients. The duration of alternate-day prednisone usage ranged from 3 to 12 yr with an average of 6.7 +/- 3.6 yr. Maintenance steroid dosage at the time of study ranged from 20 to 50 mg on alternate days, averaging 31 +/- 8 mg. Prednisone caused marked lymphopenia, suppression of phytohemagglutin (PHA) lymphocyte transformation and PMN adherence 4 hr after ingestion. By 24 hr these measurements returned to normal or higher. These effects appeared at all doses between 20 and 50 mg of prednisone. In contrast, there was no statistically significant suppression of the total leukocyte count, total and active erythrocyte (E) rosette-forming lymphocytes, serum immunoglobulin concentrations, polymorphonuclear cell (PMN) phagocytosis, or delayed skin reactivity. We conclude that the acute effects of prednisone on lymphocyte and PMN function are transient and return to normal levels by 24 hr. The continued administration of beclomethasone dipropionate by inhalation did not interfere with the recovery of the transient leukocyte abnormalities induced by oral prednisone.

The syndrome of hypergammaglobulinemia M, eosinophilia, edema, and fatigue. Immunologic studies and long-term evaluation of two patients.

2 patients with an elevated serum IgM, eosinophilia, nonpitting edema, and fatigue previously reported, were reevaluated. Their clinical course remains relatively benign without evidence of organ damage after 19 patient years of evaluation. Corticosteroid therapy suppresses clinical manifestation, although IgM levels remain elevated. The numbers of T and B cells are normal. T cell function as studied by phytohemagglutinin stimulation of lymphocytes was normal.