Classification of Diffuse Glioma Subtype from Clinical-Grade Pathological Images Using Deep Transfer Learning.

Diffuse gliomas are the most common primary brain tumors and they vary considerably in their morphology, location, genetic alterations, and response to therapy. In 2016, the World Health Organization (WHO) provided new guidelines for making an integrated diagnosis that incorporates both morphologic and molecular features to diffuse gliomas. In this study, we demonstrate how deep learning approaches can be used for an automatic classification of glioma subtypes and grading using whole-slide images that were obtained from routine clinical practice. A deep transfer learning method using the ResNet50V2 model was trained to classify subtypes and grades of diffuse gliomas according to the WHO's new 2016 classification. The balanced accuracy of the diffuse glioma subtype classification model with majority voting was 0.8727. These results highlight an emerging role of deep learning in the future practice of pathologic diagnosis.

Endotine Midface for Soft Tissue Suspension in Zygoma Fracture.

Treatment of zygomatic fractures necessitates dissection beneath the soft tissues of the cheek. Inadequate resuspension may lead to deformities, including cheek ptosis, lower lid ectropion, and lateral canthal dystopia. The authors present their experience using a biodegradable suspension device for cheek flap resuspension. Patients who received open reduction for unilateral zygomatic fracture between January, 2006 and December, 2013 at a single center were included in the study. Patients could choose whether or not to have Endotine midface inserted. Patients rated satisfaction on facial symmetry. Computed tomography (CT) at 15 months was assessed for soft tissue thickness at the level of the midpoint of the nasolabial fold on each side. Photographs at 15 months were viewed by 3 blinded plastic surgeons and rated for cheek drooping. The results for all 3 parameters were compared between the Endotine group and the control group. A total of 83 patients were included (43 in the Endotine group and 39 in the control group). Patient satisfaction scores were statistically higher (P = 0.03) in the Endotine group (3.70 ±â€Š0.76) than the control group (2.85 ±â€Š0.96). Computed tomography soft tissue thickness score ratio between affected and unaffected side was significantly lower (P < 0.001) in the Endotine group than the ratio in the control group. Photography evaluation score difference between affected and unaffected side for the Endotine group (0.70 ±â€Š0.77) was significantly (P = 0.041) smaller than the control group (1.92 ±â€Š1.24). Endotine midface is easy to apply and effective in repositioning the elevated cheek flap in zygomatic fracture patients.

Reconstruction of Orbital Wall Fractures with a Combination of Resorbable Plates and Antibiotic-Impregnated Collagen Sheets.

(1) Background: Orbital wall fractures are common in maxillofacial trauma, and artificial implants are often used for reconstruction. However, there has always been concern about infection because implants are directly exposed to the airway. This study was conducted to determine the effectiveness of a combination of resorbable plates and antibiotic-impregnated collagen sheets in reconstructions of orbital fractures and to determine whether it had an effect in reducing postoperative antibiotic use. (2) Methods: The retrospective study was conducted on 195 patients who underwent orbital wall reconstruction from March 2019 to August 2022. The 176 patients in the control group underwent reconstruction using only resorbable plates and were administered postoperative antibiotics for 5 to 7 days. On the other hand, the 19 patients in the experimental group underwent reconstruction using a combination of resorbable plates and antibiotic-impregnated collagen sheets and only received antibiotics once before surgery. The occurrence of ocular complications, the length of hospitalization, the infection incidence rate, and the adverse effects of antibiotics were investigated. (3) Results: significant ocular complications were observed in the experimental group during a follow-up period of more than 1 year. Regarding postoperative infections, there were two cases of infection in the control group (infection rate: 1.14%), while no infection was found in the experimental group. The hospitalization period of the experimental group was significantly shorter than that of the control group (p < 0.01), and the incidence of total adverse effects of antibiotics, especially nausea, was lower in the experimental group (p = 0.02). (4) Conclusions: The combined use of resorbable plates and antibiotic-impregnated collagen sheets allows effective orbital wall reconstruction without infection, with a shorter hospital stay, and with fewer antibiotic adverse effects.