Application of convolutional neural networks for distal radio-ulnar fracture detection on plain radiographs in the emergency room

Objective@#Recent studies have suggested that deep-learning models can satisfactorily assist in fracture diagnosis. We aimed to evaluate the performance of two of such models in wrist fracture detection. @*Methods@#We collected image data of patients who visited with wrist trauma at the emergency department. A dataset extracted from January 2018 to May 2020 was split into training (90%) and test (10%) datasets, and two types of convolutional neural networks (i.e., DenseNet-161 and ResNet-152) were trained to detect wrist fractures. Gradient-weighted class activation mapping was used to highlight the regions of radiograph scans that contributed to the decision of the model. Performance of the convolutional neural network models was evaluated using the area under the receiver operating characteristic curve. @*Results@#For model training, we used 4,551 radiographs from 798 patients and 4,443 radiographs from 1,481 patients with and without fractures, respectively. The remaining 10% (300 radiographs from 100 patients with fractures and 690 radiographs from 230 patients without fractures) was used as a test dataset. The sensitivity, specificity, positive predictive value, negative predictive value, and accuracy of DenseNet-161 and ResNet-152 in the test dataset were 90.3%, 90.3%, 80.3%, 95.6%, and 90.3% and 88.6%, 88.4%, 76.9%, 94.7%, and 88.5%, respectively. The area under the receiver operating characteristic curves of DenseNet-161 and ResNet-152 for wrist fracture detection were 0.962 and 0.947, respectively. @*Conclusion@#We demonstrated that DenseNet-161 and ResNet-152 models could help detect wrist fractures in the emergency room with satisfactory performance.

Application of convolutional neural networks for distal radio-ulnar fracture detection on plain radiographs in the emergency room

Objective@#Recent studies have suggested that deep-learning models can satisfactorily assist in fracture diagnosis. We aimed to evaluate the performance of two of such models in wrist fracture detection. @*Methods@#We collected image data of patients who visited with wrist trauma at the emergency department. A dataset extracted from January 2018 to May 2020 was split into training (90%) and test (10%) datasets, and two types of convolutional neural networks (i.e., DenseNet-161 and ResNet-152) were trained to detect wrist fractures. Gradient-weighted class activation mapping was used to highlight the regions of radiograph scans that contributed to the decision of the model. Performance of the convolutional neural network models was evaluated using the area under the receiver operating characteristic curve. @*Results@#For model training, we used 4,551 radiographs from 798 patients and 4,443 radiographs from 1,481 patients with and without fractures, respectively. The remaining 10% (300 radiographs from 100 patients with fractures and 690 radiographs from 230 patients without fractures) was used as a test dataset. The sensitivity, specificity, positive predictive value, negative predictive value, and accuracy of DenseNet-161 and ResNet-152 in the test dataset were 90.3%, 90.3%, 80.3%, 95.6%, and 90.3% and 88.6%, 88.4%, 76.9%, 94.7%, and 88.5%, respectively. The area under the receiver operating characteristic curves of DenseNet-161 and ResNet-152 for wrist fracture detection were 0.962 and 0.947, respectively. @*Conclusion@#We demonstrated that DenseNet-161 and ResNet-152 models could help detect wrist fractures in the emergency room with satisfactory performance.

A case of clopidogrel induced neutropenia / 대한내과학회지

Clopidogrel is an oral agent that blocks ADP receptor-mediated platelet aggregation. Clopidogrel along with aspirin was shown by the CURE trial to result in a 20% relative reduction of cardiovascular death, myocardial infarction or stroke. Ticlopidine has been shown to reduce the incidence of stent thrombosis compared with warfarin, but it may cause serious hematological side effects. However, the reported neutropenia has been similar to clopidogrel and aspirin treatment groups (0.01 vs 0.17%, respectively) with corresponding rates (0.05 vs 0.04%, respectively) of severe neutropenia. We treated a 72-year-old female patient with severe neutropenia who underwent percutaneous coronary intervention with drug-eluting stent placement and had no neutrophils in the peripheral blood at 11 days after clopidogrel use. Therefore, clinicians should be alerted to the possibility of severe neutropenia with clopidogrel treatment.

A Case of Huge Anal Fibroepithelial Polyp with HemorrhoidsMisdiagnosed as Anal Cancer / 대한소화기내시경학회지

The anal fibroepithelial polyps are well-known polypoid conditions histologically consisting of connective tissue response resulting from local irritation, which is closely associated with hemorrhoids. As previously reported, the size of the polyps ranged from 3 to 19 mm, average 9 mm. A 60-year-old women was admitted complaining of anal bleeding and constipation. Colonoscopy revealed a 3.0 2.5 cm sized, subpedunculated polyp on the dendate line. We removed the polyp by per anal local excision due to its hard stalk after failure of colonoscopic removal. The histologic examination was showed mature stratified squamous epithelium with hyalinized vascular changes. We report a case of huge and hard anal fibroepithelial polyp with hemorroids misdignosed as cancer.

A Case of Esophageal Tuberculous Abscess / 대한소화기내시경학회지

Primary esophageal involvement by tuberculosis is rare. Clinical symptoms are variable and nonspecific in which dysphagia is the most common presenting symptom. Endoscopic findings are also diverse and nonspecific and ulcerative form is a common manifestation. For a definite diagnosis, Endoscopic biopsies are useful but typical granuloma is seen in approximately 50% of cases and acid-fast bacilli are demonstrated in less than 25% of patients. Fine needle aspiration cytology and polymerase chain reaction are helpful for diagnosis. A 54-year-old man was presented with throat discomport. Endoscopy demonstrated hematoma like lesion with pus discharge from ulceration in the proximal esophagus. Esophageal tuberculosis was confirmed based on the biopsy and culture results, and he was treated with antituberculous medications. At the follow-up endoscopy, 6 months later, previous lesion was completely healed to scar.

A Case of Hepatic Angiosarcoma Presenting as Submucosal Tumor Resulting from Gastric Invasion / 대한소화기내시경학회지

Angiosarcoma accounts for 1% of all soft tissue sarcoma. Common sites of occurrence include the skin, breast, soft tissue, and liver. It metastasizes to the lungs, bone, and spleen. The cause of hepatic angiosarcoma in the 60% of cases is unknown, although specific risk factors such as vinyl chloride, arsenic, thorotrast and external-beam irradiation have been identified. Since 1986, about eight cases of hepatic angiosarcoma have been reported in Korea, but it had not been reported in which the hepatic angiosarcoma invaded to the stomach, yet. So we report a case of histopathologically confirmed primary hepatic angiosarcoma with gastric involvement. In this case, a sixtythree-year-old female was presented with indigestion and epigastric soreness for 1 year. Endoscopic examination of the stomach revealed a submucosal tumor-like protruding mass from the antrum to angle. The mucosal surface showed severe hyperemia and shallow ulcerative change was seen. Endoscopic biopsy and percutaneous liver biopsy confirmed the diagnosis of hepatic angiosarcoma invading the gastric wall.

A Case of Boerhaave's Syndrome after Bowel Preparation with Polyethylene Glycol / 대한소화기내시경학회지

Polyethylene glycol (Colyte(R)) electrolyte lavage solution is widely used for bowel preparataion before colonoscopy and surgery. The minor complications associated with PEG solution, i.e., nausea and bloating have been reported on. However, major complications such as PEG electrolyte lavage solution-induced Mallory-Weiss tear, esophageal rupture, asystole and aspiration have rarely been reported on. Spontaneous rupture of the esophagus (Boerhaave's syndrome) is a very rare disease and it is often diagnosed late or it is misdiagnosed because of the atypical clinical symptoms. Its mortality increases proportionally to the time between esophageal rupture and treatment. It can cause a fatal outcome unless it is treated early. We authors report here on a case of spontaneous esophageal rupture after bowel preparation with polyethylene glycol.

Immune hemolytic anemia secondary to ABO minor incompatibility in renal recipients / 대한내과학회지

BACKGROUND: Immune hemolysis secondary to ABO minor incompatibility is a rare graft versus host disease in renal recipients, secondary to anti-ABO antibody produced by lymphocytes of donor origin that reacts against recipient RBCs. METHODS: To investigate the incidence and clinical features of immune hemolysis secondary to ABO minor incompatibility in renal allograft recipients, clinical records of 358 renal transplantation performed in Maryknoll Hospital since 1991 were analyzed retrospectively. RESULTS: Fifty four (15%) of 358 renal transplants were ABO minor incompatible. Immune hemolysis secondary to anti-ABO antibody developed in 5 (9.2%) of 54 ABO minor incompatible renal transplant recipients. Immune hemolysis occurred in 3 (13.6%) patients among 22 allografts from blood type O donor to A recipients and 2 (10%) patients among 20 from blood type O donor to B recipients. All 5 patients received cyclosporin with prednisolone, and MMF was administered to one patient additionally. Immune hemolysis developed on 14+/-3 days after renal transplantation and lasted for about 10+/-3 days. The maximum reduction of hemoglobin was 3.3+/-1.0 g/dL. All patients required donor type (blood type O) washed RBCs transfusion (5.0+/-2.6 units per patient) and plasmapheresis were performed in 3 patients (4.0+/-1.0 per patient). All patients recovered without deterioration of graft function. Age, number of HLA mismatch, creatinine at 1 year after transplantation, frequency of acute rejection and serum cyclosporin level during first 2 weeks were not significantly different between hemolysis group (N=5) and non-hemolysis group (N=49). Living unrelated transplantation is associated with increased incidence of immune hemolysis compared with living related transplantation (p<0.01). CONCLUSION: Although immune hemolysis secondary to ABO minor incompatibility is uncommon, we experienced cases with marked reduction of hemoglobin that required a large amount of transfusion. Therefore, this type of immune hemolysis needs to be considered as a differential diagnosis of posttransplant hemolysis. As our center routinely performs donor specific transfusion (DST), the incidence may be higher than that of other centers where DST is not usually given.

A Case of Giant Mesenteric Hemangioma with involvement of the mucosa of duodenum and pancreatic parenchyme / 대한내과학회지

A giant mesenteric hemangioma with small intestinal involvement was rarely found as the cause of recurrent gastrointestinal bleeding. Enteric hemangiomas account for 7~10% of all benign tumors of the small intestine and the jejunum is the most common location. A 52-year-old man was admitted with recurrent melena for 4 years. Submucosal tumor like elevated lesion was found at just distal Ampulla of Vater. This lesion was seen woozing type bleeding. For evaluation of bleeding focus, mesenteric angiogram was done. A mesenteric angiogram revealed normal gastro-duodenal, superior and inferior mesenteric arteries. Whole abdominal computed tomography revealed low- density lesion at distal to duodenal 2nd portion. To prevent further recurrent bleeding, Whipple's operation was done. The histologic diagnosis of the lesion was a giant mesenteric hemangioma of mesentery with involvement of the mucosa of duodenum and pancreatic parenchyme.