Preoperative evaluation of visceral pleural invasion in peripheral lung cancer utilizing deep learning technology.

PURPOSE: This study aimed to assess the efficiency of artificial intelligence (AI) in the detection of visceral pleural invasion (VPI) of lung cancer using high-resolution computed tomography (HRCT) images, which is challenging for experts because of its significance in T-classification and lymph node metastasis prediction. METHODS: This retrospective analysis was conducted on preoperative HRCT images of 472 patients with stage I non-small cell lung cancer (NSCLC), focusing on lesions adjacent to the pleura to predict VPI. YOLOv4.0 was utilized for tumor localization, and EfficientNetv2 was applied for VPI prediction with HRCT images meticulously annotated for AI model training and validation. RESULTS: Of the 472 lung cancer cases (500 CT images) studied, the AI algorithm successfully identified tumors, with YOLOv4.0 accurately localizing tumors in 98% of the test images. In the EfficientNet v2-M analysis, the receiver operating characteristic curve exhibited an area under the curve of 0.78. It demonstrated powerful diagnostic performance with a sensitivity, specificity, and precision of 76.4% in VPI prediction. CONCLUSION: AI is a promising tool for improving the diagnostic accuracy of VPI for NSCLC. Furthermore, incorporating AI into the diagnostic workflow is advocated because of its potential to improve the accuracy of preoperative diagnosis and patient outcomes in NSCLC.

Immunoglobulin G4-related disease accompanying a small intestinal ulcer: A case.

Immunoglobulin (Ig)G4-related disease (IgG4-RD) is a systemic condition associated with fibroinflammatory lesions and is characterized by elevated serum IgG4 levels and IgG4-positive cell infiltration into the affected tissues. It has been reported that IgG4-RD affects a variety of organs but uncommonly affects the gastrointestinal tract. In particular, there are few cases of lesions in the small intestine, except for sclerosing mesenteritis, which were mostly diagnosed from surgical specimens. Herein, we describe the case of a 70-year-old man who initially presented with abdominal pain, headache, later cognitive decline, and gait disturbance caused by IgG4-RD. Colonoscopy revealed irregular ulcers in the terminal ileum, and computed tomography of the head showed hypertrophic pachymeningitis. Numerous IgG4-positive cells were detected in the ileal and dural biopsies. We diagnosed the patient with IgG4-RD and started steroid pulse therapy. After initiation of treatment, the symptoms quickly improved. The patient was discharged from the hospital after starting oral prednisolone treatment (30 mg). The dosage was gradually reduced to 10 mg. A follow-up colonoscopy revealed scarring of the ileal ulcers. This case may provide valuable information regarding the endoscopic findings of small intestinal lesions in IgG4-RD.

[A case of granulomatosis with polyangiitis with Crohn's disease-like findings].

A 22-year-old woman who was diagnosed with Crohn's disease experienced diarrhea and bloody stool. She was suspected of have aggravated Crohn's disease and was transferred to our hospital. Upper gastrointestinal endoscopy revealed multiple esophageal ulcers and erosive gastritis, while colonoscopy revealed multiple ulcers in the rectum to the sigmoid colon. Initially, the evidence suggested that the Crohn's disease had worsened, and consequently, prednisolone (PSL) therapy was initiated. However, the patient's condition was determined to be atypical inflammatory bowel disease, which was indicated by endoscopic findings and skin symptoms and because various test results did not meet the diagnostic criteria for Crohn's disease. As a result, her diagnosis was changed to granulomatosis with polyangiitis. Here, we report a case of granulomatosis with polyangiitis with gastrointestinal symptoms similar to Crohn's disease, both of which have been suggested to involve Th1/Th17 cells.

Biliary tract bleeding with obstructive jaundice after endoscopic ultrasound-guided fine-needle aspiration of a pancreatic head tumor.

BACKGROUND: Endoscopic ultrasound-guided fine-needle aspiration (EUS-FNA) is a safe procedure and extraintestinal bleeding after EUS-FNA is rare. Two cases of biliary tract bleeding after EUS-FNA was reported, but no case of biliary hemorrhage with obstructive jaundice after EUS-FNA of pancreatic head tumor has been reported. We discuss one such case, the pitfalls encountered during EUS-FNA and how they were overcome. CASE PRESENTATION: A 78-year-old man suspected of pancreatic head cancer was introduced to our hospital for pathological examination by EUS-FNA. Because he took antithrombotic drugs, we performed EUS-FNA after withdrawal of the drugs and replacement by heparin. The next day after EUS-FNA, obstructive jaundice was suspected by hematologic examination. Endoscopic retrograde cholangio-pancreatography was carried out and biliary tract bleeding was observed. We diagnosed obstructive jaundice due to hemobilia and inserted an endonasal biliary drainage tube. During the following period, the bleeding stopped and total bilirubin decreased. On the 15th hospital day, he was transferred to another hospital for pre-operative examination. CONCLUSION: Biliary tract bleeding after EUS-FNA is quite rare but endosonographers must appreciate and deal appropriately with this adverse event.