Artificial Intelligence in Quantitative Chest Imaging Analysis for Occupational Lung Disease.

Occupational lung disease manifests complex radiologic findings which have long been a challenge for computer-assisted diagnosis (CAD). This journey started in the 1970s when texture analysis was developed and applied to diffuse lung disease. Pneumoconiosis appears on radiography as a combination of small opacities, large opacities, and pleural shadows. The International Labor Organization International Classification of Radiograph of Pneumoconioses has been the main tool used to describe pneumoconioses and is an ideal system that can be adapted for CAD using artificial intelligence (AI). AI includes machine learning which utilizes deep learning or an artificial neural network. This in turn includes a convolutional neural network. The tasks of CAD are systematically described as classification, detection, and segmentation of the target lesions. Alex-net, VGG16, and U-Net are among the most common algorithms used in the development of systems for the diagnosis of diffuse lung disease, including occupational lung disease. We describe the long journey in the pursuit of CAD of pneumoconioses including our recent proposal of a new expert system.

[Efficacy of Laparoscopic Gastrojejunal Bypass for Unresectable Gastric Cancer with Pyloric Stenosis].

In general, gastrojejunal bypass is performed for unresectable gastric cancers with stenosis. It enables patients to take food and be discharged from the hospital earlier. Previously, we used to primarily perform open gastrojejunal bypass; however, recently, we perform laparoscopic gastrojejunal bypass because it is minimally invasive. We evaluated 31 patients who underwent gastrojejunal bypass for unresectable gastric cancer in our department between December 2009 and December 2019. We retrospectively compared the laparoscopic surgery group(n=7)with the open surgery group(n=24). No significant difference in patient background was found between the study groups. Compared to patients in the open surgery group, those in the laparoscopic group had significantly shorter postoperative hospital stay and time until initiation of oral intake, relatively lesser blood loss, and no postoperative complications. Moreover, more patients in the laparoscopic group than in the open surgery group were administered postoperative chemotherapy. Further, postoperative chemotherapy was administered sooner in the laparoscopic group than in the open surgery group. Laparoscopic gastrojejunal bypass is a safe and less invasive treatment for unresectable gastric cancer with stenosis. It may be superior to the conventional open surgery with regard to early postoperative chemotherapy for cancer.

[Successful Treatment with Nab-Paclitaxel for Stage â £ Gastric Cancer in an Elderly Patient on Hemodialysis].

An 84-year-old man on hemodialysis was referred to our department for an advanced gastric cancer with pyloric stenosis. Pre-operative CT showed thickening of the stomach wall at the primary lesion and regional lymph node metastasis, while no clear peritoneal metastasis was found. However, we found peritoneal disseminations during the operation, so gastrojejunal bypass was performed. After the operation, he hoped chemotherapy despite risk factors such as renal failure and old age. We introduced a reduced dose of weekly nab-paclitaxel to him. After 3 courses, CT showed the primary lesion had decreased in size, and after 6 courses, serum CA19-9 level decreased to 61.8 U/mL from 2,343 U/mL at the before treatment. No serious adverse events were observed during the chemotherapy. However, after 8 courses, the tumor markers was gradually re-increased, and CT showed the primary tumor re-increased after 9 courses. Therefore, he received irinotecan alone as the second-line. He is still alive 1 year and 8 months after diagnosis of gastric cancer. It is generally said that the risk of cancer chemotherapy for dialysis patients and the elderly is high. However, we suggest that it could be safely performed by examining the appropriate drug and dose. Weekly nab-paclitaxel regimen could be one of the promising options for these patients.