Clinical Validation of Computer-Aided Diagnosis Software for Preventing Retained Surgical Sponges.

BACKGROUND: We previously reported the successful development of a computer-aided diagnosis (CAD) system for preventing retained surgical sponges with deep learning using training data, including composite and simulated radiographs. In this study, we evaluated the efficacy of the CAD system in a clinical setting. STUDY DESIGN: A total of 1,053 postoperative radiographs obtained from patients 20 years of age or older who underwent surgery were evaluated. We implemented a foreign object detection application software on the portable radiographic device used in the operating room to detect retained surgical sponges. The results of the CAD system diagnosis were prospectively collected. RESULTS: Among the 1,053 images, the CAD system detected possible retained surgical items in 150 images. Specificity was 85.8%, which is similar to the data obtained during the development of the software. CONCLUSIONS: The validation of a CAD system using deep learning in a clinical setting showed similar efficacy as during the development of the system. These results suggest that the CAD system can contribute to the establishment of a more effective protocol than the current standard practice for preventing the retention of surgical items.

Pathologic Complete Response after Chemotherapy with Atezolizumab plus Bevacizumab for Hepatocellular Carcinoma with Tumor Thrombus in the Main Portal Trunk.

We report a case of pathologic complete response after successful treatment for advanced hepatocellular carcinoma (HCC) complicated with portal venous tumor thrombus with atezolizumab and bevacizumab followed by radical resection. The patient was a male in his 60s. During follow-up for chronic hepatitis B, abdominal ultrasonography revealed a huge tumor located in the right lobe of the liver with the portal vein thrombosed by the tumor. The tumor thrombus extended to the proximal side of the left branch of the portal vein. The patient's tumor marker levels were elevated (alpha-phetoprotein, 14,696 ng/mL; PIVKA-II, 2,141 mAU/mL). Liver biopsy revealed poorly differentiated HCC. The lesion was categorized as advanced stage according to the BCLC staging system. As systemic therapy, atezolizumab plus bevacizumab was administered. Imaging showed marked shrinkage of the tumor and portal venous thrombus with a remarkable decrease of tumor marker levels after 2 courses of chemotherapy. After 3 additional courses of chemotherapy, radical resection was considered possible. The patient underwent right hemihepatectomy and portal venous thrombectomy. A pathological examination revealed a complete response. In conclusion, we experienced a case in which advanced HCC was curatively treated with atezolizumab plus bevacizumab, which was administered as systemic therapy with a view to conversion surgery.