Preoperatively accurate evaluation of risk for early postoperative recurrence contributes to maximizing the therapeutic success for intrahepatic cholangiocarcinoma (iCCA) patients. This study aimed to investigate the potential of deep learning (DL) algorithms for predicting postoperative early recurrence through the use of preoperative images. We collected the dataset, including preoperative plain computed tomography (CT) images, from 41 patients undergoing curative surgery for iCCA at multiple institutions. We built a CT patch-based predictive model using a residual convolutional neural network and used fivefold cross-validation. The prediction accuracy of the model was analyzed. We defined early recurrence as recurrence within a year after surgical resection. Of the 41 patients, early recurrence was observed in 20 (48.8%). A total of 71,081 patches were extracted from the entire segmented tumor area of each patient. The average accuracy of the ResNet model for predicting early recurrence was 98.2% for the training dataset. In the validation dataset, the average sensitivity, specificity, and accuracy were 97.8%, 94.0%, and 96.5%, respectively. Furthermore, the area under the receiver operating characteristic curve was 0.994. Our CT-based DL model exhibited high predictive performance in projecting postoperative early recurrence, proposing a novel insight into iCCA management.
Background
Conversion surgery, which is defined as chemotherapy or chemoradiotherapy followed by radical surgery, may improve survival of patients with initially unresectable advanced biliary tract cancer, including gallbladder cancer. However, there are few reports on conversion surgery for advanced gallbladder cancer.
Case presentation
A 69-year-old woman was referred to our hospital with initially unresectable gallbladder cancer with peritoneal carcinomatosis. She underwent gemcitabine plus cisplatin therapy for 9 months. Extended cholecystectomy, resection of the extrahepatic bile duct with regional lymph node dissection, and total omentectomy were then performed as conversion surgery. The patient has survived without recurrence for 19 months postoperatively (31 months after the initial diagnosis) while continuing chemotherapy.
Conclusions
This case suggests that conversion surgery for advanced gallbladder cancer is effective and may be curative for locally advanced disease and distant metastasis such as peritoneal carcinomatosis.
When there is an anatomic anomaly in the biliary tract of the donor for living-donor liver transplantation, the risk of postoperative biliary tract complications increases in both the donor and the recipient. We studied a case of living-donor liver transplantation with a left hepatic lobe graft that had anatomic anomalies, in which the medial segmental branch (B4) joined the anterior segmental branch and the posterior segmental branch formed a common trunk with the lateral segmental branch. A 40-year-old man visited our institution as a candidate organ donor for his mother, who had end-stage liver failure. An anomaly of B4 connecting the anterior segmental branch was suspected on magnetic resonance cholangiopancreatography. On intraoperative cholangiography, confluence of B4 with the anterior segmental branch and connection of the posterior and lateral segmental branches forming a common trunk were confirmed. Accordingly, individual anastomoses of the lateral segmental branch and B4 with the recipient jejunum were planned, and a left-lobe graft was excised. The postoperative recovery was smooth, and the donor was discharged with no complications. Even when an anatomic anomaly is present in the donor bile duct, in urgent cases, accurate evaluation through the use of various modalities may enable living-donor liver transplantation with the use of a graft with an anatomic anomaly.
In view of the diagnostic dilemma, the majority are treated by excision as presumed malignant tumors. However some cases treated conservatively have favourably responded to corticosteroid treatment or even spontaneously regressed. Conclusion: Hilar pseudotumors are rare neoplasms usually inflammatory in origin and often related to the spectrum of IgG4 disorders. Although they can be successfully treated conservatively they are mostly diagnosed on postoperative histology and so far it has been extremely difficult to attempt to differentiate them at presentation from hilar cholangiocarcinomas.
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