Machine-Learning Model for the Prediction of Hypoxaemia during Endoscopic Retrograde Cholangiopancreatography under Monitored Anaesthesia Care

Purpose@#Hypoxaemia is a significant adverse event during endoscopic retrograde cholangiopancreatography (ERCP) under monitored anaesthesia care (MAC); however, no model has been developed to predict hypoxaemia. We aimed to develop and compare logistic regression (LR) and machine learning (ML) models to predict hypoxaemia during ERCP under MAC. @*Materials and Methods@#We collected patient data from our institutional ERCP database. The study population was randomly divided into training and test sets (7:3). Models were fit to training data and evaluated on unseen test data. The training set was further split into k-fold (k=5) for tuning hyperparameters, such as feature selection and early stopping. Models were trained over k loops; the i-th fold was set aside as a validation set in the i-th loop. Model performance was measured using area under the curve (AUC). @*Results@#We identified 6114 cases of ERCP under MAC, with a total hypoxaemia rate of 5.9%. The LR model was established by combining eight variables and had a test AUC of 0.693. The ML and LR models were evaluated on 30 independent data splits. The average test AUC for LR was 0.7230, which improved to 0.7336 by adding eight more variables with an l 1 regularisation-based selection technique and ensembling the LRs and gradient boosting algorithm (GBM). The high-risk group was discriminated using the GBM ensemble model, with a sensitivity and specificity of 63.6% and 72.2%, respectively. @*Conclusion@#We established GBM ensemble model and LR model for risk prediction, which demonstrated good potential for preventing hypoxaemia during ERCP under MAC.

Intraductal Radiofrequency Ablation as a Palliative Treatment for Advanced Malignant Hilar Biliary Obstruction / 대한내과학회지

Malignant hilar biliary obstruction (MHBO) frequently accompanies cholestasis and cholangitis, and requires biliary stent placement. To prevent stent occlusion and prolong survival, local ablation therapy can be considered adjunctive to stent placement. Intraductal radiofrequency ablation (ID-RFA) is a recently developed local therapy for malignant biliary obstruction that can be easily performed employing endoscopic retrograde cholangiography. The use of ID-RFA to treat MHBO (as distinct from distal biliary obstruction) was suggested to be associated with severe adverse events. However, recent comparative studies have shown that ID-RFA is feasible and safe, and acceptably efficacious, in patients with advanced MHBO; newer temperature-controlled ID-RFA devices may enhance safety further. Regularly repeated ID-RFA with stent exchange affords better survival than stenting alone. However, the optimal ID-RFA strategy for MHBO remains inconclusive given the lack of data. Further large-scale clinical trials are needed.

Double Duodenal Major Papilla / 대한소화기학회지

no abstract available.

Cholangitis Caused by Hereditary Spherocytosis in Adulthood Treated by Endoscopic Retrograde Cholangiopancreatography / 대한췌담도학회지

Hereditary spherocytosis is a disease caused by deficiency of erythrocyte lipid membrane protein. Hereditary spherocytosis shows hemolysis of erythrocyte, and it leads to anemia, jaundice by elevation of indirect bilirubin. Almost of patients are diagnosed in their infancy, and can be cured by splenectomy about their age 6–7. Herein, we report a rare case of 33-year-old male was suffered from gallbladder stone and cholangitis those are thought to be the late complications of hereditary spherocytosis. We performed endoscopic retrograde cholangiopancreaticography to remove common bile duct stones. After he got cholecystectomy and splenectomy, there was no recurrence of choledocholithiasis. This is the first case in Korea who didn’t undergo splenectomy until grown up, shows cholangitis as a late disease manifestation of hereditary spherocytosis.

A Case of 47-Years-Old Female with Obstructive Jaundice and Weight Loss / 대한소화기암학회지

Serine protease inhibitor Kazal-type 1 (SPINK1) is a gene expressed from pancreatic acinar cell which its mutation is known to be associated with chronic pancreatitis (CP) and pancreatic cancer. We report a case of a 47-years-old female with nausea and weight loss with yellow discoloration of skin. Initial imaging and endoscopic study led us to an impression of chronic pancreatitis with pancreatic cancer with common bile-duct dilation. Biopsy result was confirmed with pancreatic adenocarcinoma and additional imaging revealed lymph node and bone metastasis. Our genetic analysis revealed 194+2T>C mutation of SPINK1. Biliary obstruction was successfully decompressed by stent insertion and underwent chemotherapy and radiotherapy. Although there is accumulating evidence of association between SPINK1 mutation and CP, the relationship between SPINK1 mutation and pancreatic cancer in CP patient is an emerging concept. Genetic analysis should be considered in patients with young age especially when diagnosed with both CP and pancreatic cancer.

Irreversible Electroporation in Patients with Pancreatic Cancer :Angel and Devil / 대한소화기암학회지

Pancreatic cancer has a very poor prognosis. Complete surgical resection remains the only current curative treatment. Locally advanced pancreatic cancer (LAPC) is considered as unresectable because of involvement of celiac and/or mesenteric vessels. The treatment of LAPC is a challenge. Current guidelines suggest systemic therapy. However, the majority of patients will never experience conversion to surgical resection. Thus, in these patients, ablation is an alternative therapy for local control, which causes local destruction while ideally avoiding injury to surrounding healthy tissue. Irreversible electroporation (IRE) is an energy delivery system, effective in ablating tumors by inducing irreversible membrane destruction of cells. IRE demonstrated to be safe in previous studies. However, it is not free from complications, even serious. Here, we reported two cases of the IRE in LAPC patients.

A Case of Alpha-cell Nesidioblastosis and Hyperplasia with Multiple Glucagon-producing Endocrine Cell Tumor of the Pancreas / 대한소화기학회지

Nesidioblastosis is a term used to describe pathologic overgrowth of pancreatic islet cells. It also means maldistribution of islet cells within the ductules of exocrine pancreas. Generally, nesidioblastosis occurs in beta-cell and causes neonatal hyperinsulinemic hypoglycemia or adult noninsulinoma pancreatogenous hypoglycemia syndrome. Alpha-cell nesidioblastosis and hyperplasia is an extremely rare disorder. It often accompanies glucagon-producing marco- and mircoadenoma without typical glucagonoma syndrome. A 35-year-old female was referred to our hospital with recurrent acute pancreatitis. On radiologic studies, 1.5 cm sized mass was noted in pancreas tail. Cytological evaluation with EUS-fine-needle aspiration suggested serous cystadenoma. She received distal pancreatectomy. The histologic examination revealed a 1.7 cm sized neuroendocrine tumor positive for immunohistochemical staining with glucagon antibody. Multiple glucagon-producing micro endocrine cell tumors were scattered next to the main tumor. Additionally, diffuse hyperplasia of pancreatic islets and ectopic proliferation of islet cells in centroacinar area, findings compatible to nesidioblastosis, were seen. These hyperplasia and almost all nesidioblastic cells were positive for glucagon immunochemistry. Even though serum glucagon level still remained higher than the reference value, she has been followed-up without any evidence of recurrence or hormone related symptoms. Herein, we report a case of alpha-cell nesidioblastosis and hyperplasia combined with glucagon-producing neuroendocrine tumor with literature review.

Gemcitabine-Induced Hemolytic Uremic Syndrome in Pancreatic Cancer: A Case Report and Review of the Literature

Hemolytic uremic syndrome (HUS) is a rare thrombotic complication characterized by a triad of microangiopathic hemolytic anemia, thrombocytopenia, and acute renal failure. HUS may be caused by several different conditions, including infection, malignancy, and chemotherapeutic agents, such as mitomycin, cisplatin, and most recently, gemcitabine. The outcome of gemcitabine-induced HUS is poor, and the disease has a high mortality rate. This study reports a case of gemcitabine-induced HUS in a patient with pancreatic cancer in Korea.

A Case of Rapidly Progressive Primary Sclerosing Cholangitis Requiring Liver Transplantation / 대한이식학회지

Primary sclerosing cholangitis (PSC) is a slowly progressive cholestatic liver disease. In cases of PSC, liver transplantation is the only effective treatment that can delay the disease's natural course. We report a case of rapidly progressive PSC requiring liver transplantation. A 52-year-old woman visited our hospital with abdominal pain. There was no evidence of PSC, as there was no elevation in cholestatic liver enzymes at her first visit. Although her total bilirubin was in a normal range at the initial visit, liver dysfunction progressed rapidly. Despite endoscopic procedures and ursodeoxycholic acid intake, total bilirubin levels rose to 18.9 mg/dL, and liver transplantation was performed 17 months after her first visit. PSC was pathologically confirmed after liver transplantation.

Erratum to: A Case of Rapidly Progressive Primary Sclerosing Cholangitis Requiring Liver Transplantation / 대한이식학회지

A printing error was identified in the figure 3.