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Purpose@#To identify important features of lymph node metastasis (LNM) and develop a prediction model for early gastric cancer (EGC) using a gradient boosting machine (GBM) method. @*Materials and Methods@#The clinicopathologic data of 2556 patients with EGC who underwent gastrectomy were used as training set and the internal validation set (set 1) at a ratio of 8:2. Additionally, 548 patients with EGC who underwent endoscopic submucosal dissection (ESD) as the initial treatment were included in the external validation set (set 2). The GBM model was constructed, and its performance was compared with that of the Japanese guidelines. @*Results@#LNM was identified in 12.6% (321/2556) of the gastrectomy group (training set & set 1) and 4.3% (24/548) of the ESD group (set 2). In the GBM analysis, the top five features that most affected LNM were lymphovascular invasion, depth, differentiation, size, and location. The accuracy, sensitivity, specificity, and the area under the receiver operating characteristics of set 1 were 0.566, 0.922, 0.516, and 0.867, while those of set 2 were 0.810, 0.958, 0.803, and 0.944, respectively. When the sensitivity of GBM was adjusted to that of Japanese guidelines (beyond the expanded criteria in set 1 [0.922] and eCuraC-2 in set 2 [0.958]), the specificities of GBM in sets 1 and 2 were 0.516 (95% confidence interval, 0.502-0.523) and 0.803 (0.795-0.805), while those of the Japanese guidelines were 0.502 (0.488-0.509) and 0.788 (0.780-0.790), respectively. @*Conclusion@#The GBM model showed good performance comparable with the eCura system in predicting LNM risk in EGCs.
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Background/Aims@#This study examined the association between eosinophilic esophagitis (EoE) and Helicobacter pylori (H. pylori) infection. @*Methods@#A single tertiary referral center case-control study was performed. EoE patients diagnosed at Seoul National University Bundang Hospital from July 2003 to March 2022 were reviewed retrospectively. Forty-five EoE patients were included in the analysis.For each EoE patient, two age and sex-matched normal controls were selected randomly from an outpatient population who received upper gastrointestinal endoscopy. @*Results@#Although 17 out of 90 (18.9%) controls had a H. pylori infection, only two out of 45 (4.4%) EoE patients showed evidence of a H. pylori infection. EoE was inversely associated with a H. pylori infection (odds ratio 0.20, 95% confidence interval 0.04–0.91, p=0.044). @*Conclusions@#An inverse association was observed between H. pylori infection and EoE. Further prospective studies will be needed to validate the protective effects of H. pylori infection for EoE.
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With improvement of life quality, the incidence of disease and the concern about preventive care is increasing. With the concern about medicine is changed from therapy medicine to preventive medicine several type of life long health care program is developed. In this study, we developed the life long health management system in order to provide continuity and compressive medical care. The purpose of developed program is to check the performance of regular health examination and specific screen test state result. The family health management system is provided two main function. The first function is save performance state of regular health examination and specific screen test of registered individuals and their family. The next function is to mail the letter of information about the date of next health examination and the result of health examination and specific screen test. By the selection GUI(graphic user interface) environment, we want to make easily usable user interface with Borland Delpie as program language and with Borland Paradox as development tool of the database.