PURPOSE: This paper introduces an improved classification approach which adopts a deterministic relaxation method and an agglomerative clustering technique for the classification of MRI using neural network. The proposed approach can solve the problems of convergency to local optima and computational burden caused by a large number of input patterns when a neural network is used for image classification. MATERIALS AND METHODS: Application of Hopfield neural network has been solving various optimization problems. However, major problem of mapping an image classification problem into a neural network is that network is opt to converge to local optima and its convergency toward the global solution with a standard stochastic relaxation spends much time. Therefore, to avoid local solutions and to achieve fast convergency toward a global optimization, we adopt MFA to a Hopfield network during the classification. MFA replaces the stochastic nature of simulated annealing method with a set of deterministic update rules that act on the average value of the variable. By minimizing averages, it is possible to converge to an equilibrium state considerably faster than standard simulated annealing method. Moreover, the proposed agglomerative clustering algorithm which determines the underlying clusters of the image provides initial input values of Hopfield neural network. RESULTS: The proposed approach which uses agglomerative clustering and deterministic relaxation approach resolves the problem of local optimization and achieves fast convergency toward a global optimization when a neural network is used for MRI classification. CONCLUSION: In this paper, we introduce a new paradigm to classify MRI using clustering analysis and deterministic relaxation for neural network to improve the classification results.
Classification* ; Magnetic Resonance Imaging ; Relaxation*

Effective perioperative pain management techniques and accelerated rehabilitation programs can improve health-related quality of life and functional status of patients after total hip arthroplasty. Traditionally, postoperative analgesia following arthroplasty was provided by intravenous patient-controlled analgesia or epidural analgesia. Recently, peripheral nerve blockade has emerged alternative analgesic approach. Multimodal analgesia strategy combines analgesics with different mechanisms of action to improve pain management. Intraoperative periarticular injection of multimodal drugs is one of the most important procedures in perioperative pain control for total hip arthroplasty. The goal of this review article is to provide a concise overview of the principles of multimodal pain management regimens as a practical guide for the perioperative pain management for total hip arthroplasty.
Analgesia ; Analgesia, Epidural ; Analgesia, Patient-Controlled ; Analgesics ; Arthroplasty ; Arthroplasty, Replacement, Hip* ; Hip* ; Humans ; Pain Management* ; Peripheral Nerves ; Quality of Life ; Rehabilitation

PURPOSE: In treating carcinoma of the esophagus, a gastric drainage procedure seems to be necessary with esophago gastrostomies because of the inevitable incidental bilateral truncal vagotomy which occurs during the esophagectomy. There are potential hazards with a pyloroplasty such as jeopardizing the blood supply to the mobilized stmach, shortening its length for substitution, leakage, dumping syndrome, and bile reflux gastritis. The aims of the study are to compare the postoperative outcome of patients with and without pyloroplasty after an esophagectomy for esophageal cancer, and to evaluate the necessity of pyloroplasty in the vagotomized intrathoracic stomach after esophageal surgery. METHODS: During the years 1996 to 2001, 23 patients with carcinoma of the esophagus underwent an esophagectomy followed by esophagogastrostomy with or without pyloroplasty. The medical records of the patients were evaluated retrospectively. RESULTS: There were no statiscally significant differences between the pyloroplasty group and the no-pyloroplasty group with regards to the average hospital stay, resumption of oral feeding, removal of the nasogastric tube, and the daily gastric drainage. CONCLUSION: Postoperative symptomatic evaluation of patients who had esophageal cancer and underwent an esoph-agectomy and an esophagogastrostomy, with or without pyloroplasty supports the concept that the drainage procedure is unnecessary in the gastric replacement of the esophagus.
Bile Reflux ; Drainage ; Dumping Syndrome ; Esophageal Neoplasms ; Esophagectomy* ; Esophagus* ; Gastritis ; Gastrostomy ; Humans ; Length of Stay ; Medical Records ; Retrospective Studies ; Stomach ; Vagotomy, Truncal

OBJECTIVE: To determine the clinical significance of persistent left superior vena cava (PLSVC) in a fetus with and without cardiac and extra-cardiac anomalies. METHODS: This was a retrospective review of all cases of PLSVC detected prenatally at our institution between May 2001 and May 2008. This retrospective study included 85 fetuses with PLSVC who were diagnosed based on the presence of an additional vessel identified to the left of the pulmonary artery in the three-vessel view of the heart. Patient charts and recorded images were reviewed in order to identify associated conditions and outcomes. Telephone interviews were conducted to check patients' conditions in cases of isolated PLSVC. RESULTS: Eighty-five cases of PLSVC were detected prenatally during this study period. Of these 85 fetuses, 11 were aborted due to associated, prenatally proven, severe congenital heart anomalies or chromosomal anomalies, and 52 fetuses were delivered. The cases for other 22 fetuses were lost to follow-up. Postnatal echocardiography was performed in the 33, surviving patients, and PLSVC was confirmed in 32 of these patients. The most common associated congenital cardiac anomalies were seen included VSD, AVSD, and DORV (54.1%, 17.6% and 17.6%, respectively) (Table 3). PLSVC was also seen in seven cases (8.2%) of right isomerism and in four cases (4.7%) of left isomerism. In only two cases was the coexistence of PLSVC and extra-cardiac anomalies noted in this study. Fifteen cases were prenatally diagnosed as isolated PLSVC and all of them had live births. The follow-up period in our isolated PLSVC patients ranged from 0.5 to 84 months (Mean 24.5 months). Thirteen of these infants were doing well at the time of preparing this document and one case was diagnosed as TAPVR on postnatal echocardiography and one case was lost to follow-up. CONCLUSION: We strongly suggest that PLSVC is a benign vascular malformation and does not affect to the patient after birth. However, PLSVC is frequently associated with heterotaxy syndromes as well as other cardiac malformations and can be misdiagnosed as TAPVR. So if we find PLSVC in prenatal ultrasonography, meticulous inspection of the fetal anatomy must be performed.
Echocardiography ; Female ; Fetus ; Follow-Up Studies ; Glycosaminoglycans ; Heart ; Heterotaxy Syndrome ; Humans ; Infant ; Interviews as Topic ; Isomerism ; Live Birth ; Lost to Follow-Up ; Parturition ; Pregnancy ; Pregnancy Outcome ; Prenatal Diagnosis ; Pulmonary Artery ; Retrospective Studies ; Scimitar Syndrome ; Ultrasonography, Prenatal ; Vascular Malformations ; Vena Cava, Superior

PURPOSE: Improved survival of patients with childhood acute lymphoblastic leukemia (ALL) has drawn attention to the potential for late consequences of previous treatments among survivors, including metabolic syndrome. In this study, we evaluated changes in 3 parameters, namely, random blood glucose, body mass index (BMI), and Z score for BMI (Z-BMI), in children with ALL during chemotherapy and after completion of treatment. METHODS: Patients newly diagnosed with ALL from January, 2005 to December, 2008 at Saint Mary's Hospital, The Catholic University of Korea, who completed treatment with chemotherapy only were included (n=107). Random glucose, BMI, and Z-BMI were recorded at 5 intervals: at diagnosis, before maintenance treatment, at completion of maintenance treatment, and 6 and 12 months after completion of maintenance treatment. Similar analyses were conducted on 2 subcohorts based on ALL risk groups. RESULTS: For random glucose, a paired comparison showed significantly lower levels at 12 months post-treatment compared to those at initial diagnosis (P<0.001) and before maintenance (P<0.001). The Z-BMI score was significantly higher before maintenance than at diagnosis (P<0.001), but decreased significantly at the end of treatment (P<0.001) and remained low at 6 months (P<0.001) and 12 months (P<0.001) post-treatment. Similar results were obtained upon analysis of risk group-based subcohorts. CONCLUSION: For a cohort of ALL patients treated without allogeneic transplantation or cranial irradiation, decrease in random glucose and Z-BMI after completion of chemotherapy does not indicate future glucose intolerance or obesity.
Blood Glucose ; Body Mass Index ; Child ; Cohort Studies ; Cranial Irradiation ; Glucose ; Glucose Intolerance ; Humans ; Korea ; Matched-Pair Analysis ; Obesity ; Precursor Cell Lymphoblastic Leukemia-Lymphoma ; Saints ; Survivors ; Transplantation, Homologous

Background: The Korean Health Insurance Review and Assessment Service has conducted diabetes medical adequacy evaluation projects since 2010. This study aimed to evaluate the medical adequacy of type 2 diabetes mellitus patients after the assessment project and help establish the direction of future projects. Methods: Using data from the Health Insurance Review & Assessment Service (2010-2015), chi-square tests and t-tests were used to analyze the enforcement rate according to a combination of items for appropriate management methods. Logistic regression and linearity test were performed to assess the relationships among the evaluation group, appropriate test items, and prescription rate. Results: We found that 33.6-39.8% of patients did not undergo any diabetes-related tests. Only about 7% of hemoglobin A1c (HbA1c) tests were performed, and 36% of cases were tested simultaneously with serum lipid profile tests. As age increased, the number of days taken to prescribe diabetes medications also increased.The prescription rate of diabetes drugs for 292 days or more was 61% in patients who had not been tested for adequacy, and the average prescription rate increased as the number of tests increased. Conclusions In older adults with a high prevalence of diabetes, it is necessary to establish a test rate for proper management of diabetes, including HbA1c, and related test items to increase the average prescription rate.

Background: The Korean Health Insurance Review and Assessment Service has conducted diabetes medical adequacy evaluation projects since 2010. This study aimed to evaluate the medical adequacy of type 2 diabetes mellitus patients after the assessment project and help establish the direction of future projects. Methods: Using data from the Health Insurance Review & Assessment Service (2010-2015), chi-square tests and t-tests were used to analyze the enforcement rate according to a combination of items for appropriate management methods. Logistic regression and linearity test were performed to assess the relationships among the evaluation group, appropriate test items, and prescription rate. Results: We found that 33.6-39.8% of patients did not undergo any diabetes-related tests. Only about 7% of hemoglobin A1c (HbA1c) tests were performed, and 36% of cases were tested simultaneously with serum lipid profile tests. As age increased, the number of days taken to prescribe diabetes medications also increased.The prescription rate of diabetes drugs for 292 days or more was 61% in patients who had not been tested for adequacy, and the average prescription rate increased as the number of tests increased. Conclusions In older adults with a high prevalence of diabetes, it is necessary to establish a test rate for proper management of diabetes, including HbA1c, and related test items to increase the average prescription rate.

PURPOSE: There have been no studies on the termination of resuscitation (TOR) in Korea. We retrospectively applied TOR rules to OHCA patient data in order to validate the BLS and ALS TOR rules for Korea. METHODS: We collected OHCA (out-of-hospital cardiac arrest) data from 3 hospitals for the period January 1 to December 31, 2009. We then retrospectively applied BLS and ALS TOR rules to this data. We measured both the specificity and positive predictive value for each BLS and ALS TOR rule. RESULTS: The overall rate of survival until hospital discharge was 14.5%. Out of 102 patients who met BLS criteria TOR rules, 8 patients survived until hospital discharge. Out of 52 patients who met ALS criteria TOR rules, 4 patients survived until hospital discharge. The BLS rule had a specificity of 0.57 and a positive predictive value of 0.92. The ALS rule had a specificity of 0.78 and a positive predictive value of 0.92. CONCLUSION: In this study, the BLS and ALS TOR rules had relatively low positive predictive value and were not applicable to patients with low survival probability in Korea.
Cardiopulmonary Resuscitation ; Humans ; Korea ; Out-of-Hospital Cardiac Arrest ; Resuscitation ; Retrospective Studies ; Sensitivity and Specificity

BACKGROUND: The clinical staging may serve to guide initial therapy based on all available preoperative data, such as history, physical and laboratory examinations, and biopsy material. Computed tomography is one of the most attractive methods of evaluating the clinical state of patients with breast cancer. In cases where the lymph nodes are enlarged, CT of the chest can accurately detect the level of axillary lymph nodes involvement. CT may also simultaneously play a role in evaluating the mediastinum and the supraclavicular areas for adenopathy, primary tumors and lung metastases. The aim of this study was to determine the appropriate size criteria for metastatic axillary lymph nodes on CT and to evaluate the validity of using CT to detect axillary lymph-node metastases due to breast cancer. METHODS: CT examination of the chest was performed before axillary lymph node dissection in 98 patients with breast cancer. We measured the sizes of the lymph nodes according to the short-axis diameters seen on CT. We estimated the sensitivity, the specificity, the ROC curve, and the predictability of CT based on lymph-node sizes. RESULTS: The diagnostic criterion for node metastases was 5 mm. At the 5 mm point, the accuracy of CT for axillary metastases was 70% with a sensitivity of 89%, a specificity of 60%, a negative predictive value of 90%, and a positive predictive value of 56%. CONCLUSIONS: In conclusion, CT is not an accurate assessment in the diagnosis of axillary lymph-nodemetastases due to breast cancer. However, CT data can be interpreted with sufficient sensitivity and negative predictability for CT to serve as a screening test.
Biopsy ; Breast Neoplasms* ; Breast* ; Diagnosis ; Humans ; Lung ; Lymph Node Excision ; Lymph Nodes ; Mass Screening ; Mediastinum ; Neoplasm Metastasis ; ROC Curve ; Sensitivity and Specificity ; Thorax

BACKGROUND/AIMS: The incidence of treatment failure or recurrence of Clostridium difficile-associated diarrhea (CDAD) following metronidazole treatment has increased recently. We studied the treatment failure, recurrence rate, and risk factors predictive of treatment failure and recurrence after metronidazole treatment for CDAD. METHODS: We retrospectively identified consecutive patients who were admitted and treated for CDAD at a single tertiary institution in Korea over a recent 10-year period (i.e., 1998-2008). RESULTS: Metronidazole was administered as the initial treatment to 111 of 117 patients (94.9%) with CDAD. Fourteen patients (12.6%) had no clinical response to the metronidazole treatment, and in 13 patients (13.4%) CDAD recurred after successful metronidazole treatment. Diabetes mellitus (p=0.014) and sepsis (p=0.002) were independent risk factors for metronidazole treatment failure. Patients who had received surgery within 1 month before CDAD developed were more likely to experience a recurrence after metronidazole treatment (p=0.032). Vancomycin exhibited a higher response rate after treatment failure, and metronidazole showed a reasonable response rate in the treatment of recurrence. Treatment failure and recurrence rates increased with time after metronidazole treatment for CDAD over the 10-year study period. CONCLUSIONS: Our data suggest that diabetes mellitus and sepsis are independent risk factors for metronidazole treatment failure, and that operation history within 1 month of development of CDAD is a predictor of a recurrence after metronidazole treatment.
Clostridium ; Diabetes Mellitus ; Diarrhea ; Humans ; Incidence ; Korea ; Metronidazole ; Recurrence ; Retrospective Studies ; Risk Factors ; Sepsis ; Treatment Failure ; Vancomycin