1.Possibility of predicting missing teeth using deep learning: a pilot study
Seon Jip KIM ; Dohyoung RIM ; Jeong Uk HEO ; Hyun Jae CHO
Journal of Korean Academy of Oral Health 2019;43(4):210-216
OBJECTIVES: The primary objective of this study was to determine if the number of missing teeth could be predicted by oral disease pathogens, and the secondary objective was to assess whether deep learning is a better way of predicting the number of missing teeth than multivariable linear regression (MLR).METHODS: Data were collected through review of patient’s initial medical records. A total of 960 participants were cross-sectionally surveyed. MLR analysis was performed to assess the relationship between the number of missing teeth and the results of real-time PCR assay (done for quantification of 11 oral disease pathogens). A convolutional neural network (CNN) was used as the deep learning model and compared with MLR models. Each model was performed five times to generate an average accuracy rate and mean square error (MSE). The accuracy of predicting the number of missing teeth was evaluated and compared between the CNN and MLR methods.RESULTS: Model 1 had the demographic information necessary for the prediction of periodontal diseases in addition to the red and the orange complex bacteria that are highly predominant in oral diseases. The accuracy of the convolutional neural network in this model was 65.0%. However, applying Model 4, which added yellow complex bacteria to the total bacterial load, increased the expected extractions of dental caries to 70.2%.On the other hand, the accuracy of the MLR was about 50.0% in all models. The mean square error of the CNN was considerably smaller than that of the MLR, resulting in better predictability.CONCLUSIONS: Oral disease pathogens can be used as a predictor of missing teeth and deep learning can be a more accurate analysis method to predict the number of missing teeth as compared to MLR.
Bacteria
;
Bacterial Load
;
Citrus sinensis
;
Dental Caries
;
Hand
;
Learning
;
Linear Models
;
Medical Records
;
Methods
;
Periodontal Diseases
;
Periodontitis
;
Pilot Projects
;
Real-Time Polymerase Chain Reaction
;
Tooth
2.Acute Cholangitis Caused by Boryong Strain of Orientia tsutsugamushi
Keun Hwa LEE ; Sang Taek HEO ; Seung Uk JEONG ; Mi-yeon KIM ; Woo Seong JEONG ; Chang Lim HYUN ; Young-Kyu KIM ; Jeong Rae YOO
Infection and Chemotherapy 2020;52(4):621-625
Scrub typhus present with a variety clinical manifestations caused by Orientia tsutsugamushi, it is sometimes accompanied by severe complications. The clinical course of this complication is not well clear. Herein, we first report a case with acute cholangitis and acalculous cholecystitis caused by the Boryong genotype of O. tsutsugamushi. A 82-year-old woman presented with fever and acute abdominal pain on the right upper quadrant. Initially, the patient showed an abnormality of liver enzymes of cholestatic pattern. An acute cholangitis and cholecystitis were suspected on the enhanced computed tomography (CT), and emergent endoscopic retrograde cholangiopancreatography (ERCP) performed. However, neither ERCP nor CT detected common bile duct stones or sludge. The patient's illness progressed despite bile drainage and antibiotic therapy. On the fifth day in hospital, an immunofluorescence IgG assay for O. tsutsugamushi was positive, and the patient newly developed a skin rash and an eschar lesion on the right abdomen. The polymerase chain reaction amplification of Orientia genes from blood and bile was positive, genotype of both samples was identified the Boryong type. The presentation of scrub typhus as an acute cholangitis is not reported till now. In endemic areas, scrub typhus would be considered a rare etiology of acute cholangitis.
3.Acute Cholangitis Caused by Boryong Strain of Orientia tsutsugamushi
Keun Hwa LEE ; Sang Taek HEO ; Seung Uk JEONG ; Mi-yeon KIM ; Woo Seong JEONG ; Chang Lim HYUN ; Young-Kyu KIM ; Jeong Rae YOO
Infection and Chemotherapy 2020;52(4):621-625
Scrub typhus present with a variety clinical manifestations caused by Orientia tsutsugamushi, it is sometimes accompanied by severe complications. The clinical course of this complication is not well clear. Herein, we first report a case with acute cholangitis and acalculous cholecystitis caused by the Boryong genotype of O. tsutsugamushi. A 82-year-old woman presented with fever and acute abdominal pain on the right upper quadrant. Initially, the patient showed an abnormality of liver enzymes of cholestatic pattern. An acute cholangitis and cholecystitis were suspected on the enhanced computed tomography (CT), and emergent endoscopic retrograde cholangiopancreatography (ERCP) performed. However, neither ERCP nor CT detected common bile duct stones or sludge. The patient's illness progressed despite bile drainage and antibiotic therapy. On the fifth day in hospital, an immunofluorescence IgG assay for O. tsutsugamushi was positive, and the patient newly developed a skin rash and an eschar lesion on the right abdomen. The polymerase chain reaction amplification of Orientia genes from blood and bile was positive, genotype of both samples was identified the Boryong type. The presentation of scrub typhus as an acute cholangitis is not reported till now. In endemic areas, scrub typhus would be considered a rare etiology of acute cholangitis.
4.A Case of Direct Peroral Cholangioscopy-Guided Intraductal Radiofrequency Ablation for Malignancy Biliary Obstruction via Choledochoduodenostomy Orifice.
Jin Suk KANG ; Dong Uk KIM ; Jeong Eun LEE ; Min Ji KIM ; Geun Am SONG ; Jeong HEO ; Dong Hoon BAEK ; Tae Wook KIM
Korean Journal of Pancreas and Biliary Tract 2015;20(3):140-145
BAlthough intraductal radiofrequency ablation (RFA) has been reported to be a feasible treatment of malignancy biliary obstruction in unresectable cholangiocarcinoma, endoscopic retrograde cholangiopancreatography (ERCP)-guided intraductal RFA has a disadvantage that cannot be directly visualize the biliary tract using the fluoroscopic image. On the other hand, direct peroral cholangioscopy-guided intraductal RFA is easy to insert catheter and apply treatment by visualizing the bile duct lesions. We present a case of direct peroral cholangioscopy-guided intraductal RFA without biliary stent in 67-year-old woman patient with cholangiocarcinoma for treatment of malignancy biliary obstruction. In the past, she underwent choledochoduodenostomy for intrahepatic stones. She underwent direct peroral cholangioscopy-guided intraductal RFA via choledochoduodenostomy orifice, and biliary patency was preserved for 90days without additional treatment such as biliary stent and severe complication. Direct peroral cholangioscopy-guided intraductal RFA is expected to be able to reduce the complications of the procedure by ensuring the bile duct lesions. Prospective studies with long term follow up are warranted.
Aged
;
Bile Ducts
;
Biliary Tract
;
Catheter Ablation*
;
Catheters
;
Cholangiocarcinoma
;
Cholangiopancreatography, Endoscopic Retrograde
;
Choledochostomy*
;
Female
;
Hand
;
Humans
;
Stents
5.Intraductal Papillary Mucinous Neoplasms of the Bile Duct Treated with Argon Plasma Coagulation.
Sang Gyu PARK ; Dong Hoon BAEK ; Gwang Ha KIM ; Jeong HEO ; Geun Am SONG ; Sang Jeong AHN ; Dong Uk KIM
Korean Journal of Pancreas and Biliary Tract 2017;22(1):39-45
Intraductal papillary mucinous neoplasm of the bile duct (IPMN-B) is frequently found and has recently been recognized as a precancerous lesion leading to invasive carcinoma characterized by papillary growth of the ductal epithelium with rich mucin production and cystic dilatation of the hepatic duct. Surgical resection is the treatment of choice to avoid malignant transformation. Despite a growing number of studies on IPMN-B, there are few reports of its treatment aside from surgery. A 75-year-old woman was incidentally diagnosed as IPMN-B. Considering the patient's age, comorbidity, and preference, we recommended an argon plasma coagulation (APC) as local ablation therapy rather than surgical resection. There was no evidence of remnant tumor on percutaneous transhepatic cholangioscopy 4 weeks after the ablation of tumor mass by using APC. We report a rare case of IPMN-B successfully treated with APC.
Aged
;
Argon Plasma Coagulation*
;
Argon*
;
Bile Duct Neoplasms
;
Bile Ducts*
;
Bile*
;
Comorbidity
;
Dilatation
;
Epithelium
;
Female
;
Hepatic Duct, Common
;
Humans
;
Mucins*
6.Intraductal Papillary Mucinous Neoplasms of the Bile Duct Treated with Argon Plasma Coagulation.
Sang Gyu PARK ; Dong Hoon BAEK ; Gwang Ha KIM ; Jeong HEO ; Geun Am SONG ; Sang Jeong AHN ; Dong Uk KIM
Korean Journal of Pancreas and Biliary Tract 2017;22(1):39-45
Intraductal papillary mucinous neoplasm of the bile duct (IPMN-B) is frequently found and has recently been recognized as a precancerous lesion leading to invasive carcinoma characterized by papillary growth of the ductal epithelium with rich mucin production and cystic dilatation of the hepatic duct. Surgical resection is the treatment of choice to avoid malignant transformation. Despite a growing number of studies on IPMN-B, there are few reports of its treatment aside from surgery. A 75-year-old woman was incidentally diagnosed as IPMN-B. Considering the patient's age, comorbidity, and preference, we recommended an argon plasma coagulation (APC) as local ablation therapy rather than surgical resection. There was no evidence of remnant tumor on percutaneous transhepatic cholangioscopy 4 weeks after the ablation of tumor mass by using APC. We report a rare case of IPMN-B successfully treated with APC.
Aged
;
Argon Plasma Coagulation*
;
Argon*
;
Bile Duct Neoplasms
;
Bile Ducts*
;
Bile*
;
Comorbidity
;
Dilatation
;
Epithelium
;
Female
;
Hepatic Duct, Common
;
Humans
;
Mucins*
7.Superior Mesenteric Artery Syndrome with Nutcracker Syndrome in a Patient with Type 1 Diabetes Mellitus.
Seong Hwa KIM ; Jeong Uk HEO ; Yuan Kuang TANG ; Jung Han KIM ; Yu Cheng SHU ; Ki Tai KIM ; Jeong Rae BYUN
Korean Journal of Medicine 2012;83(5):613-618
Superior mesenteric artery (SMA) syndrome is an uncommon cause of a proximal intestinal obstruction. The most characteristic symptoms are postprandial fullness, nausea, and vomiting. The diagnosis is established by ultrasonography and contrast-enhanced computed tomography. Almost all patients respond well to conservative management. However, if conservative management fails, surgical options should be applied. In this article, we report a case of SMA syndrome with Nutcracker syndrome in a patient with diabetes mellitus. Establishing the diagnosis of Nutcracker syndrome is usually based on clinical suspicion and radiological findings. Several complications that have been reported to result from SMA syndrome include peptic ulcer disease, pancreatitis, metabolic alkalosis, and uremic syndrome. However, Nutcracker syndrome accompanied by SMA syndrome is extremely uncommon, as described in this case. To our knowledge, this association has not been reported previously.
Alkalosis
;
Diabetes Mellitus
;
Diabetes Mellitus, Type 1
;
Humans
;
Intestinal Obstruction
;
Mesenteric Artery, Superior
;
Nausea
;
Pancreatitis
;
Peptic Ulcer
;
Superior Mesenteric Artery Syndrome
;
Vomiting
8.Experience of Intracranial Gangliogliomas.
Seung Ho HEO ; Jeong Hoon KIM ; Jae Hee SUH ; Sang Ryong JEON ; In Uk YEO ; Young Shin RA ; Chang Jin KIM ; Yang KWON ; Jung Kyo LEE ; Byung Duk KWUN
Journal of Korean Neurosurgical Society 1998;27(5):588-598
Gangliogliomas are rare benign tumors of the central nervous system consisting of neoplastic ganglion and low grade glial cells. The purpose of our investigation was to evaluate the clinical, radiological, surgical, and pathological features and outcome of ten patients with intracranial ganglioglioma who underwent surgery between June 1989 and December 1996. The mean follow-up period was about 24 months(range, 6-66 months) after their initial operation. The series consisted of six males and four females, and their mean age was 29.7 years. The mean length of symptoms was 9.1 years. Seizure was the most common presenting symptom and occurred in eight of ten patients. MRI findings were variable, and showed no characteristic patterns. The temporal lobe was the most common site of involvement(6/10). During surgery, a sharp demarcation between tumor and normal brain tissue was seen in seven of ten cases. Five of ten cases were solid, and the remaining cases were cystic in two, cystic with mural nodule in two, and soft, suckable in one. Total resection was possible in seven of ten patients. Diagnosis was established by identifying a mixture of abnormal astrocytic and neuronal components. Two patients showed astrocytic predominance; four, a neuronal predominance; and four, an equal admixture of cell types. All cases were benign. Other histopathological findings included microcystic change, desmoplasia, eosinophilic granular body, microcalcification, and lymphocytic infiltration. At the time of writing, all seven patients who underwent total resection were alive without recurrence; of the three who underwent subtotal resection, two were alive and in a stable condition, while in the other, the tumor had progressed within 12 months of surgery and adjuvant radiation therapy had thus been required. The patients was, though, still alive. In seven of eight patients, the frequency of seizure had markedly decreased. Our study confirms that this tumor is a distinct clinical and histological entity with a predilection for the temporal lobe. Although the number of patients and follow-up period are limited, this study also shows that epilepsy is extremely well controlled and that survival after surgical resection is good.
Brain
;
Central Nervous System
;
Diagnosis
;
Eosinophils
;
Epilepsy
;
Female
;
Follow-Up Studies
;
Ganglioglioma*
;
Ganglion Cysts
;
Humans
;
Magnetic Resonance Imaging
;
Male
;
Neuroglia
;
Neurons
;
Recurrence
;
Seizures
;
Temporal Lobe
;
Writing
9.Recurrent Common Bile Duct Stone and Endoscopic Treatment after Endoscopic Papillary Large Balloon Dilatation with Minor Endoscopic Sphincterotomy.
Dong Woo HA ; Geon Am SONG ; Dong Uk KIM ; Gwang Ha KIM ; Jeong HEO ; Hye Won LEE ; Eun Jung CHO ; Hye Kyung JEON
The Korean Journal of Gastroenterology 2011;57(6):352-357
BACKGROUND/AIMS: Recent studies have reported the potentials of endoscopic papillary large balloon dilatation (EPLBD) with minor endoscopic sphincterotomy (EST) for the complete removal of common bile duct (CBD) stone in the high risk groups. However, there have been no reports about the recurrence of the CBD stone after EPLBD with minor EST. The aim of this study was to evlauate the recurrence of CBD stone after EPLBD with minor EST. METHODS: A total of 1,036 patients who underwent endoscopic treatment due to CBD stones at Pusan University Hospital were enrolled. The patients were classified into two groups: those who underwent EPLBD with minor EST (group 1) and those who underwent EST treatment (group 2). We investigated clinical factors and recurrence rate between two groups. RESULTS: The recurrence of CBD stone occurred in total of 74 patients (7%), and the recurrence rates of CBD stone were 21/321 (6.5%) in Group 1 and 53/715 (7.4%) in Group 2. There were no difference in the presence of diverticulum and the number and size of recurrent CBD stone between the two groups. In case of diverticulum existence, recurrence rates were 12/158 (7.6%) in Group 1 and 21/101 (20.8%) in Group 2. When compared to the case of no diverticulum existence (Group 1: 9/163 [5.5%], Group 2: 32/614 [5.2%]), the recurrence rate of CBD stone was significantly lower if treated after EPLBD with minor EST (p<0.01). CONCLUSIONS: CBD stone that recurs after going through EPLBD with minor EST can be successfully removed with an endoscopic treatment. The recurrence of CBD stone was especially lower in cases with periampullary diverticulum and treated with EPLBD with minor EST. Our results will be helpful in endoscopic retreatment and preventing the recurrence of CBD stone.
10.Clinical efficacy and safety of the combination therapy of peginterferon alpha and ribavirin in cirrhotic patients with HCV infection.
Hong Ryeol CHEONG ; Hyun Young WOO ; Jeong HEO ; Ki Tae YOON ; Dong Uk KIM ; Gwang Ha KIM ; Dae Hwan KANG ; Geun Am SONG ; Mong CHO
The Korean Journal of Hepatology 2010;16(1):38-48
BACKGROUND/AIMS: The combination therapy of peginterferon (PEG-IFN) and ribavirin is the standard treatment for hepatitis C virus (HCV) infection. However, few trials have involved patients with cirrhosis. The purpose of this study was to elucidate the efficacy and safety of treatment with PEG-IFN and ribavirin in patients with cirrhosis associated with HCV infection. METHOD: A total of 65 patients were treated with PEG-IFN alpha-2a/ribavirin (n=32) or PEG-IFN alpha-2b/ribavirin (n=33). PEG-IFN alpha-2a and PEG-IFN alpha-2b were administered at doses of 180 microg/week and 1.5 microg/kg/week, respectively, and ribavirin was administered orally at doses of 800-200 mg. Patients with HCV genotype 1 and genotype non-1 were treated for 48 and 24 weeks, respectively. The treatment response was assessed based on the sustained virologic response (SVR). RESULTS: The early virologic response (EVR), end-of-treatment response (ETR), and SVR were 70.0%, 52.0%, and 24.0%, respectively, in genotype 1 (n=50). In genotype non-1 (n=15), the ETR was 53.3% and the SVR was 33.3%. The overall SVR did not differ with genotype (1 vs non-1, 24.0% vs. 33.3%; P=0.471) or between decompensated cirrhosis and compensated cirrhosis (20.0% vs. 27.3%, P=0.630). Ten patients developed cirrhotic complications during the treatment, and 11 stopped treatment due to treatment-related adverse events. CONCLUSION: The combination therapy of PEG-IFN and ribavirin exhibited a low efficacy in cirrhotic patients with HCV infection and was associated with frequent serious complications. However, with careful management of complications, the therapy may have a considerable efficacy in some patients with cirrhosis and HCV infection.
Aged
;
Antiviral Agents/adverse effects/*therapeutic use
;
Drug Therapy, Combination
;
Female
;
Genotype
;
Hepatitis C, Chronic/complications/*drug therapy
;
Humans
;
Interferon Alfa-2a/adverse effects/*therapeutic use
;
Interferon Alfa-2b/adverse effects/*therapeutic use
;
Liver Cirrhosis/*complications
;
Male
;
Middle Aged
;
Neutropenia/etiology
;
Platelet Count
;
Polyethylene Glycols/adverse effects/*therapeutic use
;
RNA, Viral/blood
;
Retrospective Studies
;
Ribavirin/adverse effects/*therapeutic use
;
Severity of Illness Index
;
Treatment Outcome