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.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
5.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
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.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*
8.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
9.Shear bond strength of a self-adhesive resin cement to resin-coated dentin.
Jee Youn HONG ; Cheol Woo PARK ; Jeong Uk HEO ; Min Ki BANG ; Jae Jun RYU
The Journal of Korean Academy of Prosthodontics 2013;51(1):27-32
PURPOSE: The aims of this study were to evaluate the effect of a resin coating on the shear bond strength of indirect composite restoration bonded to dentin with a self adhesive resin cement and to compare the shear bond strength with that of a conventional resin cement. MATERIALS AND METHODS: The occlusal enamels of thirty six extracted non-carious human molars were removed until the dentin flat surfaces of the teeth were exposed. Then, they were divided into 3 groups. The dentin surfaces of group 1 and 3 were left without any conditioning, while the dentin surfaces of group 2 were resin-coated with Clearfil SE bond and a flowable resin composite, Metafil Flo. After all specimens were temporized for 24 hours, indirect composite resin blocks fabricated by Tescera were bonded to dentins by Unicem for group 1 and 2, and by Panavia F for group 3. After 48 hours of water storage, shear bond strengths were measured. The data was analyzed with one-way analysis of variance and multiple comparison test (Tukey method). RESULTS: The shear bond strengths of Unicem applied to resin coated dentin surfaces were significantly higher than those of Unicem and Panavia F used to uncoated dentin surfaces (P<.0001). CONCLUSION: Application of a resin coating to the dentin surface significantly improved the shear bonding strength of a self adhesive resin cement in indirect restoration.
Adhesives
;
Composite Resins
;
Dental Enamel
;
Dentin
;
Humans
;
Molar
;
Resin Cements
;
Tooth
;
Water
10.Antitumor Activity of TRAIL Recombinant Adenovirus in Human Malignant Glioma Cells.
Ki Uk KIM ; Su Yeong SEO ; Ki Young HEO ; Young Hyun YOO ; Hye Jin KIM ; Hyeong Sik LEE ; Sun Seob CHOI ; Tae Ho HWANG ; Hye Jeong LEE
Journal of Korean Medical Science 2005;20(6):1046-1052
Tumor necrosis factor-Related Apoptosis-Inducing Ligand (TRAIL) has been reported to specifically kill malignant cells but to be relatively nontoxic to normal cells. One of disadvantages to previous in vivo protocols was the need for large quantities of TRAIL recombinant protein to suppress tumor growth. To evaluate the antitumor activity and therapeutic value of the TRAIL gene, we constructed adenoviral vectors expressing the human TRAIL gene (Ad.hTRAIL) and transferred them into malignant glioma cells in vitro and tumors in vivo, as an alternative to recombinant soluble TRAIL protein. The results show that TRAIL-sensitive glioma cells infected Ad.hTRAIL undergo apoptosis through the production and expression of TRAIL protein. The in vitro transfer elicited apoptosis, as demonstrated by the quantification of viable or apoptotic cells and by the analysis of cleavage of poly (ADP-ribose) polymerase. Furthermore, in vivo administration of Ad.hTRAIL at the site of tumor implantation suppressed the outgrowth of human glioma xenografts in SCID mice. These results further define Ad.hTRAIL as an anti-tumor therapeutic and demonstrate its potential use as an alternative approach to treatment for malignant glioma.
Adenoviridae/*genetics
;
Animals
;
Apoptosis
;
Apoptosis Regulatory Proteins/*genetics
;
Cell Line, Tumor
;
Gene Expression
;
Gene Therapy/*methods
;
Glioma/pathology/*therapy
;
Humans
;
Membrane Glycoproteins/*genetics
;
Mice
;
Mice, SCID
;
Neoplasm Transplantation
;
Research Support, Non-U.S. Gov't
;
Transplantation, Heterologous
;
Tumor Necrosis Factor-alpha/*genetics