1.Transfer learning in a deep convolutional neural network for implant fixture classification:A pilot study
Hak-Sun KIM ; Eun-Gyu HA ; Young Hyun KIM ; Kug Jin JEON ; Chena LEE ; Sang-Sun HAN
Imaging Science in Dentistry 2022;52(2):219-224
Purpose:
This study aimed to evaluate the performance of transfer learning in a deep convolutional neural network for classifying implant fixtures.
Materials and Methods:
Periapical radiographs of implant fixtures obtained using the Superline (Dentium Co. Ltd., Seoul, Korea), TS III (Osstem Implant Co. Ltd., Seoul, Korea), and Bone Level Implant (Institut Straumann AG, Basel, Switzerland) systems were selected from patients who underwent dental implant treatment. All 355 implant fixtures comprised the total dataset and were annotated with the name of the system. The total dataset was split into a training dataset and a test dataset at a ratio of 8 to 2, respectively. YOLOv3 (You Only Look Once version 3, available at https://pjreddie.com/darknet/yolo/), a deep convolutional neural network that has been pretrained with a large image dataset of objects, was used to train the model to classify fixtures in periapical images, in a process called transfer learning. This network was trained with the training dataset for 100, 200, and 300 epochs. Using the test dataset, the performance of the network was evaluated in terms of sensitivity, specificity, and accuracy.
Results:
When YOLOv3 was trained for 200 epochs, the sensitivity, specificity, accuracy, and confidence score were the highest for all systems, with overall results of 94.4%, 97.9%, 96.7%, and 0.75, respectively. The network showed the best performance in classifying Bone Level Implant fixtures, with 100.0% sensitivity, specificity, and accuracy.
Conclusion
Through transfer learning, high performance could be achieved with YOLOv3, even using a small amount of data.
2.Temporomandibular joint synovial chondromatosis extending to the temporal bone: a report of two cases.
Dae Hoon KIM ; Eun Hee LEE ; Eunae Sandra CHO ; Jae Young KIM ; Kug Jin JEON ; Jin KIM ; Jong Ki HUH
Journal of the Korean Association of Oral and Maxillofacial Surgeons 2017;43(5):336-342
Synovial chondromatosis is a rare benign lesion originating from the synovial membrane. It presents as adhesive or non-adhesive intra-articular cartilaginous loose bodies. Although the causes of synovial chondromatosis have not been fully elucidated, inflammation, external injury, or excessive use of joints have been suggested as possible causes. Synovial chondromatosis has been reported to occur most frequently at large joints that bear weights, with a rare occurrence at the temporomandibular joint (TMJ). When synovial chondromatosis develops at TMJ, clinical symptoms, including pain, joint sounds, and mouth opening may common. Moreover, synovial chondromatosis rarely spreads to the mandibular condyle, glenoid cavity, or articular eminence of TMJ. The goal of this study was to discuss the methods of surgery and other possible considerations by reviewing cases of patients who underwent surgery for synovial chondromatosis that extended to the temporal bone.
Adhesives
;
Arthralgia
;
Chondromatosis, Synovial*
;
Glenoid Cavity
;
Humans
;
Inflammation
;
Joints
;
Mandibular Condyle
;
Mouth
;
Synovial Membrane
;
Temporal Bone*
;
Temporomandibular Joint*
;
Weights and Measures
3.Temporomandibular joint synovial chondromatosis extending to the temporal bone: a report of two cases.
Dae Hoon KIM ; Eun Hee LEE ; Eunae Sandra CHO ; Jae Young KIM ; Kug Jin JEON ; Jin KIM ; Jong Ki HUH
Journal of the Korean Association of Oral and Maxillofacial Surgeons 2017;43(5):336-342
Synovial chondromatosis is a rare benign lesion originating from the synovial membrane. It presents as adhesive or non-adhesive intra-articular cartilaginous loose bodies. Although the causes of synovial chondromatosis have not been fully elucidated, inflammation, external injury, or excessive use of joints have been suggested as possible causes. Synovial chondromatosis has been reported to occur most frequently at large joints that bear weights, with a rare occurrence at the temporomandibular joint (TMJ). When synovial chondromatosis develops at TMJ, clinical symptoms, including pain, joint sounds, and mouth opening may common. Moreover, synovial chondromatosis rarely spreads to the mandibular condyle, glenoid cavity, or articular eminence of TMJ. The goal of this study was to discuss the methods of surgery and other possible considerations by reviewing cases of patients who underwent surgery for synovial chondromatosis that extended to the temporal bone.
Adhesives
;
Arthralgia
;
Chondromatosis, Synovial*
;
Glenoid Cavity
;
Humans
;
Inflammation
;
Joints
;
Mandibular Condyle
;
Mouth
;
Synovial Membrane
;
Temporal Bone*
;
Temporomandibular Joint*
;
Weights and Measures
4.Effect of electrically heated humidifier on intraoperative core body temperature decrease in elderly patients: a prospective observational study.
Hyungseok SEO ; Kyungmi KIM ; Eun A OH ; Yeon Jin MOON ; Young Kug KIM ; Jai Hyun HWANG
Anesthesia and Pain Medicine 2016;11(2):211-216
BACKGROUND: Core body temperature (TC) can decrease during general anesthesia. Particularly in elderly patients, more aggressive strategies to prevent intraoperative hypothermia may be required. Here, we investigated the effect of a heated humidifier on intraoperative TC decrease in the elderly. METHODS: Twenty-four elderly patients were randomly assigned into two groups: those who used a heated humidifier (group H) and those who used a conventional ventilator circuit with a heat moisture exchanger (group C). TC was measured continuously at the esophagus at several time-points during surgery. RESULTS: In group C, TC significantly decreased 90 minutes after skin incision (P < 0.001), while significant differences were not noted in group H during surgery. Comparing the two groups, TC decreased more in group C than in group H at 60, 90, 120, and 150 minutes after skin incision (group C vs. group H: -0.6℃ vs. -0.3℃, P = 0.025; -0.7℃ vs. -0.4℃, P = 0.012; -0.9℃ vs. -0.4℃, P = 0.006; and -1.0℃ vs. -0.5℃, P = 0.013, respectively). There were no significant differences between the two groups for any other parameters. CONCLUSIONS: A heated humidifier is more effective in preventing intraoperative TC decrease in elderly patients than a heat moisture exchanger. However, further studies with a larger population are required to substantiate its clinical use.
Aged*
;
Anesthesia, Closed-Circuit
;
Anesthesia, General
;
Body Temperature*
;
Esophagus
;
Heating
;
Hot Temperature*
;
Humans
;
Humidity
;
Hypothermia
;
Observational Study*
;
Prospective Studies*
;
Skin
;
Ventilators, Mechanical
5.Biomechanical Study of the Fixation Plates For Opening Wedge High Tibial Osteotomy
Kug Jin KIM ; Eun Kyoo SONG ; Jong Keun SEON ; Jong Hwan SEOL
The Journal of Korean Knee Society 2015;27(3):181-186
PURPOSE: The purpose of this study was to compare the mechanical stability of three types of plate systems for opening wedge high tibial osteotomy. MATERIALS AND METHODS: Forty-eight fresh frozen porcine tibia specimens were assigned to three different fixation device groups: Aescular group (16 specimens) was fixed with Aescular plates; Puddu group (16 specimens) with a Puddu plate, and TomoFix group (16 specimens) with a TomoFix plate. We compared axial displacements under compression loads from 200 to 2,000 N and maximal loads at failure among 8 specimens per group. We also compared displacements under cyclic load after 100 cycles at a compressive load of 2,000 N among 8 specimens per group. RESULTS: In all three groups, displacement under compression load increased with the increase in the axial compressive load; however, no significant intergroup differences were observed in the mean values under tested loading conditions. The mean maximal loads at failure were not significantly different (6,055, 6,798, and 6,973 N in the Aescular, Puddu, and TomoFix groups, respectively; p=0.41). While the TomoFix group showed less extension and strain during the cyclic load test, the mean values showed no significant differences among groups. CONCLUSIONS: All three plate systems were found to provide fixation stability suitable for bearing axial compression and cyclic loads while walking.
Knee
;
Osteotomy
;
Tibia
;
Walking
6.Differences in Blood Loss According to Hemostatic Method in the Excision of Giant Neurofibroma.
Tae Gon KIM ; Il Kug KIM ; Sung Eun KIM ; Yong Ha KIM ; Jun Ho LEE
Archives of Plastic Surgery 2012;39(4):433-434
No abstract available.
Neurofibroma
7.Typhoid Fever Complicated by Intussusception, Splenic Infarction, and Hepatitis.
Seong Eun YANG ; Sung Hee JUNG ; Sae Hee KIM ; Anna KIM ; Hyeong Kug KIM ; Hyun Jin MOON ; Jin A LEE ; Yong Hun CHOI ; Seong Min JO ; Young Mo YANG
Journal of the Korean Society of Emergency Medicine 2012;23(3):439-442
Salmonella typhi infections usually manifest with high fever and gastrointestinal symptoms, however, occurrence of severe complications in other organs, such as pneumonitis, bronchitis, hepatitis, nephritis, encephalitis, and osteomyelitis, is possible. Although common surgical complications include ileal perforation and gastrointestinal haemorrhage, few cases of intussusception have been reported. Splenic infarction is another uncommon complication. In this report, we present a case of typhoid fever complicated with simultaneous small bowel intussusception and splenic infarction. A 27-year-old male patient with no previous history of interest underwent examination for fever, acute abdominal pain, and watery diarrhea of seven days duration. Findings on the initial examination indicated fever of 39.1degrees C, a distended abdomen with direct and rebound tenderness of diffuse localization, and rigidity. Abdominal computed tomography showed hepatomegaly, multiple lymphadenopathies, multiple segmental splenic infarctions, and small bowel ileus with intussusception, however, findings from the small bowel enema study showed spontaneous resolution of the intussusception. Despite antibiotic therapy, abdominal symptoms continued, therefore, the patient underwent exploratory laparotomy with suspicion of intestinal perforation. Surgical findings included multiple enlarged lymphadenopathies and coarse appearance of the liver, but no perforation was found. Results of the Widal test showed positivity for flagellar (H), somatic (O) and A antigens (1:640 dilutions each). Blood cultures showed Salmonella typhi. lymph nodes and biopsy showed mesenteric lymphadenitis, with enlarged lymph nodes due to distension of the sinusoids by macrophages, which showed erythrophagocytosis and tingible bodies. In addition, liver biopsy showed a granulomatous aggregate comprised of macrophages with an epithelioid configuration. After intravenous administration of antibiotics, the patient showed progressive improvement and was discharged for outpatient department follow up.
Abdomen
;
Abdominal Pain
;
Administration, Intravenous
;
Adult
;
Anti-Bacterial Agents
;
Biopsy
;
Bronchitis
;
Diarrhea
;
Encephalitis
;
Enema
;
Fever
;
Follow-Up Studies
;
Hepatitis
;
Hepatomegaly
;
Humans
;
Ileus
;
Intestinal Perforation
;
Intussusception
;
Laparotomy
;
Liver
;
Lymph Nodes
;
Macrophages
;
Male
;
Mesenteric Lymphadenitis
;
Nephritis
;
Osteomyelitis
;
Outpatients
;
Pneumonia
;
Salmonella typhi
;
Splenic Infarction
;
Typhoid Fever
8.A Case of Clostridium bifermentans Bacteremia in a Patient with Myelodysplastic Syndrome.
Jin A LEE ; Hee Jung YOON ; Ji Myung KIM ; Seong Min JO ; Yong Hun CHOI ; Hyun Jin MOON ; Ki Ho YUN ; Hyeong Kug KIM ; Seong Eun YANG
Infection and Chemotherapy 2011;43(5):412-415
Cases of anaerobic bacteremia are rare, and the clinical impact of clostridial bacteremia remains to be clarified. Previous clinical reports have suggested that C. bifermentans is less virulent than other Clostridia species. This microorganism has occasionally been reported to cause septic arthritis, necrotizing pneumonia with empyema, brain abscesses, endocarditis, and metastatic osteomyelitis. Herein, we report on a case of C. bifermentans bacteremia in a patient with myelodysplastic syndrome in South Korea.
Arthritis, Infectious
;
Bacteremia
;
Brain Abscess
;
Clostridium
;
Clostridium bifermentans
;
Empyema
;
Endocarditis
;
Humans
;
Myelodysplastic Syndromes
;
Osteomyelitis
;
Pneumonia
;
Republic of Korea
9.KRDD: Korean Rice Ds-tagging Lines Database for Rice (Oryza sativa L. Dongjin).
Chang Kug KIM ; Myung Chul LEE ; Byung Ohg AHN ; Doh Won YUN ; Ung Han YOON ; Seok Cheol SUH ; Moo Young EUN ; Jang Ho HAHN
Genomics & Informatics 2008;6(2):64-67
The Korean Rice Ds-tagging lines Database (KRDD) is designed to provide information about Ac/Ds insertion lines and activation tagging lines using japonica rice. This database has provided information on 18,158 Ds lines, which includes the ID, description, photo image, sequence information, and gene characteristics. The KRDD is visualized using a web-based graphical view, and anonymous users can query and browse the data using the search function. It has four major menus of web pages: (i) a Blast Search menu of a mutant line; Blast from rice Ds-tagging mutant lines; (ii) a primer design tool to identify genotypes of Ds insertion lines; (iii) a Phenotype menu for Ds lines, searching by identification name and phenotype characteristics; and (iv) a Management menu for Ds lines.
Anonyms and Pseudonyms
;
Genotype
;
Phenotype
10.Thalidomide for Treating Metastatic Hepatocellular Carcinoma: A Pilot Study.
Sang Hoon HAN ; Se Hoon PARK ; Jung Ho KIM ; Jong Jun LEE ; So Young KWON ; Oh Sang KWON ; Sun Suk KIM ; Ju Hyun KIM ; Keon Kug KIM ; Yeon Ho PARK ; Jeong Nam LEE ; Eunmi NAM ; Soo Mee BANG ; Eun Kyung CHO ; Dong Bok SHIN ; Jae Hoon LEE
The Korean Journal of Internal Medicine 2006;21(4):225-229
BACKGROUND: Thalidomide has been reported to have antitumor activity for treating metastatic hepatocellular carcinoma (HCC). We evaluated the safety and efficacy of using thalidomide for treating selected patients with unresectable or metastatic HCC, and their disease was refractory to systemic chemotherapy. METHODS: Eight patients with measurable and metastatic HCC that had progressed with prior systemic chemotherapy and who desired further active therapy were enrolled in this study. Thalidomide was given orally at bedtime and it was started at 200 mg/day with no further dose escalation. The response was measured at 2-month intervals. RESULTS: The median age was 44 years (range: 34-52 years) and all the patients had received doxorubicin-based systemic chemotherapy prior to their enrollment. Each patient received thalidomide for a median of 152 days (range: 5-422 days). One partial response was observed (12.5%, 95% CI; 0-42%) along with 4 cases of stable diseases. The most commonly encountered toxicity was somnolence; grade 3 somnolence was noted for one patient, which led to treatment discontinuation. Skin rash was observed in one responding patient. CONCLUSIONS: The results indicate that thalidomide may feasibly offer disease stabilization to metastatic HCC patients. Further dose escalation of thalidomide, or its combination with other chemotherapeutic agents, may be of interest and this should be investigated for treating patients with metastatic HCC.
Treatment Outcome
;
Thalidomide/*therapeutic use
;
Retrospective Studies
;
Pilot Projects
;
Middle Aged
;
Male
;
Lymphatic Metastasis
;
Lung Neoplasms/drug therapy/*secondary
;
Liver Neoplasms/*drug therapy/pathology
;
Immunosuppressive Agents/*therapeutic use
;
Humans
;
Follow-Up Studies
;
Female
;
Carcinoma, Hepatocellular/*drug therapy/secondary
;
Bone Neoplasms/drug therapy/*secondary
;
Adult

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