1.Deep Learning-Based Diagnosis of MedicationRelated Osteonecrosis of the Jaw Using Panoramic Radiographs and Clinical Data: Pilot Study
Hye-Min JEONG ; Hyun HWANG ; Se-hyang KIM ; Heon-Young KIM ; Jung-Hyun PARK ; Sun-Jong KIM ; Minji KIM ; Yuncheol KANG ; Jin-Woo KIM
Journal of Korean Dental Science 2025;18(4):177-189
This study aimed to develop and evaluate a multimodal deep learning model that integrates panoramic radiographs and clinical data to improve the diagnosis of medication-related osteonecrosis of the jaw (MRONJ). Materials and Methods:The study included 705 panoramic radiographs (401 MRONJ and 304 Normal) collected from Ewha Womans University Mokdong and Seoul Hospitals. Radiographs were paired with patient information, including age, sex, body mass index (BMI), type of medication, duration, route of administration, dosage, and dental risk factors. Two deep learning models were compared: a ResNet-50 model using panoramic radiographs alone and the Modified ResNet-50 model incorporating both image and clinical features. Model performance was evaluated using accuracy, precision, recall, F1-score, and area under the receiver operating characteristic curve (AUC). Lesion localization and feature importance were analyzed using Gradient-weighted Class Activation Mapping (Grad-CAM) and SHapley Additive exPlanations (SHAP). Result: Significant differences in clinical characteristics were observed between the groups; the MRONJ group was older (74.5±10.0 vs. 68.6±12.7 years, P<0.01) and had a higher proportion of females (92.5% vs. 82.2%, P<0.01). In model performance, the Modified ResNet-50 model outperformed the PR-only model. Specifically, the Modified ResNet-50 model achieved an accuracy of 75.0%, a recall of 84.3%, and an AUC of 0.843, whereas the PR-only model showed lower performance with an accuracy of 72.1%, a recall of 81.4%, and an AUC of 0.720. SHAP analysis identified prolonged medication use and specific drug types (e.g., zoledronate, P<0.01) as influential predictors. Conclusion: The proposed multimodal deep learning framework demonstrated improved diagnostic performance and interpretability compared to radiograph-only models. This approach may serve as a practical and explainable AI-assisted tool for MRONJ diagnosis in routine dental practice.
2.Licochalcone D Inhibits Skin Epidermal Cells Transformation through the Regulation of AKT Signaling Pathways
Sun-Young HWANG ; Kwanhwan WI ; Goo YOON ; Cheol-Jung LEE ; Soong-In LEE ; Jong-gil JUNG ; Hyun-Woo JEONG ; Jeong-Sang KIM ; Chan-Heon CHOI ; Chang-Su NA ; Jung-Hyun SHIM ; Mee-Hyun LEE
Biomolecules & Therapeutics 2023;31(6):682-691
Cell transformation induced by epidermal growth factor (EGF) and 12-O-tetradecanoylphorbol-13-acetate (TPA) is a critical event in cancer initiation and progression, and understanding the underlying mechanisms is essential for the development of new therapeutic strategies. Licorice extract contains various bioactive compounds, which have been reported to have anticancer and anti-inflammatory effects. This study investigated the cancer preventive efficacy of licochalcone D (LicoD), a chalcone derivative in licorice extract, in EGF and TPA-induced transformed skin keratinocyte cells. LicoD effectively suppressed EGF-induced cell proliferation and anchorage-independent colony growth. EGF and TPA promoted the S phase of cell cycle, while LicoD treatment caused G1 phase arrest and down-regulated cyclin D1 and up-regulated p21 expression associated with the G1 phase. LicoD also induced apoptosis and increased apoptosis-related proteins such as cleaved-caspase-3, cleaved-caspase-7, and Bax (Bcl-2-associated X protein). We further investigated the effect of LicoD on the AKT signaling pathway involved in various cellular processes and found decreased p-AKT, p-GSK3β, and p-NFκB expression. Treatment with MK-2206, an AKT pharmacological inhibitor, suppressed EGF-induced cell proliferation and transformed colony growth. In conclusion, this study demonstrated the potential of LicoD as a preventive agent for skin carcinogenesis.
3.Executive summary of the Korean Society of Nephrology 2021 clinical practice guideline for optimal hemodialysis treatment
Ji Yong JUNG ; Kyung Don YOO ; Eunjeong KANG ; Hee Gyung KANG ; Su Hyun KIM ; Hyoungnae KIM ; Hyo Jin KIM ; Tae-Jin PARK ; Sang Heon SUH ; Jong Cheol JEONG ; Ji-Young CHOI ; Young-Hwan HWANG ; Miyoung CHOI ; Yae Lim KIM ; Kook-Hwan OH ;
The Korean Journal of Internal Medicine 2022;37(4):701-718
The Korean Society of Nephrology (KSN) has published a clinical practice guideline (CPG) document for maintenance hemodialysis (HD). The document, 2021 Clinical Practice Guideline on Optimal HD Treatment, is based on an extensive evidence-oriented review of the benefits of preparation, initiation, and maintenance therapy for HD, with the participation of representative experts from the KSN under the methodologists’ support for guideline development. It was intended to help clinicians participating in HD treatment make safer and more effective clinical decisions by providing user-friendly guidelines. We hope that this CPG will be meaningful as a recommendation in practice, but not on a regulatory rule basis, as different approaches and treatments may be used by health care providers depending on the individual patient’s condition. This CPG consists of eight sections and 15 key questions. Each begins with statements that are graded by the strength of recommendations and quality of the evidence. Each statement is followed by a summary of the evidence supporting the recommendations. There are also a link to full-text documents and lists of the most important reports so that the readers can read further (most of this is available online).
4.Influence of Concurrent and Adjuvant Temozolomide on Health-Related Quality of Life of Patients with Grade III Gliomas: A Secondary Analysis of a Randomized Clinical Trial (KNOG-1101 Study)
Grace S. AHN ; Kihwan HWANG ; Tae Min KIM ; Chul Kee PARK ; Jong Hee CHANG ; Tae-Young JUNG ; Jin Hee KIM ; Do-Hyun NAM ; Se-Hyuk KIM ; Heon YOO ; Yong-Kil HONG ; Eun-Young KIM ; Dong-Eun LEE ; Jungnam JOO ; Yu Jung KIM ; Gheeyoung CHOE ; Byung Se CHOI ; Seok-Gu KANG ; Jeong Hoon KIM ; Chae-Yong KIM
Cancer Research and Treatment 2022;54(2):396-405
Purpose:
The KNOG-1101 study showed improved 2-year PFS with temozolomide during and after radiotherapy compared to radiotherapy alone for patients with anaplastic gliomas. This trial investigates the effect of concurrent and adjuvant temozolomide on health-related quality of life (HRQoL).
Materials and Methods:
In this randomized, open-label, phase II trial, 90 patients with World Health Organization grade III glioma were enrolled across multiple centers in South Korea between March 2012 to February 2015 and followed up through 2017. The European Organization for Research and Treatment of Cancer Quality of Life Questionnaire 30 (EORTC QLQ-C30) and 20-item EORTC QLQ-Brain Neoplasm (QLQ-BN20) were used to compare HRQoL between patients assigned to concurrent chemoradiotherapy with temozolomide followed by 6 cycles of adjuvant temozolomide (arm A) and radiotherapy (RT) alone (arm B).
Results:
Of the 90 patients in the study, 84 patients (93.3%) completed the baseline HRQoL questionnaire. Emotional functioning, fatigue, nausea and vomiting, dyspnea, constipation, appetite loss, diarrhea, seizures, itchy skin, drowsiness, hair loss, and bladder control were not affected by the addition of temozolomide. All other items did not differ significantly between arm A and arm B throughout treatment. Global health status particularly stayed consistent at the end of adjuvant temozolomide (p=0.47) and at the end of RT (p=0.33).
Conclusion
The addition of concurrent and adjuvant temozolomide did not show negative influence on HRQoL with improvement of progression-free survival for patients with anaplastic gliomas. The absence of systematic and clinically relevant changes in HRQoL suggests that an overall long-term net clinical benefit exists for concurrent and adjuvant temozolomide.
5.Effects of Teneligliptin on HbA1c levels, Continuous Glucose Monitoring-Derived Time in Range and Glycemic Variability in Elderly Patients with T2DM (TEDDY Study)
Ji Cheol BAE ; Soo Heon KWAK ; Hyun Jin KIM ; Sang-Yong KIM ; You-Cheol HWANG ; Sunghwan SUH ; Bok Jin HYUN ; Ji Eun CHA ; Jong Chul WON ; Jae Hyeon KIM
Diabetes & Metabolism Journal 2022;46(1):81-92
Background:
To evaluate the effects of teneligliptin on glycosylated hemoglobin (HbA1c) levels, continuous glucose monitoring (CGM)-derived time in range, and glycemic variability in elderly type 2 diabetes mellitus patients.
Methods:
This randomized, double-blinded, placebo-controlled study was conducted in eight centers in Korea (clinical trial registration number: NCT03508323). Sixty-five participants aged ≥65 years, who were treatment-naïve or had been treated with stable doses of metformin, were randomized at a 1:1 ratio to receive 20 mg of teneligliptin (n=35) or placebo (n=30) for 12 weeks. The main endpoints were the changes in HbA1c levels from baseline to week 12, CGM metrics-derived time in range, and glycemic variability.
Results:
After 12 weeks, a significant reduction (by 0.84%) in HbA1c levels was observed in the teneligliptin group compared to that in the placebo group (by 0.08%), with a between-group least squares mean difference of –0.76% (95% confidence interval [CI], –1.08 to –0.44). The coefficient of variation, standard deviation, and mean amplitude of glycemic excursion significantly decreased in participants treated with teneligliptin as compared to those in the placebo group. Teneligliptin treatment significantly decreased the time spent above 180 or 250 mg/dL, respectively, without increasing the time spent below 70 mg/dL. The mean percentage of time for which glucose levels remained in the 70 to 180 mg/dL time in range (TIR70–180) at week 12 was 82.0%±16.0% in the teneligliptin group, and placebo-adjusted change in TIR70–180 from baseline was 13.3% (95% CI, 6.0 to 20.6).
Conclusion
Teneligliptin effectively reduced HbA1c levels, time spent above the target range, and glycemic variability, without increasing hypoglycemia in our study population.
6.Executive Summary of the Korean Society of Nephrology 2021 Clinical Practice Guideline for Optimal Hemodialysis Treatment
Ji Yong JUNG ; Kyung Don YOO ; Eunjeong KANG ; Hee Gyung KANG ; Su Hyun KIM ; Hyoungnae KIM ; Hyo Jin KIM ; Tae-Jin PARK ; Sang Heon SUH ; Jong Cheol JEONG ; Ji-Young CHOI ; Young-Hwan HWANG ; Miyoung CHOI ; Yae Lim KIM ; Kook-Hwan OH ;
Kidney Research and Clinical Practice 2021;40(4):578-595
The Korean Society of Nephrology (KSN) has published a clinical practice guideline (CPG) document for maintenance hemodialysis (HD). The document, 2021 Clinical Practice Guideline on Optimal HD Treatment, is based on an extensive evidence-oriented review of the benefits of preparation, initiation, and maintenance therapy for HD, with the participation of representative experts from the KSN under the methodologists’ support for guideline development. It was intended to help clinicians participating in HD treatment make safer and more effective clinical decisions by providing user-friendly guidelines. We hope that this CPG will be meaningful as a recommendation in practice, but not on a regulatory rule basis, as different approaches and treatments may be used by health care providers depending on the individual patient’s condition. This CPG consists of eight sections and 15 key questions. Each begins with statements that are graded by the strength of recommendations and quality of the evidence. Each statement is followed by a summary of the evidence supporting the recommendations. There is also a link to full-text documents and lists of the most important reports so that the readers can read further (most of this is available online).
7.Concurrent and Adjuvant Temozolomide for Newly Diagnosed Grade IIIGliomas without 1p/19q Co-deletion: A Randomized, Open-Label,Phase 2 Study (KNOG-1101 Study)
Kihwan HWANG ; Tae Min KIM ; Chul-Kee PARK ; Jong Hee CHANG ; Tae-Young JUNG ; Jin Hee KIM ; Do-Hyun NAM ; Se-Hyuk KIM ; Heon YOO ; Yong-Kil HONG ; Eun-Young KIM ; Dong-Eun LEE ; Jungnam JOO ; Yu Jung KIM ; Gheeyoung CHOE ; Byung Se CHOI ; Seok-Gu KANG ; Jeong Hoon KIM ; Chae-Yong KIM
Cancer Research and Treatment 2020;52(2):505-515
Purpose:
We investigated the efficacy of temozolomide during and after radiotherapy in Korean adultswith anaplastic gliomas without 1p/19q co-deletion.
Materials and Methods:
This was a randomized, open-label, phase 2 study and notably the first multicenter trial forKorean grade III glioma patients. Eligible patients were aged 18 years or older and hadnewly diagnosed non-co-deleted anaplastic glioma with an Eastern Cooperative OncologyGroup performance status of 0-2. Patients were randomized 1:1 to receive radiotherapyalone (60 Gy in 30 fractions of 2 Gy) (control group, n=44) or to receive radiotherapy withconcurrent temozolomide (75 mg/m2/day) followed by adjuvant temozolomide (150-200mg/m2/day for 5 days during six 28-day cycles) (treatment group, n=40). The primary endpointwas 2-year progression-free survival (PFS). Seventy patients (83.3%) were availablefor the analysis of the isocitrate dehydrogenase 1 gene (IDH1) mutation status.
Results:
The two-year PFS was 42.2% in the treatment group and 37.2% in the control group. Overallsurvival (OS) did not reach to significant difference between the groups. In multivariableanalysis, age was a significant risk factor for PFS (hazard ratio [HR], 2.08; 95% confidenceinterval [CI], 1.04 to 4.16). The IDH1mutation was the only significant prognostic factor forPFS (HR, 0.28; 95% CI, 0.13 to 0.59) and OS (HR, 0.19; 95% CI, 0.07 to 0.50). Adverseevents over grade 3 were seen in 16 patients (40.0%) in the treatment group and werereversible.
Conclusion
Concurrent and adjuvant temozolomide in Korean adults with newly diagnosed nonco-deleted anaplastic gliomas showed improved 2-year PFS. The survival benefit of this regimenneeds further analysis with long-term follow-up at least more than 10 years.
8.Misdiagnosis of ameloblastoma in a patient with clear cell odontogenic carcinoma: a case report
Jong Cheol PARK ; Seong Won KIM ; Young Jae BAEK ; Hyeong Geun LEE ; Mi Heon RYU ; Dae Seok HWANG ; Uk Kyu KIM
Journal of the Korean Association of Oral and Maxillofacial Surgeons 2019;45(2):116-120
Clear cell odontogenic carcinoma (CCOC), a rare tumor in the head and neck region, displays comparable properties with other tumors clinically and pathologically. In consequence, an incorrect diagnosis may be established. A 51-year-old male patient who was admitted to the Department of Oral and Maxillofacial Surgery at Pusan National University Dental Hospital was initially diagnosed with ameloblastoma via incisional biopsy. However, the excised mass of the patient was observed to manifest histopathological characteristics of ameloblastic carcinoma. The lesion was ultimately diagnosed as clear cell odontogenic carcinoma by the Department of Oral Pathology of Pusan National Dental University. Therefore, segmental mandibulectomy and bilateral neck dissection were performed, followed by reconstruction with fibula free flap and reconstruction plate. Concomitant chemotherapy radiotherapy was not necessary. The patient has been followed up, and no recurrence has occurred 6 months after surgery.
Ameloblastoma
;
Ameloblasts
;
Biopsy
;
Busan
;
Diagnosis
;
Diagnostic Errors
;
Drug Therapy
;
Fibula
;
Free Tissue Flaps
;
Head
;
Humans
;
Male
;
Mandibular Osteotomy
;
Middle Aged
;
Neck
;
Neck Dissection
;
Pathology, Oral
;
Radiotherapy
;
Recurrence
;
Surgery, Oral
9.Fluid Dynamics of Small Diameter Tubes Used in Membrane-tube Type Glaucoma Shunt Devices
Jong Chul HAN ; Young Hoon HWANG ; Byung Heon AHN
Korean Journal of Ophthalmology 2019;33(4):371-378
PURPOSE: To investigate the outflow characteristics of silicone tubes with intraluminal stents used in membrane-tube (MT) type glaucoma shunt devices. METHODS: The silicone tubes used in MicroMT (internal diameter of 100 µm with a 7-0 nylon intraluminal stent) and Finetube MT (internal diameter of 200 µm with a 5-0 nylon intraluminal stent) were connected to a syringe-pump that delivered a continuous flow of distilled water at flow rates of 2, 5, 10, and 25 µL/min. The pressures and resistances of tubes were measured at a steady flow rate with full-length, half-length, and absence of intraluminal stents. RESULTS: The mean outflow resistance of the two types of tubes ranged from 3.0 ± 1.9 to 3.8 ± 1.7 mmHg/µL/min with a full-length intraluminal stent, 1.8 ± 1.1 to 2.2 ± 1.1 mmHg/µL/min with a half-length intraluminal stent, and 0.1 ± 0.0 to 0.2 ± 0.0 mmHg/µL/min without an intraluminal stent. Theoretically, for a physiologic state with a flow rate of 2 µL/min and episcleral venous pressure of 6 mmHg, the mean pressures of tubes were expected to be 13.2 ± 3.0, 10.5 ± 2.4, and 6.4 ± 0.2 mmHg in MicroMT with full-length, half-length, and absence of intraluminal stents, respectively, and 12.5 ± 3.9, 9.6 ± 2.4, and 6.2 ± 0.2 mmHg in Finetube MT with full-length, half-length, and absence of intraluminal stents, respectively. The pressure variance also decreased with intraluminal stent retraction (p < 0.01). CONCLUSIONS: The small diameter tubes of 100 and 200 µm internal diameters, with 7-0 and 5-0 nylon intraluminal stents, respectively, used in the MT-type glaucoma shunt device showed safe and effective outflow characteristics.
Glaucoma
;
Hydrodynamics
;
Intraocular Pressure
;
Nylons
;
Silicon
;
Silicones
;
Stents
;
Venous Pressure
;
Water
10.Misdiagnosis of ameloblastoma in a patient with clear cell odontogenic carcinoma: a case report
Jong Cheol PARK ; Seong Won KIM ; Young Jae BAEK ; Hyeong Geun LEE ; Mi Heon RYU ; Dae Seok HWANG ; Uk Kyu KIM
Journal of the Korean Association of Oral and Maxillofacial Surgeons 2019;45(2):116-120
Clear cell odontogenic carcinoma (CCOC), a rare tumor in the head and neck region, displays comparable properties with other tumors clinically and pathologically. In consequence, an incorrect diagnosis may be established. A 51-year-old male patient who was admitted to the Department of Oral and Maxillofacial Surgery at Pusan National University Dental Hospital was initially diagnosed with ameloblastoma via incisional biopsy. However, the excised mass of the patient was observed to manifest histopathological characteristics of ameloblastic carcinoma. The lesion was ultimately diagnosed as clear cell odontogenic carcinoma by the Department of Oral Pathology of Pusan National Dental University. Therefore, segmental mandibulectomy and bilateral neck dissection were performed, followed by reconstruction with fibula free flap and reconstruction plate. Concomitant chemotherapy radiotherapy was not necessary. The patient has been followed up, and no recurrence has occurred 6 months after surgery.

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