1.Dental Age Estimation in Children Using Convolution Neural Network Algorithm: A Pilot Study
Byung-Yoon ROH ; Hyun-Jeong PARK ; Kyung-Ryoul KIM ; In-Soo SEO ; Yeon-Ho OH ; Ju-Heon LEE ; Chang-Un CHOI ; Yo-Seob SEO ; Ji-Won RYU ; Jong-Mo AHN
Journal of Oral Medicine and Pain 2024;49(4):118-123
Purpose:
Recently, deep learning techniques have been introduced for age estimation, with automated methods based on radiographic analysis demonstrating high accuracy. In this study, we applied convolutional neural network (CNN) techniques to the lower dentition area on orthopantomograms (OPGs) of children to develop an automated age estimation model and evaluate its accuracy for use in forensic dentistry.
Methods:
In this study, OPGs of 2,856 subjects aged 3-14 years were analyzed. The You Only Look Once (YOLO) V8 object detection technique was applied to extract the mandibular dentition area on OPGs, designating it as the region of interest (ROI). First, 200 radiographs were randomly selected, and were used to train a model for extracting the ROI. The trained model was then applied to the entire dataset. For the CNN image classification task, 80% of OPGs were allocated to the training set, while the remaining 20% were used as the test set. A transfer learning approach was employed using the ResNet50 and VGG19 backbone models, with an ensemble technique combining these models to improve performance. The mean absolute error (MAE) on the test set was used as the validation metric, and the model with the lowest MAE was selected.
Results:
In this study, the age estimation model developed using mandibular dentition region from OPGs achieved MAE and root mean squared error (RMSE) values of 0.501 and 0.742, respectively, on the test set, and MAE and RMSE values of 0.273 and 0.354, respectively, on the training set.
Conclusions
The automated age estimation model developed in this study demonstrated accuracy comparable to that of previous research and shows potential for applications in forensic investigations. Increasing the sample size and incorporating diverse deep learning techniques are expected to further enhance the accuracy of future age estimation models.
2.Treatment of Invasive Pulmonary Aspergillosis by Combined Intravenous and Transthoracic Injection ofAmphotericin B in a Patient with Acute Leukemia.
Choong Ki PARK ; Dong Woo PARK ; Yong Soo KIM ; Yo Won CHOI ; Seok Chol JEON ; Heung Suk SEO ; Chang Kok HAHM ; Myung Ju AHN
Journal of the Korean Radiological Society 1998;39(4):705-708
Invasive pulmonary aspergillosis may be a major cause of lethal opportunistic infection in neutropenicpatients. The purpose of this report is to describe a combined treatment modality involving transthoracicinjection of amphotericin B and gelatin solution for persistent mycetoma within the cavity. Mycetoma may interferewith consolidation chemotherapy after intravenous injection of amphotericin B for invasive pulmonary aspergillosisin a patient with acute monocytic leukemia in whom neutropenia developed during remission induction chemotherapy.
Amphotericin B
;
Aspergillosis
;
Consolidation Chemotherapy
;
Drug Therapy
;
Gelatin
;
Humans
;
Injections, Intravenous
;
Invasive Pulmonary Aspergillosis*
;
Leukemia*
;
Leukemia, Monocytic, Acute
;
Mycetoma
;
Neutropenia
;
Opportunistic Infections
;
Remission Induction
3.Dental Age Estimation Using the Demirjian Method: Statistical Analysis Using Neural Networks
Byung-Yoon ROH ; Jong-Seok LEE ; Sang-Beom LIM ; Hye-Won RYU ; Su-Jeong JEON ; Ju-Heon LEE ; Yo-Seob SEO ; Ji-Won RYU ; Jong-Mo AHN
Korean Journal of Legal Medicine 2023;47(1):1-7
In children and adolescents, dental age estimation is performed with the development of the teeth. Various statistical analysis methods have been used to determine the relationship between age and dental maturity and develop an accurate method of age calculation. This study attempted to apply a neural network model for the statistical analysis of dental age estimation in children and evaluated its applicability. This study used 1196 panoramic radiographs of patients aged 3–16 years, and 996 and 200 were randomly classified into training and test sets, respectively. The dental maturity of the mandibular left teeth was evaluated using Demirjian's method, the neural network model using the backpropagation algorithm was derived using training sets, and the errors were evaluated using 100 radiographs of each male and female as test sets. In addition, multiple linear regression analysis was conducted on the same training set, and the error was calculated by applying it to the test set and comparing it with the error of the neural network model. In the neural network model, the mean absolute error (MAE) and root mean squared error (RMSE) were 0.589 and 0.783 in male subjects and 0.529 and 0.760 in female subjects, respectively. In the multiple linear regression model, the MAE and RMSE were 0.600 and 0.748 in male subjects and 0.566 and 0.789 in female subjects, respectively. When applying the neural network model to the statistical analysis of the dental developmental stage, the results were as accurate as those of conventional statistical analysis methods. This study’s approach is expected to be useful for estimating the ages of children.
4.Difference in Tumor Area as a Predictor of a Pathological Complete Response for Patients With Locally Advanced Rectal Cancer.
Ji Hyeong SONG ; Yo Han PARK ; Sang Hyuk SEO ; Anbok LEE ; Kwang Hee KIM ; Min Sung AN ; Ki Beom BAE ; Kwan Hee HONG ; Jin Won HWANG ; Ji Hyun KIM ; Hyun Seok JUNG ; Ki Jung AHN
Annals of Coloproctology 2017;33(6):219-226
PURPOSE: This study was conducted to discover the clinical factors that can predict pathologically complete remission (pCR) after neoadjuvant chemoradiotherapy (CRT), so that those factors may help in deciding on a treatment program for patients with locally advanced rectal cancer. METHODS: A total of 137 patients with locally advanced rectal cancer were retrospectively enrolled in this study, and data were collected retrospectively. The patients had undergone a total mesorectal excision after neoadjuvant CRT. Histologic response was categorized as pCR vs. non-pCR. The tumor area was defined as (tumor length) × (maximum tumor depth). The difference in tumor area was defined as pre-CRT tumor area – post-CRT tumor area. Univariate and multivariate logistic regression analyses were conducted to find the factors affecting pCR. A P-value < 0.05 was considered significant. RESULTS: Twenty-three patients (16.8%) achieved pCR. On the univariate analysis, endoscopic tumor circumferential rate <50%, low pre-CRT T & N stage, low post-CRT T & N stage, small pretreatment tumor area, and large difference in tumor area before and after neoadjuvant CRT were predictive factors of pCR. A multivariate analysis found that only the difference in tumor area before and after neoadjuvant CRT was an independent predictor of pCR (P < 0.001). CONCLUSION: The difference in tumor area, as determined using radiologic tools, before and after neoadjuvant CRT may be important predictor of pCR. This clinical factor may help surgeons to determine which patients who received neoadjuvant CRT for locally advanced rectal cancer should undergo surgery.
Chemoradiotherapy
;
Humans
;
Logistic Models
;
Multivariate Analysis
;
Polymerase Chain Reaction
;
Rectal Neoplasms*
;
Retrospective Studies
;
Surgeons
5.Diagnostic Accuracy and Evaluation of Myocardial Viability by Cardiac Magnetic Resonance Imaging in Acute Myocardial Infarction: A Comparison with Thallium-201 Myocardial SPECT.
Hye Seon KIM ; Choong Ki PARK ; Dong Woo PARK ; Yong Soo KIM ; Young Sun KIM ; Seok Chul JEON ; Yo Won CHOI ; Heung Suk SEO ; Chang Kok HAHM ; Soon Kil KIM ; You Hern AHN ; Yoon Young CHOI
Journal of the Korean Society of Magnetic Resonance in Medicine 2003;7(2):100-107
PURPOSE: To assess the usefulness of cardiac MR imaging (MRI) in the diagnosis of acute myocardial infarction and in the assessment of myocardial viability in comparision with Tl-201 SPECT. MATERIALS AND METHODS: We retrospectively studied 17 patients who complained of chest pain and dyspnea with cardiac MRI . The patients were evaluated for the presence or absence of high signal intensity on T2-weighted image (T2WI), abnormal wall motion on 2D - FIESTA, perfusion defect on Gd-DTPA enhanced T1WI, and delayed myocardial enhancement on 15-minutes delay Gd-DTPA enhanced T1WI. The results were correlated with the images on Tl-201 SPECT, taken at rest and stress, through which reversibility of perfusion defect was assessed. RESULTS: Both cardiac MRI and Tl-201 SPECT proved to be useful methods for diagnosing acute myocardial infarction. In order of decreasing correspondence, T2WI, Tl-201 SPECT, delayed enhancement study, and wall motion images all showed significant statistical correlation with the clinical diagnosis of myocardial infarction. Perfusion MRI, on the other hand, showed no significant statistical difference was found between Tl-201 SPECT and cardiac MRI. The results on T2WI showed high accordance with those on Tl-201 SPECT, while delayed myocardial enhancement and wall motion studies showed no agreement with Tl-201 SPECT. CONCLUSION: Cardiac MRI is useful method for diagnosis of acute myocardiac infarction. With respect to the assessment of myocardial viability, the results obtained on cardiac MRI showed high agreement with those on Tl-201 SPECT. However, further study is necessary at this point for standardization and establishment of the methods for assessing myocardial viability on cardiac MRI.
Chest Pain
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Diagnosis
;
Dyspnea
;
Gadolinium DTPA
;
Hand
;
Humans
;
Infarction
;
Magnetic Resonance Imaging*
;
Myocardial Infarction*
;
Perfusion
;
Retrospective Studies
;
Tomography, Emission-Computed, Single-Photon*
6.Effectiveness of Triple Therapy and Quadruple Therapy for Helicobacter pylori Eradication.
Hyun Joo JANG ; Min Ho CHOI ; Young Soon KIM ; Yo Ahn SEO ; Kwang Ho BAIK ; Il Hyun BAIK ; Chang Soo EUN ; Jin Bong KIM ; Sea Hyub KAE ; Dong Joon KIM ; Myung Seok LEE ; Hak Yang KIM ; Jin LEE
The Korean Journal of Gastroenterology 2005;46(5):368-372
BACKGROUND/AIMS: Quadruple therapy can be considered as a first-line therapy in areas where the resistance rate to clarithromycin is high. Comparison study of triple therapy and quadruple therapy for Helicobacter pylori (H. pylori) eradication is still lacking in Korea despite the increasing prevalence of antibiotic resistance. This study was conducted to compare the efficacy of triple and quadruple therapy as a first-line treatment in H. pylori infected patients with peptic ulcer. METHODS: Consecutive 149 cases of peptic ulcer disease associated with H. pylori infection were randomized either to proton pump inhibitor (PPI, bid), amoxicillin (1,000 mg, bid), and clarithromycin (500 mg, bid) (PAC group) or to PPI (bid), bismuth subcitrate (300 mg, qid), metronidazole (500 mg, tid), and tetracycline (500 mg, qid) (PBMT group) eradication treatments for 7 days. Outcome of eradication therapy was assessed by 13C-urea breath test performed 4-6 weeks after eradication. RESULTS: Eradication rates in PAC and PBMT group were 78.7% (59/75) and 71.6% (53/74) by intention to treat analysis, respectively (p=0.424). By per protocol analysis, eradication rates of PAC and PBMT group were 85.5% (59/69) and 85.5% (53/62), respectively (p=1.012). Adverse reactions occurred in 5 (6.6%) and 7 (9.5%) patients in PAC and PBMT group, respectively (p=0.346). CONCLUSIONS: One week-quadruple therapy as a first-line treatment for H. pylori infection does not offer any advantage over PPI-based triple therapy in Korean patients.
Adolescent
;
Adult
;
Aged
;
Antacids/administration & dosage
;
Anti-Infective Agents/administration & dosage
;
Drug Therapy, Combination
;
English Abstract
;
Female
;
Helicobacter Infections/complications/*drug therapy/microbiology
;
*Helicobacter pylori
;
Humans
;
Male
;
Middle Aged
;
Peptic Ulcer/microbiology
;
Proton Pumps/antagonists & inhibitors
7.Intellectual Functioning of Pediatric Patients with Chronic Kidney Disease:Results from the KNOW-Ped CKD
Na Ri KANG ; Yo Han AHN ; Eujin PARK ; Keum Hwa LEE ; Hee Sun BAEK ; Seong Heon KIM ; Heeyeon CHO ; Min Hyun CHO ; Jae Il SHIN ; Joo Hoon LEE ; Hae Il CHEONG ; Hee Gyung KANG ; Young Seo PARK ; Il-Soo HA ; Duk-Soo MOON ; Kyoung Hee HAN
Journal of Korean Medical Science 2021;36(20):e138-
Background:
Chronic kidney disease (CKD) has a negative impact on growth and development in children and is a risk factor for neurocognitive impairment; however, there is limited research on the cognitive function of children and adolescents with CKD. This study therefore aimed to investigate the mean intelligence and risk factors for low intelligence in children and adolescents with CKD.
Methods:
Eighty-one patients with CKD under 18 years old were included in the KoreaN cohort study for Outcomes in patients With Pediatric Chronic Kidney Disease (KNOW-Ped CKD). Participants completed either the Wechsler Intelligence Scale for Children (6–16 years), or Wechsler Adult Intelligence Scale (> 16 years).
Results:
The mean full-scale intelligence quotient (IQ) was 91 ± 19; 24.7% of participants scored a full-scale IQ below 80. Participants with a short stature (height Z scores < −1.88), failure to thrive (weight Z scores < −1.65), more severe CKD stage (≥ IIIb), longer duration of CKD (≥ 5 years), and those who were Medicare or Medicaid beneficiaries, had significantly lower mean full-scale IQs.
Conclusion
On linear regression analysis, the association between the full-scale IQ, and longer duration of CKD and growth failure, remained significant after controlling for demographic and clinical variables. It is therefore necessary to investigate cognitive impairment in pediatric patients with CKD who exhibit growth failure or for a longer postmorbid period. It is believed that early interventions, such as kidney transplantation, will have a positive effect on IQ in children with CKD, as the disease negatively affects IQ due to poor glomerular filtration rate over time.
8.Intellectual Functioning of Pediatric Patients with Chronic Kidney Disease:Results from the KNOW-Ped CKD
Na Ri KANG ; Yo Han AHN ; Eujin PARK ; Keum Hwa LEE ; Hee Sun BAEK ; Seong Heon KIM ; Heeyeon CHO ; Min Hyun CHO ; Jae Il SHIN ; Joo Hoon LEE ; Hae Il CHEONG ; Hee Gyung KANG ; Young Seo PARK ; Il-Soo HA ; Duk-Soo MOON ; Kyoung Hee HAN
Journal of Korean Medical Science 2021;36(20):e138-
Background:
Chronic kidney disease (CKD) has a negative impact on growth and development in children and is a risk factor for neurocognitive impairment; however, there is limited research on the cognitive function of children and adolescents with CKD. This study therefore aimed to investigate the mean intelligence and risk factors for low intelligence in children and adolescents with CKD.
Methods:
Eighty-one patients with CKD under 18 years old were included in the KoreaN cohort study for Outcomes in patients With Pediatric Chronic Kidney Disease (KNOW-Ped CKD). Participants completed either the Wechsler Intelligence Scale for Children (6–16 years), or Wechsler Adult Intelligence Scale (> 16 years).
Results:
The mean full-scale intelligence quotient (IQ) was 91 ± 19; 24.7% of participants scored a full-scale IQ below 80. Participants with a short stature (height Z scores < −1.88), failure to thrive (weight Z scores < −1.65), more severe CKD stage (≥ IIIb), longer duration of CKD (≥ 5 years), and those who were Medicare or Medicaid beneficiaries, had significantly lower mean full-scale IQs.
Conclusion
On linear regression analysis, the association between the full-scale IQ, and longer duration of CKD and growth failure, remained significant after controlling for demographic and clinical variables. It is therefore necessary to investigate cognitive impairment in pediatric patients with CKD who exhibit growth failure or for a longer postmorbid period. It is believed that early interventions, such as kidney transplantation, will have a positive effect on IQ in children with CKD, as the disease negatively affects IQ due to poor glomerular filtration rate over time.
9.Effects of Triflusal and Clopidogrel on the Secondary Prevention of Stroke Based on Cytochrome P450 2C19 Genotyping.
Sang Won HAN ; Yong Jae KIM ; Seong Hwan AHN ; Woo Keun SEO ; Sungwook YU ; Seung Hun OH ; Hyo Suk NAM ; Hye Yeon CHOI ; Sung Sang YOON ; Seo Hyun KIM ; Jong Yun LEE ; Jun Hong LEE ; Yang Ha HWANG ; Kee Ook LEE ; Yo Han JUNG ; Jun LEE ; Sung Il SOHN ; Youn Nam KIM ; Kyung A LEE ; Cheryl D BUSHNELL ; Kyung Yul LEE
Journal of Stroke 2017;19(3):356-364
BACKGROUND AND PURPOSE: To compare the efficacy and safety of antiplatelet agents for the secondary prevention of ischemic stroke based on cytochrome P450 2C19 (CYP2C19) polymorphisms. METHODS: This study was a prospective, multicenter, randomized, parallel-group, open-label, blind genotype trial. First time non-cardiogenic ischemic stroke patients were enrolled and screened within 30 days. Participants were randomized to receive either triflusal or clopidogrel for secondary stroke prevention. The primary outcome was the time from randomization to first recurrent ischemic stroke or hemorrhagic stroke. RESULTS: The required sample size was 1,080 but only 784 (73%) participants were recruited. In patients with a poor CYP2C19 genotype for clopidogrel metabolism (n=484), the risk of recurrent stroke among those who received triflusal treatment was 2.9% per year, which was not significantly different from those who received clopidogrel treatment (2.2% per year; hazard ratio [HR], 1.23; 95% confidence interval [CI], 0.60–2.53). In the clopidogrel treatment group (n=393), 38% had good genotypes and 62% poor genotypes for clopidogrel metabolism. The risk of recurrent stroke in patients with a good CYP2C19 genotype was 1.6% per year, which was not significantly different from those with a poor genotype (2.2% per year; HR, 0.69; 95% CI, 0.26–1.79). CONCLUSIONS: Whilst there were no significant differences between the treatment groups in the rates of stroke recurrence, major vascular events, or coronary revascularization, the efficacy of antiplatelet agents for the secondary prevention of stroke according to CYP2C19 genotype status remains unclear.
Cytochrome P-450 CYP2C19
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Cytochrome P-450 Enzyme System*
;
Cytochromes*
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Genotype
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Humans
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Metabolism
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Platelet Aggregation Inhibitors
;
Prospective Studies
;
Random Allocation
;
Recurrence
;
Sample Size
;
Secondary Prevention*
;
Stroke*
10.Factors Associated with Ischemic Stroke on Therapeutic Anticoagulation in Patients with Nonvalvular Atrial Fibrillation.
Young Dae KIM ; Kyung Yul LEE ; Hyo Suk NAM ; Sang Won HAN ; Jong Yun LEE ; Han Jin CHO ; Gyu Sik KIM ; Seo Hyun KIM ; Myoung Jin CHA ; Seong Hwan AHN ; Seung Hun OH ; Kee Ook LEE ; Yo Han JUNG ; Hye Yeon CHOI ; Sang Don HAN ; Hye Sun LEE ; Chung Mo NAM ; Eun Hye KIM ; Ki Jeong LEE ; Dongbeom SONG ; Hui Nam PARK ; Ji Hoe HEO
Yonsei Medical Journal 2015;56(2):410-417
PURPOSE: In this study, we investigated the stroke mechanism and the factors associated with ischemic stroke in patients with nonvalvular atrial fibrillation (NVAF) who were on optimal oral anticoagulation with warfarin. MATERIALS AND METHODS: This was a multicenter case-control study. The cases were consecutive patients with NVAF who developed cerebral infarction or transient ischemic attack (TIA) while on warfarin therapy with an international normalized ratio (INR) > or =2 between January 2007 and December 2011. The controls were patients with NVAF without ischemic stroke who were on warfarin therapy for more than 1 year with a mean INR > or =2 during the same time period. We also determined etiologic mechanisms of stroke in cases. RESULTS: Among 3569 consecutive patients with cerebral infarction or TIA who had NVAF, 55 (1.5%) patients had INR > or =2 at admission. The most common stroke mechanism was cardioembolism (76.0%). Multivariate analysis demonstrated that smoking and history of previous ischemic stroke were independently associated with cases. High CHADS2 score (> or =3) or CHA2DS2-VASc score (> or =5), in particular, with previous ischemic stroke along with > or =1 point of other components of CHADS2 score or > or =3 points of other components of CHA2DS2-VASc score was a significant predictor for development of ischemic stroke. CONCLUSION: NVAF patients with high CHADS2/CHA2DS2-VASc scores and a previous ischemic stroke or smoking history are at high risk of stroke despite optimal warfarin treatment. Some other measures to reduce the risk of stroke would be necessary in those specific groups of patients.
Aged
;
Aged, 80 and over
;
Anticoagulants/adverse effects/*therapeutic use
;
Atrial Fibrillation/*complications
;
Cardiovascular Diseases
;
Case-Control Studies
;
Cerebral Infarction/complications
;
Female
;
Humans
;
Male
;
Middle Aged
;
Multivariate Analysis
;
Risk Factors
;
Stroke/etiology/*prevention & control
;
Warfarin/adverse effects/*therapeutic use