1.Bone Age Assessment Using Artificial Intelligence in Korean Pediatric Population: A Comparison of Deep-Learning Models Trained With Healthy Chronological and Greulich-Pyle Ages as Labels
Pyeong Hwa KIM ; Hee Mang YOON ; Jeong Rye KIM ; Jae-Yeon HWANG ; Jin-Ho CHOI ; Jisun HWANG ; Jaewon LEE ; Jinkyeong SUNG ; Kyu-Hwan JUNG ; Byeonguk BAE ; Ah Young JUNG ; Young Ah CHO ; Woo Hyun SHIM ; Boram BAK ; Jin Seong LEE
Korean Journal of Radiology 2023;24(11):1151-1163
Objective:
To develop a deep-learning-based bone age prediction model optimized for Korean children and adolescents and evaluate its feasibility by comparing it with a Greulich-Pyle-based deep-learning model.
Materials and Methods:
A convolutional neural network was trained to predict age according to the bone development shown on a hand radiograph (bone age) using 21036 hand radiographs of Korean children and adolescents without known bone development-affecting diseases/conditions obtained between 1998 and 2019 (median age [interquartile range {IQR}], 9 [7–12] years; male:female, 11794:9242) and their chronological ages as labels (Korean model). We constructed 2 separate external datasets consisting of Korean children and adolescents with healthy bone development (Institution 1: n = 343;median age [IQR], 10 [4–15] years; male: female, 183:160; Institution 2: n = 321; median age [IQR], 9 [5–14] years; male:female, 164:157) to test the model performance. The mean absolute error (MAE), root mean square error (RMSE), and proportions of bone age predictions within 6, 12, 18, and 24 months of the reference age (chronological age) were compared between the Korean model and a commercial model (VUNO Med-BoneAge version 1.1; VUNO) trained with Greulich-Pyle-based age as the label (GP-based model).
Results:
Compared with the GP-based model, the Korean model showed a lower RMSE (11.2 vs. 13.8 months; P = 0.004) and MAE (8.2 vs. 10.5 months; P = 0.002), a higher proportion of bone age predictions within 18 months of chronological age (88.3% vs. 82.2%; P = 0.031) for Institution 1, and a lower MAE (9.5 vs. 11.0 months; P = 0.022) and higher proportion of bone age predictions within 6 months (44.5% vs. 36.4%; P = 0.044) for Institution 2.
Conclusion
The Korean model trained using the chronological ages of Korean children and adolescents without known bone development-affecting diseases/conditions as labels performed better in bone age assessment than the GP-based model in the Korean pediatric population. Further validation is required to confirm its accuracy.
2.Current Status of the Delivery Rate within the Jurisdiction of Local Government in Korea
Se Jin LEE ; Yeon Jin KIM ; Hansu SHIN ; Taeho LEE ; Boram LEE ; Hee Joo HONG ; Jong Yun HWANG
Journal of the Korean Society of Maternal and Child Health 2022;26(2):112-119
Purpose:
This study aimed to analyze the rate of delivery within the jurisdiction of local governments in Korea.
Methods:
Information regarding the population, number of women of childbearing age, and number of births was extracted from the Korean Statistics Information Service, National Health Insurance Service, and health map of the National Medical Center. We defined the rate of delivery within the jurisdiction of the local government as the ratio of the number of deliveries delivered by maternity facilities in the region to the total number of deliveries of pregnant women living in the region.
Results:
The average nationwide delivery rate in the jurisdiction of local governments was 48.0%. The Si area was the highest at 54.9%, and the Gun area was the lowest at 22.1%. Compared to 2014, the national average delivery rate in the jurisdiction decreased by 4.3%; however, the gun area increased by 4.9%. The geographic maternity service area was 122 in 2014; however, this number decreased to 104 in 2020.
Conclusion
The national average rate of delivery in the jurisdiction of local governments was 48.0%, and the rate decreased between 2014 and 2020.
3.Re-Assessment of Applicability of Greulich and Pyle-Based Bone Age to Korean Children Using Manual and Deep Learning-Based Automated Method
Jisun HWANG ; Hee Mang YOON ; Jae-Yeon HWANG ; Pyeong Hwa KIM ; Boram BAK ; Byeong Uk BAE ; Jinkyeong SUNG ; Hwa Jung KIM ; Ah Young JUNG ; Young Ah CHO ; Jin Seong LEE
Yonsei Medical Journal 2022;63(7):683-691
Purpose:
To evaluate the applicability of Greulich-Pyle (GP) standards to bone age (BA) assessment in healthy Korean children using manual and deep learning-based methods.
Materials and Methods:
We collected 485 hand radiographs of healthy children aged 2–17 years (262 boys) between 2008 and 2017. Based on GP method, BA was assessed manually by two radiologists and automatically by two deep learning-based BA assessment (DLBAA), which estimated GP-assigned (original model) and optimal (modified model) BAs. Estimated BA was compared to chronological age (CA) using intraclass correlation (ICC), Bland-Altman analysis, linear regression, mean absolute error, and root mean square error. The proportion of children showing a difference >12 months between the estimated BA and CA was calculated.
Results:
CA and all estimated BA showed excellent agreement (ICC ≥0.978, p<0.001) and significant positive linear correlations (R2 ≥0.935, p<0.001). The estimated BA of all methods showed systematic bias and tended to be lower than CA in younger patients, and higher than CA in older patients (regression slopes ≤-0.11, p<0.001). The mean absolute error of radiologist 1, radiologist 2, original, and modified DLBAA models were 13.09, 13.12, 11.52, and 11.31 months, respectively. The difference between estimated BA and CA was >12 months in 44.3%, 44.5%, 39.2%, and 36.1% for radiologist 1, radiologist 2, original, and modified DLBAA models, respectively.
Conclusion
Contemporary healthy Korean children showed different rates of skeletal development than GP standard-BA, and systemic bias should be considered when determining children’s skeletal maturation.
4.Bile Microbiota in Patients with Pigment Common Bile Duct Stones
Boram KIM ; Jin-Seok PARK ; Jaewoong BAE ; Nakwon HWANG
Journal of Korean Medical Science 2021;36(15):e94-
Background:
Common bile duct (CBD) stone is one of the most prevalent gastroenterological diseases, but the role played by biliary microbiota in the pathogenesis of CBD stones remains obscure. The aim of this study was to investigate the characteristics of the biliary tract core microbiome and its potential association with the formation of pigment stones.
Methods:
Twenty-eight patients with biliary obstruction of various causes were enrolled.Thirteen had new-onset pigment CBD stone. Of the remaining 15, four had benign biliary stricture, four had gallbladder cancer, three had pancreatic cancer, 3 had distal CBD cancer, and one had hepatocellular carcinoma. Endoscopic retrograde cholangiopancreatography was used to collect bile samples for DNA extraction, 16S ribosomal RNA gene sequencing, and bile microbiota composition analysis.
Results:
Proteobacteria (61.7%), Firmicutes (25.1%), Bacteroidetes (5%), Fusobacteria (4.6%), and Actinobacteria (2.6%) were the most dominant phyla in the bile of the 28 study subjects. A comparison between new-onset choledocholithiasis and other causes of biliary obstruction (controls) showed Enterococcus was found to be significantly abundant in the CBD stone group at the genus level (linear discriminant analysis score = 4.38; P = 0.03). However, no other significant compositional difference was observed.
Conclusion
This study demonstrates an abundance of microbiota in bile juice and presents a biliary microbiome composition similar to that of duodenum. The study also shows Enterococcus was significantly abundant in the bile juice of patients with a brown pigment stone than in controls, which suggests Enterococcus may play an important role in the development of pigment stones.
5.Bile Microbiota in Patients with Pigment Common Bile Duct Stones
Boram KIM ; Jin-Seok PARK ; Jaewoong BAE ; Nakwon HWANG
Journal of Korean Medical Science 2021;36(15):e94-
Background:
Common bile duct (CBD) stone is one of the most prevalent gastroenterological diseases, but the role played by biliary microbiota in the pathogenesis of CBD stones remains obscure. The aim of this study was to investigate the characteristics of the biliary tract core microbiome and its potential association with the formation of pigment stones.
Methods:
Twenty-eight patients with biliary obstruction of various causes were enrolled.Thirteen had new-onset pigment CBD stone. Of the remaining 15, four had benign biliary stricture, four had gallbladder cancer, three had pancreatic cancer, 3 had distal CBD cancer, and one had hepatocellular carcinoma. Endoscopic retrograde cholangiopancreatography was used to collect bile samples for DNA extraction, 16S ribosomal RNA gene sequencing, and bile microbiota composition analysis.
Results:
Proteobacteria (61.7%), Firmicutes (25.1%), Bacteroidetes (5%), Fusobacteria (4.6%), and Actinobacteria (2.6%) were the most dominant phyla in the bile of the 28 study subjects. A comparison between new-onset choledocholithiasis and other causes of biliary obstruction (controls) showed Enterococcus was found to be significantly abundant in the CBD stone group at the genus level (linear discriminant analysis score = 4.38; P = 0.03). However, no other significant compositional difference was observed.
Conclusion
This study demonstrates an abundance of microbiota in bile juice and presents a biliary microbiome composition similar to that of duodenum. The study also shows Enterococcus was significantly abundant in the bile juice of patients with a brown pigment stone than in controls, which suggests Enterococcus may play an important role in the development of pigment stones.
6.Effect of Watch-Type Haptic Metronome on the Quality of Cardiopulmonary Resuscitation: A Simulation Study
Boram CHOI ; Taerim KIM ; Sun Young YOON ; Jun Sang YOO ; Ho Jeong WON ; Kyunga KIM ; Eun Jin KANG ; Hee YOON ; Sung Yeon HWANG ; Tae Gun SHIN ; Min Seob SIM ; Won Chul CHA
Healthcare Informatics Research 2019;25(4):274-282
OBJECTIVES: The aim of this study was to test the applicability of haptic feedback using a smartwatch to the delivery of cardiac compression (CC) by professional healthcare providers. METHODS: A prospective, randomized, controlled, case-crossover, standardized simulation study of 20 medical professionals was conducted. The participants were randomly assigned into haptic-first and non-haptic-first groups. The primary outcome was an adequate rate of 100–120/min of CC. The secondary outcome was a comparison of CC rate and adequate duration between the good and bad performance groups. RESULTS: The mean interval between CCs and the number of haptic and non-haptic feedback-assisted CCs with an adequate duration were insignificant. In the subgroup analysis, both the good and bad performance groups showed a significant difference in the mean CC interval between the haptic and non-haptic feedback-assisted CC groups—good: haptic feedback-assisted (0.57–0.06) vs. non-haptic feedback-assisted (0.54–0.03), p < 0.001; bad: haptic feedback-assisted (0.57–0.07) vs. non-haptic feedback-assisted (0.58–0.18), p = 0.005—and the adequate chest compression number showed significant differences— good: haptic feedback-assisted (1,597/75.1%) vs. non-haptic feedback-assisted (1,951/92.2%), p < 0.001; bad: haptic feedbackassisted (1,341/63.5%) vs. non-haptic feedback-assisted (523/25.4%), p < 0.001. CONCLUSIONS: A smartwatch cardiopulmonary resuscitation feedback system could not improve rescuers' CC rate. According to our subgroup analysis, participants might be aided by the device to increase the percentage of adequate compressions after one minute.
Cardiopulmonary Resuscitation
;
Health Personnel
;
Heart Massage
;
Humans
;
Prospective Studies
;
Simulation Training
;
Smartphone
;
Thorax
7.Unusual Case of Posterior Reversible Encephalopathy Syndrome in a Patient with Anti-glomerular Basement Membrane Antibody Glomerulonephritis: A Case Report and Review of the Literature.
Boram CHA ; Dae Young KIM ; Hyunil JANG ; Seun Deuk HWANG ; Huck Jei CHOI ; Moon Jae KIM
Electrolytes & Blood Pressure 2017;15(1):12-16
Posterior reversible encephalopathy syndrome (PRES) is characterized by a clinical and radiological entity with the sudden onset of seizures, headache, altered consciousness, and visual disturbances in patients with the findings of reversible vasogenic subcortical edema without infarction. Hypertension, renal disease, and autoimmune disease are co-morbid conditions of PRES. Nevertheless, there have only been a few case reports of PRES in a patient with anti-glomerular basement membrane antibody glomerulonephritis (anti-GBM GN). This paper presents the possible first Korean case of a 36-year-old woman with the striking features of PRES. She presented with a sudden onset of visual blindness, headache, and seizure. The brain MRI images revealed hyperintense lesions in both the occipital and parietal lobes, which suggested vasogenic edema. Three months before this presentation, she was diagnosed with anti-GBM GN. Since then, she underwent immunosuppression with cyclophosphamide and steroid, and hemodialysis for renal failure with a treatment of anti-GBM GN.
Adult
;
Autoimmune Diseases
;
Basement Membrane*
;
Blindness
;
Brain
;
Consciousness
;
Cyclophosphamide
;
Edema
;
Female
;
Glomerulonephritis*
;
Headache
;
Humans
;
Hypertension
;
Hypertension, Renal
;
Immunosuppression
;
Infarction
;
Magnetic Resonance Imaging
;
Parietal Lobe
;
Posterior Leukoencephalopathy Syndrome*
;
Renal Dialysis
;
Renal Insufficiency
;
Seizures
;
Strikes, Employee
8.Nucleotide Excision Repair Gene ERCC2 and ERCC5 Variants Increase Risk of Uterine Cervical Cancer.
Jungnam JOO ; Kyong Ah YOON ; Tomonori HAYASHI ; Sun Young KONG ; Hye Jin SHIN ; Boram PARK ; Young Min KIM ; Sang Hyun HWANG ; Jeongseon KIM ; Aesun SHIN ; Joo Young KIM
Cancer Research and Treatment 2016;48(2):708-714
PURPOSE: Defects in the DNA damage repair process can cause genomic instability and play an important role in cervical carcinogenesis. The purpose of this study was to analyze the association of 29 candidate single nucleotide polymorphisms (SNPs) in genes in the DNA repair pathway, TP53, and TP53BP1 with the risk of cervical cancer. MATERIALS AND METHODS: Twenty-nine SNPs in four genes in the DNA repair pathway (ERCC2, ERCC5, NBS1, and XRCC1), TP53, and TP53BP1 were genotyped for 478 cervical cancer patients and 922 healthy control subjects, and their effects on cervical carcinogenesis were analyzed. RESULTS: The most significant association was found for rs17655 in ERCC5, with an age-adjusted p-value < 0.0001, for which a strong additive effect of the risk allele C was observed (odds ratio, 2.01 for CC to GG). On the other hand, another significant polymorphism rs454421 in ERCC2 showed a dominant effect (odds ratio, 1.68 for GA+AA to GG) with an age-adjusted p-value of 0.0009. The association of these polymorphisms remained significant regardless of the age of onset. The significant result for rs17655 was also consistent for subgroups of patients defined by histology and human papillomavirus (HPV) types. However, for rs454421, the association was observed only in patients with squamous cell carcinoma and non-HPV 18 type. CONCLUSION: The results of this study show a novel association of cervical cancer and the genes involved in the nucleotide excision pathway in the Korean population.
Age of Onset
;
Alleles
;
Carcinogenesis
;
Carcinoma, Squamous Cell
;
DNA Damage
;
DNA Repair*
;
Genomic Instability
;
Hand
;
Humans
;
Polymorphism, Single Nucleotide
;
Uterine Cervical Neoplasms*
9.A Case of Near Total Occlusion of the Renal Artery after Endovascular Abdominal Aortic Aneurysm Repair.
Il Hyung JUNG ; Chung KANG ; Dong In NAM ; Hyun Gee MOON ; Boram YOUN ; Sang Cheol CHO ; Sun Ho HWANG ; Wan KIM
Journal of Lipid and Atherosclerosis 2015;4(1):45-49
Endovascular abdominal aortic aneurysm repair is a safe, durable, and effective procedure. However, complications could occur with stent graft devices. When the renal ostia become obstructed by this device, renovascular hypertension may result. In general, renal artery occlusion secondary to stent graft impingement remains uncommon. We herein describe a patient with renal atrophy, new-onset hypertension, and elevated serum renin and aldosterone levels following endovascular aneurysm repair. Blood pressure and the levels of renin and aldosterone were normalized by renal artery stenting.
Aldosterone
;
Aneurysm
;
Aortic Aneurysm
;
Aortic Aneurysm, Abdominal*
;
Atrophy
;
Blood Pressure
;
Blood Vessel Prosthesis
;
Endovascular Procedures
;
Humans
;
Hypertension
;
Hypertension, Renovascular
;
Renal Artery Obstruction
;
Renal Artery*
;
Renin
;
Stents
10.Endovascular Treatment for Acute Ischemic Stroke Patients over 80 Years of Age.
Kihwan HWANG ; Gyojun HWANG ; O Ki KWON ; Chang Hyeun KIM ; Seung Pil BAN ; Moon Ku HAN ; Hee Joon BAE ; Beom Joon KIM ; Jae Seung BANG ; Chang Wan OH ; Boram LEE ; Eun A JEONG
Journal of Cerebrovascular and Endovascular Neurosurgery 2015;17(3):173-179
OBJECTIVE: We evaluated the effect of endovascular treatment (EVT) for acute ischemic stroke in patients over 80 years of age. MATERIALS AND METHODS: The records of 156 acute stroke patients aged over 80 years who were considered as candidates for EVT were analyzed. Fifty-six patients (35.9%, EVT group) underwent EVT and 100 patients (64.1%, non-EVT group) did not. Outcomes, in terms of functional outcomes and rates of symptomatic hemorrhage, in-hospital morbidity and mortality, were compared between groups. Each comparison was adjusted for age, time from onset, initial National Institute of Health Stroke Scale, and pre-stroke modified Rankin Scale (mRS). RESULTS: More patients in the EVT group achieved good outcomes (mRS score of 0-2) at 3 months (35.7% vs. 11.0%, adjusted odds ratio [OR] 4.779 [95% confidence interval 1.972-11.579], p = 0.001) and 12 months (35.7% vs. 14.0%, adjusted OR 3.705 [1.574-8.722], p = 0.003) after stroke. During admission, rates of hospital-acquired infection including pneumonia (12.5% vs. 29.0%, adjusted OR 0.262 [0.098-0.703], p = 0.008) and urinary tract infection (16.0% vs. 34.0%, adjusted OR 0.256 [0.099-0.657], p = 0.005) were significantly lower in the EVT group. More symptomatic hemorrhages (10.7% vs. 2.0%, adjusted OR 6.859 [1.139-41.317], p = 0.036) occurred in the EVT group, but no significant difference was observed in in-hospital mortality rate (12.5% vs. 8.0%, adjusted OR 1.380 [0.408-4.664], p = 0.604). CONCLUSION: EVT improved functional outcome and reduced the risk of hospital-acquired infections in acute stroke patients over 80 years of age without increasing the risk of in-hospital mortality, although symptomatic hemorrhage occurred more frequently after EVT.
Hemorrhage
;
Hospital Mortality
;
Humans
;
Mortality
;
Odds Ratio
;
Pneumonia
;
Stroke*
;
Thrombolytic Therapy
;
Urinary Tract Infections

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