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.Clinical significance of additional gastrectomy after non-curative endoscopic submucosal dissection for early gastric cancer: a retrospective single-center study
Uicheon JEONG ; Ho Yoon BANG ; Pyeong Su KIM
Korean Journal of Clinical Oncology 2021;17(2):68-72
Purpose:
Additional surgery is recommended for patients after a non-curative endoscopic submucosal dissection (ESD) to prevent residual cancer (RC) or lymph node metastasis (LNM). We aimed to evaluate the clinicopathologic characteristics of patients who underwent an additional gastrectomy after a non-curative ESD procedure and identify the risk factors of RC and LNM.
Methods:
We retrospectively assessed the clinicopathological factors of 73 patients who underwent additional gastrectomy following a non-curative ESD between January 2009 and December 2019 at our center.
Results:
RC and LNM rates after additional gastrectomy were 9.6% and 8.2%, respectively. Invasion deeper than 500 μm (P = 0.045), positive horizontal resection margin (P < 0.001), and positive ESD margin (P = 0.001) were identified as statistically significant factors in univariate analysis for RC, but not in multivariate analysis. Lymphatic invasion was the only risk factor found to be significant in both univariate and multivariate analyses (P = 0.005 and P = 0.012).
Conclusion
Additional gastrectomy is necessary to prevent RC or LNM after non-curative ESD. Lymphatic invasion was also associated with LNM in patients who underwent an additional gastrectomy after a non-curative ESD, and in such cases, active treatment is required.
3.Neuroimaging Findings in Patients with COVID-19: A Systematic Review and Meta-Analysis
Pyeong Hwa KIM ; Minjae KIM ; Chong Hyun SUH ; Sae Rom CHUNG ; Ji Eun PARK ; Soo Chin KIM ; Young Jun CHOI ; Jeong Hyun LEE ; Ho Sung KIM ; Jung Hwan BAEK ; Choong Gon CHOI ; Sang Joon KIM
Korean Journal of Radiology 2021;22(11):1875-1885
Objective:
Central nervous system involvement in coronavirus disease 2019 (COVID-19) has been increasingly reported. We performed a systematic review and meta-analysis to evaluate the incidence of radiologically demonstrated neurologic complications and detailed neuroimaging findings associated with COVID-19.
Materials and Methods:
A systematic literature search of MEDLINE/PubMed and EMBASE databases was performed up to September 17, 2020, and studies evaluating neuroimaging findings of COVID-19 using brain CT or MRI were included. Several cohort-based outcomes, including the proportion of patients with abnormal neuroimaging findings related to COVID-19 were evaluated. The proportion of patients showing specific neuroimaging findings was also assessed. Subgroup analyses were also conducted focusing on critically ill COVID-19 patients and results from studies that used MRI as the only imaging modality.
Results:
A total of 1394 COVID-19 patients who underwent neuroimaging from 17 studies were included; among them, 3.4% of the patients demonstrated COVID-19-related neuroimaging findings. Olfactory bulb abnormalities were the most commonly observed (23.1%). The predominant cerebral neuroimaging finding was white matter abnormality (17.6%), followed by acute/subacute ischemic infarction (16.0%), and encephalopathy (13.0%). Significantly more critically ill patients had COVID-19-related neuroimaging findings than other patients (9.1% vs. 1.6%; p = 0.029). The type of imaging modality used did not significantly affect the proportion of COVID-19-related neuroimaging findings.
Conclusion
Abnormal neuroimaging findings were occasionally observed in COVID-19 patients. Olfactory bulb abnormalities were the most commonly observed finding. Critically ill patients showed abnormal neuroimaging findings more frequently than the other patient groups. White matter abnormalities, ischemic infarctions, and encephalopathies were the common cerebral neuroimaging findings.
4.A Study of Respiratory Syncytial Virus Outbreak at Postpartum Care Center in Busan, Korea
Su-Jeong HWANG ; Ho-Cheol YUN ; Pyeong-Tae KU ; Ju-Hee SIM ; Mi-Ok LEE
Journal of Bacteriology and Virology 2020;50(2):124-131
Respiratory syncytial virus (RSV) is common cause of acute respiratory infection in infants and young children. Group life in postpartum care centers is easily exposed to infectious diseases in neonates and puerperds immediately after giving birth, and the harm caused by exposure to them is much greater. In particular, respiratory diseases are highly infectious and infections occur in a short period of time. among them, RSV infections are very serious in children under 5 years of age, leading to death. This paper studied an infection of RSV in outbreaks at postpartum care center in Busan. In 4 postpartum care centers, a total of 877 people (390 neonates, 386 puerperds, 106 others) were exposed to RSV outbreak. Of these, there were 73 RSV-positive patients; most of them had cough and runny nose and no fever. We were collected from neonates and puerperds with acute respiratory tract a total of 146 samples (throat swabs). In 51 samples, RSV (43 cases), human rhinovirus (6 cases), human coronavirus NL63 (1 case), and human coronavirus 229E (1 case) were found to be positive and the rest were negative. All 43 RSV positive samples were identified as RSV B. Sequence analysis of the detected strains was performed to confirm the molecular genetic information of RSV. Out of 43 RSV positive samples, 38 samples were successfully sequenced using the G gene, resulting in all of the same genotype BA9. This study provides a better understanding of RSV prevalence patterns and genetic characteristics. It also contributes to the accumulation of epidemiological data and the development of public health and hygiene.
5.The Assessment of Eyewitness Memory Using Electroencephalogram: Application of Machine Learning Algorithm
Keunsoo HAM ; Ki Pyeong KIM ; Hojin JEONG ; Seong Ho YOO
Korean Journal of Legal Medicine 2018;42(2):62-70
This study was conducted to investigate whether memory accuracy can be assessed by analyzing electrophysiological responses (i.e., electroencephalography [EEG]) for retrieval cues related to the witnessed scene. Specifically, we examined the different patterns of EEG signals recorded during witnessed (target) and unwitnessed (lure) stimuli using event-related potential (ERP) analysis. Moreover, using multivariate pattern analysis, we also assessed how accurately single-trial EEG signals can classify target and lure stimuli. Participants watched a staged-crime video (theft crime), and the EEG signals evoked by the objects shown in the video were analyzed (n=56). Compared to the target stimulus, the lure stimulus elicited larger negative ERPs in frontal brain regions 300 to 500 milliseconds after the retrieval cue was presented. Furthermore, the EEG signals observed 450 to 500 milliseconds after the retrieval cue was presented showed the best classification performance related to eyewitness memory, with the mean classification accuracy being 56%. These results suggest that the knowledge and techniques of cognitive neuroscience can be used to estimate eyewitness memory accuracy.
Brain
;
Classification
;
Cognitive Neuroscience
;
Cues
;
Electroencephalography
;
Evoked Potentials
;
Machine Learning
;
Memory
6.Distribution and Characterization of Airborne Respiratory Pathogens in Public Facilities.
Su Jeong HWANG ; Ho Cheol YUN ; Pyeong Tae KU ; Ju Hee SIM ; Young Wook CHA ; Mi Ok LEE
Journal of Bacteriology and Virology 2018;48(4):121-129
Respiratory infections, which are caused by airborne pathogens, are the most common disease of all ages worldwide. This study was conducted to characterize the airborne respiratory pathogens in the public facilities in Busan, South Korea. A total of 260 public facilities were investigated in 2017, 52 seasonal indoor air from 2 hospitals and 208 indoor air samples from 208 randomly selected daycare centers. Among respiratory pathogen, 8 viral pathogens including human adenovirus (HAdV), human bocavirus (HBoV), human rhinovirus (HRV), human parainfluenza virus (HPIV), human respiratory syncytial virus (HRSV), human metapneumovirus (HMPV), human coronavirus (HCoV) and influenza virus (IFV), and 3 bacterial pathogens including Mycoplasma pneumoniae, Bordetella pertussis, and Chlamydophila pneumoniae, were investigated by multiplex real-time reverse transcription polymerase chain reaction. Pathogens were detected in 9 cases (3.4%). Among 9 positive samples, 6 (2.3%) cases were positive for HBoV and 3 (1.2%) cases were positive for IFV. All the positive cases were detected in daycare centers. Additionally, the concentration of HBoV was determined. In HBoV-positive samples, the cycle threshold (Ct) values of HBoV were 29.73~36.84, which are corresponding to the viral concentration of 4.91 × 10⁰ ~ 9.57 × 10² copies/ml. Serotype distribution of isolated HBoV was analyzed by sequencing of VP1/VP2 gene. All of the HBoV isolates were identified as HBoV type 1 with a high similarity among the isolates (>97%). No bacterial pathogen was identified in indoor air samples. Although virus concentration was not high in public facilities (daycare center), the presence of respiratory viral pathogens has been identified. Effective ventilation and air purification strategies are needed to reduce the indoor concentration of respiratory pathogens. A long-term and ongoing surveillance plan for respiratory pathogen management should be established.
Adenoviruses, Human
;
Bordetella pertussis
;
Busan
;
Chlamydial Pneumonia
;
Chlamydophila pneumoniae
;
Coronavirus
;
Human bocavirus
;
Humans
;
Korea
;
Metapneumovirus
;
Mycoplasma pneumoniae
;
Orthomyxoviridae
;
Paramyxoviridae Infections
;
Pneumonia, Mycoplasma
;
Polymerase Chain Reaction
;
Public Facilities*
;
Respiratory Syncytial Virus, Human
;
Respiratory Tract Infections
;
Reverse Transcription
;
Rhinovirus
;
Seasons
;
Serogroup
;
Ventilation
7.The Assessment of Eyewitness Memory Using Electroencephalogram: Application of Machine Learning Algorithm
Keunsoo HAM ; Ki Pyeong KIM ; Hojin JEONG ; Seong Ho YOO
Korean Journal of Legal Medicine 2018;42(2):62-70
This study was conducted to investigate whether memory accuracy can be assessed by analyzing electrophysiological responses (i.e., electroencephalography [EEG]) for retrieval cues related to the witnessed scene. Specifically, we examined the different patterns of EEG signals recorded during witnessed (target) and unwitnessed (lure) stimuli using event-related potential (ERP) analysis. Moreover, using multivariate pattern analysis, we also assessed how accurately single-trial EEG signals can classify target and lure stimuli. Participants watched a staged-crime video (theft crime), and the EEG signals evoked by the objects shown in the video were analyzed (n=56). Compared to the target stimulus, the lure stimulus elicited larger negative ERPs in frontal brain regions 300 to 500 milliseconds after the retrieval cue was presented. Furthermore, the EEG signals observed 450 to 500 milliseconds after the retrieval cue was presented showed the best classification performance related to eyewitness memory, with the mean classification accuracy being 56%. These results suggest that the knowledge and techniques of cognitive neuroscience can be used to estimate eyewitness memory accuracy.
8.Case of Moyamoya Disease Aggravated during the Treatment of Behçet’s Disease.
Eun Seong PARK ; Yoon Jeong OH ; Byung Woo YOO ; Sung Soo AHN ; Jin Su PARK ; Pyeong Ho YOON ; Chan Hee LEE
Journal of Rheumatic Diseases 2016;23(6):386-391
Behçet’s disease (BD) is a multi-organ involved inflammatory disorder described by recurrent oral ulcers and other systemic manifestations. Almost all the clinical manifestations of BD are believed to be due to vasculitis. On the other hand, the cerebral arteries are rarely involved. Moyamoya disease (MMD) is an unusual chronic cerebrovascular disorder that is described by bilateral progressive stenosis or occlusion of the internal carotid artery and an abnormal collateral vascular network. A 32-year-old woman with MMD was referred for fever, oral pain, and diarrhea, and was diagnosed with BD. Her MMD was aggravated during treatment with high dose steroids to control the intestinal BD and a reduction in the MMD medication due to gastrointestinal bleeding. This is the first reported case of intestinal BD in a patient previously diagnosed with MMD, who experienced aggravation of her MMD after the cessation of MMD medication due to aggravated intestinal BD.
Adult
;
Carotid Artery, Internal
;
Cerebral Arteries
;
Cerebrovascular Disorders
;
Constriction, Pathologic
;
Diarrhea
;
Female
;
Fever
;
Hand
;
Hemorrhage
;
Humans
;
Moyamoya Disease*
;
Oral Ulcer
;
Steroids
;
Vasculitis
9.Carotid sparing intensity modulated radiotherapy on early glottic cancer: preliminary study.
Hoon Sik CHOI ; Bae Kwon JEONG ; Hojin JEONG ; Jin Ho SONG ; Jin Pyeong KIM ; Jung Je PARK ; Seung Hoon WOO ; Ki Mun KANG
Radiation Oncology Journal 2016;34(1):26-33
PURPOSE: To compare the dose distribution between carotid sparing intensity modulated radiotherapy (IMRT) and opposed lateral field technique (LAFT), and to determine the effects of carotid sparing IMRT in early glottic cancer patients who have risk factors for atherosclerosis. MATERIALS AND METHODS: Ten early glottic cancer patients were treated with carotid sparing IMRT. For each patient, the conventional LAFT plan was developed for comparison. IMRT and LAFT plans were compared in terms of planning target volume (PTV) coverage, conformity index, homogeneity index, and the doses to planning organ at risk volume (PRV) for carotid arteries, spinal cord and pharyngeal constrictor muscle. RESULTS: Recurrence was not observed in any patients during the follow-up period. V95% for PTV showed no significant difference between IMRT and LAFT plans, while V100% was significantly higher in the IMRT plan (95.5% vs. 94.6%, p = 0.005). The homogeneity index (11.6%) and conformity index (1.4) in the IMRT plan were significantly better than those in the LAFT plans (8.5% and 5.1, respectively) (p = 0.005). The median V5Gy (90.0%), V25Gy (13.5%), and V50Gy (0%) for carotid artery PRV in the IMRT plan were significantly lower than those in the LAFT plan (99.1%, 89.0%, and 77.3%, respectively) (p = 0.005). CONCLUSION: Our study suggests that carotid sparing IMRT can significantly decrease the dose to carotid arteries compared to LAFT, and it would be considered for early glottic cancer patient with high risk of atherosclerosis.
Atherosclerosis
;
Carotid Arteries
;
Follow-Up Studies
;
Humans
;
Radiotherapy*
;
Radiotherapy, Intensity-Modulated
;
Recurrence
;
Risk Factors
;
Spinal Cord
10.Gastric carcinosarcoma
Min Young PARK ; Ho Yoon BANG ; Dong Seok HAN ; So Dug LIM ; Jeong Hwan KIM ; So Young YOON ; Pyeong Su KIM
Korean Journal of Clinical Oncology 2016;12(2):136-139
Gastric carcinosarcoma is an uncommon biphasic malignant tumor. We report the case of 59-year-old man with a history of melena and dizziness. Endoscopic findings showed a fungating mass that originated from the posterior wall of upper body. Radical total gastrectomy with Roux-en-Y esophagojejunostomy was performed. In the resected specimen, immunohistochemical studies for epithelial and mesenchymal markers showed positive reactions. The mass invaded the submucosa without regional lymph node metastasis. Adjuvant chemotherapy with TS-1 (Taiho Pharmaceutical Co. Ltd, Japan) was performed after surgery despite early clinical stage due to aggressive features of carcinosarcoma.
Carcinosarcoma
;
Chemotherapy, Adjuvant
;
Dizziness
;
Gastrectomy
;
Humans
;
Lymph Nodes
;
Melena
;
Middle Aged
;
Neoplasm Metastasis
;
Pathology
;
Prognosis
;
Stomach

Result Analysis
Print
Save
E-mail