1.Bone Age Estimation and Prediction of Final Adult Height Using Deep Learning
Junghwan SUH ; Jinkyoung HEO ; Su Jin KIM ; Soyeong PARK ; Mo Kyung JUNG ; Han Saem CHOI ; Youngha CHOI ; Jun Suk OH ; Hae In LEE ; Myeongseob LEE ; Kyungchul SONG ; Ahreum KWON ; Hyun Wook CHAE ; Ho-Seong KIM
Yonsei Medical Journal 2023;64(11):679-686
Purpose:
The appropriate evaluation of height and accurate estimation of bone age are crucial for proper assessment of the growth status of a child. We developed a bone age estimation program using a deep learning algorithm and established a model to predict the final adult height of Korean children.
Materials and Methods:
A total of 1678 radiographs from 866 children, for which the interpretation results were consistent between two pediatric endocrinologists, were used to train and validate the deep learning model. The bone age estimation algorithm was based on the convolutional neural network of the deep learning system. The test set simulation was performed by a deep learning program and two raters using 150 radiographs and final height data for 100 adults.
Results:
There was a statistically significant correlation between bone age interpreted by the artificial intelligence (AI) program and the reference bone age in the test set simulation (r=0.99, p<0.001). In the test set simulation, the AI program showed a mean absolute error (MAE) of 0.59 years and a root mean squared error (RMSE) of 0.55 years, compared with reference bone age, and showed similar accuracy to that of an experienced pediatric endocrinologist (rater 1). Prediction of final adult height by the AI program showed an MAE of 4.62 cm, compared with the actual final adult height.
Conclusion
We developed a bone age estimation program based on a deep learning algorithm. The AI-derived program demonstrated high accuracy in estimating bone age and predicting the final adult height of Korean children and adolescents.
2.Validation of the Korean Version of the Patient-Reported Outcomes Measurement Information System 29 Profile V2.1 among Cancer Survivors
Danbee KANG ; Youngha KIM ; Jihyun LIM ; Junghee YOON ; Sooyeon KIM ; Eunjee KANG ; Heesu NAM ; Sungkeun SHIM ; Mangyeong LEE ; Haesook BOK ; Sang-Won LEE ; Soo-Yong SHIN ; Jin Seok AHN ; Dongryul OH ; Juhee CHO
Cancer Research and Treatment 2022;54(1):10-19
Purpose:
The purpose of the study was to validate the Korean version of Patient-Reported Outcomes Measurement Information System 29 Profile v2.1 (K-PROMIS-29 V2.1) among cancer survivors.
Materials and Methods:
Participants were recruited from outpatient clinics of the Comprehensive Cancer Center at the Samsung Medical Center in Seoul, South Korea, from September to October 2018. Participants completed a survey questionnaire that included the K-PROMIS-29 V2.1 and the European Organisation for Research and Treatment of Cancer Quality of Life Core Questionnaire (EORTC QLQ-C30). Principal component analysis and confirmatory factor analysis (CFA) and Pearson’s correlations were used to evaluate the reliability and validity of the K-PROMIS-29 V2.1.
Results:
The mean age of the study participants was 54.4 years, the mean time since diagnosis was 1.2 (±2.4) years, and 349 (87.3%) completed the entire questionnaire. The Cronbach’s alpha coefficients of the seven domains in the K-PROMIS-29 V2.1 ranged from 0.81 to 0.96, indicating satisfactory internal consistency. In the CFA, the goodness-of-fit indices for the K-PROMIS-29 V2.1 were high (comparative fit index, 0.91 and standardized root-mean-squared residual, 0.06). High to moderate correlations were found between comparable subscales of the K-PROMIS-29 V2.1 and subscales of the EORTC QLQ-C30 (r=0.52-0.73).
Conclusion
The K-PROMIS-29 V2.1 is a reliable and valid measure for assessing the health-related quality of life domains in a cancer population, thus supporting their use in studies and oncology trials.
3.Ten-Year Trends of Metabolic Syndrome Prevalence and Nutrient Intake among Korean Children and Adolescents: A Population-Based Study
Seong Ik PARK ; Junghwan SUH ; Hye Sun LEE ; Kyungchul SONG ; Youngha CHOI ; Jun Suk OH ; Han Saem CHOI ; Ahreum KWON ; Ho-Seong KIM ; Jae Hyun KIM ; Hyun Wook CHAE
Yonsei Medical Journal 2021;62(4):344-351
Purpose:
Metabolic syndrome (MetS) comprises a cluster of risk factors for future cardiovascular and metabolic diseases. Only a few recent studies have reported the trend in the prevalence of MetS in youth. This study aimed to analyze trends in the prevalence of MetS and nutrient intake in the last 10 years and investigate the changes in MetS components among Korean children and adolescents.
Materials and Methods:
We analyzed the data of 9513 children and adolescents aged 10–19 years from the 2008–2017 Korean National Health and Nutrition Examination Surveys. Diagnosis of MetS was based on the International Diabetes Federation (IDF) and modified National Cholesterol Education Program-Adult Treatment Panel III (NCEP-ATP III) criteria.
Results:
Based on the IDF criteria, MetS prevalence increased from 1.53% in 2008 to 3.19% in 2017 (p=0.007). Based on the NCEPATP III criteria, MetS prevalence increased from 2.18% in 2008 to 3.19% in 2017; however, the increase was not statistically significant. Daily calorie and fat intakes increased significantly during the study period. Among the risk factors that MetS comprises, the prevalence rates of central obesity, low high-density lipoprotein cholesterol levels, and high fasting glucose levels increased significantly.
Conclusion
Over the last 10 years, the prevalence of MetS has grown significantly with increasing calorie and fat intake in Korean children and adolescents. Central obesity and high-density lipoprotein cholesterol and fasting glucose levels have worsened.Therefore, active support and close monitoring are required to control MetS and prevent further increase in the prevalence of cardiovascular diseases.
4.A study on the Korean dental education system II: the need for integrated education system
Yoon Min GIL ; Jihyun LEE ; Ho-Beom KWON ; Sun-Young KIM ; Ryan Jin Young KIM ; Shin-Young PARK ; Youngha SONG ; Shin Hye CHUNG ; Young-A JI
Journal of Korean Academy of Oral Health 2021;45(3):166-174
Objectives:
With the rapid changes in society, there are more arguments for redefining dental education system. This study aimed to review and analyze the problems in the current dental education system in Korea and then propose an integrated education system based on those findings.
Methods:
A narrative review of the problems confronting the dental education system in Korea was carried out. Accordingly, full-text screening and specialists’ discussions were extracted from the review. The purpose of the review was to summarize the strengths and weaknesses of Korean dental education systems to offer perspectives on an integrated education system in accordance with the specialists’ opinions.
Results:
The results revealed that the problems of the current dental education system were identified in clinical education, basic science, and humanities and social sciences. Dental schools should provide clinical education so that dental students can be exposed to the clinical environment at an early stage and perform patient-based clinical practice. It is also imperative to encourage participation in research programs to train dental scientists, as well as to reflect on courses that can adapt to changes brought about by new technologies. It is recommended that education opportunities for integrated humanities and social sciences be provided.
Conclusions
It will be critical in the future for dental schools to embrace a flexible education system from various perspectives. It is vital that dental schools play a role in developing students’ critical thinking, problem-solving, and decision-making skills. Finally, as part of an integrated education system, an improvement program should be devised.
5.Patient-Reported Outcomes Measurement Information System: Translation and Linguistic Validation of Six Profile Domains for Korean Adults
Youngha KIM ; Junghee YOON ; Nayeon KIM ; Mangyeong LEE ; Danbee KANG ; Hye Yun PARK ; Dongryul OH ; Ki-Sun SUNG ; Gee Young SUH ; Jin Seok AHN ; Juhee CHO
Journal of Korean Medical Science 2021;36(33):e212-
Background:
The purpose of the study was to translate and linguistically validate a Korean language version of the PROMIS (K-PROMIS) for the six profile adult domains: Fatigue, Pain Intensity, Pain Interference, Physical Function, Sleep Disturbance, and Ability to Participate in Social Roles and Activities.
Methods:
A total of 268 items were translated into Korean according to the Functional Assessment of Chronic Illness Therapy multilingual translation methodology. Participants first completed approximately 27 to 35 items and were then interviewed to evaluate the conceptual equivalence of the translation to the original English language source.The K-PROMIS items that met the a priori threshold of ≥ 20% of respondents with comprehension difficulties in the cognitive interview.
Results:
54 of the 268 items were identified as difficult items to comprehend for at least 20% of respondents in Round 1. The most frequently identified K-PROMIS domain on difficult items to comprehend was the Physical function (24.5%). Most items with linguistic difficulties were Fatigue and Physical function. Cultural difficulties were only included the Physical function and Ability to Participate in Social Roles and Activities domains. 25 of 54 items were slightly revised, and then these revised items were tested with additional six participants in Round 2, and most participants had no problems to understand modified items.
Conclusion
The six profile adult domains of K-PROMIS have been linguistically validated.Further psychometric validation of the K-PROMIS items will provide additional information of meaningful outcomes for chronic disease and clinical setting.
6.A study on the Korean dental education system II: the need for integrated education system
Yoon Min GIL ; Jihyun LEE ; Ho-Beom KWON ; Sun-Young KIM ; Ryan Jin Young KIM ; Shin-Young PARK ; Youngha SONG ; Shin Hye CHUNG ; Young-A JI
Journal of Korean Academy of Oral Health 2021;45(3):166-174
Objectives:
With the rapid changes in society, there are more arguments for redefining dental education system. This study aimed to review and analyze the problems in the current dental education system in Korea and then propose an integrated education system based on those findings.
Methods:
A narrative review of the problems confronting the dental education system in Korea was carried out. Accordingly, full-text screening and specialists’ discussions were extracted from the review. The purpose of the review was to summarize the strengths and weaknesses of Korean dental education systems to offer perspectives on an integrated education system in accordance with the specialists’ opinions.
Results:
The results revealed that the problems of the current dental education system were identified in clinical education, basic science, and humanities and social sciences. Dental schools should provide clinical education so that dental students can be exposed to the clinical environment at an early stage and perform patient-based clinical practice. It is also imperative to encourage participation in research programs to train dental scientists, as well as to reflect on courses that can adapt to changes brought about by new technologies. It is recommended that education opportunities for integrated humanities and social sciences be provided.
Conclusions
It will be critical in the future for dental schools to embrace a flexible education system from various perspectives. It is vital that dental schools play a role in developing students’ critical thinking, problem-solving, and decision-making skills. Finally, as part of an integrated education system, an improvement program should be devised.
7.Patient-Reported Outcomes Measurement Information System: Translation and Linguistic Validation of Six Profile Domains for Korean Adults
Youngha KIM ; Junghee YOON ; Nayeon KIM ; Mangyeong LEE ; Danbee KANG ; Hye Yun PARK ; Dongryul OH ; Ki-Sun SUNG ; Gee Young SUH ; Jin Seok AHN ; Juhee CHO
Journal of Korean Medical Science 2021;36(33):e212-
Background:
The purpose of the study was to translate and linguistically validate a Korean language version of the PROMIS (K-PROMIS) for the six profile adult domains: Fatigue, Pain Intensity, Pain Interference, Physical Function, Sleep Disturbance, and Ability to Participate in Social Roles and Activities.
Methods:
A total of 268 items were translated into Korean according to the Functional Assessment of Chronic Illness Therapy multilingual translation methodology. Participants first completed approximately 27 to 35 items and were then interviewed to evaluate the conceptual equivalence of the translation to the original English language source.The K-PROMIS items that met the a priori threshold of ≥ 20% of respondents with comprehension difficulties in the cognitive interview.
Results:
54 of the 268 items were identified as difficult items to comprehend for at least 20% of respondents in Round 1. The most frequently identified K-PROMIS domain on difficult items to comprehend was the Physical function (24.5%). Most items with linguistic difficulties were Fatigue and Physical function. Cultural difficulties were only included the Physical function and Ability to Participate in Social Roles and Activities domains. 25 of 54 items were slightly revised, and then these revised items were tested with additional six participants in Round 2, and most participants had no problems to understand modified items.
Conclusion
The six profile adult domains of K-PROMIS have been linguistically validated.Further psychometric validation of the K-PROMIS items will provide additional information of meaningful outcomes for chronic disease and clinical setting.
8.Diagnostic Challenges Associated with GLUT1 Deficiency: Phenotypic Variabilities and Evolving Clinical Features
Hyuna KIM ; Jin Sook LEE ; Youngha LEE ; Soo Yeon KIM ; Byung Chan LIM ; Ki Joong KIM ; Murim CHOI ; Jong Hee CHAE
Yonsei Medical Journal 2019;60(12):1209-1215
GLUT1 deficiency is a rare neurometabolic disorder that can be effectively treated with ketogenic diet. However, this condition is underdiagnosed due to its nonspecific, overlapping, and evolving symptoms with age. We retrospectively reviewed the clinical course of nine patients diagnosed with GLUT1 deficiency, based on SLC2A1 mutations and/or glucose concentration in cerebrospinal fluid. The patients included eight boys and one girl who initially presented with seizures (44%, 4/9) or delayed development (44%, 4/9) before 2 years of age, except for one patient who presented with apnea as a neonate. Over the clinical course, all of the children developed seizures of the mixed type, including absence seizures and generalized tonic–clonic seizures. About half (56%, 5/9) showed movement disorders such as ataxia, dystonia, or dyskinesia. We observed an evolution of phenotype over time, although this was not uniform across all patients. Only one child had microcephaly. In five patients, ketogenic diet was effective in reducing seizures and movement symptoms, and the patients exhibited subjective improvement in cognitive function. Diagnosing GLUT1 deficiency can be challenging due to the phenotypic variability and evolution. A high index of clinical suspicion in pediatric and even older patients with epilepsy or movement disorders is key to the early diagnosis and treatment, which can improve the patient's quality of life.
Apnea
;
Ataxia
;
Cerebrospinal Fluid
;
Child
;
Clothing
;
Cognition
;
Dyskinesias
;
Dystonia
;
Early Diagnosis
;
Epilepsy
;
Epilepsy, Absence
;
Female
;
Glucose
;
Humans
;
Infant, Newborn
;
Ketogenic Diet
;
Microcephaly
;
Movement Disorders
;
Phenotype
;
Quality of Life
;
Retrospective Studies
;
Seizures
9.Pseudo-Subarachnoid Hemorrhage; Chronic Subdural Hematoma with an Unruptured Aneurysm Mistaken for Subarachnoid Hemorrhage
Dookyung SON ; Youngha KIM ; Changhyeun KIM ; Sangweon LEE
Korean Journal of Neurotrauma 2019;15(1):28-33
Subarachnoid hemorrhage (SAH) usually occurs due to aneurysmal rupture of intracranial arteries and its typical computed tomography (CT) findings are increased attenuation of cisterns and subarachnoid spaces. However, several CT findings mimicking SAH are feasible in diverse conditions. They are so-called as pseudo-SAH, and this report is a case of pseudo-SAH which is misdiagnosed as aneurysm rupture accompanied by bilateral chronic subdural hematoma (cSDH). A 42-year-old male with severe headache visited our institute. Non-contrast brain CT images showed increased attenuation on basal cistern, and cSDH on both fronto-temporo-parietal convexity with midline shifting. Trans-femoral cerebral angiography was done and we confirmed small aneurysm at right M1 portion of middle cerebral artery. Under diagnosis of SAH, we planned an operation in order to clip aneurysmal neck and remove cSDH. cSDH was removed as planned, however, there was no SAH and we also couldn't find the rupture point of aneurysm. Serial follow-up CT showed mild cumulative cSDH recurrence, but the patient was tolerant and had no neurologic deficit during hospitalization. We have checked the patient via out-patient department for 6 months, there are no significant changes in volume and density of cSDH and the patient also have no neurologic complications.
Adult
;
Aneurysm
;
Arteries
;
Brain
;
Brain Edema
;
Cerebral Angiography
;
Diagnosis
;
Follow-Up Studies
;
Headache
;
Hematoma, Subdural, Chronic
;
Hemorrhage
;
Hospitalization
;
Humans
;
Intracranial Hypertension
;
Male
;
Middle Cerebral Artery
;
Neck
;
Neurologic Manifestations
;
Outpatients
;
Recurrence
;
Rupture
;
Subarachnoid Hemorrhage
;
Subarachnoid Space
10.Measuring Needle Angle and Depth for Lumbar Medial Branch Block Using Ultrasonography: An Evaluation of Efficiency Compared with Magnetic Resonance Imaging.
Changsu KIM ; Daemoo SHIM ; Seokjoong LEE ; Youngha WOO ; Samuel BAEK ; Haksun CHUNG
The Journal of the Korean Orthopaedic Association 2018;53(4):350-357
PURPOSE: The purpose of this study was to compare accuracy of proper needle insertion angle between magnetic resonance imaging (MRI) and ultrasonography during lumbar medial branch nerve block procedure. MATERIALS AND METHODS: Between January 2015 and June 2016, 80 people who underwent MRI in the past 3 months with improved lumbar pain after sono-guided medial branch nerve block were enrolled for analysis (male, 39; female, 41; average age, 63.3 years). The insertion angle and depth between the spinous process and needle at each target points were measured at various levels (superior, inferior segment of each facet joints from L2–3 to L5–S1). The needle was positioned 1 cm apart from both lateral sides of the probe, locating spinous process in the middle. A comparative analysis was performed between an ultrasonography and an MRI. We determined the statistical correlation between the two methods. RESULTS: The average differences with respect to the distance between each level on a sono-guided medial branch nerve block were 1.28±1.07 mm in L2 (7 cases), 1.27±4.26 mm in L3 (25 cases), 1.63±5.89 mm in L4 (93 cases), 1.99±4.12 mm in L5 (141 cases), and 1.51±3.87 mm in S1 (66 cases). The average differences regarding the angle of each level were 1.69°±1.34° in L2 (7 cases), 2.03°±5.35° in L3 (25 cases), 1.49°±3.42° in L4 (93 cases), −1.55°±3.67° in L5 (141 cases), and 1.86°±4.83° in S1 (66 cases). All measurements followed a normal distribution (p < 0.05), showing statistical correlation without significant difference (p < 0.05). CONCLUSION: After measuring each level using an MRI prior to performing the procedure, a sono-guided lumbar medial branch nerve block can be performed with greater safety and efficacy, especially for beginners.
Female
;
Humans
;
Magnetic Resonance Imaging*
;
Needles*
;
Nerve Block
;
Spine
;
Ultrasonography*
;
Zygapophyseal Joint

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