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Jeonghwan Seo

Yonsei University · Medicine

About the Lab

Professor Jeonghwan Seo's research lab specializes in pediatric endocrinology, with a focus on childhood-onset type 1 diabetes mellitus, precocious puberty, and bone age assessment using artificial intelligence. The lab investigates the long-term clinical course of diabetes, particularly residual C-peptide levels and their association with complications, while also exploring environmental factors such as agricultural pesticides in the development of precocious puberty. A key innovation is the development of a deep learning-based bone age estimation system for accurate prediction of adult height in Korean children and adolescents. The lab integrates clinical epidemiology, endocrine biomarkers, and advanced AI technologies to improve diagnosis and management of pediatric endocrine disorders.

type 1 diabetesprecocious pubertybone age estimationC-peptideendocrine disruptors

Research Overview

Papers
107
Total Citations
895
Papers (5y)
59
Primary Field
Medicine

Research Output Trend

Figures are computed from collected data and may differ slightly.

Publications per year (5y)
59total
2022
2023
2024
2025
2026
Citations per year (5y)
280total
20222023202420252026

Selected Papers

15
1
Article|146 citations·2019
Incidence and Prevalence of Central Precocious Puberty in Korea: An Epidemiologic Study Based on a National Database
Ye Jin Kim, Ahreum Kwon, Mo Kyung Jung, Ki Eun Kim, Junghwan Suh, Hyun Wook Chae, Duk Hee Kim, Sangmi Ha, Gi Hyeon Seo, Ho-Seong Kim
SJR Q1The Journal of PediatricsOA
Reproductive MedicineMedicine
2
Article|50 citations·2020
Incidence and Prevalence of Type 1 Diabetes Mellitus among Korean Children and Adolescents between 2007 and 2017: An Epidemiologic Study Based on a National Database
Hyun Wook Chae, Gi Hyeon Seo, Kyungchul Song, Han Saem Choi, Junghwan Suh, Ahreum Kwon, Sangmi Ha, Ho-Seong Kim
SJR Q1Diabetes & Metabolism JournalOA

We calculated relatively accurate incidence and prevalence of childhood-onset T1DM from a nation-based registry. The incidence increased by 3% to 4% every year from 2007 to 2017. The increasing trend is noteworthy compared with previous reports.

GeneticsBiochemistry, Genetics and Molecular Biology
3
Article|23 citations·2013
Factors that predict a positive response on gonadotropin-releasing hormone stimulation test for diagnosing central precocious puberty in girls
Junghwan Suh, Myung Hyun Choi, Ah Reum Kwon, Ye Jin Kim, Jinwoo Jeong, Jung Min Ahn, Hyun Wook Chae, Duk Hee Kim, Ho-Seong Kim
SJR Q1Annals of Pediatric Endocrinology & MetabolismOA

No single parameter can predict a positive response on the GnRH stimulation test with both high sensitivity and specificity. Therefore, multiple factors should be considered in evaluation of sexual precocity when deciding the timing of the GnRH stimulation test.

Reproductive MedicineMedicine
4
Article|18 citations·2019
Adolescents with thyroid nodules: retrospective analysis of factors predicting malignancy
Junghwan Suh, Han Saem Choi, Ahreum Kwon, Hyun Wook Chae, Ho-Seong Kim
SJR Q1European Journal of PediatricsOA
Endocrinology, Diabetes and MetabolismMedicine
5
Article|18 citations·2023
Bone Age Estimation and Prediction of Final Adult Height Using Deep Learning
Junghwan Suh, JinKyoung Heo, Sujin Kim, Soyeong Park, Mo Kyung Jung, Han Saem Choi, Youngha Choi, Jun Suk Oh, Hae In Lee, Myeongseob Lee, Kyungchul Song, Ahreum Kwon
SJR Q2Yonsei Medical JournalOA

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.

ArcheologyArts and Humanities
6
Article|12 citations·2022
Insulin Requirement and Complications Associated With Serum C-Peptide Decline in Patients With Type 1 Diabetes Mellitus During 15 Years After Diagnosis
Junghwan Suh, Hae In Lee, Myeongseob Lee, Kyungchul Song, Han Saem Choi, Ahreum Kwon, Ho-Seong Kim, Hyun Wook Chae
SJR Q1Frontiers in EndocrinologyOA

Objective: C-peptide is conventionally used in assessing pancreatic function in patients with diabetes mellitus. The clinical significance of this molecule during the course of type 1 diabetes mellitus (T1DM) has been recently revisited. This study aimed to investigate the natural course of C-peptide in T1DM patients over the period of 15 years and analyze the association between the residual C-peptide and diabetes complications. Methods: This retrospective study included a total of 234 children

GeneticsBiochemistry, Genetics and Molecular Biology
7
Article|11 citations·2023
Association between early glycemic management and diabetes complications in type 1 diabetes mellitus: A retrospective cohort study
Junghwan Suh, Youngha Choi, Jun Suk Oh, Kyungchul Song, Han Saem Choi, Ahreum Kwon, Hyun Wook Chae, Ho-Seong Kim
SJR Q1Primary care diabetesOA
Endocrinology, Diabetes and MetabolismMedicine
8
Article|10 citations·2021
Management of Central Precocious Puberty in Children with Hypothalamic Hamartoma
Junghwan Suh, Youngha Choi, Jun Suk Oh, Kyungchul Song, Han Saem Choi, Ahreum Kwon, Hyun Wook Chae, Ho-Seong Kim
SJR Q2ChildrenOA

Hypothalamic hamartoma (HH) is a rare, congenital, and benign lesion of the tuber cinereum, typically presenting with central precocious puberty (CPP), gelastic seizure, and developmental delay. This study aimed to investigate CPP in HH patients and compare clinical features between before and after gonadotropin-releasing hormone (GnRH) agonist treatment. A total of 30 HH patients under 18 years of age who visited Severance Children’s Hospital between January 2005 and May 2020 were retrospective

Reproductive MedicineMedicine
9
Article|9 citations·2020
Effect of agricultural pesticide on precocious puberty in urban children: an exploratory study
Junghwan Suh, Han Saem Choi, Ahreum Kwon, Hyun Wook Chae, Ho-Seong Kim
SJR Q1Clinical and Experimental PediatricsOA

BACKGROUND: The incidence of precocious puberty has increased throughout the 20th century. The association between precocious puberty and endocrine disrupting chemicals including agricultural pesticides has been a subject of global study, but human data are lacking. PURPOSE: We investigated the relationship between agricultural pesticides and the development of precocious puberty. METHODS: We enrolled 60 female subjects at Severance Children's Hospital from December 2015 to January 2017. Of them

Reproductive MedicineMedicine
10
Article|7 citations·2021
Annual incidence and prevalence of obesity in childhood and young adulthood based on a 30-year longitudinal population-based cohort study in Korea: the Kangwha study
Junghwan Suh, Yong Woo Jeon, Jung Hyun Lee, Kyungchul Song, Han Saem Choi, Ahreum Kwon, Hyun Wook Chae, Hyeon Chang Kim, Hyeon Chang Kim, Ho-Seong Kim, Ho-Seong Kim, Il Suh
SJR Q1Annals of EpidemiologyOA
Public Health, Environmental and Occupational HealthMedicine
11
Article|7 citations·2024
The estimation of pubertal growth spurt parameters using the superimposition by translation and rotation model in Korean children and adolescents: a longitudinal cohort study
Dohyun Chun, Seo Jung Kim, Yong Hyuk Kim, Junghwan Suh, Jihun Kim
SJR Q2Frontiers in PediatricsOA

Objectives Understanding the characteristics of the pubertal growth spurt in Korean children and adolescents can serve as crucial foundational data for researching puberty and growth-related disorders. This study aims to estimate the key parameters of pubertal growth, specifically the age and magnitude of the pubertal growth spurt, utilizing longitudinal data from a cohort of Korean children and adolescents. Methods This study used mixed longitudinal height data from a cohort of Korean elementar

Reproductive MedicineMedicine
12
Article|7 citations·2022
Association between the Perceived Household Financial Decline Due to COVID-19 and Smartphone Dependency among Korean Adolescents
Yun Hwa Jung, Soo Young Kim, Sung‐In Jang, Eun‐Cheol Park, Jaeyong Shin, Junghwan Suh
SJR Q2International Journal of Environmental Research and Public HealthOA

This cross-sectional study identified the association between COVID-19-related perceived household financial decline and smartphone dependency among adolescents in South Korea. Data from the 2020 Youth Risk Behavior Survey of Korea was used and 54,809 middle and high school students were included. COVID-19-related perceived household financial decline was categorized as no financial decline, mild, moderate, and severe. Smartphone dependency was calculated by 10 questions and was largely categori

Sociology and Political ScienceSocial Sciences
13
Article|7 citations·2019
Once-weekly supervised combined training improves neurocognitive and psychobehavioral outcomes in young patients with type 1 diabetes mellitus
Junghwan Suh, Han Saem Choi, Ahreum Kwon, Hyun Wook Chae, Soyong Eom, Ho-Seong Kim
SJR Q2Journal of Pediatric Endocrinology and MetabolismOA

Background Previous studies investigating the beneficial effects of exercise in type 1 diabetes mellitus (T1DM) are relatively insufficient compared to studies on type 2 diabetes mellitus (T2DM), due to the fear of hypoglycemia. Recently, several researchers have reported that combined aerobic and resistance exercise prevents hypoglycemia during and after exercise. Furthermore, exercise has been shown to have beneficial effects on the psychological status of patients with various diseases. The a

Endocrinology, Diabetes and MetabolismMedicine
14
Article|5 citations·2024
Big data-based reference centiles for body composition in Korean children and adolescents: a cross-sectional study
Dohyun Chun, Seo Jung Kim, Junghwan Suh, Jihun Kim
SJR Q2BMC PediatricsOA

BACKGROUND: The changes in body composition during puberty not only contribute to the differences in body composition between adult males and females but also have associations with growth problems and metabolic disorders, including obesity. Therefore, understanding the changes in body composition during the pubertal period and analyzing reference values based on race and gender are essential research resources. The objective of this study was to generate reference centiles for body composition

PhysiologyMedicine
15
Article|5 citations·2019
A novel compound heterozygous mutation of the AIRE gene in a patient with autoimmune polyendocrine syndrome type 1
Junghwan Suh, Han Saem Choi, Ahreum Kwon, Hyun Wook Chae, Jin‐Sung Lee, Ho-Seong Kim
SJR Q1Annals of Pediatric Endocrinology & MetabolismOA

Autoimmune polyendocrine syndrome type 1 (APS-1), or autoimmune polyendocrinopathy-candidiasis-ectodermal dystrophy is a rare, autosomal recessive autoimmune disease caused by a mutation of the autoimmune regulator (AIRE) gene. The main symptom triad in APS-1 comprises chronic mucocutaneous candidiasis, adrenal insufficiency, and hypoparathyroidism. Various autoimmune diseases and ectodermal abnormalities are also commonly associated with the syndrome. The treatment of APS-1 includes hormone rep

Endocrinology, Diabetes and MetabolismMedicine

Research Areas

Endocrinology, Diabetes and MetabolismReproductive MedicineMolecular BiologyPhysiologyEpidemiologyPublic Health, Environmental and Occupational Health

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