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So Jin Yoon

Yonsei University · Medicine

About the Lab

Professor So Jin Yoon's research lab specializes in pediatric and neonatal health outcomes, with a focus on perinatal and neonatal diseases. The lab investigates epidemiological trends, treatment effectiveness, and long-term outcomes in conditions such as congenital syphilis, hypoxic-ischemic encephalopathy, patent ductus arteriosus, respiratory distress syndrome, and postnatal growth failure in very low birth weight infants. Using large-scale national health databases and advanced data analytics, including machine learning, the lab aims to improve early diagnosis, intervention strategies, and personalized care in neonatal populations. A key emphasis is placed on translating population-level data into clinical insights for better patient outcomes.

neonatal outcomesperinatal epidemiologymachine learning in neonatologyneonatal intensive caregrowth failure in VLBW infants

Research Overview

Papers
32
Total Citations
303
Papers (5y)
23
Primary Field
Medicine

Research Output Trend

Figures are computed from collected data and may differ slightly.

Publications per year (5y)
23total
2021
2022
2023
2024
2026
Citations per year (5y)
259total
20212022202320242026

Selected Papers

15
1
Article|43 citations·2021
Outcomes of infants born to pregnant women with syphilis: a nationwide study in Korea
Joohee Lim, So Jin Yoon, Jeong Eun Shin, Jung Ho Han, Soon Min Lee, Ho Seon Eun, Min Soo Park, Kook In Park
SJR Q2BMC PediatricsOA

BACKGROUND: Despite the expansion of antenatal syphilis screening programs, congenital syphilis (CS) remains a concern. PURPOSE: This study aimed to analyze the manifestation and progress of CS, including treatment and follow-up, based on a nationwide study. METHODS: From the Korean National Health Insurance Service database, a total of 548 infants were examined for CS during their first year of life from 2013 to 2018. Neurosyphilis and complications were investigated using the International Cla

PhysiologyMedicine
2
Article|37 citations·2023
Growth and developmental outcomes of infants with hypoxic ischemic encephalopathy
Joonsik Park, Sook-Hyun Park, Chloe Kim, So Jin Yoon, Joohee Lim, Jung Ho Han, Jeong Eun Shin, Ho Seon Eun, Min Soo Park, Soon Min Lee
SJR Q1Scientific ReportsOA

Despite advances in obstetric care, hypoxic ischemic encephalopathy (HIE) remains a significant disease burden. We determined the national trends of HIE prevalence, therapeutic hypothermia (TH) use, mortality, and outcomes from 2012 to 2019. This study included term infants diagnosed with HIE between 2012 and 2019 from the National Health Insurance Service database. The prevalence of HIE was 2.4 per 1000 births without significant change during the period. TH was performed in approximately 6.7%

Pediatrics, Perinatology and Child HealthMedicine
3
Article|27 citations·2021
Patent ductus arteriosus treatment trends and associated morbidities in neonates
Joonsik Park, So Jin Yoon, Jung Ho Han, In Gyu Song, Joohee Lim, Jeong Eun Shin, Ho Seon Eun, Kook I Park, Min Soo Park, Soon Min Lee
SJR Q1Scientific ReportsOA

To evaluate national epidemiologic data on infants treated for patent ductus arteriosus (PDA) in Korea and analyze outcomes associated with different PDA treatments. We retrospectively evaluated data on 12,336 patients diagnosed with PDA (International Classification of Diseases-10 code: Q250) between 2015 and 2018 from the Health Insurance Review and Assessment database. Among them, 1623 patients underwent surgical ligation (code: O1671). We used birth certificate data from Statistics Korea to

Radiology, Nuclear Medicine and ImagingMedicine
4
Article|21 citations·2020
Pulmonary Surfactant Replacement Therapy for Respiratory Distress Syndrome in Neonates: a Nationwide Epidemiological Study in Korea
Jeong Eun Shin, So Jin Yoon, Joohee Lim, Jung Ho Han, Ho Seon Eun, Min Soo Park, Kook In Park, Soon Min Lee
SJR Q2Journal of Korean Medical ScienceOA

BACKGROUND: Pulmonary surfactant (PS) replacement therapy, as a safe and effective treatment for respiratory distress syndrome (RDS) may have further increased with the extended insurance coverage since 2011 in Korea. Thus, this study aimed to investigate the epidemiologic data of PS replacement therapy for RDS in Korea and to analyze the complications associated with RDS. METHODS: We included 19,442 infants who were treated with PS and diagnosed with RDS (International Classification of Disease

Pulmonary and Respiratory MedicineMedicine
5
Article|18 citations·2022
Application of Machine Learning Approaches to Predict Postnatal Growth Failure in Very Low Birth Weight Infants
Jung Ho Han, So Jin Yoon, Hye Sun Lee, Goeun Park, Joohee Lim, Jeong Eun Shin, Ho Seon Eun, Min Soo Park, Soon Min Lee
SJR Q2Yonsei Medical JournalOA

PURPOSE: The aims of the study were to develop and evaluate a machine learning model with which to predict postnatal growth failure (PGF) among very low birth weight (VLBW) infants. MATERIALS AND METHODS: Of 10425 VLBW infants registered in the Korean Neonatal Network between 2013 and 2017, 7954 infants were included. PGF was defined as a decrease in Z score >1.28 at discharge, compared to that at birth. Six metrics [area under the receiver operating characteristic curve (AUROC), accuracy, preci

Pulmonary and Respiratory MedicineMedicine
6
Article|17 citations·2011
Predictive factors for ciclosporin-associated nephrotoxicity in children with minimal change nephrotic syndrome
Ji Hong Kim, Se Jin Park, So Jin Yoon, Beom Jin Lim, Hyeon Joo Jeong, Jae Seung Lee, Pyung Kil Kim, Jae Il Shin
SJR Q1Journal of Clinical PathologyOA

AIMS: To identify the predictive factors for ciclosporin A (CyA)-associated nephrotoxicity (CAN) in children with minimal change nephrotic syndrome (MCNS). METHODS: The clinical and laboratory findings of 58 children (median age 3.2 years, range 1.1-13.1 years, male:female 48:10) with MCNS who were treated with CyA from 1992 to 2002 were analysed retrospectively. Forty-eight (83%) of them were steroid dependent and 10 (17%) were steroid resistant. The starting dose of CyA was 5mg/kg per day, and

NephrologyMedicine
7
Article|17 citations·2021
Growth failure of very low birth weight infants during the first 3 years: A Korean neonatal network
Joohee Lim, So Jin Yoon, Jeong Eun Shin, Jung Ho Han, Soon Min Lee, Ho Seon Eun, Min Soo Park, Kook In Park
SJR Q1PLoS ONEOA

We aimed to evaluate risk factors for growth failure in very low birth weight (VLBW) infants at 18-24 months of corrected age (follow-up1, FU1) and at 36 months of age (follow-up2, FU2). In this prospective cohort study, a total of 2,943 VLBW infants from the Korean Neonatal Network between 2013 and 2015 finished follow-up at FU1. Growth failure was defined as a z-score below -1.28. Multiple logistic regression was used to analyze risk factors for growth failure after dividing the infants into s

Pulmonary and Respiratory MedicineMedicine
8
Article|17 citations·2021
The impact of neonatal morbidities on child growth and developmental outcomes in very low birth weight infants: a nationwide cohort study
Jung Ho Han, So Jin Yoon, Joohee Lim, Jeong Eun Shin, Ho Seon Eun, Min Soo Park, Kook In Park, Soon Min Lee
SJR Q1European Journal of PediatricsOA
Pulmonary and Respiratory MedicineMedicine
9
Article|16 citations·2022
Tools for assessing lung fluid in neonates with respiratory distress
So Jin Yoon, Jung Ho Han, Kee Hyun Cho, Joonsik Park, Soon Min Lee, Min Soo Park
SJR Q2BMC PediatricsOA

BACKGROUND: Transient tachypnea of the newborn (TTN), as a common cause of neonatal respiratory distress, needs to be distinguished from respiratory distress syndrome (RDS). Various modalities such as lung ultrasonography, cytokine analysis, and electrical cardiometry for the evaluation of lung fluid can be helpful for the exact diagnosis, however, clinical diagnosis has been applied mainly. This study aimed to evaluate the usefulness of the various tools for the diagnosis of TTN and RDS in neon

Critical Care and Intensive Care MedicineMedicine
10
Article|15 citations·2021
Identification of Growth Patterns in Low Birth Weight Infants from Birth to 5 Years of Age: Nationwide Korean Cohort Study
So Jin Yoon, Joohee Lim, Jung Ho Han, Jeong Eun Shin, Soon Min Lee, Ho Seon Eun, Min Soo Park, Kook In Park
SJR Q2International Journal of Environmental Research and Public HealthOA

This study aimed to investigate the nationwide growth pattern of infants in Korea according to the birth-weight group and to analyze the effect of growth on development. A total of 430,541 infants, born in 2013 and who received the infant health check-up regularly from 6 months to 60 months of age, were included. The weight, height, head circumferences percentiles, and neurodevelopment using screening tests results were compared among the birth-weight groups. Using longitudinal analysis, the stu

Pediatrics, Perinatology and Child HealthMedicine
11
Article|14 citations·2021
Epidemiology of Macrosomia in Korea: Growth and Development
Kee Hyun Cho, So Jin Yoon, Joohee Lim, Ho Seon Eun, Min Soo Park, Kook In Park, Heui Seung Jo, Soon Min Lee
SJR Q2Journal of Korean Medical ScienceOA

Background: Macrosomia, as an infant with birth weight over 4 kg, can have several perinatal, and neonatal complications. This study aimed to estimate the incidence of macrosomia in Korea and to identify the growth and developmental outcomes and other neonatal complications. Methods: In total, 397,203 infants who were born in 2013 with birth weight 2.5 kg and who underwent infant health check-up between their 1 st and 7 th visit were included from the National Health Insurance Service database.

Nutrition and DieteticsNursing
12
Article|12 citations·2024
Long-term outcomes of very low birth weight infants with intraventricular hemorrhage: a nationwide population study from 2011 to 2019
Joonsik Park, Sook-Hyun Park, Yu-ra Kwon, So Jin Yoon, Joohee Lim, Jung Ho Han, Jeong Eun Shin, Ho Seon Eun, Min Soo Park, Soon Min Lee
SJR Q1World Journal of PediatricsOA

BACKGROUND: Advancements in neonatal care have increased preterm infant survival but paradoxically raised intraventricular hemorrhage (IVH) rates. This study explores IVH prevalence and long-term outcomes of very low birth weight (VLBW) infants in Korea over a decade. METHODS: Using Korean National Health Insurance data (NHIS, 2010-2019), we identified 3372 VLBW infants with IVH among 4,129,808 live births. Health-related claims data, encompassing diagnostic codes, diagnostic test costs, and adm

Pediatrics, Perinatology and Child HealthMedicine
13
Article|11 citations·2021
Impact of neonatal resuscitation changes on outcomes of very-low-birth-weight infants
So Jin Yoon, Joohee Lim, Jung Ho Han, Jeong Eun Shin, Ho Seon Eun, Min Soo Park, Kook In Park, Soon Min Lee
SJR Q1Scientific ReportsOA

The improvement of delivery room care, according to the 2015 International Consensus, may affect neonatal outcome, especially in very-low-birth-weight infants. We aimed to investigate the current practice of neonatal resuscitation by year and analyze the association with neonatal outcomes. A total of 8142 very-low-birth-weight infants, registered in the Korean Neonatal Network between 2014 and 2017 were included. A significant decreasing trend of intubation (64.5% vs 55.1%, P < 0.0001) and marke

Pulmonary and Respiratory MedicineMedicine
14
Article|7 citations·2023
Prediction of Postnatal Growth Failure in Very Low Birth Weight Infants Using a Machine Learning Model
So Jin Yoon, Donghyun Kim, Sook-Hyun Park, Jung Ho Han, Joohee Lim, Jeong Eun Shin, Ho Seon Eun, Soon Min Lee, Min Soo Park
SJR Q2DiagnosticsOA

Accurate prediction of postnatal growth failure (PGF) can be beneficial for early intervention and prevention. We aimed to develop a machine learning model to predict PGF at discharge among very low birth weight (VLBW) infants using extreme gradient boosting. A total of 729 VLBW infants, born between 2013 and 2017 in four hospitals, were included. PGF was defined as a decrease in z-score between birth and discharge that was greater than 1.28. Feature selection and addition were performed to impr

Pulmonary and Respiratory MedicineMedicine
15
Article|6 citations·2023
Factors associated with the response to postnatal dexamethasone use in very low birthweight infants: a nationwide cohort study
Seung Hwan Baek, Jeong Eun Shin, Jung Ho Han, In Gyu Song, Joonsik Park, Su Min Lee, Sungbo Shim, Ho Seon Eun, Soon Min Lee, Joohee Lim, So Jin Yoon, Wook Chang
SJR Q1BMJ Paediatrics OpenOA

BACKGROUND: Dexamethasone is widely used as a systemic corticosteroid to treat and prevent bronchopulmonary dysplasia (BPD) in preterm infants. We evaluated the current epidemiology of dexamethasone use to prevent BPD and analyse the factors associated with the response to dexamethasone in very low birthweight infants using a nationwide database. METHODS: We included very low birthweight infants born between January 2013 and December 2020 with a gestational age of 23-31 weeks using data from the

Pulmonary and Respiratory MedicineMedicine

Research Areas

Pulmonary and Respiratory MedicineNutrition and DieteticsPhysiologyPediatrics, Perinatology and Child HealthRadiology, Nuclear Medicine and ImagingNephrology

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