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Hai-ryong Yun

Yonsei University · Medicine

About the Lab

Professor Hai-ryong Yun's research lab focuses on chronic disease epidemiology and predictive modeling, with a strong emphasis on kidney disease, metabolic disorders, and cardiovascular risk factors. The lab investigates the long-term progression of chronic kidney disease (CKD), particularly in relation to coronary artery calcification, obesity, and metabolic health, using large-scale cohort studies. A key research direction involves developing machine learning models to predict clinical outcomes such as non-curative resection in early gastric cancer and incident chronic kidney disease. The lab also explores the interplay between systemic conditions like periodontal disease and inflammatory arthritides or neurodegenerative diseases such as Parkinson’s disease.

chronic kidney diseasecoronary artery calcificationmetabolic healthmachine learning predictionepidemiological cohort studies

Research Overview

Papers
107
Total Citations
1,746
Papers (5y)
31
Primary Field
Medicine

Research Output Trend

Figures are computed from collected data and may differ slightly.

Publications per year (5y)
31total
2022
2023
2024
2025
2026
Citations per year (5y)
111total
20222023202420252026

Selected Papers

15
1
Article|143 citations·2018
Obesity, Metabolic Abnormality, and Progression of CKD
Hae‐Ryong Yun, Hyoungnae Kim, Jung Tak Park, Tae Ik Chang, Tae‐Hyun Yoo, Shin‐Wook Kang, Kyu Hun Choi, Su Ah Sung, Soo Wan Kim, Joongyub Lee, Kook‐Hwan Oh, Curie Ahn
SJR Q1American Journal of Kidney DiseasesOA
NephrologyMedicine
2
Article|32 citations·2022
Coronary Artery Calcification Score and the Progression of Chronic Kidney Disease
Hae‐Ryong Yun, Young Su Joo, Hyung Woo Kim, Jung Tak Park, Tae Ik Chang, Nak‐Hoon Son, Tae‐Hyun Yoo, Shin‐Wook Kang, Su Ah Sung, Kyu‐Beck Lee, Joongyub Lee, Kook‐Hwan Oh
SJR Q1Journal of the American Society of NephrologyOA

BACKGROUND: An elevated coronary artery calcification score (CACS) is associated with increased cardiovascular disease risk in patients with CKD. However, the relationship between CACS and CKD progression has not been elucidated. METHODS: We studied 1936 participants with CKD (stages G1-G5 without kidney replacement therapy) enrolled in the KoreaN Cohort Study for Outcome in Patients With CKD. The main predictor was Agatston CACS categories at baseline (0 AU, 1-100 AU, and >100 AU). The primary

Radiology, Nuclear Medicine and ImagingMedicine
3
Article|14 citations·2021
Erythropoiesis stimulating agent recommendation model using recurrent neural networks for patient with kidney failure with replacement therapy
Hae‐Ryong Yun, Gyubok Lee, Myeong Jun Jeon, Hyung Woo Kim, Young Su Joo, Hyoungnae Kim, Tae Ik Chang, Jung Tak Park, Seung Hyeok Han, Shin‐Wook Kang, Wooju Kim, Tae‐Hyun Yoo
SJR Q1Computers in Biology and MedicineOA
HematologyMedicine
4
Article|10 citations·2022
Machine Learning Improves the Prediction Rate of Non-Curative Resection of Endoscopic Submucosal Dissection in Patients with Early Gastric Cancer
Hae‐Ryong Yun, Cheal Wung Huh, Da Hyun Jung, Gyubok Lee, Nak‐Hoon Son, Jie‐Hyun Kim, Young Hoon Youn, Jun Chul Park, Sung Kwan Shin, Sang Kil Lee, Yong Chan Lee
SJR Q1CancersOA

Non-curative resection (NCR) of early gastric cancer (EGC) after endoscopic submucosal dissection (ESD) can increase the burden of additional treatment and medical expenses. We aimed to develop a machine-learning (ML)-based NCR prediction model for EGC prior to ESD. We obtained data from 4927 patients with EGC who underwent ESD between January 2006 and February 2020. Ten clinicopathological characteristics were selected using extreme gradient boosting (XGBoost) and were used to develop a ML-base

Pulmonary and Respiratory MedicineMedicine
5
Article|10 citations·2021
Increased Risk of Chronic Kidney Disease Associated With Weight Gain in Healthy Adults: Insight From Metabolic Profiles and Body Composition
Hae‐Ryong Yun, Hyung Woo Kim, Tae Ik Chang, Ea Wha Kang, Young Su Joo, Ki Heon Nam, Hyoungnae Kim, Jung Tak Park, Tae‐Hyun Yoo, Shin‐Wook Kang, Seung Hyeok Han
SJR Q1Frontiers in MedicineOA

Objective: Obesity is an established risk factor for kidney damage. In this study, we explored the long-term association of changes in body mass index (BMI) over time with incident chronic kidney disease (CKD). Methods: For this analysis, 5,393 middle-aged adults without comorbidities in the Korean Genome and Epidemiology Study (KoGES) were included. Group-based trajectory modeling was used to determine the patterns of BMI change (decreasing, stable, and increasing BMI) between baseline and year

NephrologyMedicine
6
Article|5 citations·2023
Presence of periodontal disease and the incidence of inflammatory arthritides in the general population: data from the UK Biobank
Hae‐Ryong Yun, Hee Byung Koh, Jung Tak Park, Seung Hyeok Han, Shin‐Wook Kang, Tae‐Hyun Yoo, Sung Soo Ahn
SJR Q1Lara D. VeekenOA

OBJECTIVES: To investigate the association between periodontal disease and the development of inflammatory arthritides in the general population. METHODS: In total, 489 125 participants from the UK Biobank without a previous history of RA, AS and PsA were enrolled. The primary outcome was the incidence of inflammatory arthritides, which was a composite of RA, AS and PsA according to the presence of periodontal disease based on self-reported oral health indicators. Multivariate Cox proportional h

RheumatologyMedicine
7
Article|2 citations·2022
Association of short-term and long-term weight loss with the risk of major adverse cardiovascular disease: Community-based cohort study
Hae‐Ryong Yun, Young Su Joo, Tae Ik Chang, Ea Wha Kang, Nak‐Hoon Son, Hyung Woo Kim, Jung Tak Park, Tae‐Hyun Yoo, Shin‐Wook Kang, Seung Hyeok Han
SJR Q1Diabetes Research and Clinical PracticeOA
SurgeryMedicine
8
Article|2 citations·2025
Body mass index, metabolically abnormal status, and incident Parkinson's disease: Data from the UK Biobank
Hae‐Ryong Yun, Nak‐Hoon Son, Hee Byung Koh, Seok Jong Chung
SJR Q1Journal of Parkinson s DiseaseOA

Background The association between body mass index (BMI), metabolic conditions, and incident Parkinson's disease (PD) is quite complex. Objective To investigate the relationship between these variables, particularly the impact of metabolically healthy overweight/obese on the risk of PD, in the general population. Methods A total of 402,059 participants from the UK Biobank were categorized into four phenotypes according to the presence of overweight/obesity and/or metabolically abnormal status: o

PhysiologyMedicine
9
Article|1 citations·2018
FP170EXPRESSION OF CD71 MESANGIAL IGA1 RECEPTOR PREDICTS PROGRESSION OF IGA NEPHROPATHY
Hae‐Ryong Yun, Jong Hyun Jhee, Shin‐Wook Kang
SJR Q1Nephrology Dialysis TransplantationOA

INTRODUCTION AND AIMS: The transferrin receptor (CD71) is known as a receptor for IgA1 on mesangial cells and plays a key role in the pathogenesis of IgA nephropathy. However, little is known about the association between clinical outcomes and the level of CD71 expression. METHODS: We studied the clinical implication of mesangial CD71 in 282 patients with biopsy-proven IgAN between 2005 and 2014. Glomeruli were obtained from biopsy tissues by manual microdissection. The expression of glomerular

ImmunologyImmunology and Microbiology
10
Article|1 citations·2025
Type 2 diabetes mellitus modifies the relationship between coronary artery calcification and adverse kidney outcome in patients with chronic kidney disease: the findings from KNOW-CKD
Hae‐Ryong Yun, Young Su Joo, Hyung Woo Kim, Jung Tak Park, Nak‐Hoon Son, Tae‐Hyun Yoo, Shin‐Wook Kang, Yaeni Kim, Soo Wan Kim, Yeong Hoon Kim, Kook‐Hwan Oh, Seung Hyeok Han
SJR Q2Journal of Nephrology

BACKGROUND: Kidney function declines faster in patients with type 2 diabetes mellitus (T2DM) than in those without, and coronary artery calcification is a risk factor for adverse kidney outcomes. Thus, we examined whether T2DM modified the relationship between coronary artery calcification and chronic kidney disease (CKD) progression. METHODS: Among 2067 participants from the KoreaN Cohort Study for Outcome in Patients With CKD, the main exposures analyzed were T2DM and coronary artery calcifica

NephrologyMedicine
11
Article|1 citations·2019
MON-028 PATHOLOGICALLY PROVEN COMPLETE CURE OF IDIOPATHIC MEMBRANOUS GLOMERULONEPHRITIS BY METHYLPREDNISOLONE PULSE THERAPY
Hae‐Ryong Yun, B.S. Cho, Seung Hie Jung, Shokeir HA, Heung-Il Ko, Kee Wook Jung, H.S. Lee
SJR Q1Kidney International ReportsOA

MGN is the second most common cause of nephrotic syndrome in adults, with FSGS recently becoming the most common, however there is no cure for idiopathic MGN and treatment focus on conservative methods such as salt restriction, blood thinning agents, ARB etc. Sometimes corticosteroids, cyclophosphamide, chlorambucil, cyclosporine-A, tacrolimus, MMF, Rituximab etc are tried with mixed results.

NephrologyMedicine
12
Article|1 citations·2025
Chronic Kidney Disease Increases Risk of Delayed Post‐Polypectomy Bleeding: A Large‐Scale Propensity Score‐Matched Analysis
Hye Kyung Hyun, Nak‐Hoon Son, So Hyeon Gwon, Hyun Chul Lim, Jihye Park, Soo Jung Park, Jae Jun Park, Jae Hee Cheon, Tae Il Kim, Tae‐Hyun Yoo, Shin‐Wook Kang, Hae‐Ryong Yun
SJR Q1United European Gastroenterology JournalOA

BACKGROUND: The association between delayed post-polypectomy bleeding and chronic kidney disease remains unclear. OBJECTIVE: This study investigated whether patients with chronic kidney disease are at an increased risk of delayed post-polypectomy bleeding. METHODS: This cohort study included patients who underwent colonoscopy and polypectomy in Korea between 2005 and 2022. We assessed various covariates, including patient-, polyp-, and procedure-related factors, using propensity score matching a

Pulmonary and Respiratory MedicineMedicine
13
Article|0 citations·2024
Multifaceted association of overweight and metabolically unhealthy with the risk of Barrett's esophagus in the UK Biobank cohort
Da Hyun Jung, Yeon Ji Kim, Hee Byung Koh, Nak‐Hoon Son, Jung Tak Park, Seung Hyeok Han, Tae‐Hyun Yoo, Shin‐Wook Kang, Cheal Wung Huh, Hae‐Ryong Yun
SJR Q1Scientific ReportsOA

The association of overweight/obesity and metabolically unhealthy (MU) with the risk of developing Barrett's esophagus (BE) remains uncertain. We evaluated whether MU and overweight/obesity are associated with increased BE incidence and whether they have a synergistic impact on BE development. We analyzed the body mass index (BMI) and metabolic indicators at baseline of 402,510 individuals from the UK Biobank with no history of BE. Overweight/obesity and MU were defined as BMI ≥ 25.0 kg/m 2 and

SurgeryMedicine
14
Article|0 citations·2016
Massive barium sulfate aspiration during upper gastrointestinal contrast material study in an elderly patient with dysphagia
Hae‐Ryong Yun, Chang-gon Kim, Jihye Park, Yong Eun Park, Yong-il lee, Byung-Woo Yoo, Kyung Soo Chung, Young Sam Kim, Joo Han Song
Yeungnam university journal of medicineOA

Barium sulfate is an inert material used as a radiographic contrast medium during upper gastrointestinal contrast studies for evaluation of patients with dysphagia. Oral barium aspiration is an uncommon but wellreported complication of this procedure. While barium aspiration of small amounts may not cause any symptoms, massive barium aspiration can be life-threatening, particularly in elderly patients with multiple comorbidities. In this case report, we describe an elderly patient with multiple

Speech and HearingHealth Professions
15
Article|0 citations·2024
Risk Stratification of Delayed Postpolypectomy Bleeding in Patients with and without Kidney Diseases: A Large, High-Dimensional Propensity Score-Matched Cohort Study
Hae‐Ryong Yun, Tae‐Hyun Yoo
SJR Q1Journal of the American Society of Nephrology

Background: The assessment of the risk of delayed bleeding following polypectomy in patients with chronic kidney disease (CKD), including those undergoing kidney failure with renal replacement therapy, has not been established. To address this issue, we conducted a high-dimensional propensity score-matched study to investigate whether CKD contributes to an increased risk of delayed post-polypectomy bleeding (PPB). Methods: A large cohort study and retrospective analysis of 20,052 patients who un

Pulmonary and Respiratory MedicineMedicine

Research Areas

NephrologyPhysiologyCardiology and Cardiovascular MedicineNutrition and DieteticsEpidemiologySurgery

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