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Seung-won Na

Korea University

研究室紹介

Professor Seung-won Na's research lab specializes in cardiovascular disease epidemiology and clinical outcomes, with a strong focus on acute myocardial infarction (AMI) and type 2 diabetes mellitus (T2DM). The lab investigates risk factors, prognostic indicators, and the impact of comorbidities such as metabolic syndrome, hypertension, and diabetes on patient outcomes. Utilizing large-scale national registries and electronic medical records, the lab applies advanced statistical and machine learning methods to develop predictive models and evaluate interventional strategies in real-world clinical settings.

acute myocardial infarctiontype 2 diabetespredictive modelingclinical outcomescardiovascular risk factors

Research Overview

Papers
60
Total Citations
307
Papers (5y)
18
Primary Field

Research Output Trend

Figures are computed from collected data and may differ slightly.

Publications per year (5y)
18total
2017
2018
2019
2021
2025
Citations per year (5y)
111total
20172018201920212025

Selected Papers

15
1
Article|47 citations·2019
Machine Learning for the Prediction of New-Onset Diabetes Mellitus during 5-Year Follow-up in Non-Diabetic Patients with Cardiovascular Risks
최병걸, 나승운, 김성욱, 강준혁, 박지영, 노영균
https://www.eymj.org/DOIx.php?id=10.3349/ymj.2019.60.2.191

Purpose: Many studies have proposed predictive models for type 2 diabetes mellitus (T2DM). However, these predictive modelshave several limitations, such as user convenience and reproducibility. The purpose of this study was to develop a T2DM predictivemodel using electronic medical records (EMRs) and machine learning and to compare the performance of this model withtraditional statistical methods. Materials and Methods: In this study, a total of available 8454 patients who had no history of dia

2
Article|22 citations·2011
Effectiveness of Drug-Eluting Stents versus Bare-Metal Stents in Large Coronary Arteries in Patients with Acute Myocardial Infarction
심두선, 정명호, 안영근, 김영조, 채성철, 홍택종, 성인환, 채제건, 김종진, 조명찬, 승기배, 박승정
Journal of Korean Medical Science

This study compared clinical outcomes of drug-eluting stents (DES) versus bare-metal stents (BMS) in large coronary arteries in patients with acute myocardial infarction (MI). A total of 985 patients who underwent single-vessel percutaneous coronary intervention (PCI)in large coronary arteries (≥ 3.5 mm) in lesions < 25 mm were divided into DES group (n = 841) and BMS group (n = 144). Clinical outcomes during 12 months were compared. In-hospital outcome was similar between the groups. At six mon

3
Article|19 citations·2013
Effect of Early Statin Treatment in Patients with Cardiogenic Shock Complicating Acute Myocardial Infarction
심두선, 나승운, 안영근, 정명호, 김영조, 채성철, 홍택정, 성인환, 채제건, Chong Jin Kim, 조명찬, 배장호

Background and Objectives: The benefit of early statin treatment following acute myocardial infarction (MI) complicated with cardio -genic shock (CS) has not been well studied. We sought to assess the effect of early statin therapy in patients with CS complicating acute MI. Subjects and Methods: We studied 553 statin-naïve patients with acute MI and CS (Killip class IV) who underwent revascularization therapy between November 2005 and January 2008 at 51 hospitals in the Korea Acute Myocardial In

4
Article|19 citations·2010
Impact of the Metabolic Syndrome on the Clinical Outcome of Patients with Acute ST-Elevation Myocardial Infarction
이민구, 정명호, 안영근, 채성철, 허승호, 홍택종, 김영조, 성인환, 채제건, 류재영, 채인호, 조명찬
Journal of Korean Medical Science

We sought to determine the prevalence of metabolic syndrome (MS) in patients with acute myocardial infarction and its effect on clinical outcomes. Employing data from the Korea Acute Myocardial Infarction Registry, a total of 1,990 patients suffered from acute STelevation myocardial infarction (STEMI) between November 2005 and December 2006were categorized according to the National Cholesterol Education Program-Adult Treatment Panel III criteria of MS. Primary study outcomes included major adver

5
Article|18 citations·2012
Different Impact of Diabetes Mellitus on In-hospital and 1-Year Mortality in Patients with Acute Myocardial Infarction Who Underwent Successful Percutaneous Coronary Intervention: Results from the Korean Acute Myocardial Infarction Registry
박근호, 안영근, 정명호, 채성철, 허승호, 김영조, 성인환, 채제건, 홍택종, 조명찬, 배장호, 나승운

Background/Aims: The aim of this study was to evaluate the impact of diabetes mellitus (DM) on in-hospital and 1-year mortality in patients who suffered acute myocardial infarction (AMI) and underwent successful percutaneous coronary intervention (PCI). Methods: Among 5,074 consecutive patients from the Korea AMI Registry with successful revascularization between November 2005 and June 2007, 1,412 patients had a history of DM. Results: The DM group had a higher mean age prevalence of history of

6
Article|16 citations·2009
Clinical Effects of Hypertension on the Mortality of Patients with Acute Myocardial Infarction
강동구, 정명호, 안영근, 채성철, 허승호, 홍택종, 김영조, 성인환, 채제건, 류재영, 채인호, 조명찬
Journal of Korean Medical Science

The incidence of ischemic heart disease has been increased rapidly in Korea. However, the clinical effects of antecedent hypertension on acute myocardial infarction have not been identified. We assessed the relationship between antecedent hypertension and clinical outcomes in 7,784 patients with acute myocardial infarction in the Korea Acute Myocardial Infarction Registry during one-year follow-up. Diabetes mellitus, hyperlipidemia, cerebrovascular disease, heart failure, and peripheral artery d

7
Article|12 citations·2018
Five-Year Outcomes of Successful Percutaneous Coronary Intervention with Drug-Eluting Stents versus Medical Therapy for Chronic Total Occlusions
나승운, 최병걸, 백만종, 유양기, Hu Li, 최세연, 변재경, Ahmed Mashaly, 박윤지, 장원영, 김우현, 최자연
https://www.eymj.org/DOIx.php?id=10.3349/ymj.2018.59.5.602

Purpose: Many recent studies have reported that successful percutaneous coronary intervention (PCI) with drug-eluting stents(DESs) for chronic total occlusion (CTO) has more beneficial effects than failed CTO-PCI; however, there are only limited dataavailable from comparisons of successful CTO-PCI with medical therapy (MT) in the Korean population. Materials and Methods: A total of 840 consecutive CTO patients who underwent diagnostic coronary angiography, receiving eitherPCI with DESs or MT, we

8
Article|10 citations·2018
The Impact of Prediabetes on Two-Year Clinical Outcomes in Patients Undergoing Elective Percutaneous Coronary Intervention
최웅길, 나승운, 최병걸, 최세연, 변재경, Ahmed Mashaly, 박윤지, 장원영, 김우현, 최자연, 박은진, 나진오
https://www.eymj.org/DOIx.php?id=10.3349/ymj.2018.59.4.489

Purpose: Prediabetes is an independent risk factor for cardiovascular disease. However, data on the long term adverse clinicaloutcomes of prediabetic patients undergoing percutaneous coronary intervention (PCI) with drug-eluting stents (DESs) arescarce. Materials and Methods: The study population comprised 674 consecutive non-diabetic patients who underwent elective PCI betweenApril 2007 and November 2010. Prediabetes was defined as hemoglobin A1c (HbA1c) of 5.7% to 6.4%. Two-year cumulativeclin

9
Article|10 citations·2013
The Impact of High Sensitivity C-Reactive Protein Level on Coronary Artery Spasm as Assessed by Intracoronary Acetylcholine Provocation Test
박지영, Yong-Jian Li, Kang-Yin Chen, 최병걸, 최세연, 유승기, 최재웅, 김태균, 김정민, 박윤석, 이재훈, 임성일
http://www.eymj.org/Synapse/Data/PDFData/0069YMJ/ymj-54-1299.pdf

Purpose: High sensitive C-reactive protein (hs CRP) is well known as a strong risk factor of cardiovascular disease (CVD). The aim of this study is to evaluate the impact of elevated hs CRP on coronary artery spasm (CAS) as assessed by intracoronary acetylcholine (ACh) provocation test. Materials and Methods: A total of 1729 consecutive patients without significant CVD who underwent coronary angiography and intracoronary ACh test between November 2004 and August 2010 were analyzed. The patients

10
Article|9 citations·2015
Current Practice of Transradial Coronary Angiography and Intervention: Results from the Korean Transradial Intervention Prospective Registry
윤영진, 이준원, 안성균, 이승환, 윤정한, 조병렬, 정상식, 김희열, 이재환, 배장호, 이진배, 서존
http://dx.doi.org/10.4070/kcj.2015.45.6.449

Background and Objectives: Although increasing evidence has indicated that radial access is a beneficial technique, few studies have focused on Korean subjects. The aim of this study was to evaluate current practice of coronary angiography (CAG) and percutaneous coronary intervention (PCI) using radial access in South Korea. Subjects and Methods: A total of 6338 subjects were analyzed from Korean Transradial Intervention prospective registry that was conducted at 20 centers in Korea. After evalu

11
Article|9 citations·2017
Impact of Diltiazem Alone versus Diltiazem with Nitrate on Five-Year Clinical Outcomes in Patients with Significant Coronary Artery Spasm
박태식, 나승운, 박지영, 서홍석, 최병걸, 최세연, 변재경, 박상호, 박은진, 최자연, 박성훈, 이재중
http://ymj.kr/DOIx.php?id=10.3349/ymj.2017.58.1.90

Purpose: Calcium channel blockers diltiazem and nitrate have been used as selective coronary vasodilators for patients with significantcoronary artery spasm (CAS). However, no study has compared the efficacy of diltiazem alone versus diltiazem with nitrate forlong-term clinical outcomes in patients with CAS. Materials and Methods: A total of 2741 consecutive patients without significant coronary artery disease with positive CAS by acetylcholine(Ach) provocation test between November 2004 and May

12
Article|8 citations·2016
Impact of Angiotensin Converting Enzyme Inhibitor versus Angiotensin Receptor Blocker on Incidence of New-Onset Diabetes Mellitus in Asians
나승운, 박지영, 최병걸, 최세연, 최재웅, 류성기, 이세진, 김승환, 노영균, Raghavender Goud Akkala, Hu Li, Jabar Ali
http://ymj.kr/DOIx.php?id=10.3349/ymj.2016.57.1.180

Purpose: Angiotensin converting enzyme inhibitor (ACEI) and angiotensin receptor blocker (ARB) are associated with a decreasedincidence of new-onset diabetes mellitus (NODM). The aim of this study was to compare the protective effect of ACEIversus ARBs on NODM in an Asian population. Materials and Methods: We investigated a total of 2817 patients who did not have diabetes mellitus from January 2004 to September2009. To adjust for potential confounders, a propensity score matched (PSM) analysis w

13
Article|7 citations·2017
Routine Angiographic Follow-Up versus Clinical Follow-Up after Percutaneous Coronary Intervention in Acute Myocardial Infarction
김용훈, 나승운, 허애영, 최병걸, 심민석, 최세연, 변재경, Hu Li, 김우현, 강준혁, 최자연, 박은진
https://www.eymj.org/DOIx.php?id=10.3349/ymj.2017.58.4.720

Purpose: Differences in the utility of routine angiographic follow-up (RAF) and clinical follow-up (CF) after percutaneous coronaryintervention (PCI) in acute myocardial infarction (AMI) are not well understood. The present study aimed to compare the 3-year clinical outcomes of RAF and CF in AMI patients who underwent PCI with drug-eluting stents (DES). Materials and Methods: A total of 774 consecutive AMI patients who underwent PCI with DES were enrolled. RAF was performedat 6 to 9 months after

14
Article|7 citations·2011
Telmisartan Versus Valsartan in Patients With Hypertension: Effects on Cardiovascular, Metabolic, and Inflammatory Parameters
임성윤, 김선원, 김응주, 강준혁, 김수아, 김윤경, 나진오, 최철웅, 임홍의, 한성우, 나승운, 박창규

Background and Objectives: Angiotensin-receptor blockers (ARBs) have beneficial effects on cardiovascular, metabolic, and inflammatory parameters in addition to controlling blood pressure (BP). However, few comparative clinical studies have been conducted with different ARBs. We compared these effects in patients with uncomplicated hypertension who were receiving telmisartan or valsartan. Subjects and Methods: The subjects were patients with essential hypertension (48.4±9.6 years) who were rando

15
Article|7 citations·2013
One-Year Clinical Outcomes among Patients with Metabolic Syndrome and Acute Myocardial Infarction
지미선, 정명호, 안영근, 김영조, 채성철, 홍택종, 성인환, 채제건, Chong Jin Kim, 조명찬, 나승운, 배장호

Background and Objectives: Metabolic syndrome (MetS) is an important risk factor for cardiovascular disease. However, the clinical outcome of acute myocardial infarction (AMI) with MetS has not been well examined. The purpose of this study was to evaluate the clini-cal outcomes of AMI patients with MetS. Subjects and Methods: We evaluated a total of 6352 AMI patients who had successful percutaneous coronary interventions and could be identified for MetS between 2005 and 2008 at 51 hospitals part

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