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Si-Hyuck Kang

Seoul National University · Medicine

About the Lab

Professor Si-Hyuck Kang's research lab specializes in cardiovascular disease prevention and risk prediction, with a focus on lifestyle factors, biomarkers, and interventional strategies. The lab investigates the impact of physical activity, oral hygiene, and stent technology on cardiovascular outcomes, while also advancing machine learning applications for personalized risk assessment in large-scale population cohorts. Their work bridges clinical cardiology, preventive medicine, and data science to improve early detection and management of heart disease.

cardiovascular risk predictionlifestyle interventionsbiomarkersmachine learning in cardiologyinterventional cardiology

Research Overview

Papers
228
Total Citations
5,305
Papers (5y)
56
Primary Field
Medicine

Research Output Trend

Figures are computed from collected data and may differ slightly.

Publications per year (5y)
56total
2022
2023
2024
2025
2026
Citations per year (5y)
272total
20222023202420252026

Selected Papers

15
1
Article|324 citations·2019
Mortality reduction with physical activity in patients with and without cardiovascular disease
Sang-Woo Jeong, Sun-Hwa Kim, Si‐Hyuck Kang, Hee Jun Kim, Chang‐Hwan Yoon, Tae‐Jin Youn, In‐Ho Chae
SJR Q1European Heart JournalOA

AIMS: Physical activity has been shown to reduce mortality in a dose-response fashion. Current guidelines recommend 500-1000 metabolic equivalent task (MET)-min per week of regular physical activity. This study aimed to compare the impact of leisure-time physical activity on mortality in primary versus secondary cardiovascular prevention. METHODS AND RESULTS: This study included a total of 131 558 and 310 240 subjects with and without cardiovascular disease (CVD), respectively, from a population

PhysiologyMedicine
2
Article|262 citations·2018
Improved oral hygiene care attenuates the cardiovascular risk of oral health disease: a population-based study from Korea
Shin‐Young Park, Sun-Hwa Kim, Si‐Hyuck Kang, Chang‐Hwan Yoon, Hyo‐Jung Lee, Pil‐Young Yun, Tae‐Jin Youn, In‐Ho Chae
SJR Q1European Heart Journal

Oral hygiene care such as frequent tooth brushing and regular dental visits for professional cleaning reduced the risk of future cardiovascular events in healthy adults. This study also suggests that improved oral hygiene behaviour may modify the association between oral health and cardiovascular diseases.

PeriodonticsDentistry
3
Review|167 citations·2014
Biodegradable-polymer drug-eluting stents vs. bare metal stents vs. durable-polymer drug-eluting stents: a systematic review and Bayesian approach network meta-analysis
Si‐Hyuck Kang, K. W. Park, D.-Y. Kang, Woo‐Hyun Lim, K. T. Park, Jung‐Kyu Han, Hyun‐Jae Kang, Bon‐Kwon Koo, Byung‐Hee Oh, Y.-B. Park, David E. Kandzari, David J. Cohen
SJR Q1European Heart JournalOA

All DESs but PES and ZES-E were superior to BMS in terms of ST within 1 year. Cobalt-chromium everolimus-eluting stents was safer than any DES even including BP-BES. Our results suggest that not only the biodegradability of polymer, but the optimal combination of stent alloy, design, strut thickness, polymer, and drug all combined determine the safety of DES.

SurgeryMedicine
4
Article|143 citations·2015
Prognostic value of NT-proBNP in heart failure with preserved versus reduced EF
Si‐Hyuck Kang, Jin Joo Park, Dong‐Ju Choi, Chang‐Hwan Yoon, Il‐Young Oh, Seok‐Min Kang, Byung‐Su Yoo, Eun‐Seok Jeon, Jae‐Joong Kim, Myeong‐Chan Cho, Shung Chull Chae, Kyu-Hyung Ryu
SJR Q1Heart

OBJECTIVE: Plasma level of N-terminal-pro-brain natriuretic peptide (NT-proBNP) is a reliable prognostic factor in patients with heart failure (HF). However, it is unclear how differently the biomarker predicts adverse outcomes in HF with preserved EF (HFpEF) versus HF with reduced EF (HFrEF). METHODS: From the Korean Heart Failure registry, a prospective multicentre cohort for consecutive patients who were hospitalised for acute HF syndrome, those with available NT-proBNP and LVEF measurements

Cardiology and Cardiovascular MedicineMedicine
5
Review|133 citations·2016
Stent Thrombosis With Drug-Eluting Stents and Bioresorbable Scaffolds
Si‐Hyuck Kang, In-Ho Chae, Jin-Joo Park, Hak Seung Lee, Do‐Yoon Kang, Seung-Sik Hwang, Tae‐Jin Youn, Hyo‐Soo Kim
SJR Q1JACC: Cardiovascular Interventions
SurgeryMedicine
6
Article|119 citations·2016
Underweight is a risk factor for atrial fibrillation: A nationwide population-based study
Si‐Hyuck Kang, Eue‐Keun Choi, Kyungdo Han, So‐Ryoung Lee, Woo‐Hyun Lim, Myung‐Jin Cha, Youngjin Cho, Il‐Young Oh, Seil Oh
SJR Q1International Journal of Cardiology
Cardiology and Cardiovascular MedicineMedicine
7
Article|84 citations·2021
Pre-existing and machine learning-based models for cardiovascular risk prediction
Sang-Yeong Cho, Sun–Hwa Kim, Si‐Hyuck Kang, Kyong Joon Lee, Dongjun Choi, Seungjin Kang, Sang Jun Park, Tackeun Kim, Chang‐Hwan Yoon, Tae‐Jin Youn, In‐Ho Chae, Tae‐Jin Youn
SJR Q1Scientific ReportsOA

Abstract Predicting the risk of cardiovascular disease is the key to primary prevention. Machine learning has attracted attention in analyzing increasingly large, complex healthcare data. We assessed discrimination and calibration of pre-existing cardiovascular risk prediction models and developed machine learning-based prediction algorithms. This study included 222,998 Korean adults aged 40–79 years, naïve to lipid-lowering therapy, had no history of cardiovascular disease. Pre-existing models

SurgeryMedicine
8
Article|78 citations·2019
Prevalence, Awareness, Treatment, and Control of Hypertension in Korea
Si‐Hyuck Kang, Sun–Hwa Kim, Jun Hwan Cho, Chang‐Hwan Yoon, Seung-Sik Hwang, Hae‐Young Lee, Tae‐Jin Youn, In‐Ho Chae, Cheol‐Ho Kim
SJR Q1Scientific ReportsOA

The purpose of the present study was to describe the temporal trends in prevalence and management status of hypertension in Korea between 1998 and 2015. Data of adults who were aged 30 years or older were extracted from the Korea National Health and Nutrition Examination Survey, a nationwide representative population-based survey. Hypertension was prevalent in 30.5% of Korean adults. The age and sex standardized prevalence showed little change between 1998 and 2015. The elderly population and me

Cardiology and Cardiovascular MedicineMedicine
9
Article|75 citations·2019
Association of short- and long-term exposure to air pollution with atrial fibrillation
Oh Kyung Kwon, Sun-Hwa Kim, Si‐Hyuck Kang, Youngjin Cho, Il‐Young Oh, Chang‐Hwan Yoon, Sun‐Young Kim, Ok‐Jin Kim, Eue‐Keun Choi, Tae‐Jin Youn, In-Ho Chae
SJR Q1European Journal of Preventive Cardiology

This study suggests that short-term exposure to PM<sub>2.5</sub> triggers atrial fibrillation. However, we found no evidence linking atrial fibrillation with long-term exposure to air pollution.

Health, Toxicology and MutagenesisEnvironmental Science
10
Article|72 citations·2015
Ambient air pollution and out-of-hospital cardiac arrest
Si‐Hyuck Kang, Jongbae Heo, Il‐Young Oh, Jung-Eun Kim, Woo‐Hyun Lim, Youngjin Cho, Eue‐Keun Choi, Seung‐Muk Yi, Sang Do Shin, Ho Kim, Seil Oh
SJR Q1International Journal of Cardiology
Health, Toxicology and MutagenesisEnvironmental Science
11
Article|69 citations·2018
Reconsidering the cut-off diastolic blood pressure for predicting cardiovascular events: a nationwide population-based study from Korea
You-Jung Choi, Sun–Hwa Kim, Si‐Hyuck Kang, Chang‐Hwan Yoon, Hae‐Young Lee, Tae‐Jin Youn, In‐Ho Chae, Cheol‐Ho Kim
SJR Q1European Heart JournalOA

Elevated BP is a strong predictor of future cardiovascular events including cardiac death, myocardial infarction, stroke, and heart failure. This study showed that the log-linear relationship between BP and cardiovascular events extended down to a BP of ≥90/40 mmHg. Although hypertension is defined using a lower systolic BP cut-off of ≥130 mmHg, the diastolic BP component of ≥80 mmHg seems disproportionately low.

Cardiology and Cardiovascular MedicineMedicine
12
Article|66 citations·2017
Risk of stroke in congestive heart failure with and without atrial fibrillation
Si‐Hyuck Kang, Joonghee Kim, Jin Joo Park, Il‐Young Oh, Chang‐Hwan Yoon, Hee Jun Kim, Kyuseok Kim, Dong‐Ju Choi
SJR Q1International Journal of Cardiology
Cardiology and Cardiovascular MedicineMedicine
13
Article|65 citations·2011
Sex Differences in Management and Mortality of Patients With ST-Elevation Myocardial Infarction (from the Korean Acute Myocardial Infarction National Registry)
Si‐Hyuck Kang, Jung‐Won Suh, Chang‐Hwan Yoon, Myeong‐Chan Cho, Young Jo Kim, Shung Chull Chae, Junghan Yoon, Hyeon‐Cheol Gwon, Kyoo-Rok Han, Joo Han Kim, Youngkeun Ahn, Myung‐Ho Jeong
SJR Q2The American Journal of Cardiology
Cardiology and Cardiovascular MedicineMedicine
14
Article|63 citations·2018
Blood Pressure Control and Cardiovascular Outcomes: Real-world Implications of the 2017 ACC/AHA Hypertension Guideline
Ji Hyun Lee, Sun-Hwa Kim, Si‐Hyuck Kang, Jun Hwan Cho, Youngjin Cho, Il‐Young Oh, Chang‐Hwan Yoon, Hae‐Young Lee, Tae‐Jin Youn, In-Ho Chae, Cheol-Ho Kim
SJR Q1Scientific ReportsOA

The 2017 American College of Cardiology/American Heart Association (ACC/AHA) hypertension guideline lowered the threshold defining hypertension and treatment target from 140/90 mmHg to 130/80 mmHg. We compared the 2017 ACC/AHA guideline and the Eighth Joint National Committee (JNC8) report with regard to the current status of hypertension using the Korean National Health and Nutrition Examination Survey. The association between blood pressure (BP) control and long-term major cardiovascular outco

Cardiology and Cardiovascular MedicineMedicine
15
Article|59 citations·2016
Heat, heat waves, and out-of-hospital cardiac arrest
Si‐Hyuck Kang, Il‐Young Oh, Jongbae Heo, Hyewon Lee, Jung-Eun Kim, Woo‐Hyun Lim, Youngjin Cho, Eue‐Keun Choi, Seung‐Muk Yi, Do Shin Sang, Ho Kim, Tae‐Jin Youn
SJR Q1International Journal of Cardiology
Health, Toxicology and MutagenesisEnvironmental Science

Research Areas

Cardiology and Cardiovascular MedicineSurgeryHealth, Toxicology and MutagenesisRadiology, Nuclear Medicine and ImagingPulmonary and Respiratory MedicineBiomedical Engineering

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