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Mansoori A, Seifi N, Vahabzadeh R, Hajiabadi F, Mood MH, Harimi M, Poudineh M, Ferns G, Esmaily H, Ghayour-Mobarhan M. The relationship between anthropometric indices and the presence of hypertension in an Iranian population sample using data mining algorithms. J Hum Hypertens 2024; 38:277-285. [PMID: 38040904 DOI: 10.1038/s41371-023-00877-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/25/2023] [Revised: 09/10/2023] [Accepted: 11/01/2023] [Indexed: 12/03/2023]
Abstract
Hypertension (HTN) is a common chronic condition associated with increased morbidity and mortality. Anthropometric indices of adiposity are known to be associated with a risk of HTN. The aim of this study was to identify the anthropometric indices that best associate with HTN in an Iranian population. 9704 individuals aged 35-65 years were recruited as part of the Mashhad Stroke and Heart Atherosclerotic Disorder (MASHAD) study. Demographic and anthropometric data of all participants were recorded. HTN was defined as a systolic blood pressure (SBP) ≥ 140 mmHg, and/ or a diastolic blood pressure (DBP) ≥ 90 mmHg on two subsequent measurements, or being treated with oral drug therapy for BP. Data mining methods including Logistic Regression (LR), Decision Tree (DT), and Bootstrap Forest (BF) were applied. Of 9704 participants, 3070 had HTN, and 6634 were normotensive. LR showed that body roundness index (BRI), body mass index (BMI) and visceral adiposity index (VAI) were significantly associated with HTN in both genders (P < 0.0001). BRI showed the greatest association with HTN (OR = 1.276, 95%CI = (1.224, 1.330)). For BMI we had OR = 1.063, 95%CI = (1.047, 1.080), for VAI we had OR = 1.029, 95%CI = (1.020, 1.038). An age < 47 years and BRI < 4.04 was associated with a 90% probability of being normotensive. The BF indicated that age, sex and BRI had the most important role in HTN. In summary, among anthropometric indices the most powerful indicator for discriminating hypertensive from normotensive patients was BRI.
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Affiliation(s)
- Amin Mansoori
- International UNESCO center for Health-Related Basic Sciences and Human Nutrition, Mashhad University of Medical Sciences, Mashhad, Iran
- Department of Biostatistics, School of Health, Mashhad University of Medical Sciences, Mashhad, Iran
- Department of Applied Mathematics, Ferdowsi University of Mashhad, Mashhad, Iran, Mashhad, Iran
| | - Najmeh Seifi
- International UNESCO center for Health-Related Basic Sciences and Human Nutrition, Mashhad University of Medical Sciences, Mashhad, Iran
| | - Reihaneh Vahabzadeh
- Student Research Committee, Paramedicine Faculty, Mashhad University of Medical Sciences, Mashhad, Iran
| | - Fatemeh Hajiabadi
- Student Research Committee, Paramedicine Faculty, Mashhad University of Medical Sciences, Mashhad, Iran
| | - Melika Hakimi Mood
- Department of Nutrition Sciences, Varastegan Institute for Medical Sciences, Mashhad, Iran
| | - Mahdiar Harimi
- Department of Nutrition Sciences, Varastegan Institute for Medical Sciences, Mashhad, Iran
| | - Mohadeseh Poudineh
- Faculty of Medicine, Islamic Azad University of Mashhad, Mashhad, Iran
- Student of Research Committee, School of Medicine, Zanjan University of Medical Sciences, Zanjan, Iran, Zanjan, Iran
| | - Gordon Ferns
- Brighton and Sussex Medical School, Division of Medical Education, Brighton, UK
| | - Habibollah Esmaily
- Department of Biostatistics, School of Health, Mashhad University of Medical Sciences, Mashhad, Iran.
- Social Determinants of Health Research Center, Mashhad University of Medical Sciences, Mashhad, Iran.
| | - Majid Ghayour-Mobarhan
- International UNESCO center for Health-Related Basic Sciences and Human Nutrition, Mashhad University of Medical Sciences, Mashhad, Iran.
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Ang L, Lee BJ, Kim H, Yim MH. Prediction of Hypertension Based on Facial Complexion. Diagnostics (Basel) 2021; 11:diagnostics11030540. [PMID: 33802985 PMCID: PMC8002751 DOI: 10.3390/diagnostics11030540] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2021] [Revised: 03/09/2021] [Accepted: 03/15/2021] [Indexed: 12/12/2022] Open
Abstract
This study aims to investigate the association between hypertension and facial complexion and determine whether facial complexion is a predictor for hypertension. Using the Commission internationale de l'éclairage L*a*b* (CIELAB) color space, the facial complexion variables of 1099 subjects were extracted in three regions (forehead, cheek, and nose) and the total face. Logistic regression was performed to analyze the association between hypertension and individual color variables. Four variable selection methods were also used to assess the association between hypertension and combined complexion variables and to compare the predictive powers of the models. The a* (green-red) complexion variables were identified as strong predictors in all facial regions in the crude analysis for both genders. However, this association in men disappeared, and L* (lightness) variables in women became the strongest predictors after adjusting for age and body mass index. Among the four prediction models based on combined complexion variables, the Bayesian approach obtained the best predictive in men. In women, models using three different methods but not the stepwise Akaike information criterion (AIC) obtained similar AUC values between 0.82 and 0.83. The use of combined facial complexion variables slightly improved the predictive power of hypertension in all four of the models compared with the use of individual variables.
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Affiliation(s)
- Lin Ang
- Clinical Medicine Division, Korea Institute of Oriental Medicine (KIOM), 1672, Yuseong-daero, Yuseong-gu, Daejeon 34054, Korea;
- Korean Convergence Medicine, University of Science and Technology, 217, Gajeong-ro, Yuseong-gu, Daejeon 34113, Korea
| | - Bum Ju Lee
- Future Medicine Division, Korea Institute of Oriental Medicine (KIOM), 1672, Yuseong-daero, Yuseong-gu, Daejeon 34054, Korea;
| | - Honggie Kim
- Department of Information and Statistics, Chungnam National University, 99 Daehak-ro, Yuseong-gu, Daejeon 34134, Korea;
| | - Mi Hong Yim
- Clinical Medicine Division, Korea Institute of Oriental Medicine (KIOM), 1672, Yuseong-daero, Yuseong-gu, Daejeon 34054, Korea;
- Correspondence: ; Tel.: +82-42-868-9261
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Ismail L, Materwala H, Al Kaabi J. Association of risk factors with type 2 diabetes: A systematic review. Comput Struct Biotechnol J 2021; 19:1759-1785. [PMID: 33897980 PMCID: PMC8050730 DOI: 10.1016/j.csbj.2021.03.003] [Citation(s) in RCA: 69] [Impact Index Per Article: 23.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/05/2020] [Revised: 02/28/2021] [Accepted: 03/01/2021] [Indexed: 12/14/2022] Open
Abstract
Diabetes is the leading cause of severe health complications and one of the top 10 causes of death worldwide. To date, diabetes has no cure, and therefore, it is necessary to take precautionary measures to avoid its occurrence. The main aim of this systematic review is to identify the majority of the risk factors for the incidence/prevalence of type 2 diabetes mellitus on one hand, and to give a critical analysis of the cohort/cross-sectional studies which examine the impact of the association of risk factors on diabetes. Consequently, we provide insights on risk factors whose interactions are major players in developing diabetes. We conclude with recommendations to allied health professionals, individuals and government institutions to support better diagnosis and prognosis of the disease.
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Affiliation(s)
- Leila Ismail
- Intelligent Distributed Computing and Systems Research Laboratory, Department of Computer Science and Software Engineering, College of Information Technology, United Arab Emirates University, Al Ain, Abu Dhabi, 15551, United Arab Emirates
| | - Huned Materwala
- Intelligent Distributed Computing and Systems Research Laboratory, Department of Computer Science and Software Engineering, College of Information Technology, United Arab Emirates University, Al Ain, Abu Dhabi, 15551, United Arab Emirates
| | - Juma Al Kaabi
- College of Medicine and Health Sciences, Department of Internal Medicine, United Arab Emirates University, Al Ain, Abu Dhabi 15551, United Arab Emirates
- Mediclinic, Al Ain, Abu Dhabi, United Arab Emirates
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Borah PK, Mahanta J, Kalita HC, Bhattacharjee CK. Distribution of hypertension subtypes in a hill tribe of Mizoram, Northeast India. Indian Heart J 2020; 72:398-402. [PMID: 33189201 PMCID: PMC7670278 DOI: 10.1016/j.ihj.2020.08.003] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2020] [Revised: 07/05/2020] [Accepted: 08/03/2020] [Indexed: 11/23/2022] Open
Abstract
OBJECTIVE Hypertension is a potential risk factor for cardiovascular diseases. With increasing age there is differential rise of systolic and diastolic blood pressure leading to development of various hypertension subtypes which have its own clinical implications. Present study assessed distribution and risk factors of hypertensive subtypes in the hill tribe of Mizoram. METHODS The present study was a community-based cross-sectional study carried out in Aizawl, Mizoram representing both rural (fourteen villages) and urban (six wards) population and which were selected by PPS method. Individuals aged 18 years and above providing informed verbal consent were included for collection of sociodemographic and clinical data including blood pressure. Of the total 12,313 subjects (Urban: 5853, Rural: 6460) & (Male: 5459, Female: 6854) surveyed, 549 hypertensive subjects who were under antihypertensive treatment were excluded. Hypertension subtype was defined as per standard guidelines. RESULTS Out of 11,764 study individuals, 88.03% (CI: 87.43-88.61) were normotensive and 11.97% (CI: 11.39-12.57) individuals were hypertensive. Prevalence of ISH, IDH and SDH were 241(2.05%), 403 (3.43%) and 764 (6.49%) respectively. Older age, unmarried participants, physical inactivity and obesity are found to be associated with ISH. Male gender, older age, higher educational status, physical inactivity, consumption of extra salt, alcohol consumption, use of tuibur and high BMI were significantly associated with SDH. CONCLUSIONS The overall prevalence of hypertension with its subtypes specifically isolated systolic hypertension are low in this hill tribe of Mizoram. It is the right time for initiating intervention programme to modify the risk factors associated with hypertension.
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Affiliation(s)
- Prasanta K Borah
- ICMR-Regional Medical Research Centre, NE Region, Dibrugarh, 786001, India.
| | - J Mahanta
- ICMR-Regional Medical Research Centre, NE Region, Dibrugarh, 786001, India
| | - H C Kalita
- Assam Medical College and Hospital, Dibrugarh, 786001, India
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Ahmed S, Pervin S, Biswas T, Chowdhury MAH, Hasnat MA, Shuvra MMR. Undiagnosed Isolated Systolic and Diastolic Hypertension Subtypes and Their Correlates in Bangladesh: A Nationwide Survey. Osong Public Health Res Perspect 2019; 10:12-19. [PMID: 30847266 PMCID: PMC6396825 DOI: 10.24171/j.phrp.2019.10.1.04] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/22/2023] Open
Abstract
Objectives This study was performed to identify the distribution of undiagnosed isolated hypertension subtypes and their correlates amongst adults aged 35 years and older in Bangladesh using data from the Bangladesh Demography and Health Survey 2011. Methods Out of a total of 17,964 selected households, 7,880 were included in the final analysis for this study. Systolic and diastolic blood pressure (BP) were measured 3× at 10-minute intervals. Hypertension subtypes were defined for individuals not under antihypertensive treatment as systolic-diastolic hypertension (SDH): systolic BP (SBP) ≥ 140 mm Hg and diastolic BP (DBP) ≥ 90 mm Hg; isolated diastolic hypertension (IDH): SBP < 140 mm Hg and DBP ≥ 90 mm Hg, and isolated systolic hypertension (ISH): SBP ≥140 mm Hg and DBP < 90 mm Hg. Results The predominant hypertension subtypes were SDH and IDH [5.2%; 95% confidence interval (CI): 4.7–5.1] followed by ISH (3.8%; 95% CI: 3.4–4.2). Multiple logistic regression showed that age and gender were significant predictors of ISH. SDH was associated with females [odds ratio (OR): 1.8; 95% CI: 1.3–2.6], the older age group (OR-7.4; 95% CI: 4.3–12.7), and overweight or obese individuals (OR: 1.6; 95% CI: 1.1–2.4). Non-manual work (OR: 1.5; 95% CI: 1.0–2.0]) and being overweight or obese (OR: 1.9; 95% CI: 1.4–2.8) were factors associated with IDH. Conclusion ISH, IDH and SDH represent salient subtypes of hypertension in Bangladesh. To identify preventive intervention for averting adverse cardiovascular events, further research is needed.
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Affiliation(s)
- Shyfuddin Ahmed
- Initiative for Non-Communicable Disease, Health Systems & Population Studies Division, International Centre for Diarrhoeal Disease Research, Dhaka, Bangladesh
| | - Sonia Pervin
- Initiative for Non-Communicable Disease, Health Systems & Population Studies Division, International Centre for Diarrhoeal Disease Research, Dhaka, Bangladesh.,Institute for Social Science Research, The University of Queensland, Queensland, Australia
| | - Tuhin Biswas
- Institute for Social Science Research, The University of Queensland, Queensland, Australia
| | - Muhammad Ashique Haider Chowdhury
- Initiative for Non-Communicable Disease, Health Systems & Population Studies Division, International Centre for Diarrhoeal Disease Research, Dhaka, Bangladesh.,Department of Public Health Sciences, The University of Chicago Biological Sciences, Chicago, USA
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Sung KC, Park HY, Kim MJ, Reaven G. Metabolic markers associated with insulin resistance predict type 2 diabetes in Koreans with normal blood pressure or prehypertension. Cardiovasc Diabetol 2016; 15:47. [PMID: 27001495 PMCID: PMC4802716 DOI: 10.1186/s12933-016-0368-7] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/02/2016] [Accepted: 03/15/2016] [Indexed: 12/03/2022] Open
Abstract
Background Questions remain as to the association between essential hypertension and increased incidence of type 2 diabetes (T2DM). The premise of this analysis is that insulin resistance/compensatory hyperinsulinemia is a major predictor of T2DM, and the greater the prevalence of insulin resistance within any population, normotensive or hypertensive, the more likely T2DM will develop. The hypothesis to be tested is that surrogate estimates of insulin resistance will predict incident T2DM to a significant degree in persons with normal blood pressure or prehypertension. Methods Analysis of data from a population-based survey of 10, 038 inhabitants of rural and urban areas of Korea, ≥40 years-old, initiated in 2001, with measures of demographic and metabolic characteristics at baseline and 8-years later. Participants were classified as having normal blood pressure or prehypertension, and three simple manifestations of insulin resistance related to the pathophysiology of T2DM used to predict incident T2DM: (1) glycemia (plasma glucose concentration 2-hour after 75 g oral glucose challenge = 2-hour PG); (2) hyperinsulinemia (plasma insulin concentration 2-hour after 75 g oral glucose challenge = 2-hour PI); and (3) dyslipidemia (ratio of fasting plasma triglyceride/high/density lipoprotein cholesterol concentration = TG/HDL-C ratio). Results Fully adjusted hazard ratios (HR, 95 % CI) for incident T2DM were highest (P < 0.001) in the quartile of individuals with the highest 2-hour PG concentrations, ranging from 5.84 (3.37–10.1) in women with prehypertension to 12.2 (7.12–21.00) in men with normal blood pressure. T2DM also developed to a significantly greater degree in subjects within the highest quartile of TG/HDL-C ratios, with HRs varying from 2.91 (1.63–2.58) in women with prehypertension (P < 0.001) to 1.77 (1.12–2.81, P < 0.05) in men with prehypertension. The least predictive index of insulin resistance was the 2-hour PI concentration. Subjects with normal blood pressure in the highest quartile of 2-hour PI concentrations were significantly associated with incident T2DM, with HRs of 1.5 (1.02–2.20, P = 0.25) and 2.02 (1.35–3.02, P < 0.001), in men and women, respectively. Finally, incidence of T2DM in the highest quartile was somewhat greater in patients with prehypertension, irrespective of predictor. Conclusions Metabolic variables associated with insulin resistance (glycemia, insulinemia, and dyslipidemia) predict the development of T2DM in patients with either normal blood pressure or prehypertension. Electronic supplementary material The online version of this article (doi:10.1186/s12933-016-0368-7) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Ki-Chul Sung
- Division of Cardiology, Department of Medicine, Kangbuk Samsung Hospital, Sungkyunkwan University School of Medicine, #108, Pyung Dong, Jongro-Ku, Seoul, 110-746, Republic of Korea.
| | - Hyun-Young Park
- Division of Cardiovascular and Rare Diseases, Center for Biomedical Science, Korea National Institute of Health, 187 Osongsaengmyeng 2-ro, Osong-eup, Heungdeok-gu, Cheongju, Chungbuk, 361-951, Republic of Korea
| | - Min-Ju Kim
- Division of Cardiovascular and Rare Diseases, Center for Biomedical Science, Korea National Institute of Health, 187 Osongsaengmyeng 2-ro, Osong-eup, Heungdeok-gu, Cheongju, Chungbuk, 361-951, Republic of Korea
| | - Gerald Reaven
- Division of Cardiovascular Medicine, Stanford University School of Medicine, Stanford, CA, 94305, USA
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Kim H, Kim HS, Bowman JD, Cho NH. Comparing diabetic patient characteristics related to stated medication adherence in a rural vs. urban community in Korea. J Clin Pharm Ther 2015; 41:40-6. [DOI: 10.1111/jcpt.12344] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/11/2015] [Accepted: 11/25/2015] [Indexed: 11/27/2022]
Affiliation(s)
- H. Kim
- College of Pharmacy; Sookmyung Women's University; Seoul South Korea
| | - H.-S. Kim
- College of Medicine; The Catholic University of Korea; Seoul South Korea
| | - J. D. Bowman
- Rangel College of Pharmacy; Texas A&M Health Science Center; Kingsville TX USA
| | - N. H. Cho
- Department of Preventive Medicine; Ajou University School of Medicine; Suwon South Korea
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Kim NR, Kim HC. Prevalence and Trends of Isolated Systolic Hypertension among Korean Adults: the Korea National Health and Nutrition Examination Survey, 1998-2012. Korean Circ J 2015; 45:492-9. [PMID: 26617652 PMCID: PMC4661365 DOI: 10.4070/kcj.2015.45.6.492] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2014] [Revised: 02/25/2015] [Accepted: 06/02/2015] [Indexed: 01/13/2023] Open
Abstract
BACKGROUND AND OBJECTIVES Systolic and diastolic blood pressure may have different effects on cardiovascular disease, but limited data is available for hypertension subtypes in the Korean population. Thus, the prevalence, and absolute number of hypertension subtypes among Korean adults was estimated. SUBJECTS AND METHODS The Korea National Health and Nutrition Examination Survey 1998-2012 was used to estimate the prevalence and absolute number of each hypertension subtype among Korean adults aged ≥20 years. Hypertension was classified into four subtypes: treated hypertension (TH), isolated systolic hypertension (ISH), isolated diastolic hypertension (IDH), and combined systolic and diastolic hypertension (SDH). RESULTS In 2012, approximately 9.5 million adults were estimated to have hypertension, which consists of 5675671 TH (60.0%), 954253 ISH (10.1%), 1649486 IDH (17.4%), and 1175506 SDH (12.4%). Between 2010 and 2012, the proportion of IDH steadily decreased with age, but ISH increased especially in older ages (≥40). Between 1998 and 2012, TH markedly increased from 1.4 million to 5.7 million while the number of untreated hypertension remained relatively constant. During the same time, the number of hypertensive elderlies increased from 507000 to 2822000 along with rapid ageing of the Korean population. Despite of significant improvement in treatment rate, there are still around 583000 elderlies with untreated hypertension (423000 ISH; 42000 IDH; 118000 SDH) as of 2012. CONCLUSION Although the prevalence of hypertension has been constant over the last decades, absolute number of people with hypertension has been increasing. Along with the rapid population ageing, the number of elderly hypertension is increasing and the ISH is also becoming more prevalent.
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Affiliation(s)
- Na Rae Kim
- Department of Public Health, Yonsei University Graduate School, Seoul, Korea
| | - Hyeon Chang Kim
- Department of Preventive Medicine, Yonsei University College of Medicine, Seoul, Korea. ; Cardiovascular and Metabolic Diseases Etiology Research Center, Yonsei University College of Medicine, Seoul, Korea
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Hypertension is an independent risk factor for type 2 diabetes: the Korean genome and epidemiology study. Hypertens Res 2015; 38:783-9. [PMID: 26178151 PMCID: PMC4644940 DOI: 10.1038/hr.2015.72] [Citation(s) in RCA: 87] [Impact Index Per Article: 9.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/28/2015] [Revised: 04/07/2015] [Accepted: 05/12/2015] [Indexed: 12/25/2022]
Abstract
Hypertension and diabetes share common risk factors and frequently co-occur. Although high blood pressure (BP) was reported as a significant predictor of type 2 diabetes, little is known about this association in Korea. This study investigated the relationship of prehypertension and hypertension with type 2 diabetes in 7150 middle-aged Koreans, as well as the effect of BP control on diabetes development over 8 years. At 8 years, 1049 (14.7%) of the 7150 participants had newly developed diabetes, including 11.2, 16.7 and 21.5% of baseline normotensive, prehypertensive and hypertensive subjects, respectively. The overall incidence rate of diabetes was 22.3 events per 1000 person-years. Subjects with baseline prehypertension (hazard ratio (HR), 1.27; 95% confidence interval (CI), 1.09-1.48) and hypertension (HR 1.51; 95% CI, 1.29-1.76) were at higher risk of diabetes than normotensive subjects after controlling for potential confounders (P-value for trend <0.001). These associations persisted even when subjects were stratified by baseline glucose status, sex and body mass index (BMI). The risk of diabetes was significantly higher in subjects who had normal BP at baseline and progressed to prehypertention or hypertension at 8 years (HR, 1.48; 95% CI, 1.20-1.83) than those with controlled BP, but these associations were not observed in subjects with baseline prehypertension and hypertension. These findings showed that prehypertension and hypertension are significantly associated with the development of diabetes, independent of baseline glucose status, sex and BMI. Active BP control reduced incident diabetes only in normotensive individuals, suggesting the need for early BP management.
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Park JB, Kario K, Wang JG. Systolic hypertension: an increasing clinical challenge in Asia. Hypertens Res 2015; 38:227-36. [PMID: 25503845 PMCID: PMC4396396 DOI: 10.1038/hr.2014.169] [Citation(s) in RCA: 54] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/10/2014] [Revised: 10/14/2014] [Accepted: 10/26/2014] [Indexed: 12/21/2022]
Abstract
Systolic hypertension, the predominant form of hypertension in patients aged over 50-60 years, is a growing health issue as the Asian population ages. Elevated systolic blood pressure is mainly caused by arterial stiffening, resulting from age-related vascular changes. Elevated systolic pressure increases the risk of cardiovascular disease, mortality and renal function decline, and this risk may increase at lower systolic pressure levels in Asian than Western subjects. Hence, effective systolic pressure lowering is particularly important in Asians yet blood pressure control remains inadequate despite the availability of numerous antihypertensive medications. Reasons for poor blood pressure control include low awareness of hypertension among health-care professionals and patients, under-treatment, and tolerability problems with antihypertensive drugs. Current antihypertensive treatments also lack effects on the underlying vascular pathology of systolic hypertension, so novel drugs that address the pathophysiology of arterial stiffening are needed for optimal management of systolic hypertension and its cardiovascular complications.
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Affiliation(s)
- Jeong Bae Park
- Department of Medicine/Cardiology, Cheil General Hospital, Kwandong University College of Medicine, Seoul, Korea
| | - Kazuomi Kario
- Division of Cardiovascular Medicine, Department of Medicine, Jichi Medical University School of Medicine, Tochigi, Japan
| | - Ji-Guang Wang
- Centre for Epidemiological Studies and Clinical Trials, The Shanghai Institute of Hypertension, Ruijin Hospital, Shanghai Jiaotong University School of Medicine, Shanghai, China
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Suh S, Baek J, Bae JC, Kim KN, Park MK, Kim DK, Cho NH, Lee MK. Sex factors in the metabolic syndrome as a predictor of cardiovascular disease. Endocrinol Metab (Seoul) 2014; 29:522-9. [PMID: 25559575 PMCID: PMC4285030 DOI: 10.3803/enm.2014.29.4.522] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/31/2014] [Revised: 10/17/2014] [Accepted: 10/20/2014] [Indexed: 01/06/2023] Open
Abstract
BACKGROUND Metabolic syndrome (MetS) is a condition characterized by a cluster of metabolic disorders and is associated with increased risk of cardiovascular disease (CVD). This study analyzed data from the Korean Health and Genome Study to examine the impact of MetS on CVD. METHODS A total of 8,898 subjects (4,241 males and 4,657 females), 40 to 69 years of age, were enrolled and evaluated for the development of new onset CVD from 2001 to 2012 (median 8.1 years of follow-up). RESULTS The prevalence of MetS at baseline was 22.0% (932/4,241) and 29.7% (1,383/4,657) in males and females, respectively. MetS was associated with increased risk of coronary heart disease (CHD; hazard ratio [HR], 1.818; 95% confidence interval [CI], 1.312 to 2.520 in males; HR, 1.789; 95% CI, 1.332 to 2.404 in females) and CVD (HR, 1.689; 95% CI, 1.295 to 2.204 in males; HR, 1.686; 95% CI, 1.007 to 2.192 in females). Specifically, MetS was associated with risk of future stroke in females only (HR, 1.486; 95% CI, 1.007 to 2.192). Among MetS components, abdominal obesity and hypertension were independent predictors of both CHD and CVD. In addition, a higher number of MetS components correlated with higher CVD risk. CONCLUSION MetS is a significant risk factor for the development of CVD although its impact varies between sexes.
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Affiliation(s)
- Sunghwan Suh
- Division of Endocrinology and Metabolism, Department of Internal Medicine, Dong-A Medical Center, Dong-A University College of Medicine, Busan, Korea
| | - Jongha Baek
- Division of Endocrinology and Metabolism, Department of Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Korea
| | - Ji Cheol Bae
- Division of Endocrinology and Metabolism, Department of Internal Medicine, Samsung Changwon Hospital, Sungkyunkwan University School of Medicine, Changwon, Korea
| | - Kyoung Nyoun Kim
- Division of Endocrinology and Metabolism, Department of Internal Medicine, Dong-A Medical Center, Dong-A University College of Medicine, Busan, Korea
| | - Mi Kyoung Park
- Division of Endocrinology and Metabolism, Department of Internal Medicine, Dong-A Medical Center, Dong-A University College of Medicine, Busan, Korea
| | - Duk Kyu Kim
- Division of Endocrinology and Metabolism, Department of Internal Medicine, Dong-A Medical Center, Dong-A University College of Medicine, Busan, Korea
| | - Nam H Cho
- Department of Preventive Medicine, Ajou University School of Medicine, Suwon, Korea.
| | - Moon Kyu Lee
- Division of Endocrinology and Metabolism, Department of Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Korea.
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Grade-response relationship between blood pressure and severity of coronary atherosclerosis in asymptomatic adults: assessment with coronary CT angiography. Int J Cardiovasc Imaging 2014; 30 Suppl 2:105-12. [PMID: 25178841 DOI: 10.1007/s10554-014-0522-9] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/29/2014] [Accepted: 08/12/2014] [Indexed: 01/26/2023]
Abstract
Hypertension is known to be a strong risk factor for coronary atherosclerosis. We aimed to investigate the prevalence, severity, and plaque characteristics of coronary atherosclerosis according to grade of blood pressure (BP) using coronary CT angiography (CCTA) in asymptomatic adults. We enrolled 8,238 asymptomatic subjects who underwent coronary artery calcium scoring (CACS) and CCTA for health screening purposes. Subjects were classified according to JNC 7 guidelines (normal, systolic BP/diastolic BP < 120/80; pre-hypertension [PH], 120-139/80-89; hypertension stage 1 [H1], 140-159/90-99; hypertension stage 2 [H2], >160/100). Isolated systolic hypertension (ISH; systolic BP > 140, diastolic BP < 80) was additionally categorized. With CCTA, the presence of plaques, severity of stenosis, and plaque types were assessed. Using multiple logistic regression analysis, the adjusted odds ratios (AORs) for plaque, obstructive coronary artery disease (CAD) (luminal stenosis ≥50 %), non-calcified plaque (NCP), and CACS > 100 were assessed according to BP grade. After adjustment for clinical risk factors, the risk of subclinical atherosclerosis, NCP, and CACS > 100 gradually increased from PH stage (all P values for trend <0.05), while the risk of obstructive CAD increased from the H1 stage (AORs of H1 and H2: 1.70 and 2.33, respectively). In the ISH group, the AOR of subclinical atherosclerosis (1.64) was higher than in the H1 group (1.55), while the AOR of obstructive CAD (2.58) was higher than in the H2 group (2.33). Therefore, our study strongly suggests that coronary atherosclerosis in asymptomatic adults shows a grade-response relationship according to hypertension grade.
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Lee BJ, Kim JY. A comparison of the predictive power of anthropometric indices for hypertension and hypotension risk. PLoS One 2014; 9:e84897. [PMID: 24465449 PMCID: PMC3900406 DOI: 10.1371/journal.pone.0084897] [Citation(s) in RCA: 27] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2013] [Accepted: 11/19/2013] [Indexed: 11/30/2022] Open
Abstract
BACKGROUND AND AIMS It is commonly accepted that body fat distribution is associated with hypertension, but the strongest anthropometric indicator of the risk of hypertension is still controversial. Furthermore, no studies on the association of hypotension with anthropometric indices have been reported. The objectives of the present study were to determine the best predictors of hypertension and hypotension among various anthropometric indices and to assess the use of combined indices as a method of improving the predictive power in adult Korean women and men. METHODS For 12789 subjects 21-85 years of age, we assessed 41 anthropometric indices using statistical analyses and data mining techniques to determine their ability to discriminate between hypertension and normotension as well as between hypotension and normotension. We evaluated the predictive power of combined indices using two machine learning algorithms and two variable subset selection techniques. RESULTS The best indicator for predicting hypertension was rib circumference in both women (p = <0.0001; OR = 1.813; AUC = 0.669) and men (p = <0.0001; OR = 1.601; AUC = 0.627); for hypotension, the strongest predictor was chest circumference in women (p = <0.0001; OR = 0.541; AUC = 0.657) and neck circumference in men (p = <0.0001; OR = 0.522; AUC = 0.672). In experiments using combined indices, the areas under the receiver operating characteristic curves (AUC) for the prediction of hypertension risk in women and men were 0.721 and 0.652, respectively, according to the logistic regression with wrapper-based variable selection; for hypotension, the corresponding values were 0.675 in women and 0.737 in men, according to the naïve Bayes with wrapper-based variable selection. CONCLUSIONS The best indicators of the risk of hypertension and the risk of hypotension may differ. The use of combined indices seems to slightly improve the predictive power for both hypertension and hypotension.
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Affiliation(s)
- Bum Ju Lee
- Medical Research Division, Korea Institute of Oriental Medicine, Yuseong-gu, Deajeon, Republic of Korea
| | - Jong Yeol Kim
- Medical Research Division, Korea Institute of Oriental Medicine, Yuseong-gu, Deajeon, Republic of Korea
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Suh S, Park HD, Jin SM, Kim HJ, Bae JC, Park SY, Park MK, Kim DK, Cho NH, Lee MK. Diabetes mellitus, but not small dense low-density lipoprotein, is predictive of cardiovascular disease: A Korean community-based prospective cohort study. J Diabetes Investig 2013; 4:546-51. [PMID: 24843708 PMCID: PMC4020249 DOI: 10.1111/jdi.12091] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/02/2012] [Revised: 02/26/2013] [Accepted: 03/10/2013] [Indexed: 11/26/2022] Open
Abstract
Aims/Introduction Small dense low‐density lipoprotein (sdLDL) has been suggested to be a potential risk factor for cardiovascular diseases (CVD). Materials and Methods We carried out a prospective nested case–control study in the Korean Health and Genome Study. Participants were men and women aged 40–69 years who developed CVD (n = 313), and were matched by age and sex to controls who remained free of CVD (n = 313) during the 8‐years follow‐up period (from 2001 to 2009). LDL subfractions were analyzed in frozen samples collected from the 626 participants using polyacrylamide tube gel electrophoresis. Results Patients with CVD had a significantly higher glycated hemoglobin level compared with the controls (5.72 vs 5.56). The proportion of patients with diabetes mellitus (DM) was higher in those who developed CVD during follow up (8.0% vs 1.9%). The frequency of CVD according to each tertile of LDL particle size and the number of metabolic syndrome components did not differ significantly. In the multivariate analysis, DM (odds ratio 4.244, 95% confidence interval 1.693–10.640, P = 0.002) was the only independent predictive factor of CVD. LDL particle size was not associated with the risk for future CVD. Conclusions Small dense LDL might not be a significant predictor of CVD in this Korean community‐based prospective cohort study.
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Affiliation(s)
- Sunghwan Suh
- Division of Endocrinology and Metabolism Department of Internal Medicine Dong-A University Medical Center Busan Korea
| | - Hyung-Doo Park
- Department of Laboratory Medicine and Genetics Sungkyunkwan University School of Medicine Seoul Korea
| | - Sang-Man Jin
- Division of Endocrinology and Metabolism Department of Medicine Samsung Medical Center Sungkyunkwan University School of Medicine Seoul Korea
| | - Hye Jeong Kim
- Division of Endocrinology and Metabolism Department of Medicine Samsung Medical Center Sungkyunkwan University School of Medicine Seoul Korea
| | - Ji Cheol Bae
- Division of Endocrinology and Metabolism Department of Medicine Samsung Medical Center Sungkyunkwan University School of Medicine Seoul Korea
| | - So Young Park
- Division of Endocrinology and Metabolism Department of Internal Medicine Dong-A University Medical Center Busan Korea
| | - Mi Kyoung Park
- Division of Endocrinology and Metabolism Department of Internal Medicine Dong-A University Medical Center Busan Korea
| | - Duk Kyu Kim
- Division of Endocrinology and Metabolism Department of Internal Medicine Dong-A University Medical Center Busan Korea
| | - Nam H Cho
- Department of Preventive Medicine Ajou University School of Medicine Suwon Korea
| | - Moon-Kyu Lee
- Division of Endocrinology and Metabolism Department of Medicine Samsung Medical Center Sungkyunkwan University School of Medicine Seoul Korea
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Kim MJ, Lim NK, Park HY. Relationship between prehypertension and chronic kidney disease in middle-aged people in Korea: the Korean genome and epidemiology study. BMC Public Health 2012; 12:960. [PMID: 23137348 PMCID: PMC3549294 DOI: 10.1186/1471-2458-12-960] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2012] [Accepted: 10/25/2012] [Indexed: 11/10/2022] Open
Abstract
Background Elevated blood pressure (BP) is a major risk factor for the progression of chronic kidney disease (CKD). However, little is known about the influence of prehypertension on CKD. In this study, we investigated the relationship between prehypertension and CKD in a middle-aged Korean population. Furthermore, we prospectively evaluated the effect of active BP control on deterioration of kidney function during the two-year follow-up. Methods The Korean Genome and Epidemiology Study is a community-based prospective cohort study started in 2001, with a follow-up survey conducted every two years. A total of 9509 participants aged 40–69 years were included in a baseline study. BP was classified according to the Seventh Report of the Joint National Committee on High BP (JNC-7) categories and CKD was defined as the presence of proteinuria or eGFR< 60mL/min/1.73m2. A multivariable logistic regression model was used to identify associations between BP and CKD. Results The overall prevalence of CKD was 13.2%, and significantly increased with BP level. The multivariable-adjusted odds ratio of CKD was 1.59 for prehypertension and 2.27 for hypertension, compared with a normal BP. At the two-year follow-up, among the participants with prehypertension, subjects whose BP was poorly controlled had a significantly higher risk of eGFR drop (OR, 1.37; 95% CI, 1.13-1.67), as compared to controls. The prevalence of eGFR drop was 57.8% in the controlled BP group and 66.0% in the poorly-controlled BP group. Conclusions Prehypertension, as well as hypertension, is significantly associated with CKD among middle-aged Koreans. Our results indicate that active control of the blood-pressure of prehypertensive individuals is needed to prevent deterioration of kidney function.
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Affiliation(s)
- Min-Ju Kim
- Division of Cardiovascular and Rare Diseases, Center for Biomedical Science, National Institute of Health, Chungbuk, South Korea
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Dietary Pattern Classifications and the Association with General Obesity and Abdominal Obesity in Korean Women. J Acad Nutr Diet 2012; 112:1550-9. [DOI: 10.1016/j.jand.2012.06.369] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2012] [Accepted: 06/08/2012] [Indexed: 11/17/2022]
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Keam BS, Hwang JY, Go MJ, Heo JY, Park MS, Lee JY, Kim NH, Park M, Oh JH, Kim DH, Jeong JY, Lee JY, Han BG, Lee JY. Genome-wide Association Study Identified TIMP2 Genetic Variant with Susceptibility to Osteoarthritis. Genomics Inform 2011. [DOI: 10.5808/gi.2011.9.3.121] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
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Lee JE, Kim JH, Son SJ, Ahn Y, Lee J, Park C, Lee L, Erickson KL, Jung IK. Dietary pattern classifications with nutrient intake and health-risk factors in Korean men. Nutrition 2011; 27:26-33. [DOI: 10.1016/j.nut.2009.10.011] [Citation(s) in RCA: 35] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/22/2009] [Revised: 09/08/2009] [Accepted: 10/24/2009] [Indexed: 11/28/2022]
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Middle-aged women's awareness of cholesterol as a risk factor: results from a national survey of Korean Middle-aged Women's Health Awareness (KomWHA) study. Int J Nurs Stud 2009; 47:452-60. [PMID: 19819450 DOI: 10.1016/j.ijnurstu.2009.09.002] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2009] [Revised: 07/21/2009] [Accepted: 09/05/2009] [Indexed: 11/20/2022]
Abstract
BACKGROUND Dyslipidemia, a risk factor for cardiovascular disease (CVD), is more prevalent in middle-aged women than in men of the same age in Korea. This study, the first national survey that focused on cholesterol in Korean women, aimed to: (1) assess their awareness and knowledge of cholesterol, (2) evaluate their risk reduction behavior, and (3) examine differences in these variables among geographical regions in Korea. METHODS A questionnaire survey study was conducted in a randomly selected national sample of 1304 Korean women, aged 40-64 years in 3 geographic regions. RESULTS High cholesterol was identified as a cause of CVD by 54.4% of respondents, however, 95.4% did not know their own values. Only 4.1% of respondents were aware of desirable level of total cholesterol. Eight percent of respondents perceived correctly the meaning of high-density lipoprotein cholesterol (HDL-C) as good cholesterol. And 32.9% had cholesterol check at least once a year. No significant regional differences were found in women's awareness and knowledge on cholesterol. No smoking (93.6%), low salt diet (52.5%) and weight management (50.6%) were the most prevalent risk reduction behaviors. Women in the rural area performed less risk reduction behaviors than those in urban area. CONCLUSIONS Given the low level of awareness and knowledge about cholesterol in these women, nurses need to increase their education about cholesterol and risk reduction behaviors of CVD for middle-aged Korean women, particularly those in rural area. To resolve identified disparities in women's risk reduction behaviors between the rural and urban area, a national-level health policy can result in a successful effort to promote women's awareness of cholesterol and risk reduction behaviors for the cardiovascular health of the public.
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Hong KW, Jin HS, Cho YS, Lee JY, Lee JE, Cho NH, Shin C, Lee SH, Park HK, Oh B. Replication of the Wellcome Trust genome-wide association study on essential hypertension in a Korean population. Hypertens Res 2009; 32:570-4. [DOI: 10.1038/hr.2009.68] [Citation(s) in RCA: 23] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
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Lee MY, Koh SB, Koh JH, Nam SM, Shin JY, Shin YG, Kong ID, Ryu SY, Lee TY, Park JK, Chung CH. Relationship between gamma-glutamyltransferase and metabolic syndrome in a Korean population. Diabet Med 2008; 25:469-75. [PMID: 18346161 DOI: 10.1111/j.1464-5491.2008.02415.x] [Citation(s) in RCA: 24] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
AIMS To investigate associations between gamma-glutamyltransferase (GGT) and components of metabolic syndrome (MS), insulin resistance and inflammatory markers in the Korean population. METHODS The 3508 subjects enrolled in this survey participated in the Korean Rural Genomic Cohort (KRGC) study. Written consent was obtained from the local ethical committee. Of these participants, 1437 were men (mean age 56.9 +/- 7.9 years) and 2071 were women (mean age 55.8 +/- 8.1 years). We measured GGT levels and various biochemical markers. To examine insulin resistance status, we used the homeostasis assessment method for insulin resistance (HOMA-IR). For inflammatory marker, we used C-reactive protein (CRP) levels. RESULTS Serum GGT levels were significantly higher in the MS group compared to the healthy patient group [23 (5-1403) vs. 19 (5-1920) IU/l; P = 0.01]. The prevalence of MS and adjusted relative risk were both significantly increased from the lowest to highest GGT quartiles; these results persisted after adjustments for multiple confounders. Positive correlations were established between GGT and HOMA-IR or CRP. CONCLUSION These results suggest that GGT levels may be a surrogate marker of insulin resistance, inflammation and MS.
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Affiliation(s)
- M Y Lee
- Department of Internal Medicine, Yonsei University Wonju College of Medicine, Wonju, Korea
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Lee KS, Choi SJ, Park SH, Kim HL, Min H, Park HY. Prevalence of Atrial Fibrillation in Middle-Aged People in Korea: The Korean Genome and Epidemiology Study. Korean Circ J 2008. [DOI: 10.4070/kcj.2008.38.11.601] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022] Open
Affiliation(s)
- Kwang-Soo Lee
- Division of Cardiovascular and Rare Diseases, Center for Biomedical Sciences, National Institute of Health, Seoul, Korea
| | - Sun-Ja Choi
- Division of Cardiovascular and Rare Diseases, Center for Biomedical Sciences, National Institute of Health, Seoul, Korea
| | - Sung-Hee Park
- Division of Cardiovascular and Rare Diseases, Center for Biomedical Sciences, National Institute of Health, Seoul, Korea
| | - Hyung-Lae Kim
- Division of Epidemiology and Health Index, Center for Genome Sciences, National Institute of Health, Seoul, Korea
| | - Haesook Min
- Division of Epidemiology and Health Index, Center for Genome Sciences, National Institute of Health, Seoul, Korea
| | - Hyun-Young Park
- Division of Cardiovascular and Rare Diseases, Center for Biomedical Sciences, National Institute of Health, Seoul, Korea
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Kim JA, Kim SM, Choi YS, Yoon D, Lee JS, Park HS, Kim HA, Lee J, Oh HJ, Choi KM. The prevalence and risk factors associated with isolated untreated systolic hypertension in Korea: the Korean National Health and Nutrition Survey 2001. J Hum Hypertens 2006; 21:107-13. [PMID: 17108991 DOI: 10.1038/sj.jhh.1002119] [Citation(s) in RCA: 27] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
Although isolated systolic hypertension (ISH) increases the risk of coronary heart disease and stroke, more than any other hypertension subtype, the prevalence and risk factors associated with ISH in the Korean population are not known. The 2001 Korean National Health and Nutrition Survey was a cross-sectional and nationally representative survey conducted in 2001. The prevalence of ISH by age and body mass index (BMI) was examined in 6601 Korean adults over 20 years of age. After adjusting for age, 4.32+/-0.32% of Korean adults had ISH, 5.28+/-0.37% had isolated diastolic hypertension and 5.82+/-0.36% had systolic/diastolic hypertension. The overall prevalence of ISH was found to increase directly with advancing age and increasing BMI. Although the ISH was found to be more common in men overall (4.81+/-0.50% in men, 4.12+/-0.37% in women), it was more common in women over 70 years of age. Independent variables associated with risk for ISH included advanced age, BMI, triglyceride (TG) levels, monthly income and alcohol intake. However, gender, fasting blood glucose, total cholesterol and high-density lipoprotein cholesterol levels, residential area, education level and smoking were found not to be significantly associated with ISH risk. The findings of the present study demonstrate that the prevalence of untreated ISH in Korea was lower than in Western countries. Age, BMI, TG levels, monthly income and alcohol intake were associated with ISH.
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Affiliation(s)
- J A Kim
- Department of Family Medicine, Cheil General Hospital and Women's Health Care Center, Seoul, Korea
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