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Published in: BMC Cardiovascular Disorders 1/2016

Open Access 01-12-2016 | Research article

The interaction effects of risk factors for hypertension in adults: a cross-sectional survey in Guilin, China

Authors: Jian Yu, Di-sha Zou, Meng-ting Xie, Yao Ye, Tian-peng Zheng, Su-xian Zhou, Li-li Huang, Xiao-ling Liu, Jing-qiong Xun, Yan Zhou

Published in: BMC Cardiovascular Disorders | Issue 1/2016

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Abstract

Background

The prevalence of hypertension in adults is increasing each year and has become a main public health issue worldwide. We must consider the impact of both individual factors and interactions among these factors on hypertension in adults. This study was designed to elucidate the clinical and metabolic characteristics of the prevalence of hypertension in adults and to explore the risk factors and interactions among these factors in adults with hypertension.

Methods

We used overall random sampling to conduct a cross-sectional survey of 6660 individuals undergoing a health check from July to November 2012, the subjects were aged 20 to 89 years, including 3480 men and 3180 women. The survey content included a questionnaire, anthropometry, laboratory measurements, and liver Doppler ultrasonography. The clinical and metabolic characteristics were compared between the cases (adult hypertensive patients) and the controls (normotensives). The classification tree model and the non-conditional logistic regression were used to analyze the interactions of risk factors for hypertension in adults.

Results

In total, 1623 adult hypertensive patients (940 men and 683 women) were detected. The results showed that adult hypertensive patients were older and had higher levels of systolic blood pressure, diastolic blood pressure, body mass index, fasting plasma glucose, uric acid, triglycerides, total cholesterol, low-density lipoprotein cholesterol, and prevalence of non-alcoholic fatty liver disease (P < 0.001). The classification tree model comprising 5 layers, 39 nodes, and 20 terminal nodes showed that two variables, age and BMI, were closely related to hypertension in adults. The area under the receiver operating characteristic curve for classification tree model was 81.6 % (95 % CI: 80.6 % ~ 82.5 %). Both univariate and multivariate logistic regression analyses revealed that advanced age and high BMI had a significant positive interaction in terms of hypertension in adults. After controlling for confounding factors, the percentage of attributed interaction was 47.62 %.

Conclusions

This study showed that age, BMI, UA, TG, and TC were closely associated with the risk of hypertension in adults, and the positive interaction effect between advanced age and high BMI was an important risk factor for the prevalence of hypertension in adults.
Literature
1.
go back to reference Lee DS, Massaro JM, Wang TJ, Kannel WB, Benjamin EJ, Kenchaiah S, et al. Antecedent blood pressure, body mass index, and the risk of incident heart failure in later life. Hypertension. 2007;50(5):869–76.CrossRefPubMed Lee DS, Massaro JM, Wang TJ, Kannel WB, Benjamin EJ, Kenchaiah S, et al. Antecedent blood pressure, body mass index, and the risk of incident heart failure in later life. Hypertension. 2007;50(5):869–76.CrossRefPubMed
2.
go back to reference Kearney PM, Whelton M, Reynolds K, Muntner P, Whelton PK, He J. Global burden of hypertension: analysis of worldwide data. Lancet. 2005;365(9455):217–23.CrossRefPubMed Kearney PM, Whelton M, Reynolds K, Muntner P, Whelton PK, He J. Global burden of hypertension: analysis of worldwide data. Lancet. 2005;365(9455):217–23.CrossRefPubMed
3.
go back to reference Kearney PM, Whelton M, Reynolds K, Whelton PK, He J. Worldwide prevalence of hypertension: a systematic review. J Hypertens. 2004;22(1):11–9.CrossRefPubMed Kearney PM, Whelton M, Reynolds K, Whelton PK, He J. Worldwide prevalence of hypertension: a systematic review. J Hypertens. 2004;22(1):11–9.CrossRefPubMed
4.
go back to reference Hajjar I, Kotchen JM, Kotchen TA. Hypertension: trends in prevalence, incidence, and control. Annu Rev Public Health. 2006;27:465–90.CrossRefPubMed Hajjar I, Kotchen JM, Kotchen TA. Hypertension: trends in prevalence, incidence, and control. Annu Rev Public Health. 2006;27:465–90.CrossRefPubMed
5.
go back to reference Bosu WK. The prevalence, awareness, and control of hypertension among workers in West Africa: a systematic review. Glob Health Action. 2015;8:26227.CrossRef Bosu WK. The prevalence, awareness, and control of hypertension among workers in West Africa: a systematic review. Glob Health Action. 2015;8:26227.CrossRef
6.
go back to reference Le C, Zhankun S, Jun D, Keying Z. The economic burden of hypertension in rural south-west China. Trop Med Int Health. 2012;17(12):1544–51.CrossRefPubMed Le C, Zhankun S, Jun D, Keying Z. The economic burden of hypertension in rural south-west China. Trop Med Int Health. 2012;17(12):1544–51.CrossRefPubMed
7.
go back to reference He J, Gu D, Wu X, Reynolds K, Duan X, Yao C, et al. Major causes of death among men and women in China. N Engl J Med. 2005;353(11):1124–34.CrossRefPubMed He J, Gu D, Wu X, Reynolds K, Duan X, Yao C, et al. Major causes of death among men and women in China. N Engl J Med. 2005;353(11):1124–34.CrossRefPubMed
8.
go back to reference Joshi MD, Ayah R, Njau EK, Wanjiru R, Kayima JK, Njeru EK, et al. Prevalence of hypertension and associated cardiovascular risk factors in an urban slum in Nairobi, Kenya: a population-based survey. BMC Public Health. 2014;14:1177.CrossRefPubMedPubMedCentral Joshi MD, Ayah R, Njau EK, Wanjiru R, Kayima JK, Njeru EK, et al. Prevalence of hypertension and associated cardiovascular risk factors in an urban slum in Nairobi, Kenya: a population-based survey. BMC Public Health. 2014;14:1177.CrossRefPubMedPubMedCentral
9.
go back to reference Koton S, Eizenberg Y, Tanne D, Grossman E. 4c.04: trends in admission blood pressure in patients with acute stroke and transient ischemic attack: The National Acute Stroke Israeli Survey (NASIS). J Hypertens. 2015;33 Suppl 1:e57.CrossRefPubMed Koton S, Eizenberg Y, Tanne D, Grossman E. 4c.04: trends in admission blood pressure in patients with acute stroke and transient ischemic attack: The National Acute Stroke Israeli Survey (NASIS). J Hypertens. 2015;33 Suppl 1:e57.CrossRefPubMed
10.
go back to reference Kiuchi MG, Chen S, Graciano ML, Carreira MA, Kiuchi T, Andrea BR, et al. Acute effect of renal sympathetic denervation on blood pressure in refractory hypertensive patients with chronic kidney disease. Int J Cardiol. 2015;190:29–31.CrossRefPubMed Kiuchi MG, Chen S, Graciano ML, Carreira MA, Kiuchi T, Andrea BR, et al. Acute effect of renal sympathetic denervation on blood pressure in refractory hypertensive patients with chronic kidney disease. Int J Cardiol. 2015;190:29–31.CrossRefPubMed
11.
go back to reference Beilin LJ, Puddey IB, Burke V. Lifestyle and hypertension. Am J Hypertens. 1999;12(9 Pt 1):934–45.CrossRefPubMed Beilin LJ, Puddey IB, Burke V. Lifestyle and hypertension. Am J Hypertens. 1999;12(9 Pt 1):934–45.CrossRefPubMed
12.
go back to reference Cun Y, Li J, Tang W, Sheng X, Yu H, Zheng B, et al. Association of WNK1 exon 1 polymorphisms with essential hypertension in Hani and Yi minorities of China. J Genet Genomics. 2011;38(4):165–71.CrossRefPubMed Cun Y, Li J, Tang W, Sheng X, Yu H, Zheng B, et al. Association of WNK1 exon 1 polymorphisms with essential hypertension in Hani and Yi minorities of China. J Genet Genomics. 2011;38(4):165–71.CrossRefPubMed
13.
go back to reference World Health Organization. International society of hypertension guidelines for the management of hypertension. Guidelines sub-committee. Blood Press Suppl. 1999;1:9–43. World Health Organization. International society of hypertension guidelines for the management of hypertension. Guidelines sub-committee. Blood Press Suppl. 1999;1:9–43.
14.
go back to reference Alberti KG, Zimmet PZ. Definition, diagnosis and classification of diabetes mellitus and its complications. Part 1: diagnosis and classification of diabetes mellitus provisional report of a WHO consultation. Diabet Med. 1998;15(7):539–53.CrossRefPubMed Alberti KG, Zimmet PZ. Definition, diagnosis and classification of diabetes mellitus and its complications. Part 1: diagnosis and classification of diabetes mellitus provisional report of a WHO consultation. Diabet Med. 1998;15(7):539–53.CrossRefPubMed
15.
go back to reference Hegele RA, Ginsberg HN, Chapman MJ, Nordestgaard BG, Kuivenhoven JA, Averna M, et al. The polygenic nature of hypertriglyceridaemia: implications for definition, diagnosis, and management. Lancet Diab Endocrinol. 2014;2(8):655–66.CrossRef Hegele RA, Ginsberg HN, Chapman MJ, Nordestgaard BG, Kuivenhoven JA, Averna M, et al. The polygenic nature of hypertriglyceridaemia: implications for definition, diagnosis, and management. Lancet Diab Endocrinol. 2014;2(8):655–66.CrossRef
16.
go back to reference Chalasani N, Younossi Z, Lavine JE, Diehl AM, Brunt EM, Cusi K, et al. The diagnosis and management of non-alcoholic fatty liver disease: practice guideline by the American Gastroenterological Association, American Association for the study of liver diseases, and American College of Gastroenterology. Gastroenterology. 2012;142(7):1592–609.CrossRefPubMed Chalasani N, Younossi Z, Lavine JE, Diehl AM, Brunt EM, Cusi K, et al. The diagnosis and management of non-alcoholic fatty liver disease: practice guideline by the American Gastroenterological Association, American Association for the study of liver diseases, and American College of Gastroenterology. Gastroenterology. 2012;142(7):1592–609.CrossRefPubMed
17.
go back to reference Zhou BF. Cooperative meta-analysis group of the working group on obesity in China. Predictive values of body mass index and waist circumference for risk factors of certain related diseases in Chinese adults--study on optimal cut-off points of body mass index and waist circumference in Chinese adults. Biomed Environ Sci. 2002;15(1):83–96.PubMed Zhou BF. Cooperative meta-analysis group of the working group on obesity in China. Predictive values of body mass index and waist circumference for risk factors of certain related diseases in Chinese adults--study on optimal cut-off points of body mass index and waist circumference in Chinese adults. Biomed Environ Sci. 2002;15(1):83–96.PubMed
18.
go back to reference Wu Y, Huxley R, Li L, Anna V, Xie G, Yao C, et al. Prevalence, awareness, treatment, and control of hypertension in China: data from the China National Nutrition and Health Survey 2002. Circulation. 2008;118(25):2679–86.CrossRefPubMed Wu Y, Huxley R, Li L, Anna V, Xie G, Yao C, et al. Prevalence, awareness, treatment, and control of hypertension in China: data from the China National Nutrition and Health Survey 2002. Circulation. 2008;118(25):2679–86.CrossRefPubMed
19.
go back to reference Ma YQ, Mei WH, Yin P, Yang XH, Rastegar SK, Yan JD. Prevalence of hypertension in Chinese cities: a meta-analysis of published studies. PLoS One. 2013;8(3):e58302.CrossRefPubMedPubMedCentral Ma YQ, Mei WH, Yin P, Yang XH, Rastegar SK, Yan JD. Prevalence of hypertension in Chinese cities: a meta-analysis of published studies. PLoS One. 2013;8(3):e58302.CrossRefPubMedPubMedCentral
20.
go back to reference Yang G, Ma Y, Wang S, Su Y, Rao W, Fu Y, et al. Prevalence and correlates of prehypertension and hypertension among adults in Northeastern China: a cross-sectional study. Int J Environ Res Public Health. 2015;13(1):82.CrossRefPubMedPubMedCentral Yang G, Ma Y, Wang S, Su Y, Rao W, Fu Y, et al. Prevalence and correlates of prehypertension and hypertension among adults in Northeastern China: a cross-sectional study. Int J Environ Res Public Health. 2015;13(1):82.CrossRefPubMedPubMedCentral
21.
go back to reference Pan B, Chen X, Wu X, Li J, Li J, Li Y, et al. Prevalence of noncommunicable diseases and their risk factors in Guangzhou. China Prev Chronic Dis. 2014;11:E49.PubMed Pan B, Chen X, Wu X, Li J, Li J, Li Y, et al. Prevalence of noncommunicable diseases and their risk factors in Guangzhou. China Prev Chronic Dis. 2014;11:E49.PubMed
22.
go back to reference Ruixing Y, Shangling P, Shuquan L, Dezhai Y, Weixiong L, Qiming F, et al. Comparison of hypertension and its risk factors between the Guangxi Bai Ku Yao and Han populations. Blood Press. 2008;17(5–6):306–16.CrossRefPubMed Ruixing Y, Shangling P, Shuquan L, Dezhai Y, Weixiong L, Qiming F, et al. Comparison of hypertension and its risk factors between the Guangxi Bai Ku Yao and Han populations. Blood Press. 2008;17(5–6):306–16.CrossRefPubMed
23.
go back to reference Xie J, Hu D, Yu D, Chen CS, He J, Gu D. A quick self-assessment tool to identify individuals at high risk of type 2 diabetes in the Chinese general population. J Epidemiol Community Health. 2010;64(3):236–42.CrossRefPubMed Xie J, Hu D, Yu D, Chen CS, He J, Gu D. A quick self-assessment tool to identify individuals at high risk of type 2 diabetes in the Chinese general population. J Epidemiol Community Health. 2010;64(3):236–42.CrossRefPubMed
24.
go back to reference Henrard S, Speybroeck N, Hermans C. Classification and regression tree analysis vs. multivariable linear and logistic regression methods as statistical tools for studying haemophilia. Haemophilia. 2015;21(6):715–22.CrossRefPubMed Henrard S, Speybroeck N, Hermans C. Classification and regression tree analysis vs. multivariable linear and logistic regression methods as statistical tools for studying haemophilia. Haemophilia. 2015;21(6):715–22.CrossRefPubMed
25.
go back to reference Huang J, Zhang W, Li X, Zhou J, Gao Y, Cai Y, et al. Analysis of the prevalence and risk factors of hypertension in the She population in Fujian. China Kidney Blood Press Res. 2011;34(2):69–74.CrossRefPubMed Huang J, Zhang W, Li X, Zhou J, Gao Y, Cai Y, et al. Analysis of the prevalence and risk factors of hypertension in the She population in Fujian. China Kidney Blood Press Res. 2011;34(2):69–74.CrossRefPubMed
26.
go back to reference Angell SY, Garg RK, Gwynn RC, Bash L, Thorpe LE, Frieden TR. Prevalence, awareness, treatment, and predictors of control of hypertension in New York City. Circ Cardiovasc Qual Outcomes. 2008;1(1):46–53.CrossRefPubMed Angell SY, Garg RK, Gwynn RC, Bash L, Thorpe LE, Frieden TR. Prevalence, awareness, treatment, and predictors of control of hypertension in New York City. Circ Cardiovasc Qual Outcomes. 2008;1(1):46–53.CrossRefPubMed
27.
go back to reference Sun Z, Zheng L, Wei Y, Li J, Zhang X, Zhang X, et al. The prevalence of prehypertension and hypertension among rural adults in Liaoning province of China. Clin Cardiol. 2007;30(4):183–7.CrossRefPubMed Sun Z, Zheng L, Wei Y, Li J, Zhang X, Zhang X, et al. The prevalence of prehypertension and hypertension among rural adults in Liaoning province of China. Clin Cardiol. 2007;30(4):183–7.CrossRefPubMed
28.
go back to reference Steppan J, Barodka V, Berkowitz DE, Nyhan D. Vascular stiffness and increased pulse pressure in the aging cardiovascular system. Cardiol Res Pract. 2011;2011:263585.PubMedPubMedCentral Steppan J, Barodka V, Berkowitz DE, Nyhan D. Vascular stiffness and increased pulse pressure in the aging cardiovascular system. Cardiol Res Pract. 2011;2011:263585.PubMedPubMedCentral
29.
go back to reference Meng XJ, Dong GH, Wang D, Liu MM, Lin Q, Tian S, et al. Prevalence, awareness, treatment, control, and risk factors associated with hypertension in urban adults from 33 communities of China: the CHPSNE study. J Hypertens. 2011;29(7):1303–10.CrossRefPubMed Meng XJ, Dong GH, Wang D, Liu MM, Lin Q, Tian S, et al. Prevalence, awareness, treatment, control, and risk factors associated with hypertension in urban adults from 33 communities of China: the CHPSNE study. J Hypertens. 2011;29(7):1303–10.CrossRefPubMed
30.
go back to reference Erem C, Yildiz R, Kavgaci H, Karahan C, Deger O, Can G, et al. Prevalence of diabetes, obesity and hypertension in a Turkish population (Trabzon City). Diabetes Res Clin Pract. 2001;54(3):203–8.CrossRefPubMed Erem C, Yildiz R, Kavgaci H, Karahan C, Deger O, Can G, et al. Prevalence of diabetes, obesity and hypertension in a Turkish population (Trabzon City). Diabetes Res Clin Pract. 2001;54(3):203–8.CrossRefPubMed
31.
go back to reference Mazor-Aronovitch K, Lotan D, Modan-Moses D, Fradkin A, Pinhas-Hamiel O. Blood pressure in obese and overweight children and adolescents. Isr Med Assoc J. 2014;16(3):157–61.PubMed Mazor-Aronovitch K, Lotan D, Modan-Moses D, Fradkin A, Pinhas-Hamiel O. Blood pressure in obese and overweight children and adolescents. Isr Med Assoc J. 2014;16(3):157–61.PubMed
32.
go back to reference Ogawa K, Ueda K, Sasaki H, Yamasaki H, Okamoto K, Wakasaki H, et al. History of obesity as a risk factor for both carotid atherosclerosis and microangiopathy. Diabetes Res Clin Pract. 2004;66 Suppl 1:S165–8.CrossRefPubMed Ogawa K, Ueda K, Sasaki H, Yamasaki H, Okamoto K, Wakasaki H, et al. History of obesity as a risk factor for both carotid atherosclerosis and microangiopathy. Diabetes Res Clin Pract. 2004;66 Suppl 1:S165–8.CrossRefPubMed
33.
go back to reference Hevener AL, Febbraio MA, Stock Conference Working Group. The 2009 stock conference report: inflammation, obesity and metabolic disease. Obes Rev. 2010;11(9):635–44.CrossRefPubMed Hevener AL, Febbraio MA, Stock Conference Working Group. The 2009 stock conference report: inflammation, obesity and metabolic disease. Obes Rev. 2010;11(9):635–44.CrossRefPubMed
34.
go back to reference Andersson T, Alfredsson L, Kallberg H, Zdravkovic S, Ahlbom A. Calculating measures of biological interaction. Eur J Epidemiol. 2005;20(7):575–9.CrossRefPubMed Andersson T, Alfredsson L, Kallberg H, Zdravkovic S, Ahlbom A. Calculating measures of biological interaction. Eur J Epidemiol. 2005;20(7):575–9.CrossRefPubMed
35.
go back to reference Mora S, Buring JE, Ridker PM, Cui Y. Association of high-density lipoprotein cholesterol with incident cardiovascular events in women, by low-density lipoprotein cholesterol and apolipoprotein B100 levels: a cohort study. Ann Intern Med. 2011;155(11):742–50.CrossRefPubMedPubMedCentral Mora S, Buring JE, Ridker PM, Cui Y. Association of high-density lipoprotein cholesterol with incident cardiovascular events in women, by low-density lipoprotein cholesterol and apolipoprotein B100 levels: a cohort study. Ann Intern Med. 2011;155(11):742–50.CrossRefPubMedPubMedCentral
36.
go back to reference Johnson RJ, Kang DH, Feig D, Kivlighn S, Kanellis J, Watanabe S, et al. Is there a pathogenetic role for uric acid in hypertension and cardiovascular and renal disease? Hypertension. 2003;41(6):1183–90.CrossRefPubMed Johnson RJ, Kang DH, Feig D, Kivlighn S, Kanellis J, Watanabe S, et al. Is there a pathogenetic role for uric acid in hypertension and cardiovascular and renal disease? Hypertension. 2003;41(6):1183–90.CrossRefPubMed
38.
go back to reference Sezer S, Karakan S, Atesagaoglu B, Acar FN. Allopurinol reduces cardiovascular risks and improves renal function in pre-dialysis chronic kidney disease patients with hyperuricemia. Saudi J Kidney Dis Transpl. 2014;25(2):316–20.CrossRefPubMed Sezer S, Karakan S, Atesagaoglu B, Acar FN. Allopurinol reduces cardiovascular risks and improves renal function in pre-dialysis chronic kidney disease patients with hyperuricemia. Saudi J Kidney Dis Transpl. 2014;25(2):316–20.CrossRefPubMed
39.
go back to reference Nakagawa T, Hu H, Zharikov S, Tuttle KR, Short RA, Glushakova O, et al. A causal role for uric acid in fructose-induced metabolic syndrome. Am J Physiol Renal Physiol. 2006;290(3):F625–31.CrossRefPubMed Nakagawa T, Hu H, Zharikov S, Tuttle KR, Short RA, Glushakova O, et al. A causal role for uric acid in fructose-induced metabolic syndrome. Am J Physiol Renal Physiol. 2006;290(3):F625–31.CrossRefPubMed
Metadata
Title
The interaction effects of risk factors for hypertension in adults: a cross-sectional survey in Guilin, China
Authors
Jian Yu
Di-sha Zou
Meng-ting Xie
Yao Ye
Tian-peng Zheng
Su-xian Zhou
Li-li Huang
Xiao-ling Liu
Jing-qiong Xun
Yan Zhou
Publication date
01-12-2016
Publisher
BioMed Central
Published in
BMC Cardiovascular Disorders / Issue 1/2016
Electronic ISSN: 1471-2261
DOI
https://doi.org/10.1186/s12872-016-0358-4

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