Abstract
Prediabetes with hypertension or prehypertension increases the risk of cardiovascular events. Lipid accumulation product (LAP) is a powerful marker of visceral obesity. The current study aimed to explore the relationship between LAP and hypertension and prehypertension among prediabetic individuals. A total of 12,388 prediabetic participants from the REACTION study were recruited. LAP was calculated from waist circumference and fasting triglyceride levels. Multiple logistic regression models were conducted to assess the relationship between LAP and hypertension and prehypertension. Multiple logistic regression analysis showed that elevated LAP was associated with hypertension (Q2: odds ratio (OR): 1.263, P < 0.001; Q3: OR: 1.613, P < 0.001; Q4: OR: 1.754, P < 0.001) and prehypertension (Q2: OR: 1.255, P = 0.005; Q3: OR: 1.340, P = 0.002; Q4: OR: 1.765, P < 0.001). The results of the stratified analysis showed that prediabetic people with higher LAP levels and characterized by overweight, normal weight and a high waist-to-hip ratio (WHR) were more likely to have hypertension, and prediabetic people with higher LAP levels and characterized by overweight, normal weight, a high WHR, age <65, and low and high levels of physical activity were more likely to have prehypertension. In conclusion, visceral obesity assessed by LAP is significantly associated with hypertension and prehypertension in the Chinese prediabetic population.
This is a preview of subscription content, access via your institution
Access options
Subscribe to this journal
Receive 12 print issues and online access
$259.00 per year
only $21.58 per issue
Buy this article
- Purchase on Springer Link
- Instant access to full article PDF
Prices may be subject to local taxes which are calculated during checkout
Similar content being viewed by others
Data availability
The datasets are not freely available due to participants’ privacy protection.
References
GBD 2017 Risk Factor Collaborators. Global, regional, and national comparative risk assessment of 84 behavioural, environmental and occupational, and metabolic risks or clusters of risks for 195 countries and territories, 1990–2017: a systematic analysis for the Global Burden of Disease Study 2017. Lancet. 2018;392:1288541106e–1931995664e.
Lewington SLBCR. The burden of hypertension and associated risk for cardiovascular mortality in China. JAMA Intern Med. 2016;4:524–32.
Vasan RS, Larson MG, Leip EP, Levy D. Assessment of frequency of progression to hypertension in non-hypertensive participants in the Framingham Heart Study: a cohort study. Lancet. 2001;358:1682–6.
De Marco M, de Simone G, Roman MJ, Chinali M, Lee ET, Russell M, et al. Cardiovascular and metabolic predictors of progression of prehypertension into Hypertension into hypertension: the Strong Heart Study. Hypertension. 2009;54:974–80.
Huang Y, Su L, Cai X, Mai W, Wang S, Hu Y, et al. Association of all-cause and cardiovascular. mortality with prehypertension: a meta-analysis. Am Heart J. 2014;167:160–8.
Yong-Jun Wang ZLHG China Stroke Statistics: an update on the 2019 report from the National Center for Healthcare Quality Management in Neurological Diseases, China National Clinical Research Center for Neurological Diseases, the Chinese Stroke Association, National Center for Chronic and Non-communicable Disease Control and Prevention, Chinese Center for Disease Control and Prevention and Institute for Global Neuroscience and Stroke Collaborations. Stroke Vasc Neurol, 2022, 20: https://doi.org/10.1136/svn-2021-001374.
Cheung BM, Wat NM, Tso AW, Tam S, Thomas GN, Leung GM, et al. Association between raised blood pressure and dysglycemia in Hong Kong Chinese. Diabetes care. 2008;31:1889–91.
Cheung BM. The Hypertension–Diabetes Continuum. J Cardiovasc Pharm. 2010;55:333–9.
Hui-Hui Liu YCSL. Impacts of prediabetes mellitus alone or plus hypertension on the coronary severity and cardiovascular outcomes. Hypertension, 2018;71:1039–46.
Geva M, Shlomai G, Berkovich A, Maor E, Leibowitz A, Tenenbaum A, et al. The association between fasting plasma glucose and glycated hemoglobin in the prediabetes range and future development of hypertension. Cardiovasc Diabetol. 2019;18:53.
Levin G, Kestenbaum B, Ida Chen YD, Jacobs DR Jr, Psaty BM, Rotter JI, et al. Glucose, insulin, and incident hypertension in the multi-ethnic study of atherosclerosis. Am J Epidemiol. 2010;172:1144–54.
Modan M, Halkin H, Fuchs Z, Lusky A, Chetrit A, Segal P, et al. Hyperinsulinemia–a link between glucose intolerance, obesity, hypertension, dyslipoproteinemia, elevated serum uric acid and internal cation imbalance. Diabete Metab. 1987;13:375–80.
Huang Y, Cai X, Mai W, Li M, Hu Y. Association between prediabetes and risk of cardiovascular disease and all cause mortality: systematic review and meta-analysis. BMJ 2016;355:i5953.
Qiu M, Shen W, Song X, Ju L, Tong W, Wang H, et al. Effects of prediabetes mellitus alone or plus hypertension on subsequent occurrence of cardiovascular disease and diabetes mellitus: longitudinal study. Hypertension 2015;65:525–30.
Zhang Y, Lee ET, Devereux RB. Prehypertension, diabetes, and cardiovascular disease risk in a population-based sample: the Strong Heart Study. Hypertension. 2006;47:410–4.
Liu X, Song Q, Wu S, Zhou W, Wang X. Prediabetes and risk for myocardial infarction by hypertension status in a Chinese population: a prospective cohort study. J Hypertens. 2021;39:77–83.
Arnett DK, Blumenthal RS, Albert MA, Buroker AB, Goldberger ZD, Hahn EJ, et al. 2019 ACC/AHA Guideline on the Primary Prevention of Cardiovascular Disease: Executive Summary: A Report of the American College of Cardiology/American Heart Association Task Force on Clinical Practice Guidelines. J Am Coll Cardiol 2019;74:1376–414.
Lavie CJ, Milani RV, Ventura HO. Obesity and cardiovascular disease: risk factor, paradox, and impact of weight loss. J Am Coll Cardiol. 2009;53:1925–32.
Hotamisligil GS. Inflammation and metabolic disorders. Nature 2006;444:860–7.
Gupta AK, Johnson WD. Prediabetes and prehypertension in disease free obese adults correlate with an exacerbated systemic proinflammatory milieu. J Inflamm. 2010;7:36.
Bourlier V, Bouloumie A. Role of macrophage tissue infiltration in obesity and insulin resistance. Diabetes Metab. 2009;35:251–60.
Sullivan CA, Kahn SE, Fujimoto WY. Change in intra-abdominal fat predicts the risk of hypertension in Japanese Americans. Hypertension. 2015;66:134–40.
Luo Y, Ma X, Shen Y. Positive relationship between serum low-density lipoprotein cholesterol levels and visceral fat in a Chinese nondiabetic population. PloS one. 2014;9:e112715.
Kahn HS. The “ lipid accumulation product “ performs better than the body mass index for recognizing cardiovascular risk: a population-based comparison. BMC Cardiovasc Disord. 2005;10:1–10.
Roriz AKC, Passos LCS, de Oliveira CC. Evaluation of the accuracy of anthropometric clinical indicators of visceral fat in adults and elderly. PloS one. 2014;9:e103499.
Du T, Yuan G, Zhang M, Zhou X, Sun X, Yu X. Clinical usefulness of lipid ratios, visceral adiposity indicators, and the triglycerides and glucose index as risk markers of insulin resistance. Cardiovasc Diabetol. 2014;13:146.
Yan S, Zheng Q, Sun D, Wu Y, Li T, Zhong P. Diagnostic and predictive values of LAP in hypertension: a cross-sectional study in chinese population older than 65 years. Int J Hypertens. 2021;2021:3066007.
Song J, Zhao Y, Nie S. The effect of lipid accumulation product and its interaction with other factors on hypertension risk in Chinese Han population: a cross-sectional study. PloS one. 2018;13:e198105.
Nguyen Ngoc H, Kriengsinyos W, Rojroongwasinkul N, Aekplakorn W. Association of adiposity indices with hypertension in middle-aged and elderly Thai population: National Health Examination Survey 2009 (NHES-IV). J Cardiovasc Dev Dis. 2019;6:13.
Song J, Chen X, Zhao Y, Mi J, Wu X, Gao H. Risk factors for prehypertension and their interactive effect: a cross- sectional survey in China. BMC Cardiovasc Disord. 2018;18:182.
Rivera-Mancia S, Colin-Ramirez E, Cartas-Rosado R. Indicators of accumulated fat are stronger associated with prehypertension compared with indicators of circulating fat: A cross-sectional study.[J]. Medicine 2018;97:e11869.
Ning G. Risk Evaluation of cAncers in Chinese diabeTic Individuals: a lONgitudinal (REACTION) study. J Diabetes. 2012;4:172–3.
Li B, Wang J, Zhou X, Liu Y, Wang W, Gao Z, et al. Chinese Visceral Adiposity Index Is More Closely Associated With Hypertension and Prehypertension Than Traditional Adiposity Indices in Chinese Population: Results From the REACTION Study. Front Endocrinol. 2022;13:921997.
Levey AS, Stevens LA, Schmid CH, Zhang YL, Castro AF, Feldman HI, et al. A new equation to estimate glomerular filtration rate. Ann Intern Med. 2009;150:604–12.
Hu F, Yu R, Han F, Li J, Zhou W, Wang T, et al. Does body mass index or waist-hip ratio correlate with arterial stiffness based on brachial-ankle pulse wave velocity in Chinese rural adults with hypertension? BMC Cardiovasc Disord. 2021;21:573.
Song J, Chen X, Jiang Y, Mi J, Zhang X, Zhao Y. Association and interaction analysis of lipid accumulation product with impaired fasting glucose risk: a cross-sectional survey. J Diabetes Res. 2019;2019:9014698.
Velija-Asimi Z, Burekovic A, Dujic T, Dizdarevic-Bostandzic A, Semiz S. Incidence of prediabetes and risk of developing cardiovascular disease in women with polycystic ovary syndrome. Bosn J Basic Med Sci. 2016;16:298–306.
Li HH, Wang JM, Ji YX, Lin L, Li SW, Cai D, et al. Association of visceral adiposity surrogates with impaired fasting glucose in nonobese individuals. Metab Syndr Relat Disord. 2020;18:128–33.
Jung JY, Oh C, Choi J, Ryoo J, Park S. Long-term risk of hypertension in normoglycemia and prediabetes, and their relation to the change of glycemic state. Am J Hypertens. 2018;31:10413B–10423B.
Zhao Y, Sun H, Wang B, Zhang M, Luo X, Ren Y, et al. Impaired fasting glucose predicts the development of hypertension over 6 years in female adults- Results from the rural Chinese cohort study. J Diabetes Complications. 2017;31:1090–5.
Wang X, Wang M, Shao S, Zhang Y, Liu S, Gao Y, et al. Analysis of influencing factor of coexisting prediabetes and prehypertension in adult residents of Jilin Province. BMC Endocr Disord. 2018;18:89.
Lemieux I, Pascot A, Couillard C. Hypertriglyceridemic waist: a marker of the atherogenic metabolic triad (hyperinsulinemia; hyperapolipoprotein B; small, dense LDL) in men? Circulation 2000;102:179–84.
Minrui X, Mingtao H, Deren Q. Hypertriglyceridemic waist phenotype and lipid accumulation product: two comprehensive obese indicators of waist circumference and triglyceride to predict type 2 Diabetes Mellitus in Chinese population. J Diabetes Res. 2020;2020:9157430.
Sasaki N, Ozono R, Maeda R, Higashi Y. Risk of hypertension in middle-aged and elderly participants with newly diagnosed type 2 diabetes and prediabetes. BMJ Open Diabetes Res Care. 2020;8:e001500.
Kahn HS, Cheng YJ. Longitudinal changes in BMI and in an index estimating excess lipids among white and black adults in the United States. Int J Obes. 2008;32:136–43.
Dai H, Wang W, Chen R, Chen Z, Lu Y, Yuan H. Lipid accumulation product is a powerful tool to predict non-alcoholic fatty liver disease in Chinese adults. Nutr Metab. 2017;14:49.
Blumenthal JA, Sherwood A, Gullette EC. Exercise and weight loss reduce blood pressure in men and women with mild hypertension: effects on cardiovascular, metabolic, and hemodynamic functioning. Arch Intern Med. 2000;160:1947–58.
Fu J, Liu Y, Zhang L, Zhou L, Li D, Quan H, et al. Nonpharmacologic interventions for reducing blood pressure in adults with prehypertension to established hypertension. J Am Heart Assoc. 2020;9:e16804.
Saz-Lara A, Cavero-Redondo I, Álvarez-Bueno C, Notario-Pacheco B, Reina-Gutiérrez S, Sequí-Domínguez I, et al. What type of physical exercise should be recommended for improving arterial stiffness on adult population? A network meta-analysis. Eur J Cardiovasc Nurs. 2021;20:696–716.
Kato M, Nihei Green F, Hotta K, Tsukamoto T, Kurita Y, Kubo A, et al. The efficacy of stretching exercises on arterial stiffness in middle-aged and older adults: a meta-analysis of randomized and non-randomized controlled trials.[J]. Int J Environ Res Public Health. 2020,17:5643.
Möhlenkamp S, Lehmann N, Breuckmann F, Bröcker-Preuss M, Nassenstein K, Halle M, et al. Running: the risk of coronary events: Prevalence and prognostic relevance of coronary atherosclerosis in marathon runners. Eur Heart J. 2008;29:1903–10.
Ibrahim MM. Subcutaneous and visceral adipose tissue: structural and functional differences. Obes Rev. 2010;11:11–18.
Blake DR, Meigs JB, Muller DC, Najjar SS, Andres R, Nathan DM. Impaired glucose tolerance, but not impaired fasting glucose, is associated with increased levels of coronary heart disease risk factors: results from the Baltimore Longitudinal Study on Aging. Diabetes. 2004;53:2095–2100.
Ohishi M. Hypertension with diabetes mellitus- physiology and pathology. Hypertens Res. 2018;41:389–93.
Wu J, Zhong Y, Yue S, Guan P, Zhang G, Liu L, et al. Association between lipid accumulation product and diabetic retinopathy based on a community-based survey in Chinese with type 2 diabetes. Diabetes Metab Syndr Obes. 2019;12:513–8.
Acknowledgements
We would like to thank the participants in this study.
Funding
This study is supported by the Beijing Municipal Science and Technology Commission Project (Z201100005520014).
Author information
Authors and Affiliations
Contributions
BL and JW contributed equally to this work and share first authorship. BL and JW contributed to the conception and design of the study. XZ, WW, ZG, XT, LY, QW, ZL, GQ, LC and GN recruited the subjects and supervised the study. BL analyzed the data and wrote the initial draft of the paper. YM, BL, and JW contributed to the writing, review, and revision of the manuscript. All authors contributed to the article and approved the submitted version.
Corresponding author
Ethics declarations
Conflict of interest
The authors declare no competing interests.
Ethics approval and consent to participate
The Committee on Human Research at Rui-Jin Hospital affiliated with the School of Medicine, Shanghai Jiao Tong University approved the study protocol. Informed consent was provided by all participants before data collection.
Additional information
Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Supplementary information
Rights and permissions
Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.
About this article
Cite this article
Li, B., Wang, J., Zhou, X. et al. Lipid accumulation product is closely associated with hypertension and prehypertension in prediabetic population in China: results from the REACTION study. Hypertens Res 46, 708–719 (2023). https://doi.org/10.1038/s41440-022-01113-w
Received:
Revised:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1038/s41440-022-01113-w
Keywords
This article is cited by
-
New anthropometric measurement alternatives to BMI and hypertension
Hypertension Research (2023)