Abstract
Background
The Energy-Adjusted Dietary Inflammatory Index (E-DII) is related to both body mass index (BMI) and hyperuricemia. However, the association among BMI, hyperuricemia and DII is yet to be fully elucidated. The purpose of this study is to explore the role of BMI in the relationship between E-DII and hyperuricemia in the American population.
Methods
A cross-sectional study was conducted using data from the National Health and Nutrition Examination Survey (NHANES) spanning from 2007 to 2016, with a sample size of 10,571 participants. The study used a weighted logistic regression model and a generalized additive model (GAM) to explore the associations among BMI, hyperuricemia and E-DII. Furthermore, mediation analysis was utilized to illustrate the mediating relationships among these variables.
Results
The results of the study indicated that a higher E-DII was related to an increased risk of hyperuricemia. The association between E-DII and hyperuricemia was partially mediated by BMI.
Conclusions
E-DII is associated with hyperuricemia. BMI mediates the relationship between E-DII and hyperuricemia among Americans, which provides crucial information for the prevention of hyperuricemia.
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Data availability
The datasets generated during and/or analysed during the current study are available from the corresponding author on reasonable request.
References
Peng TC, Wang CC, Kao TW, Chan JY, Yang YH, Chang YW, et al. Relationship between hyperuricemia and lipid profiles in US adults. BioMed Res Int. 2015;2015:127596.
Keenan T, Blaha MJ, Nasir K, Silverman MG, Tota-Maharaj R, Carvalho JA, et al. Relation of uric acid to serum levels of high-sensitivity C-reactive protein, triglycerides, and high-density lipoprotein cholesterol and to hepatic steatosis. Am J Cardiol. 2012;110:1787–92.
Dai X, Yuan J, Yao P, Yang B, Gui L, Zhang X, et al. Association between serum uric acid and the metabolic syndrome among a middle- and old-age Chinese population. Eur J Epidemiol. 2013;28:669–76.
Wang J, Qin T, Chen J, Li Y, Wang L, Huang H, et al. Hyperuricemia and risk of incident hypertension: a systematic review and meta-analysis of observational studies. PloS One. 2014;9:e114259.
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 (Dallas, Tex. 1979). 2003;41:1183–90.
Zhang M, Zhu X, Wu J, Huang Z, Zhao Z, Zhang X, et al. Prevalence of hyperuricemia among chinese adults: findings from two nationally representative cross-sectional surveys in 2015–16 and 2018–19. Front Immunol. 2021;12:791983.
Chen-Xu M, Yokose C, Rai SK, Pillinger MH, Choi HK. Contemporary prevalence of gout and hyperuricemia in the United States and Decadal Trends: The National Health and Nutrition Examination Survey, 2007–2016. Arthritis Rheumatology (Hoboken, N.J.). 2019;71:991–9.
Multidisciplinary Expert Task Force on H, Related D. Chinese multidisciplinary expert consensus on the diagnosis and treatment of hyperuricemia and related diseases. Chin Med J. 2017;130:2473–88.
Shivappa N, Steck SE, Hurley TG, Hussey JR, Hébert JR. Designing and developing a literature-derived, population-based dietary inflammatory index. Public Health Nutr. 2014;17:1689–96.
Diao H, Yan F, He Q, Li M, Zheng Q, Zhu Q et al. Association between dietary inflammatory index and sarcopenia: a meta-analysis. In: Nutrients, 2023.
Phillips CM, Chen LW, Heude B, Bernard JY, Harvey NC, Duijts L, et al. Dietary inflammatory index and non-communicable disease risk: a narrative review. Nutrients. 2019;11:8.
Ye C, Huang X, Wang R, Halimulati M, Aihemaitijiang S, Zhang Z. Dietary inflammatory index and the risk of hyperuricemia: a cross-sectional study in chinese adult residents. Nutrients. 2021;13:12.
Kim HS, Kwon M, Lee HY, Shivappa N, Hébert JR, Sohn C, et al. Higher pro-inflammatory dietary score is associated with higher hyperuricemia risk: results from the case-controlled Korean genome and epidemiology study_cardiovascular disease association study. Nutrients. 2019;11:8.
Swinburn BA, Kraak VI, Allender S, Atkins VJ, Baker PI, Bogard JR, et al. The global syndemic of obesity, undernutrition, and climate change: the lancet commission report. Lancet (London, England). 2019;393:791–846.
Hariharan R, Odjidja EN, Scott D, Shivappa N, Hébert JR, Hodge A, et al. The dietary inflammatory index, obesity, type 2 diabetes, and cardiovascular risk factors and diseases. Obesity Rev. 2022;23:e13349.
Wang YB, Shivappa N, Hébert JR, Page AJ, Gill TK, Melaku YA. Association between dietary inflammatory index, dietary patterns, plant-based dietary index and the risk of obesity. Nutrients. 2021;13:5.
Feng X, Yang Y, Xie H, Zhuang S, Fang Y, Dai Y, et al. The association between hyperuricemia and obesity metabolic phenotypes in chinese general population: a retrospective analysis. Front Nutr. 2022;9:773220.
United States Census Bureau (2008) Current Population Survey (CPS) - Definitions and Explanations. In.
Scinicariello F, Buser MC, Balluz L, Gehle K, Murray HE, Abadin HG, et al. Perfluoroalkyl acids, hyperuricemia and gout in adults: Analyses of NHANES 2009–2014. Chemosphere. 2020;259:127446.
Di D, Zhang R, Zhou H, Wei M, Cui Y, Zhang J, et al. Exposure to phenols, chlorophenol pesticides, phthalate and PAHs and mortality risk: A prospective study based on 6 rounds of NHANES. Chemosphere. 2023;329:138650.
Sun M, Wang L, Hu Y, Wang X, Yan S, Guo Y, et al. Cognitive impairment mediates the association between dietary inflammation and depressive symptoms in the elderly. Nutrients. 2022;14:23.
SSY AL, Natto ZS, Midle JB, Gyurko R, O’Neill R, Steffensen B. Association between time since quitting smoking and periodontitis in former smokers in the National Health and Nutrition Examination Surveys (NHANES) 2009 to 2012. J Periodontol. 2019;90:16–25.
Liu N, Feng Y, Li J, Ma X, Ma F. Relationship between the dietary inflammatory index and kidney stone prevalence. World J Urol. 2022;40:1545–52.
Okekunle AP, Asowata JO, Adedokun B, Akpa OM. Secondhand smoke exposure and dyslipidemia among non-smoking adults in the United States. Indoor Air. 2022;32:e12914.
Qin Z, Zhao J, Li J, Yang Q, Geng J, Liao R, et al. Low lean mass is associated with lower urinary tract symptoms in US men from the 2005-2006 national health and nutrition examination survey dataset. Aging. 2021;13:21421–34.
Gao X, Curhan G, Forman JP, Ascherio A, Choi HK. Vitamin C intake and serum uric acid concentration in men. J Rheumatol. 2008;35:1853–8.
Liu XX, Wang XX, Cui LL. Association between Oral vitamin C supplementation and serum uric acid: a meta-analysis of randomized controlled trials. Compl Ther Med. 2021;60:102761.
Li H, Liu X, Lee MH, Li H. Vitamin C alleviates hyperuricemia nephropathy by reducing inflammation and fibrosis. J Food Sci. 2021;86:3265–76.
Zhang L, Shi X, Yu J, Zhang P, Ma P, Sun Y. Dietary vitamin e intake was inversely associated with hyperuricemia in US adults: NHANES 2009–2014. Ann Nutr Metab. 2020;76:354–60.
Aihemaitijiang S, Zhang Y, Zhang L, Yang J, Ye C, Halimulati M, et al. The association between purine-rich food intake and hyperuricemia: a cross-sectional study in Chinese adult residents. Nutrients. 2020;12:3835.
Juraschek SP, Yokose C, McCormick N, Miller ER 3rd, Appel LJ, Choi HK. Effects of dietary patterns on serum urate: results from a randomized trial of the effects of diet on hypertension. Arthritis Rheumatol (Hoboken, N.J.). 2021;73:1014–20.
Zhou Y, Zhao M, Pu Z, Xu G, Li X. Relationship between oxidative stress and inflammation in hyperuricemia: analysis based on asymptomatic young patients with primary hyperuricemia. Medicine (Baltimore). 2018;97:e13108.
Gherghina ME, Peride I, Tiglis M, Neagu TP, Niculae A, Checherita IA. Uric acid and oxidative stress-relationship with cardiovascular, metabolic, and renal impairment. Int J Mol Sci. 2022;23.
de Luca C, Olefsky JM. Inflammation and insulin resistance. FEBS Lett. 2008;582:97–105.
Li C, Hsieh MC, Chang SJ. Metabolic syndrome, diabetes, and hyperuricemia. Curr Opin Rheumatol. 2013;25:210–6.
Satou R, Penrose H, Navar LG. Inflammation as a regulator of the renin-angiotensin system and blood pressure. Curr Hypertens Rep. 2018;20:100.
Nieman DC, Mitmesser SH. Potential impact of nutrition on immune system recovery from heavy exertion: a metabolomics perspective. Nutrients. 2017;9:5.
Shanely RA, Nieman DC, Henson DA, Jin F, Knab AM, Sha W. Inflammation and oxidative stress are lower in physically fit and active adults. Scand J Med Sci Sports. 2013;23:215–23.
Nieman DC, Lila MA, Gillitt ND. Immunometabolism: a multi-omics approach to interpreting the influence of exercise and diet on the immune system. Ann Rev Food Sci Technol. 2019;10:341–63.
Nieman DC, Wentz LM. The compelling link between physical activity and the body’s defense system. J Sport Health Sci. 2019;8:201–17.
Wedell-Neergaard AS, Krogh-Madsen R, Petersen GL, Hansen ÅM, Pedersen BK, Lund R, et al. Cardiorespiratory fitness and the metabolic syndrome: Roles of inflammation and abdominal obesity. PLoS One. 2018;13:e0194991.
Wang HJ, Zakhari S, Jung MK. Alcohol, inflammation, and gut-liver-brain interactions in tissue damage and disease development. World J Gastroenterol. 2010;16:1304–13.
Yamamoto T, Moriwaki Y, Takahashi S. Effect of ethanol on metabolism of purine bases (hypoxanthine, xanthine, and uric acid). Clin Chimica Acta Int J Clin Chem. 2005;356:35–57.
Stibůrková B, Pavlíková M, Sokolová J, Kožich V. Metabolic syndrome, alcohol consumption and genetic factors are associated with serum uric acid concentration. PLoS One. 2014;9:e97646.
van der Heijden RA, Bijzet J, Meijers WC, Yakala GK, Kleemann R, Nguyen TQ, et al. Obesity-induced chronic inflammation in high fat diet challenged C57BL/6J mice is associated with acceleration of age-dependent renal amyloidosis. Sci Rep. 2015;5:16474.
Otogawa K, Kinoshita K, Fujii H, Sakabe M, Shiga R, Nakatani K, et al. Erythrophagocytosis by liver macrophages (Kupffer cells) promotes oxidative stress, inflammation, and fibrosis in a rabbit model of steatohepatitis: implications for the pathogenesis of human nonalcoholic steatohepatitis. Am J Pathol. 2007;170:967–80.
Rathmann W, Funkhouser E, Dyer AR, Roseman JM. Relations of hyperuricemia with the various components of the insulin resistance syndrome in young black and white adults: the CARDIA study. Coronary Artery Risk Development in Young Adults. Ann Epidemiol. 1998;8:250–61.
Haj Mouhamed D, Ezzaher A, Neffati F, Douki W, Gaha L, Najjar MF. Effect of cigarette smoking on plasma uric acid concentrations. Environ Health Prevent Med. 2011;16:307–12.
Fanning N, Merriman TR, Dalbeth N, Stamp LK. An association of smoking with serum urate and gout: a health paradox. Semin Arthritis Rheumatism. 2018;47:825–42.
Hu Y, Li Q, Min R, Deng Y, Xu Y, Gao L. The association between serum uric acid and diabetic complications in patients with type 2 diabetes mellitus by gender: a cross-sectional study. PeerJ. 2021;9:e10691.
Chen J-H, Yeh W-T, Chuang S-Y, Wu Y-Y, Pan W-H. Gender-specific risk factors for incident gout: a prospective cohort study. Clin Rheumatol. 2012;31:239–45.
Llorach MA, Böhm GM, Leme JG. Decreased vascular reactions to permeability factors in experimental diabetes. Br J Exp Pathol. 1976;57:747–54.
Rodríguez G, Soriano LC, Choi HK. Impact of diabetes against the future risk of developing gout. Ann Rheumatic Dis. 2010;69:2090–4.
Faruque S, Tong J, Lacmanovic V, Agbonghae C, Minaya DM, Czaja K. The Dose Makes the Poison: Sugar and Obesity in the United States - a Review. Pol J Food Nutr Sci. 2019;69:219–33.
Golay A, Bobbioni E. The role of dietary fat in obesity. Int J Obesity Related Metab Disorders. 1997;21:S2–11.
Papathanasopoulos A, Camilleri M. Dietary fiber supplements: effects in obesity and metabolic syndrome and relationship to gastrointestinal functions. Gastroenterology. 2010;138:65–72.e1-2.
Lee A, Lim W, Kim S, Khil H, Cheon E, An S, et al. Coffee intake and obesity: a meta-analysis. Nutrients. 2019;11:6.
Saltiel AR, Olefsky JM. Inflammatory mechanisms linking obesity and metabolic disease. J Clin Investig. 2017;127:1–4.
Hildebrandt X, Ibrahim M, Peltzer N. Cell death and inflammation during obesity: “Know my methods, WAT(son). Cell Death Differ. 2023;30:279–92.
Ellulu MS, Patimah I, Khaza’ai H, Rahmat A, Abed Y. Obesity and inflammation: the linking mechanism and the complications. Arch Med Sci. 2017;13:851–63.
Facchini F, Chen YD, Hollenbeck CB, Reaven GM. Relationship between resistance to insulin-mediated glucose uptake, urinary uric acid clearance, and plasma uric acid concentration. JAMA. 1991;266:3008–11.
Lyngdoh T, Vuistiner P, Marques-Vidal P, Rousson V, Waeber G, Vollenweider P, et al. Serum uric acid and adiposity: deciphering causality using a bidirectional Mendelian randomization approach. PLoS One. 2012;7:e39321.
Oyama C, Takahashi T, Oyamada M, Oyamada T, Ohno T, Miyashita M, et al. Serum uric acid as an obesity-related indicator in early adolescence. Tohoku J Exp Med. 2006;209:257–62.
Zhu C, Cui R, Gao M, Rampersad S, You H, Sheng C, et al. The associations of serum uric acid with obesity-related acanthosis nigricans and related metabolic indices. Int J Endocrinol. 2017;2017:5438157.
Han T, Meng X, Shan R, Zi T, Li Y, Ma H, et al. Temporal relationship between hyperuricemia and obesity, and its association with future risk of type 2 diabetes. Int J Obesity. 2018;42:1336–44.
Hak AE, Curhan GC, Grodstein F, Choi HK. Menopause, postmenopausal hormone use and risk of incident gout. Ann Rheum Dis. 2010;69:1305–9.
Su Y, Yeung SSY, Chen YM, Leung JCS, Kwok TCY. The associations of dietary inflammatory potential with musculoskeletal health in chinese community-dwelling older people: The Mr. OS and Ms. OS (Hong Kong) Cohort Study. J Bone Min Res. 2022;37:1179–87.
Wang SF, Shu L, Wang S, Wang XQ, Mu M, Hu CQ, et al. Gender difference in the association of hyperuricemia with hypertension in a middle-aged Chinese population. Blood Pressure. 2014;23:339–44.
Chang HY, Pan WH, Yeh WT, Tsai KS. Hyperuricemia and gout in Taiwan: results from the Nutritional and Health Survey in Taiwan (1993–96). J Rheumatol. 2001;28:1640–6.
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We thank all participants and all investigators. QH, QZ and HD wrote and reviewed the manuscript; WC and FF made the study design; QH, QZ, HD, ML and QZ conducted the study and analyzed the data; All authors read and approved the final manuscript.
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He, Q., Zheng, Q., Diao, H. et al. The role of body mass index on the association between the energy-adjusted dietary inflammatory index and hyperuricemia: a mediation analysis based on NHANES (2007–2016). Int J Obes 48, 339–345 (2024). https://doi.org/10.1038/s41366-023-01418-x
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DOI: https://doi.org/10.1038/s41366-023-01418-x