Warning: mkdir(): Permission denied in /home/virtual/lib/view_data.php on line 81

Warning: fopen(upload/ip_log/ip_log_2024-07.txt): failed to open stream: No such file or directory in /home/virtual/lib/view_data.php on line 83

Warning: fwrite() expects parameter 1 to be resource, boolean given in /home/virtual/lib/view_data.php on line 84
Relationship between Metabolic Syndrome and Uric Acid to Creatinine Ratio in Korean Adults: Korea National Health and Nutrition Examination Survey 2016

Korean J Health Promot > Volume 18(3); 2018 > Article
Shin and Han: Relationship between Metabolic Syndrome and Uric Acid to Creatinine Ratio in Korean Adults: Korea National Health and Nutrition Examination Survey 2016

Abstract

Background

While the correlation between metabolic syndrome (MS) and serum uric acid (sUA) levels has already been identified, the correlation between MS and the sUA/creatinine ratio has not been studied in Korea. Accordingly, the present study examined the correlation between MS and the sUA/creatinine ratio using data from the seventh Korea National Health and Nutrition Examination Survey (2016).

Methods

The study population consisted of healthy adults aged 19 years or older medical diseases. The five components of MS and the presence of MS were used as independent variables, while the sUA/creatinine ratio was selected as the dependent variable. After adjusting for confounding variables, a complex samples logistic regression test was performed to analyze the correlations between the sUA/creatinine ratio and MS and its components.

Results

The following variables showed positive correlation with the sUA/creatinine ratio: systolic blood pressure (BP) (95% confidence interval [CI], 1.051–1.243; P=0.002), diastolic BP 1.144 (95% CI, 1.054–1.241; P=0.001), fasting blood sugar level 1.166 (95% CI, 1.070–1.271; P<0.001), triglyceride level 1.340 (95% CI, 1.259–1.427; P<0.001), high density lipoprotein level 1.163 (95% CI, 1.100–1.230; P<0.001), waist circumference 1.342 (95% CI, 1.239–1.455; P<0.001), and the presence of MS 1.041 (95% CI, 1.034–1.049; P≤0.001).

Conclusions

The findings of the present study demonstrated a statistically significant correlation between the sUA/creatinine ratio and the presence of MS as well as with each component of MS. The significance of the present study is that it is the first study to investigate Koreans.

Table 1.
Comparison of non-metabolic syndrome group and metabolic syndrome group in study participants
  Non-MetS group n=2,840 (81.2) MetS group n=672 (18.8) Pa
Age, y 39.14±0.32 46.03±0.66 <0.001
Sex      
   Male 10,292,158.23/1,151 (47.8) 3,478,776.98/409 (69.6) <0.001
   Female 11,239,099.82/1,689 (52.2) 15,204,153.37/263 (30.4)  
Smoking status      
   No 16,469,069.35/2,275 (77.4) 3,103,038.44/452 (63.5) <0.001
   Yes 4,812,785.44/534 (22.6) 1,783,042.32/207 (36.5)  
Alcohol drinking frequency      
   No 2,155,041.26/345 (10.8) 711,948.84/100 (15.7)  
   <1/month 3,854,068.97/538 (19.3) 648,940.35/99 (14.3)  
   =1/month 2,714,161.67/328 (13.6) 361,983.11/52 (8.0) <0.001
   2–4/month 6,471,337.08/777 (32.4) 1,202,023.85/151 (26.5)  
   2–3/week 3,504,747.82/448 (17.5) 1,086,540.20/129 (24.0)  
   >4/week 1,290,625.48/165 (6.5) 524,116.48/70 (11.6)  
Systolic blood pressure (mmHg) 112.54±0.32 126.45±0.63 <0.001
Diastolic blood pressure (mmHg) 74.02±0.22 84.41±0.42 <0.001
Fasting blood glucose (mg/dL) 92.60±0.41 108.61±1.09 <0.001
HbA1c (%) 5.37±0.01 5.78±0.03 <0.001
Total cholesterol (mg/dL) 192.75±0.80 210.98±1.82 <0.001
HDL cholesterol (mg/dL) 54.69±0.28 41.65±0.41 <0.001
Triglyceride (mg/dL) 109.03±1.87 260.00±12.89 <0.001
LDL cholesterol (mg/dL) 123.09±2.83 123.15±2.10 0.986
Waist circumference (cm) 78.98±0.21 91.10±0.37 <0.001
BMI (kg/m2) 22.87±0.07 26.77±0.16 <0.001
hsCRP 0.087±0.02 1.48±0.07 <0.001
Serum UA (mg/dL) 4.96±0.02 5.85±0.06 <0.001
Serum Cr (mg/dL) 0.82±0.00 0.88±0.00 <0.001
Serum UA/Cr 6.15±0.03 6.71±0.07 <0.001

Abbreviations: MetS, metabolic syndrome; HbA1c, hemoglobin A1c; HDL, high density lipoprotein; LDL, low density lipoprotein; BMI, body mass index; hsCRP, highly sensitive C-reactive protein; UA, uric acid; Cr, creatinine.

Values are presented as mean±standard error or unweighted number/weighted number (weighted %). Percentages were weighted using the Korean National Health and Nutrtion Examination Survey 2016 sampling weights.

a P-value was taken by complex sample Rao-Scott adjusted chi-square test or complex sample generalized linear model t-test.

Table 2.
Crude odds ratios for MetS and components by serum uric acid to creatinine ratio
Variable Serum UA/Cr
Odds ratio Pa 95% confidence interval
Systolic blood pressure (mmHg)      
  <130 Reference    
  ≥130 1.083 0.027 1.009–1.162
Diastolic blood pressure (mmHg)      
  <85 Reference    
  ≥85 1.117 0.002 1.041–1.198
Fasting blood glucose (mg/dL)      
  <100 Reference    
  ≥100 1.109 0.004 1.034–1.189
Serum triglyceride (mg/dL)      
  <150 Reference    
  ≥150 1.293 <0.001 1.223–1.367
HDL Cholesterol (mg/dL)      
  Man ≥50, woman ≥45 Reference    
  Man <50, woman <45 1.128 <0.001 1.071–1.189
Waist circumference (cm)      
  Man <90, woman <85 Reference    
  Man ≥90, woman ≥85 1.311 <0.001 1.216–1.414
Metabolic syndrome      
  No Reference    
  Yes 1.284 <0.001 1.177–1.400

Abbreviations: MetS, metabolic syndrome; UA, uric acid; Cr, creatinine; HDL, high density lipoprotein.

a P-value was taken by complex samples logistic regression test.

Table 3.
Adjusted odds ratios for MetS and components by serum uric acid to creatinine ratio
Variable Serum UA/Cr
Odds ratio Pa 95% confidence interval
Systolic blood pressure (mmHg)      
   <130 Reference    
   ≥130 1.143 0.002 1.051–1.243
Diastolic blood pressure (mmHg)      
   <85 Reference    
   ≥85 1.144 0.001 1.054–1.241
Fasting blood glucose (mg/dL)      
   <100 Reference    
   ≥100 1.166 <0.001 1.070–1.271
Serum triglyceride (mg/dL)      
   <150 Reference    
   ≥150 1.340 <0.001 1.259–1.427
Low HDL cholesterol (mg/dL)      
   Man ≥50, woman ≥45 Reference    
   Man <50, woman <45 1.163 <0.001 1.100–1.230
Waist circumference (cm)      
   Man <90, woman <85 Reference    
   Man ≥90, woman ≥85 1.342 <0.001 1.239–1.455
Metabolic syndrome      
   No Reference    
   Yes 1.041 <0.001 1.034–1.049

Abbreviations: MetS, metabolic syndrome; UA, uric acid; Cr, creatinine; HDL, high density lipoprotein. Adjust for age, sex and smoking status, alcohol drinking frequency, exercise frequency.

a P-value was taken by complex samples logistic regression test.

References

1. Park E, Kim J. Gender- and age-specific prevalence of metabolic syndrome among Korean adults: analysis of the fifth Korean National Health and Nutrition Examination Survey. J Cardiovasc Nurs 2015;30(3):256-66.
pmid
2. Quiñones Galvan A, Natali A, Baldi S, Frascerra S, Sanna G, Ciociaro D, et al. Effect of insulin on uric acid excretion in humans. Am J Physiol 1995;268(1 Pt 1):E1-5.
crossref pmid
3. 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.
crossref pmid
4. Gagliardi AC, Miname MH, Santos RD. Uric acid: a marker of increased cardiovascular risk. Atherosclerosis 2009;202(1):11-7.
crossref pmid
5. Fu CC, Wu DA, Wang JH, Yang WC, Tseng CH. Association of C-reactive protein and hyperuricemia with diabetic nephropathy in Chinese type 2 diabetic patients. Acta Diabetol 2009;46(2):127-34.
crossref pmid pdf
6. Guo L, Cheng Y, Wang X, Pan Q, Li H, Zhang L, et al. Association between microalbuminuria and cardiovascular disease in type 2 diabetes mellitus of the Beijing Han nationality. Acta Diabetol 2012;49(Suppl 1):S65-71.
crossref pmid pdf
7. Ruggiero C, Cherubini A, Ble A, Bos AJ, Maggio M, Dixit VD, et al. Uric acid and inflammatory markers. Eur Heart J 2006;27(10):1174-81.
crossref pmid pmc
8. Chen N, Wang W, Huang Y, Shen P, Pei D, Yu H, et al. Community-based study on CKD subjects and the associated risk factors. Nephrol Dial Transplant 2009;24(7):2117-23.
crossref pmid pmc
9. Coresh J, Wei GL, McQuillan G, Brancati FL, Levey AS, Jones C, et al. Prevalence of high blood pressure and elevated serum creatinine level in the United States: findings from the third National Health and Nutrition Examination Survey (1988–1994). Arch Intern Med 2001;161(9):1207-16.
crossref pmid
10. Muntner P, He J, Hamm L, Loria C, Whelton PK. Renal insufficiency and subsequent death resulting from cardiovascular disease in the United States. J Am Soc Nephrol 2002;13(3):745-53.
crossref pmid
11. Gu L, Huang L, Wu H, Lou Q, Bian R. Serum uric acid to creatinine ratio: a predictor of incident chronic kidney disease in type 2 diabetes mellitus patients with preserved kidney function. Diab Vasc Dis Res 2017;14(3):221-5.
crossref pmid pdf
12. Durmus Kocak N, Sasak G, Aka Akturk U, Akgun M, Boga S, Sengul A, et al. Serum uric acid levels and uric acid/creatinine ratios in stable chronic obstructive pulmonary disease (COPD) patients: are these parameters efficient predictors of patients at risk for exacerbation and/or severity of disease? Med Sci Monit 2016;22:4169-76.
crossref pmid pmc
13. Al-Daghri NM, Al-Attas OS, Wani K, Sabico S, Alokail MS. Serum uric acid to creatinine ratio and risk of metabolic syndrome in Saudi type 2 diabetic patients. Sci Rep 2017;7(1):12104.
crossref pmid pmc pdf
14. Li M, Gu L, Yang J, Lou Q. Serum uric acid to creatinine ratio correlates with β-cell function in type 2 diabetes. Diabetes Metab Res Rev 2018;34(5):e3001.
crossref pmid pdf
15. Santos RD. Elevated uric acid, the metabolic syndrome and cardiovascular disease: cause, consequence, or just a not so innocent bystander? Endocrine 2012;41(3):350-2.
crossref pmid pdf
16. Johnson RJ, Titte S, Cade JR, Rideout BA, Oliver WJ. Uric acid, evolution and primitive cultures. Semin Nephrol 2005;25(1):3-8.
crossref pmid
17. Reaven G. Why a cluster is truly a cluster: insulin resistance and cardiovascular disease. Clin Chem 2008;54(5):785-7.
crossref pmid pdf
18. Wang HJ, Shi LZ, Liu CF, Liu SM, Shi ST. Association between uric acid and metabolic syndrome in elderly women. Open Med (Wars) 2018;13:172-7.
crossref pmid pmc
19. Chang IH, Han JH, Myung SC, Kwak KW, Kim TH, Park SW, et al. Association between metabolic syndrome and chronic kidney disease in the Korean population. Nephrology (Carlton) 2009;14(3):321-6.
crossref pmid
20. Alizadeh S, Ahmadi M, Ghorbani Nejad B, Djazayeri A, Shab-Bidar S. Metabolic syndrome and its components are associated with increased chronic kidney disease risk: evidence from a metaanalysis on 11 109 003 participants from 66 studies. Int J Clin Pract. 2018 May 23;[Epub ahead of print].
crossref pmid pdf
21. Thomas G, Sehgal AR, Kashyap SR, Srinivas TR, Kirwan JP, Navaneethan SD. Metabolic syndrome and kidney disease: a systematic review and metaanalysis. Clin J Am Soc Nephrol 2011;6(10):2364-73.
pmid pmc
22. Tanner RM, Brown TM, Muntner P. Epidemiology of obesity, the metabolic syndrome, and chronic kidney disease. Curr Hypertens Rep 2012;14(2):152-9.
crossref pmid pdf
23. Wahba IM, Mak RH. Obesity and obesity-initiated metabolic syndrome: mechanistic links to chronic kidney disease. Clin J Am Soc Nephrol 2007;2(3):550-62.
pmid


Editorial Office
Department of Family Medicine, Asan Medical Center, 88, Olympic-ro 43-gil, Songpa-gu, Seoul 05505, Korea
Tel: +82-2-3010-3820   Fax: +82-2-3010-3815   E-mail: kshpdp@amc.seoul.kr                

Copyright © 2024 by Korean Society For Health Promotion And Disease Prevention.

Developed in M2PI