| Literature DB >> 24627417 |
Abstract
BACKGROUND: Hyperuricemia and markers of inflammation are correlated with the risk for hypertension. Whether hyperuricemia has any impact on the association between C-reactive protein (CRP) and hypertension is not known. METHODS ANDEntities:
Keywords: National Health and Nutrition Examination Survey (NHANES); effect modification; hypertension; hyperuricemia; inflammation; uric acid
Mesh:
Substances:
Year: 2014 PMID: 24627417 PMCID: PMC4187514 DOI: 10.1161/JAHA.113.000157
Source DB: PubMed Journal: J Am Heart Assoc ISSN: 2047-9980 Impact factor: 5.501
Figure 1.Weighted analysis of association between serum urate and CRP among those with and without metabolic syndrome in NHANES 2009–2010. Means were calculated using log‐transformed values of CRP, which was then back transformed. In weighted, bivariate ordinary linear regressions where both log‐transformed CRP and serum urate were analyzed as continuous variables, there was no significant trend among those with metabolic syndrome but the trend among those without was statistically significant at <0.0001. CRP indicates C‐reactive protein; NHANES, National Health and Nutrition Examination Survey.
Characteristics of Study Population Segregated by Serum Urate and Elevated CRP Levels
| Characteristics | Serum Urate ≤7.0 mg/dL | Serum Urate >7.0 mg/dL | Overall | |||
|---|---|---|---|---|---|---|
| Nonelevated CRP | Elevated CRP | Nonelevated CRP | Elevated CRP | Nonelevated CRP | Elevated CRP | |
| Unweighted number of observations in dataset | 2922 | 967 | 328 | 151 | 3250 | 1118 |
| Population size | 114 million | 33 million | 13 million | 5 million | 127 million | 38 million |
| Mean serum urate, mg/dL | 4.96 (4.91 to 5.01) | 5.08 (4.96 to 5.20) | 7.82 (7.71 to 7.93) | 7.94 (7.75 to 8.12) | 5.25 (5.19 to 5.31) | 5.44 (5.29 to 5.59) |
| % Women | 52.3 (50.6 to 54.0) | 68.6 (65.6 to 71.3) | 11.9 (8.6 to 16.2) | 29.9 (21.9 to 39.3) | 48.2 (46.5 to 49.9) | 63.7 (60.9 to 66.4) |
| Mean CRP, mg/dL | 0.12 (0.11 to 0.13) | 1.02 (0.96 to 1.08) | 0.14 (0.13 to 0.16) | 1.03 (0.86 to 1.20) | 0.12 (0.12 to 0.13) | 1.02 (0.96 to 1.08) |
| Age, y | 45 (44 to 46) | 45 (43 to 46) | 45 (43 to 48) | 52 (49 to 50) | 45 (44 to 46) | 46 (44 to 47) |
| Poverty ratio (0 to 5) | 3.12 (3.05 to 3.20) | 2.75 (2.54 to 2.95) | 3.05 (2.83 to 3.27) | 2.91 (2.60 to 3.22) | 3.12 (3.04 to 3.19) | 2.77 (2.57 to 2.96) |
| Ethnicity, % | ||||||
| Hispanic/Mexican | 13.3 (9.0 to 19.4) | 15.8 (9.1 to 25.9) | 11.9 (5.9 to 22.5) | 5.8 (2.7 to 11.9) | 13.2 (8.7 to 19.6) | 14.5 (8.5 to 23.8) |
| Non‐Hispanic White | 68.8 (61.8 to 75.1) | 65.2 (55.9 to 73.5) | 69.8 (58.3 to 79.3) | 66.3 (58.9 to 73.1) | 69.0 (61.7 to 75.4) | 65.4 (57.1 to 72.8) |
| African American | 9.5 (8.1 to 11.2) | 13.9 (11.1 to 17.3) | 10.2 (7.9 to 13.1) | 23.8 (16.3 to 33.3) | 9.6 (8.2 to 11.2) | 15.2 (12.2 to 18.7) |
| Other or multiracial | 8.3 (5.7 to 11.9) | 5.1 (4.1 to 6.4) | 8.0 (3.8 to 15.9) | 4.1 (1.2 to 12.7) | 8.2 (5.7 to 11.8) | 5.0 (3.9 to 6.4) |
| Lifestyle factors | ||||||
| Ever smoked, % | 42.6 (38.2 to 47.1) | 47.4 (41.6 to 53.4) | 46.0 (40.7 to 51.4) | 50.8 (40.1 to 61.5) | 43.0 (38.7 to 47.4) | 47.9 (42.2 to 53.6) |
| 57.4 (52.9 to 61.8) | 52.6 (46.6 to 58.4) | 54.0 (48.6 to 59.3) | 49.2 (38.5 to 59.9) | 57.0 (52.6 to 61.3) | 52.1 (46.4 to 57.8) | |
| Medications | ||||||
| Cholesterol medications, % | 88.2 (86.1 to 89.9) | 88.6 (85.5 to 91.9) | 86.5 (81.6 to 90.2) | 87.0 (80.6 to 91.5) | 88.0 (86.0 to 89.7) | 88.4 (85.6 to 90.7) |
| 11.8 (10.1 to 13.9) | 11.4 (8.9 to 14.5) | 13.5 (9.8 to 18.4) | 13.0 (8.5 to 19.4) | 12.0 (10.3 to 14.0) | 11.6 (9.3 to 14.4) | |
| Diabetes medications, % | 98.9 (98.3 to 99.4) | 98.4 (96.9 to 99.2) | 99.1 (97.9 to 99.6) | 98.2 (94.5 to 99.4) | 99.0 (98.4 to 99.3) | 98.4 (97.1 to 99.1) |
| 1.1 (0.6 to 1.7) | 1.6 (0.8 to 3.1) | 0.9 (0.4 to 2.1) | 1.8 (0.6 to 5.5) | 1.0 (0.7 to 1.6) | 1.6 (0.9 to 2.9) | |
| Blood pressure medications, % | 86.1 (83.3 to 88.5) | 78.8 (75.4 to 81.8) | 73.6 (64.7 to 80.9) | 51.5 (40.5 to 62.4) | 84.8 (81.7 to 87.5) | 75.3 (72.6 to 77.9) |
| 13.9 (11.5 to 16.7) | 21.2 (18.2 to 24.6) | 26.4 (19.1 to 35.3) | 48.5 (37.6 to 59.5) | 15.2 (12.5 to 18.3) | 24.7 (22.1 to 27.4) | |
| Diagnoses | ||||||
| Diabetes, % | 4.6 (3.7 to 5.6) | 5.1 (3.5 to 7.3) | 3.7 (2.1 to 6.3) | 4.1 (2.4 to 6.7) | 4.5 (3.7 to 5.4) | 5.0 (3.5 to 7.0) |
| Hypertension, % | 20 (17 to 23) | 27 (24 to 31) | 38 (31 to 40) | 55 (44 to 65) | 22 (19 to 25) | 31 (28 to 34) |
| Chronic kidney disease, % | 3.2 (2.5 to 3.8) | 4.6 (2.2 to 7.0) | 13.1 (9.7 to 16.3) | 19.5 (14.0 to 25.0) | 4.2 (3.6 to 4.9) | 6.5 (4.4 to 8.6) |
| Physical examination data | ||||||
| Waist circumference, cm | 91.50 (90.48 to 92.52) | 103.04 (101.41 to 104.66) | 101.21 (99.09 to 103.32) | 111.95 (108.68 to 115.21) | 92.48 (91.43 to 93.54) | 104.09 (102.33 to 105.85) |
| Body mass index, kg/m2 | 26.02 (25.68 to 26.37) | 31.49 (30.79 to 32.19) | 29.41 (28.51 to 30.32) | 34.63 (32.11 to 37.14) | 26.37 (26.02 to 26.73) | 31.88 (31.06 to 32.71) |
| Systolic blood pressure, mm Hg | 117.34 (116.41 to 118.27) | 118.03 (116.37 to 119.68) | 122.47 (120.56 to 124.39) | 124.14 (121.87 to 126.40) | 117.86 (116.92 to 118.79) | 118.78 (117.17 to 120.38) |
| Diastolic blood pressure, mm Hg | 68.77 (67.33 to 70.22) | 68.05 (66.22 to 69.88) | 70.27 (67.45 to 73.10) | 69.73 (66.90 to 72.57) | 68.93 (67.38 to 70.47) | 68.26 (66.44 to 70.08) |
| Pulse pressure, mm Hg | 48.56 (46.98 to 50.15) | 49.97 (47.90 to 52.04) | 52.20 (49.41 to 54.99) | 54.40 (51.07 to 57.74) | 48.93 (47.27 to 50.59) | 50.52 (48.53 to 52.50) |
| Laboratory data | ||||||
| Total cholesterol, mg/dL | 194.54 (192.67 to 196.41) | 194.59 (189.45 to 199.72) | 202.00 (192.61 to 211.40) | 196.27 (186.29 to 206.25) | 195.30 (193.02 to 197.58) | 194.80 (190.25 to 199.35) |
| LDL cholesterol, mg/dL | 114.17 (112.57 to 115.76) | 114.31 (108.47 to 120.16) | 120.75 (108.97 to 132.53) | 125.51 (112.02 to 138.99) | 114.75 (112.68 to 116.81) | 115.76 (110.08 to 121.44) |
| HDL cholesterol, mg/dL | 57.65 (56.52 to 58.78) | 53.31 (51.87 to 54.75) | 49.51 (47.67 to 51.36) | 47.30 (44.25 to 50.36) | 56.82 (55.82 to 57.81) | 52.56 (51.06 to 54.05) |
| Triglycerides, mg/dL | 101.49 (96.95 to 106.04) | 106.48 (101.04 to 111.93) | 117.07 (105.96 to 128.19) | 112.76 (100.04 to 125.49) | 102.86 (98.98 to 106.73) | 107.29 (102.06 to 112.52) |
| Serum glucose, mg/dL | 91.74 (90.67 to 92.80) | 94.00 (92.15 to 95.85) | 94.34 (92.53 to 96.14) | 95.82 (92.36 to 99.28) | 92.01 (91.03 to 92.98) | 94.23 (92.62 to 95.84) |
| Creatinine clearance per CKD‐ EPI method, mL/min per 1.73 m2 | 97.31 (96.09 to 98.54) | 99.83 (97.83 to 101.83) | 87.43 (83.66 to 91.20) | 83.18 (77.37 to 88.99) | 96.30 (95.02 to 97.58) | 97.73 (95.74 to 99.72) |
Weighted means, proportions, and 95% CIs are provided unless otherwise specified. Elevated CRP status was determined by a serum CRP concentration ≥0.38 mg/dL that corresponded to the 75th percentile of distribution. CRP indicates C‐reactive protein.
Diabetes was defined as the use of diabetes medications and/or fasting serum glucose >126 mg/dL.
Hypertension was defined by ≥1 of the following criteria: systolic blood pressure ≥140 mm Hg or diastolic blood pressure ≥90 or use of medications to treat hypertension.
Chronic renal disease was defined as an estimated glomerular filtration rate <60 mL/min per 1.73 m2.
CKD‐EPI indicates the method described by Levey et al.(
Estimated Change in Serum CRP With Each 1‐SD Increase in Serum Urate Among Those Without Metabolic Syndrome in NHANES 2009–2010
| Model | No. of Observations in the Regression Model | Proportion of Variance in Log‐Transformed CRP Levels in the Population Explained by the Model, % | Estimated Change (%) in CRP Concentrations per Each 1‐SD (1.44 mg/dL) Increase in Serum Urate |
|---|---|---|---|
| Unadjusted | 4372 | 1.6 | 19.4 (14.1 to 25.1) |
| Adjusted for age, race, and sex | 4372 | 8.5 | 39.6 (20.0 to 26.1) |
| Final adjusted model, overall ( | 3947 | 29.0 | 13.4 (7.6 to 19.6) |
| Final adjusted model, subgroups ( | |||
| Men | 1915 | 23.7 | 14.6 (7.6 to 22.0) |
| Women | 2032 | 32.9 | 17.0 (7.0 to 28.1) |
| Hispanics and other Latinos | 1041 | 28.1 | 5.3 (−1.7 to 8.4) |
| Whites | 1990 | 27.5 | 12.1 (3.6 to 21.3) |
| African Americans | 686 | 35.3 | 25.8 (15.5 to 37.0) |
| Other ethnicities | 230 | 31.4 | 10.3 (10.6 to 36.1) |
| Age, y | |||
| <36 | 1249 | 34.4 | 7.2 (−2.2 to 17.6) |
| 37 to 54 | 1365 | 32.4 | 17.4 (1.6 to 35.6) |
| >55 | 1333 | 19.8 | 15.2 (4.3 to 27.1) |
| Body mass index, kg/m2 | |||
| <25 | 1364 | 13.9 | 16.9 (−0.8 to 37.8) |
| 25 to 30 | 1396 | 14.8 | 14.9 (6.4 to 24.0) |
| >30 | 20.5 | 20.5 | 10.4 (0.9 to 20.7) |
CRP indicates C‐reactive protein; NHANES, National Health and Nutrition Examination Survey.
Model fit assessed by R2 statistic.
Assessed by survey weighted linear regression models where CRP values were log transformed first. Regression coefficients were then transformed back and interpreted accordingly.
Final model included serum urate, age, estimated glomerular filtration rate per CKD‐EPI creatinine equation, total cholesterol, poverty ratio, HDL cholesterol, and body mass index as continuous variables and sex, ethnicity, education level (less than high school, high school, greater than high school), and ever smoking as categorical variables.
Full models were fitted within each subgroup of interest. The stratum variable of interest was not included in such models.
Figure 2.Hyperuricemia and the odds ratios for hypertension. Multivariable logistic regression models adjusting for age, estimated glomerular filtration rate per CKD‐EPI equation, total cholesterol, poverty ratio, HDL cholesterol and body mass index as continuous variables and sex, ethnicity, education level (less than high school, high school, greater than high school), and ever smoking as categorical variables.
Figure 3.Bivariate associations between log‐CRP (quartiles), serum urate (quintiles) and blood pressure. Mean and 95% CIs were calculated using survey weights. CRP indicates C‐reactive protein; NHANES, National Health and Nutrition Examination Survey.
Results of Logistic Regression Analyses for the Odds Ratios of Elevated Urate and CRP Concentrations on Hypertension
| No Hyperuricemia/Low CRP | No Hyperuricemia/High CRP | Hyperuricemia/Low CRP | Hyperuricemia/High CRP | |
|---|---|---|---|---|
| Odds Ratio | Odds Ratio (CI) | Odds Ratio (CI) | Odds Ratio (CI) | |
| Unadjusted | 1.00 (reference) | 1.48 (1.23 to 1.77) | 2.49 (1.93 to 3.22) | 4.79 (3.05 to 7.52) |
| Age, sex, and race adjusted | 1.00 (reference) | 1.63 (1.32 to 2.01) | 3.11 (2.31 to 4.19) | 3.71 (1.87 to 7.38) |
| Final model, overall | 1.00 (reference) | 1.11 (0.83 to 1.50) | 2.33 (1.63 to 3.34) | 2.12 (1.05 to 4.25) |
|
| ||||
| Sex and race | ||||
| Men | 1.00 (reference) | 0.86 (0.59 to 1.26) | 1.72 (1.03 to 2.87) | 1.37 (0.74 to 2.53) |
| Women | 1.00 (reference) | 1.53 (1.01 to 2.34) | 7.36 (1.64 to 33.03) | 7.98 (1.36 to 46.82) |
| Hispanics | 1.00 (reference) | 1.23 (0.87 to 1.74) | 1.96 (0.97 to 3.98) | 0.90 (0.30 to 2.70) |
| Non‐Hispanic white | 1.00 (reference) | 1.07 (0.72 to 1.59) | 2.40 (1.51 to 3.82) | 1.98 (0.77 to 5.12) |
| African Americans | 1.00 (reference) | 1.21 (0.80 to 1.83) | 1.62 (0.69 to 3.82) | 2.01 (1.00 to 4.06) |
| Others | 1.00 (reference) | 1.09 (0.23 to 5.22) | 3.59 (2.17 to 5.95) | 6.43 (1.16 to 35.54) |
| Tertiles of age, y | ||||
| <36 | 1.00 (reference) | 1.59 (0.69 to 3.69) | 0.47 (0.18 to 1.22) | N/A |
| 37 to 54 | 1.00 (reference) | 1.23 (0.77 to 1.99) | 2.84 (1.89 to 4.27) | 2.11 (0.51 to 8.81) |
| >55 | 1.00 (reference) | 1.03 (0.58 to 1.81) | 2.37 (1.16 to 4.83) | 2.67 (1.22 to 5.84) |
| Body mass index, kg/m2 | ||||
| <25 | 1.00 (reference) | 0.93 (0.17 to 5.00) | 3.12 (1.48 to 6.56) | 1.83 (0.85 to 3.93) |
| 25 to 30 | 1.00 (reference) | 0.90 (0.37 to 2.17) | 3.29 (1.16 to 6.73) | 24.0 (4.08 to 150.50) |
| ≥30 | 1.00 (reference) | 0.95 (0.55 to 1.65) | 1.32 (0.66 to 2.65) | 4.62 (0.96 to 22.28) |
Elevated CRP status was determined by a serum CRP concentration ≥0.38 mg/dL that corresponded to the 75th percentile of distribution. N/A, odds ratios could not be computed as the observations in these categories predicted hypertension perfectly and were dropped by the regression. CRP indicates C‐reactive protein.
Final model included serum urate, age, estimated glomerular filtration rate per CKD‐EPI creatinine equation, total cholesterol, poverty ratio, HDL cholesterol, and body mass index as continuous variables and sex, ethnicity, education level (less than high school, high school, greater than high school), and ever smoking as categorical variables.
Imprecise estimates owing to large SE value and should be interpreted with caution.