Genetically Elevated C-Reactive Protein and Ischemic Vascular Disease

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The new england journal of medicine original article Genetically Elevated C-Reactive Protein and Ischemic Vascular Disease Jeppe Zacho, M.D., Anne Tybjærg-Hansen, M.D., D.M.Sc., Jan Skov Jensen, M.D., D.M.Sc., Peer Grande, M.D., D.M.Sc., Henrik Sillesen, M.D., D.M.Sc., and Børge G. Nordestgaard, M.D., D.M.Sc. Abstract Background Elevated levels of C-reactive protein (CRP) are associated with increased risks of ischemic heart disease and ischemic cerebrovascular disease. We tested whether this is a causal association. Methods We studied 1,276 persons from a general population cohort, including 1786 in whom ischemic heart disease developed and 741 in whom ischemic cerebrovascular disease developed. We examined another 31,992 persons from a cross-sectional general population study, of whom 2521 had ischemic heart disease and 1483 had ischemic cerebrovascular disease. Finally, we compared 2238 patients with ischemic heart disease with 4474 control subjects and 612 patients with ischemic cerebrovascular disease with 1224 control subjects. We measured levels of high-sensitivity CRP and conducted genotyping for four CRP polymorphisms and two apolipoprotein E polymorphisms. Results The risk of ischemic heart disease and ischemic cerebrovascular disease was increased by a factor of 1.6 and 1.3, respectively, in persons who had CRP levels above 3 mg per liter, as compared with persons who had CRP levels below 1 mg per liter. Genotype combinations of the four CRP polymorphisms were associated with an increase in CRP levels of up to 64%, resulting in a theoretically predicted increased risk of up to 32% for ischemic heart disease and up to 25% for ischemic cerebrovascular disease. However, these genotype combinations were not associated with an increased risk of ischemic vascular disease. In contrast, apolipoprotein E genotypes were associated with both elevated cholesterol levels and an increased risk of ischemic heart disease. From the Department of Clinical Biochemistry (J.Z., B.G.N.) and the Copenhagen General Population Study (J.Z., A.T.-H., J.S.J., B.G.N.), Herlev Hospital; the Departments of Clinical Biochemistry (A.T.-H.), Cardiology (P.G.), and Vascular Surgery (H.S.), Rigshospitalet; the Copenhagen City Heart Study, Bispebjerg Hospital (A.T.-H., J.S.J., B.G.N.); and the Department of Cardiology, Gentofte Hospital (J.S.J.) all at Copenhagen University Hospital, Faculty of Health Sciences, University of Copenhagen, Copenhagen. Address reprint requests to Dr. Nordestgaard at the Department of Clinical Biochemistry, Herlev Hospital, Copenhagen University Hospital, Herlev Ringvej 75, DK-273 Herlev, Denmark, or at brno@heh.regionh.dk. N Engl J Med 28;359:1897-98. Copyright 28 Massachusetts Medical Society. Conclusions Polymorphisms in the CRP gene are associated with marked increases in CRP levels and thus with a theoretically predicted increase in the risk of ischemic vascular disease. However, these polymorphisms are not in themselves associated with an increased risk of ischemic vascular disease. n engl j med 359;18 www.nejm.org october 3, 28 1897

The new england journal of medicine Elevated plasma levels of C-reactive protein (CRP) are associated with increased risks of ischemic heart disease and ischemic cerebrovascular disease. 1-5 However, whether CRP is simply a marker for ischemic vascular disease or whether elevated CRP levels actually contribute directly to causing such disorders is presently unknown. This question has clinical importance, since several drugs that specifically lower CRP levels are being developed, 6 with the ultimate aim of preventing ischemic vascular disease. The random assortment of genes that occurs during gamete formation provides a relatively unbiased method of assessing whether risk factors that have a genetic component are in fact causally related to clinical outcomes. 7 This phenomenon has sometimes been termed mendelian randomization. Thus, genetic variants that specifically increase plasma levels of CRP 8,9 provide an ideal system to assess the consequences of lifelong high CRP levels, independently of other risk factors. 7 We examined the hypothesis that genetically elevated CRP levels cause increased risks of ischemic heart disease and ischemic cerebrovascular disease. We tested, first, whether CRP levels were associated with the risks of ischemic heart disease and ischemic cerebrovascular disease; second, whether CRP single-nucleotide polymorphisms were associated with CRP levels; and third, whether CRP polymorphisms were associated with increases in the risks of ischemic heart disease and ischemic cerebrovascular disease that were consistent with their effects on CRP levels. Methods We studied four independent cohorts of white people of Danish descent. These groups were defined so that no person appears in more than one of the four analysis groups, thus permitting independent confirmation of the findings in each group. Details about each study cohort are provided in the Supplementary Appendix, available with the full text of this article at www.nejm.org. The studies were approved by Herlev Hospital and by Danish ethics committees (the Copenhagen and Frederiksberg committee and the Copenhagen County committee) and were conducted according to the standards of the Declaration of Helsinki. Written informed consent was obtained from the participants. Study Cohorts The Copenhagen City Heart Study 1,11 is a prospective study of a cohort of persons randomly selected from the population of the city of Copenhagen. Data were available from this study on rates of ischemic heart disease (including fatal or nonfatal myocardial infarction, symptoms of angina pectoris, and revascularization procedures) and rates of ischemic cerebrovascular disease (including fatal or nonfatal ischemic stroke, transient ischemic attack, and amaurosis fugax). We included 1,276 participants from this study in the present analysis, including 1786 in whom ischemic heart disease developed and 741 in whom ischemic cerebrovascular disease developed. The Copenhagen General Population Study 1,12 is a cross-sectional study of persons selected from the population of the city of Copenhagen. Diagnoses of ischemic heart disease and ischemic cerebrovascular disease were made according to the same criteria as those used in the Copenhagen City Heart Study. We included 37,69 participants in this study in the present analysis. Of these, 31,992 participants (of whom 2521 had ischemic heart disease and 1483 had ischemic cerebrovascular disease) were analyzed as a single cohort for the association of CRP polymorphisms with clinical events; 4474 additional participants were used as controls for the Copenhagen Ischemic Heart Disease Study, and 1224 were used as controls for the Copenhagen Carotid Stroke Study. Of the 37,69 participants, 34,233 who were not receiving statin treatment were included in the analysis of correlation between CRP polymorphisms and plasma CRP levels. The Copenhagen Ischemic Heart Disease Study 12 was conducted on a cohort of 2238 patients who had been referred for coronary angiography and had documented evidence of ischemic heart disease on the basis of characteristic symptoms of stable angina pectoris, plus at least one of the following: at least one coronary stenosis of more than 5% of vessel diameter or diffuse atherosclerosis according to coronary angiography, a previous myocardial infarction, or a positive result on a bicycle exercise electrocardiography test. These patients were matched according to sex and age (within 1-year strata) with 4474 control subjects without ischemic heart disease from the Copenhagen General Population Study. 1898 n engl j med 359;18 www.nejm.org october 3, 28

Genetically Elevated C-Reactive Protein and Vascular Disease The Copenhagen Carotid Stroke Study 13 was conducted on a cohort of 612 patients who had been referred for carotid artery ultrasonography and had documented evidence of ischemic cerebrovascular disease on the basis of ischemic stroke, transient ischemic attack, or amaurosis fugax, together with a stenosis of at least 5% of a carotid artery. Patients with hemorrhage were excluded by means of computed tomography. These patients were matched according to sex and age (within 1-year strata) with 1224 control subjects without ischemic cerebrovascular disease from the Copenhagen General Population Study. Genotyping and Biochemical Analyses An ABI PRISM 79HT Sequence Detection System (Applied Biosystems) was used to perform genotyping for four single-nucleotide polymorphisms in the CRP gene (rs391244, rs113864, rs125, and rs39377) 8 and two in the apolipoprotein E gene (rs429358 and rs7412). 14 Genotyping was verified by DNA sequencing in more than 3 persons with each genotype. High-sensitivity CRP was measured by nephelometry or turbidimetry. CRP levels were classified as low (<1. mg per liter), average (1. to 3. mg per liter), or high (>3. mg per liter). Levels of total cholesterol, low-density lipoprotein (LDL) cholesterol, highdensity lipoprotein (HDL) cholesterol, and triglycerides were measured with the use of standard hospital assays (Boehringer Mannheim or Konelab). The level of LDL cholesterol was calculated with the use of the Friedewald equation if the triglyceride level was less than 4 mmol per liter (354 mg per deciliter) and was measured directly for higher triglyceride levels. Statistical Analysis We used Stata and NCSS-PASS software for all analyses. For trend tests, the groups of subjects classified according to CRP level, genotype, or genotype combination were coded as 1, 2, 3, and so forth, ranked according to increasing CRP levels. From the four CRP polymorphisms, we generated all possible genotype combinations and ranked the nine most common combinations according to increasing plasma CRP levels. Apolipoprotein E genotypes were ranked in a similar fashion according to increasing plasma cholesterol levels. To investigate our study hypothesis, we first analyzed the relationship between plasma CRP levels and the risks of ischemic heart disease and ischemic cerebrovascular disease in the prospective Copenhagen City Heart Study, with the use of left truncation (or delayed entry) from the results of examinations conducted from 1991 through 1994. 15 Cox regression models with age as the time scale, adjusted for age, sex, and use or nonuse of statins, were used to estimate the hazard ratios for ischemic heart disease and ischemic cerebrovascular disease. Additional regression models that included CRP genotype and multivariable models that included a full set of available risk factors (see Tables 1 and 2 in the Supplementary Appendix) were also developed. Data from the serial examinations of the Copenhagen City Heart Study were used as time-dependent covariates for multivariable adjustment. Second, we analyzed the relationship between CRP polymorphisms and polymorphism combinations and plasma CRP levels in the cross-sectional Copenhagen General Population Study. Analyses were performed with the use of Kruskal Wallis analysis of variance. Third, we analyzed the relationship between CRP polymorphisms and the risks of ischemic heart disease and ischemic cerebrovascular disease in the prospective Copenhagen City Heart Study, with the use of the results of examinations conducted from 1976 through 1978 that involved left truncation (or delayed entry). 15 Cox regression models with age as the time scale, adjusted for age and sex (or adjusted for all covariates), were used to estimate the hazard ratios for ischemic heart disease and ischemic cardiovascular disease. This analysis was retested in the cross-sectional Copenhagen General Population Study; conditional logistic-regression analyses adjusted for age and sex (or for all covariates) were used to estimate the odds ratios for ischemic heart disease and ischemic cerebrovascular disease. Finally, a third test of the relationship between CRP polymorphisms and the risk of vascular disease was performed, with data from the Copenhagen Ischemic Heart Disease Study used for the ischemic heart disease end point and data from the Copenhagen Carotid Stroke Study used for the ischemic cerebrovascular disease end point. For each of these analyses, patients were matched according to age and sex with control subjects from the Copenhagen General Population Study, n engl j med 359;18 www.nejm.org october 3, 28 1899

The new england journal of medicine and conditional logistic-regression analyses (either crude or adjusted for all covariates) were used to estimate the odds ratios for ischemic heart disease and ischemic cerebrovascular disease. The increases in the hazard ratios for ischemic heart disease and ischemic cerebrovascular disease for a 1% increase in CRP level in the Copenhagen City Heart Study were used to predict theoretical hazard ratios for ischemic heart disease and ischemic cerebrovascular disease associated with the changes in CRP levels caused by the combined genotypes. Observed and theoretically predicted hazard ratios as a function of plasma CRP levels were corrected for regression dilution bias 16,17 ; similar calculations were performed for apolipoprotein E genotype, plasma cholesterol levels, and the risk of ischemic heart disease. Logistic-regression analysis was used to calculate a combined odds ratio for ischemic heart disease and ischemic cerebrovascular disease as a function of genotype for all studies combined (all patients with ischemic heart disease or ischemic cerebrovascular disease as compared with all control subjects). Results Selected clinical characteristics of the participants in each study cohort are shown in Tables 1, 2, and 3 of the Supplementary Appendix. As would be anticipated, persons in both cohorts with vascular disease were older and more likely to be male than those without vascular disease, except for the age- and sex-matched patients and control subjects of the Copenhagen Ischemic Heart Disease Study and the Copenhagen Carotid Stroke Study. Those with vascular disease also tended to have higher levels of total and LDL cholesterol (except for those in the Copenhagen General Population Study, in which persons with vascular disease were more likely to use lipid-lowering therapy) and higher rates of diabetes, cigarette smoking, and use of antihypertensive therapy. Plasma CRP and the Risk of Vascular Disease The risk of ischemic heart disease was increased by a factor of 2.2 (95% confidence interval [CI], 1.6 to 2.9) and the risk of ischemic cerebrovascular disease by a factor of 1.6 (95% CI, 1.1 to 2.5) in persons with CRP levels above 3 mg per liter, as compared with persons with CRP levels below 1 mg per liter, after adjustment for age, sex, and use or nonuse of statins (Fig. 1). After adjustment for age, sex, use or nonuse of statins, and CRP genotype, the corresponding hazard ratios were 2.2 (95% CI, 1.6 to 2.9) and 1.6 (95% CI, 1.1 to 2.5). After multivariate adjustment, the hazard ratios were 1.6 (95% CI, 1.2 to 2.1) and 1.3 (95% CI,.8 to 2.). P for trend was less than.1 in all analyses. CRP Polymorphisms and Plasma CRP For the CRP polymorphism rs125, the AA genotype was associated with plasma CRP levels that were 23% lower than those associated with the GG genotype (P for trend, ) (Fig. 2). Significant differences in plasma CRP levels were also associated with the rs113864 polymorphism ( vs. CC genotype, 24% increase), the rs391244 polymorphism (AA vs. CC genotype, 67% increase), and the rs39377 polymorphism (GG vs. genotype, 53% increase) (P for trend for all polymorphisms, ). Combining the genotypes resulted in a difference of up to 64% in plasma CRP levels between the lowest and highest levels among the most common genotype combinations (Fig. 2). Partial r 2 values for the different CRP polymorphisms ranged from to 2.%. CRP Polymorphisms and the Risk of Vascular Disease The various cardiovascular risk factors were equally distributed among the different CRP genotype combinations (see Table 3 in the Supplementary Appendix). This was also true for each of the four genotypes separately and for genotype combinations in each of the individual studies (data not shown). The hazard ratios for ischemic heart disease and ischemic cerebrovascular disease as a function of genotype in the Copenhagen City Heart Study did not differ from 1. for any of the individual CRP polymorphisms or for genotype combinations (P for trend,.28 to.94) (Fig. 3 and 4). These findings were confirmed in the Copenhagen General Population Study (P for trend,.13 to.95), the Copenhagen Ischemic Heart Disease Study (P for trend,.53 to.97), and the Copenhagen Carotid Stroke Study (P for trend,.79 to.99). Predicted versus Observed Risk of Vascular Disease We assumed that if an elevation in CRP level has a causal association with ischemic vascular dis- 19 n engl j med 359;18 www.nejm.org october 3, 28

Genetically Elevated C-Reactive Protein and Vascular Disease A Ischemic Heart Disease CRP Level Events Hazard Ratio (95% CI) P for Trend Adjusted for age, sex, and statin use <1 mg/liter 1 3 mg/liter >3 mg/liter Adjusted for age, sex, statin use, and genotype <1 mg/liter 1 3 mg/liter >3 mg/liter Multifactorially adjusted <1 mg/liter 1 3 mg/liter >3 mg/liter 659 537 195 659 537 195 652 5294 1842 5 738 433 5 738 433 5 721 415.5 1. 2. 4. B Ischemic Cerebrovascular Disease CRP Level Events Hazard Ratio (95% CI) P for Trend Adjusted for age, sex, and statin use <1 mg/liter 1 3 mg/liter >3 mg/liter Adjusted for age, sex, statin use, and genotype <1 mg/liter 1 3 mg/liter >3 mg/liter Multifactorially adjusted <1 mg/liter 1 3 mg/liter >3 mg/liter 657 5451 23 657 5451 23 65 5372 1939 24 273 18 24 273 18 24 265 174.5 1. 2. 4. Figure 1. Risk of Ischemic Heart Disease (Panel A) and Ischemic Cerebrovascular Disease (Panel B) as a Function of Plasma Levels of C-Reactive Protein (CRP) in the General Population. Plasma levels of high-sensitivity CRP were measured in persons who participated in the examination of the Copenhagen City Heart Study conducted from 1991 through 1994 and were subsequently followed for 12 to 15 years for incident ischemic heart disease events (7934 participants) and ischemic cerebrovascular disease events (8111 participants); persons who had ischemic heart disease, ischemic cerebrovascular disease, or both before study entry were excluded. Multifactorial adjustment was performed for all risk factors shown in Tables 1 and 2 in the Supplementary Appendix. ease, then genetically elevated plasma CRP levels should confer the same increase in disease risk as that observed for elevated plasma CRP levels encountered in the general population. On the basis of this assumption, we estimated that the 64% increment in plasma CRP levels due to CRP genotype combination would predict increased risks of up to 32% (hazard ratio, 1.32; 95% CI, 1.26 to 1.39) for ischemic heart disease and of up to 25% (hazard ratio, 1.25; 95% CI, 1.15 to 1.35) for ischemic cerebrovascular disease (Fig. 5 and 6). However, when the data from all studies of ischemic heart disease and ischemic cerebrovascular disease shown in Figures 3 and 4 were combined to achieve the maximal statistical power, the observed odds ratios for ischemic heart disease and ischemic cerebrovascular disease as a function of genotype combination did not differ significantly from 1. (Fig. 5 and 6). Similar observations were made when genotype combinations 3 to 6 or 7 to 9 were pooled and compared with genotype combination 1. n engl j med 359;18 www.nejm.org october 3, 28 191

The new england journal of medicine CRP Genotype rs125, *181 G A GG GA AA rs113864, *223 C T CC CT rs391244, 39 C T A CC CT CA AT AA rs39377,*3678 T G GT GG CRP genotype combination 1. AA CC CC 2. GA CC CC 3. GG CC CC 4. GA CT CT 5. GG CT CT 6. GA CC CA GT 7. GG 8. GG CC CA GT 9. GG CT AT GT 15,184 15,17 3,942 16,12 14,66 3,453 13,854 13,588 3,456 2,164 1,99 72 3,936 3,213 84 3,887 6,876 3,51 7,6 6,486 1,125 3,412 998 1,45 Mean ±SE P for Trend Change in CRP Level % 12 23 12 24 13 29 26 53 67 23 53 7 18 18 25 35 38 36 64 Partial r 2 % 1.4 1. 1.7 2. 1 2 3 4 5 Plasma CRP (mg/liter) Figure 2. Plasma Levels of C-Reactive Protein (CRP) as a Function of CRP Genotype and Genotype Combination in the General Population. Plasma levels of high-sensitivity CRP were measured and CRP genotyping was performed in 34,233 persons who were not receiving statin treatment and who were participating in the Copenhagen General Population Study. Partial r 2 values were determined after adjustment for variation in plasma CRP levels due to age, sex, smoking status, and body-mass index. An asterisk indicates a substitution located after the gene, and a minus sign a substitution located in a promoter. To test the predictive power of our method and to demonstrate that the risk of coronary disease in the study cohorts follows established patterns, we examined the influence of apolipoprotein E genotype on the risk of ischemic heart disease in our study sample. The range of apolipoprotein E genotypes was associated with an increment in plasma cholesterol levels of up to 14%. Given this increment, we predicted hazard ratios for ischemic heart disease of up to 1.12 (95% CI, 1.6 to 1.17) across the range of apolipoprotein E genotypes (Fig. 5). When the data from all studies of ischemic heart disease were combined to achieve the maximal statistical power, the observed odds ratio for ischemic heart disease as a function of apolipoprotein E genotype increased with increasing cholesterol levels to 1.35 (95% CI, 1.12 to 1.61) for the highest-risk genotype. We did not perform a similar analysis for ischemic cerebrovascular disease, since a relationship with apolipoprotein E genotype has not been clearly established for this disorder. Discussion The principal finding of this study is that CRP polymorphisms are associated with markedly increased CRP levels but not with an increased risk 192 n engl j med 359;18 www.nejm.org october 3, 28

Genetically Elevated C-Reactive Protein and Vascular Disease Copenhagen City Heart Study Copenhagen General Population Study Copenhagen Ischemic Heart Disease Study CRP Genotype rs125, *181 G A GG GA AA rs113864, *223 C T CC CT rs391244, 39 C T A CC CT CA AT AA rs39377,*3678 T G GT GG CRP genotype combination 1. AA CC CC 2. GA CC CC 3. GG CC CC 4. GA CT CT 5. GG CT CT 6. GA CC CA GT 7. GG 8. GG CC CA GT 9. GG CT AT GT 442 4662 1194 496 4355 115 4175 46 117 694 31 29 9258 99 28 1171 2115 868 2137 1877 351 1 38 287 Events 766 816 24 835 767 184 711 721 184 119 46 5 1618 163 5 21 371 134 375 34 6 183 54 44.5 1. 2. 4..5 1. 2. 4..5 1. 2. 4. Hazard Ratio for Ischemic Heart Disease (95% CI) P for Trend.72.58.64.28.84 14,138 14,145 3,79 15,13 13,666 3,223 12,981 12,67 3,224 2,25 1,25 67 28,97 3,1 75 3,653 6,458 2,837 6,539 6,34 1,57 3,188 931 979 Events 192 114 289 1185 189 247 125 114 247 156 75 4 229 227 4 284 518 222 528 479 87 245 66 71.3.2 Odds Ratio for Ischemic Heart Disease (95% CI) P for Trend.3.37.17.25.13 Control Subjects Patients 28 1984 482 254 1972 448 1768 1836 449 275 136 1 463 4 11 477 879 44 953 873 135 442 131 127 964 998 276 134 98 224 894 917 223 134 64 6 235 197 6 274 44 178 49 423 67 223 65 62.2.2 1.1 1.5 Odds Ratio for Ischemic Heart Disease (95% CI) P for Trend.56.53.75.97.53 Figure 3. Risk of Ischemic Heart Disease as a Function of C-Reactive Protein (CRP) Genotype and Genotype Combination. The hazard ratios and odds ratios were adjusted multifactorially for all covariates shown in Table 1 in the Supplementary Appendix; the results were similar after adjustment for age and sex only (see Fig. 1 in the Supplementary Appendix). An asterisk indicates a substitution located after the gene, and a minus sign a substitution located in a promoter. n engl j med 359;18 www.nejm.org october 3, 28 193

The new england journal of medicine Copenhagen City Heart Study Copenhagen General Population Study Copenhagen Carotid Stroke Study CRP Genotype rs125 GG GA AA rs113864 rs391244 rs39377 CC CT CC CT CA AT AA GT GG CRP genotype combination 1. AA CC CC 2. GA CC CC 3. GG CC CC 4. GA CT CT 5. GG CT CT 6. GA CC CA GT 7. GG 8. GG CC CA GT 9. GG CT AT GT 442 4662 1194 496 4355 115 4175 46 117 694 31 29 9258 99 28 1171 2115 868 2137 1877 351 1 38 287 Events 317 341 83 356 319 66 294 35 66 57 16 3 668 69 4 82 141 7 172 13 25 66 28 14 5. 5.4 P for Trend.76.34.65.94 4.5 1. 2. 4..5 1. 2. 4..5 1. 2. 4. Hazard Ratio for Ischemic Cerebrovascular Disease (95% CI) 14,138 14,145 3,79 15,13 13,666 3,223 12,981 12,67 3,224 2,25 1,25 67 28,97 3,1 75 3,653 6,458 2,837 6,539 6,34 1,57 3,188 931 979 Events 655 648 18 699 628 156 66 574 156 87 55 5 1334 143 6 176 297 133 3 269 49 154 38 54 4.6 4.2 P for Trend 3.85.95.76.76 Odds Ratio for Ischemic Cerebrovascular Disease (95% CI) Control Subjects Patients 547 539 138 552 544 128 478 52 129 71 42 2 111 113 1 136 233 18 268 231 35 128 35 41 263 279 7 31 248 63 265 226 63 37 21 554 58 7 129 64 129 97 2 63 17 2.3.3 P for Trend.92.81.99.79.89 Odds Ratio for Ischemic Cerebrovascular Disease (95% CI) Figure 4. Risk of Ischemic Cerebrovascular Disease as a Function of C-Reactive Protein (CRP) Genotype and Genotype Combination. The hazard ratios and odds ratios were adjusted multifactorially for all covariates shown in Table 2 in the Supplementary Appendix; the results were similar after adjustment for age and sex only (see Fig. 2 in the Supplementary Appendix). 194 n engl j med 359;18 www.nejm.org october 3, 28

Genetically Elevated C-Reactive Protein and Vascular Disease Genotype Change in CRP Level % Mean ±SE Theoretically Predicted Risk of IHD Observed Risk of IHD Control Subjects Subjects with IHD Odds Ratio with 9% Power CRP genotype combination 1. AA CC CC 2. GA CC CC 3. GG CC CC 4. GA CT CT 5. GG CT CT 6. GA CC CA GT 7. GG 8. GG CC CA GT 9. GG CT AT GT 7 18 18 25 35 38 36 64 3,887 6,876 3,51 7,6 6,486 1,125 3,412 998 1,45 4,819 8,574 3,756 8,742 7,969 1,398 4,21 1,25 1,278 772 1353 543 149 126 218 663 188 18 1.15 1.19 1.15 1.15 1.26 1.18 1.27 1.27 3 6 7 9 22 43 17,668 5,455 21,865 6,738 343 131 1.13 1.16 Apolipoprotein E genotype ε32 ε42 ε33 ε43 ε44 Change in Cholesterol Level % 8 11 14 4 4,338 1,21 19,59 8,546 936. 1. 2. 3. 4. 1. 1.1 1.2 1.3 1.4 1.5 Plasma CRP (mg/liter).5.7 1. 1.4 2. Hazard Ratio (95% CI) Odds Ratio (95% CI) 5,37 1,243 23,563 1,789 1,188 717 189 3748 168 194 1.28 1.13 1.14 1.29. 5. 1. 1. 1.1 1.2 1.3 1.4 1.5.5.7 1. 1.4 2. Plasma Cholesterol (mmol/liter) Hazard Ratio (95% CI) Odds Ratio (95% CI) Figure 5. Summary of Studies of the Effect of C-Reactive Protein (CRP) Genotype Combination and Apolipoprotein E Genotype on the Risk of Ischemic Heart Disease (IHD). The hazard ratio used for calculating the theoretically predicted risk of IHD was adjusted for age, sex, and use or nonuse of statins. The odds ratios for the observed risk of IHD were multifactorially adjusted for CRP genotype (for all covariates shown in Table 1 in the Supplementary Appendix) and for apolipoprotein E genotype (for all covariates except lipid risk factors); the results were similar after adjustment for age and sex only (see Fig. 3 in the Supplementary Appendix). To achieve maximal statistical power, data from all persons with the nine most common CRP genotype combinations from the Copenhagen City Heart Study, the Copenhagen General Population Study, and the Copenhagen Ischemic Heart Disease Study (6586 patients vs. 41,996 control subjects) were combined. The right-hand column shows the odds ratio that can be detected with a one-sided P value less than.5 in these combined studies with 9% statistical power. n engl j med 359;18 www.nejm.org october 3, 28 195

The new england journal of medicine Odds Ratio with 9% Power Subjects with ICVD Control Subjects Observed Risk of ICVD Theoretically Predicted Risk of ICVD Mean ±SE Change in CRP Level % Genotype 1.22 1.27 1.22 1.23 1.38 1.26 1.4 1.4 331 578 27 617 5 96 291 83 88 5,56 9,38 3,915 9,173 8,43 1,473 4,422 1,37 1,328 3,887 6,876 3,51 7,6 6,486 1,125 3,412 998 1,45 7 18 18 25 35 38 36 64 CRP genotype combination 1. AA CC CC 2. GA CC CC 3. GG CC CC 4. GA CT CT 5. GG CT CT 6. GA CC CA GT 7. GG 8. GG CC CA GT 9. GG CT AT GT 1.18 1.23 1483 462 22,964 7,57 17,668 5,455 22 43 3 6 7 9.7 1. 1.4 2..5. 1. 2. 3. 4. 1. 1.1 1.2 1.3 1.4 1.5 Hazard Ratio (95% CI) Odds Ratio (95% CI) Plasma CRP (mg/liter) Figure 6. Summary of Studies of the Effect of C-Reactive Protein (CRP) Genotype Combination on the Risk of Ischemic Cerebrovascular Disease (ICVD). The hazard ratio used for calculating the theoretically predicted risk of ICVD was adjusted for age, sex, and use or nonuse of statins. The odds ratios for the observed risk of ICVD were multifactorially adjusted for all covariates shown in Table 2 in the Supplementary Appendix; the results were similar after adjustment for age and sex only (see Fig. 4 in the Supplementary Appendix). To achieve maximal statistical power, data from all persons with the nine most common CRP genotype combinations from the Copenhagen City Heart Study, the Copenhagen General Population Study, and the Copenhagen Carotid Stroke Study (2854 patients vs. 44,115 control subjects) were combined. The right-hand column shows the odds ratio that can be detected with a one-sided P value less than.5 in these combined studies with 9% statistical power. of ischemic heart disease or ischemic cerebrovascular disease. The absence of an increased risk of ischemic vascular disease associated with genetically elevated CRP levels was consistently observed in four large, independent studies, including a prospective study of the general population, a crosssectional study of the general population, and two case control studies. In epidemiologic studies, elevated plasma CRP levels are consistently associated with increased risks of ischemic heart disease and ischemic cerebrovascular disease, 1-5 as was confirmed in the present study. However, most 8,18-27 but not all 8,28-3 previous studies have shown no association between CRP polymorphisms or haplotypes and the risk of ischemic vascular disease. It has therefore been unclear whether CRP is merely a marker of underlying atherosclerosis or is itself a causal factor for atherosclerosis and ischemic vascular disease. The present study, which is substantially larger than previous studies, was able to exclude small increases in the risk of ischemic vascular disease. For example, in our analysis, we described a genotype combination (7 to 9 vs. 1) associated with a 43% increase in CRP level and thus a theoretically predicted risk of ischemic heart disease of 1.21 (95% CI, 1.17 to 1.25). Instead of this elevated risk, however, we observed a risk of.87 (95% CI,.75 to 1.2), and our analysis had 9% statistical power to exclude an odds ratio for ischemic heart disease of 1.16, thus effectively excluding the predicted association. Our CRP results are in contrast to our results for apolipoprotein E genotypes and to emerging genetic data 31,32 that show that nearly all gene variants that increase LDL cholesterol (8 of 11 alleles 32 ) are also associated with an increased risk of ischemic heart disease. The finding that apolipoprotein E genotype variants were associated with higher odds ratios for ischemic heart disease in our study than would be theoretically predicted on the basis of elevated cholesterol levels alone may be explained by the fact that these genotypes also cause elevated levels of nonfasting triglycerides, 14 which are known to increase the risk of ischemic heart disease independently of cholesterol levels. 1,33 The CRP genetic data are more like the genetic data for HDL cholesterol. Only a very small fraction of alleles related to HDL cholesterol were associated with the risk of coronary artery disease. 12,32 Several limitations of our study should be con- 196 n engl j med 359;18 www.nejm.org october 3, 28

Genetically Elevated C-Reactive Protein and Vascular Disease sidered in evaluating our results. It cannot be totally ruled out that the CRP polymorphisms studied are related to higher plasma levels of functionally less active CRP. However, we consider this unlikely, since none of the polymorphisms in our analysis are located in the coding sequence of the CRP gene. The three-allelic CRP promoter polymorphism studied (rs391244) affects transcription-factor binding and transcriptional activity, which probably leads to increased levels of fully functional CRP. 21,34 In addition, the meaning of theoretically predicted hazard ratios as a function of plasma CRP (as shown in Fig. 5 and 6) may be somewhat difficult to understand. However, presentation of the data in this form offers a simple way of visualizing the study design, and the oversimplification involved in these predictions does not invalidate the conclusions of the study. Furthermore, our four studies have limitations and potential biases that differ from study to study owing to their different designs, although the results of the four studies were similar. Also, we studied only persons of white race, and therefore our results may not apply to other races or ethnic groups. A potential limitation of our study is lack of statistical power. We cannot exclude a small but measurable increase in risk associated with CRP genotype. For example, the 95% confidence interval for the comparison of genotype combinations 7 to 9 versus combination 1 was.75 to 1.2. This suggests that CRP genotypes may be associated with an increase in risk of up to 2%. However, the CRP genotypes clearly were not associated with increases in the risks of ischemic heart disease and ischemic cerebrovascular disease of the magnitudes that were theoretically predicted by the change in CRP levels. Finally, the limitations of the study design also need to be considered. 35,36 Our study makes use of naturally occurring genetic variation resulting from independent gene assortment, sometimes termed mendelian randomization, as the basis for our analyses of association. The principal potential limitation to this method is confounding by variation in nearby genes. If variants of another gene related to the risk of ischemic vascular disease are in linkage disequilibrium with the CRP polymorphisms we have studied, this will confound our analysis. Although such confounding is difficult to exclude completely, it is unlikely that it would explain our finding that CRP genetic variation was associated with elevated CRP levels without predicting an increased risk of ischemic vascular disease. For example, one could assume that elevated CRP levels in fact cause ischemic vascular disease but that this relationship is obscured in our analysis by confounding. For this to be true, all CRP variants examined in this study would have to be in linkage disequilibrium with another gene that, independently of plasma CRP levels, decreases the risk of ischemic vascular disease to the same extent that plasma CRP increases the risk. Such a circumstance is unlikely. Furthermore, according to the HapMap database, linkage disequilibrium is not detected between the CRP polymorphisms used in our study and other known nearby genes. In conclusion, we show that genetic variants that are associated with lifelong increases in plasma CRP levels are not associated with an increased risk of ischemic heart disease or ischemic cerebrovascular disease. This finding suggests that the increase in the risk of ischemic vascular disease associated with higher plasma CRP levels observed in epidemiologic studies may not be causal, but rather that increased CRP levels are simply a marker for atherosclerosis and ischemic vascular disease. Supported by the Danish Heart Foundation. Dr. Nordestgaard reports receiving consulting fees from BG Medicine and AstraZeneca and lecture fees from AstraZeneca, Sanofi-Aventis, Merck, Pfizer, and Boehringer Ingelheim; Dr. Sillesen, consulting fees from Merck, Pfizer, BG Medicine, Boehringer Ingelheim, Sanofi-Aventis, and AstraZeneca; Dr. Grande, consulting fees from AstraZeneca; and Dr. Tybjærg- Hansen, lecture fees from Pfizer and Sanofi-Aventis. No other potential conflict of interest relevant to this article was reported. We thank Hanne Damm, Dorthe Uldall Andersen, and Dorthe Kjeldgaard Hansen for their assistance with the large-scale genotyping and the staff and participants of the Copenhagen City Heart Study, the Copenhagen General Population Study, the Copenhagen Ischemic Heart Disese Study, and the Copenhagen Carotid Stroke Study for their important contributions to our study. References 1. Ridker PM. Clinical application of C-reactive protein for cardiovascular disease detection and prevention. Circulation 23;17:363-9. 2. Danesh J, Wheeler JG, Hirschfield GM, et al. C-reactive protein and other circulating markers of inflammation in the prediction of coronary heart disease. N Engl J Med 24;35:1387-97. 3. Everett BM, Kurth T, Buring JE, Ridker PM. The relative strength of C-reactive protein and lipid levels as determinants of ischemic stroke compared with coronary heart disease in women. J Am Coll Cardiol 26;48:2235-42. n engl j med 359;18 www.nejm.org october 3, 28 197

Genetically Elevated C-Reactive Protein and Vascular Disease 4. Ballantyne CM, Hoogeveen RC, Bang H, et al. Lipoprotein-associated phospholipase A2, high-sensitivity C-reactive protein, and risk for incident ischemic stroke in middle-aged men and women in the Atherosclerosis Risk in Communities (ARIC) study. Arch Intern Med 25;165: 2479-84. 5. Sattar N, Murray HM, McConnachie A, et al. C-reactive protein and prediction of coronary heart disease and global vascular events in the Prospective Study of Pravastatin in the Elderly at Risk (PROSPER). Circulation 27;115:981-9. 6. Lowe GD, Pepys MB. C-reactive protein and cardiovascular disease: weighing the evidence. Curr Atheroscler Rep 26;8: 421-8. 7. Smith GD, Ebrahim S. Mendelian randomization: prospects, potentials, and limitations. Int J Epidemiol 24;33:3-42. 8. Miller DT, Zee RY, Suk DJ, et al. Association of common CRP gene variants with CRP levels and cardiovascular events. Ann Hum Genet 25;69:623-38. 9. Carlson CS, Aldred SF, Lee PK, et al. Polymorphisms within the C-reactive protein (CRP) promoter region are associated with plasma CRP levels. Am J Hum Genet 25;77:64-77. 1. Nordestgaard BG, Benn M, Schnohr P, Tybjaerg-Hansen A. Nonfasting triglycerides and risk of myocardial infarction, ischemic heart disease, and death in men and women. JAMA 27;298:299-38. 11. Schnohr P, Jensen JS, Scharling H, Nordestgaard BG. Coronary heart disease risk factors ranked by importance for the individual and community: a 21 year follow-up of 12 men and women from the Copenhagen City Heart Study. Eur Heart J 22;23:62-6. 12. Frikke-Schmidt R, Nordestgaard BG, Stene MC, et al. Association of loss-offunction mutations in the ABCA1 gene with high-density lipoprotein cholesterol levels and risk of ischemic heart disease. JAMA 28;299:2524-32. 13. Agerholm-Larsen B, Tybjaerg-Hansen A, Frikke-Schmidt R, Gronholdt ML, Jensen G, Nordestgaard BG. ACE gene polymorphism as a risk factor for ischemic cerebrovascular disease. Ann Intern Med 1997;127:346-55. 14. Frikke-Schmidt R, Tybjaerg-Hansen A, Steffensen R, Jensen G, Nordestgaard BG. Apolipoprotein E genotype: epsilon32 women are protected while epsilon43 and epsilon44 men are susceptible to ischemic heart disease: the Copenhagen City Heart Study. J Am Coll Cardiol 2;35:1192-9. 15. Refinements of the semiparametric proportional hazards model. In: Klein JP, Moeschberger ML. Survival analysis: techniques for censored and truncated data. 2nd ed. New York: Springer-Verlag, 23: 295-325. 16. Clarke R, Shipley M, Lewington S, et al. Underestimation of risk associations due to regression dilution in long-term followup of prospective studies. Am J Epidemiol 1999;15:341-53. 17. MacMahon S, Peto R, Cutler J, et al. Blood pressure, stroke, and coronary heart disease. Part 1. Prolonged differences in blood pressure: prospective observational studies corrected for the regression dilution bias. Lancet 199;335:765-74. 18. Casas JP, Shah T, Cooper J, et al. Insight into the nature of the CRP-coronary event association using Mendelian randomization. Int J Epidemiol 26;35:922-31. 19. Wang Q, Hunt SC, Xu Q, et al. Association study of CRP gene polymorphisms with serum CRP level and cardiovascular risk in the NHLBI Family Heart Study. Am J Physiol Heart Circ Physiol 26;291: H2752-H2757. 2. Kardys I, de Maat MP, Uitterlinden AG, Hofman A, Witteman JC. C-reactive protein gene haplotypes and risk of coronary heart disease: the Rotterdam Study. Eur Heart J 26;27:1331-7. 21. Kovacs A, Green F, Hansson LO, et al. A novel common single nucleotide polymorphism in the promoter region of the C-reactive protein gene associated with the plasma concentration of C-reactive protein. Atherosclerosis 25;178:193-8. 22. Zee RY, Ridker PM. Polymorphism in the human C-reactive protein (CRP) gene, plasma concentrations of CRP, and the risk of future arterial thrombosis. Atherosclerosis 22;162:217-9. 23. Kathiresan S, Larson MG, Vasan RS, et al. Contribution of clinical correlates and 13 C-reactive protein gene polymorphisms to interindividual variability in serum C-reactive protein level. Circulation 26;113:1415-23. 24. Reitz C, Berger K, de Maat MP, et al. CRP gene haplotypes, serum CRP, and cerebral small-vessel disease: the Rotterdam Scan Study and the MEMO Study. Stroke 27;38:2356-9. 25. Ladenvall C, Jood K, Blomstrand C, Nilsson S, Jern C, Ladenvall P. Serum C-reactive protein concentration and genotype in relation to ischemic stroke subtype. Stroke 26;37:218-23. 26. Flex A, Gaetani E, Papaleo P, et al. Proinflammatory genetic profiles in subjects with history of ischemic stroke. Stroke 24;35:227-5. 27. Bis JC, Heckbert SR, Smith NL, et al. Variation in inflammation-related genes and risk of incident nonfatal myocardial infarction or ischemic stroke. Atherosclerosis 28;198:166-73. 28. Lange LA, Carlson CS, Hindorff LA, et al. Association of polymorphisms in the CRP gene with circulating C-reactive protein levels and cardiovascular events. JAMA 26;296:273-11. 29. Balistreri CR, Vasto S, Listì F, et al. Association between +159G/C CRP polymorphism and acute myocardial infarction in a cohort of patients from Sicily: a pilot study. Ann N Y Acad Sci 26; 167:276-81. 3. Szalai AJ, Alarcón GS, Calvo-Alén J, et al. Systemic lupus erythematosus in a multiethnic US cohort (LUMINA). XXX: association between C-reactive protein (CRP) gene polymorphisms and vascular events. Rheumatology (Oxford) 25;44:864-8. 31. Kathiresan S, Melander O, Guiducci C, et al. Six new loci associated with blood low-density lipoprotein cholesterol, highdensity lipoprotein cholesterol or triglycerides in humans. Nat Genet 28;4:189-97. 32. Willer CJ, Sanna S, Jackson AU, et al. Newly identified loci that influence lipid concentrations and risk of coronary artery disease. Nat Genet 28;4:161-9. 33. Bansal S, Buring JE, Rifai N, Mora S, Sacks FM, Ridker PM. Fasting compared with nonfasting triglycerides and risk of cardiovascular events in women. JAMA 27;298:39-16. 34. Szalai AJ, Wu J, Lange EM, et al. Singlenucleotide polymorphisms in the C-reactive protein (CRP) gene promoter that affect transcription factor binding, alter transcriptional activity, and associate with differences in baseline serum CRP level. J Mol Med 25;83:44-7. 35. Davey Smith G, Ebrahim S. Mendelian randomization : can genetic epidemiology contribute to understanding environmental determinants of disease? Int J Epidemiol 23;32:1-22. 36. Nitsch D, Molokhia M, Smeeth L, DeStavola BL, Whittaker JC, Leon DA. Limits to causal inference based on Mendelian randomization: a comparison with randomized controlled trials. Am J Epidemiol 26;163:397-43. Copyright 28 Massachusetts Medical Society. 198 n engl j med 359;18 www.nejm.org october 3, 28