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Genomewide Association Study of Tacrolimus Concentrations in African American Kidney Transplant Recipients Identifies Multiple CYP3A5 Alleles

Oetting, W S; Schladt, D P; Guan, W; Miller, M B; Remmel, R P; Dorr, C; Sanghavi, K; Mannon, R B; Herrera, B; Matas, A J; Salomon, D R; Kwok, P-Y; Keating, B J; Israni, A K; Jacobson, P A
We previously reported that tacrolimus (TAC) trough blood concentrations for African American (AA) kidney allograft recipients were lower than those observed in white patients. Subtherapeutic TAC troughs may be associated with acute rejection (AR) and AR-associated allograft failure. This variation in TAC troughs is due, in part, to differences in the frequency of the cytochrome P450 CYP3A5*3 allele (rs776746, expresses nonfunctional enzyme) between white and AA recipients; however, even after accounting for this variant, variability in AA-associated troughs is significant. We conducted a genomewide association study of TAC troughs in AA kidney allograft recipients to search for additional genetic variation. We identified two additional CYP3A5 variants in AA recipients independently associated with TAC troughs: CYP3A5*6 (rs10264272) and CYP3A5*7 (rs41303343). All three variants and clinical factors account for 53.9% of the observed variance in troughs, with 19.8% of the variance coming from demographic and clinical factors including recipient age, glomerular filtration rate, anticytomegalovirus drug use, simultaneous pancreas-kidney transplant and antibody induction. There was no evidence of common genetic variants in AA recipients significantly influencing TAC troughs aside from the CYP3A gene. These results reveal that additional and possibly rare functional variants exist that account for the additional variation.
PMCID:4733408
PMID: 26485092
ISSN: 1600-6143
CID: 5479272

Association of Lipid Fractions With Risks for Coronary Artery Disease and Diabetes

White, Jon; Swerdlow, Daniel I; Preiss, David; Fairhurst-Hunter, Zammy; Keating, Brendan J; Asselbergs, Folkert W; Sattar, Naveed; Humphries, Steve E; Hingorani, Aroon D; Holmes, Michael V
IMPORTANCE:Low-density lipoprotein cholesterol (LDL-C) is causally related to coronary artery disease (CAD), but the relevance of high-density lipoprotein cholesterol (HDL-C) and triglycerides (TGs) is uncertain. Lowering of LDL-C levels by statin therapy modestly increases the risk of type 2 diabetes, but it is unknown whether this effect is specific to statins. OBJECTIVE:To investigate the associations of 3 routinely measured lipid fractions with CAD and diabetes through mendelian randomization (MR) using conventional MR and making use of newer approaches, such as multivariate MR and MR-Egger, that address the pleiotropy of genetic instruments where relevant. DESIGN, SETTING, AND PARTICIPANTS:Published data from genome-wide association studies were used to construct genetic instruments and then applied to investigate associations between lipid fractions and the risk of CAD and diabetes using MR approaches that took into account pleiotropy of genetic instruments. The study was conducted from March 12 to December 31, 2015. MAIN OUTCOMES AND MEASURES:Coronary artery disease and diabetes. RESULTS:Genetic instruments composed of 130 single-nucleotide polymorphisms (SNPs) were used for LDL-C (explaining 7.9% of its variance), 140 SNPs for HDL-C (6.6% of variance), and 140 SNPs for TGs (5.9% of variance). A 1-SD genetically instrumented elevation in LDL-C levels (equivalent to 38 mg/dL) and TG levels (equivalent to 89 mg/dL) was associated with higher CAD risk; odds ratios (ORs) were 1.68 (95% CI, 1.51-1.87) for LDL-C and 1.28 (95% CI, 1.13-1.45) for TGs. The corresponding OR for HDL-C (equivalent to a 16-mg/dL increase) was 0.95 (95% CI, 0.85-1.06). All 3 lipid traits were associated with a lower risk of type 2 diabetes. The ORs were 0.79 (95% CI, 0.71-0.88) for LDL-C and 0.83 (95% CI, 0.76-0.90) for HDL-C per 1-SD elevation. For TG, the MR estimates for diabetes were inconsistent, with MR-Egger giving an OR of 0.83 (95%CI, 0.72-0.95) per 1-SD elevation. CONCLUSIONS AND RELEVANCE:Routinely measured lipid fractions exhibit contrasting associations with the risk of CAD and diabetes. Increased LDL-C, HDL-C, and possibly TG levels are associated with a lower risk of diabetes. This information will be relevant to the design of clinical trials of lipid-modifying agents, which should carefully monitor participants for dysglycemia and the incidence of diabetes.
PMID: 27487401
ISSN: 2380-6591
CID: 5478482

Machine Learning Derived Disease Risk Prediction of Anorexia Nervosa [Meeting Abstract]

Guo, Yiran; Wei, Zhi; Keating, Brendan; Hakonarson, Hakon
ISI:000392559600010
ISSN: 0001-5652
CID: 5479112

Lipids, obesity and gallbladder disease in women: insights from genetic studies using the cardiovascular gene-centric 50K SNP array

Rodriguez, Santiago; Gaunt, Tom R; Guo, Yiran; Zheng, Jie; Barnes, Michael R; Tang, Weihang; Danish, Fazal; Johnson, Andrew; Castillo, Berta A; Li, Yun R; Hakonarson, Hakon; Buxbaum, Sarah G; Palmer, Tom; Tsai, Michael Y; Lange, Leslie A; Ebrahim, Shah; Davey Smith, George; Lawlor, Debbie A; Folsom, Aaron R; Hoogeveen, Ron; Reiner, Alex; Keating, Brendan; Day, Ian N M
Gallbladder disease (GBD) has an overall prevalence of 10-40% depending on factors such as age, gender, population, obesity and diabetes, and represents a major economic burden. Although gallstones are composed of cholesterol by-products and are associated with obesity, presumed causal pathways remain unproven, although BMI reduction is typically recommended. We performed genetic studies to discover candidate genes and define pathways involved in GBD. We genotyped 15,241 women of European ancestry from three cohorts, including 3216 with GBD, using the Human cardiovascular disease (HumanCVD) BeadChip containing up to ~ 53,000 single-nucleotide polymorphisms (SNPs). Effect sizes with P-values for development of GBD were generated. We identify two new loci associated with GBD, GCKR rs1260326:T>C (P = 5.88 × 10(-7), ß = -0.146) and TTC39B rs686030:C>A (P = 6.95 x 10(-7), ß = 0.271) and detect four independent SNP effects in ABCG8 rs4953023:G>A (P=7.41 × 10(-47), ß = 0.734), ABCG8 rs4299376:G(>)T (P = 2.40 × 10(-18), ß = 0.278), ABCG5 rs6544718:T>C (P = 2.08 × 10(-14), ß = 0.044) and ABCG5 rs6720173:G>C (P = 3.81 × 10(-12), ß(=)0.262) in conditional analyses taking genotypes of rs4953023:G>A as a covariate. We also delineate the risk effects among many genotypes known to influence lipids. These data, from the largest GBD genetic study to date, show that specific, mainly hepatocyte-centred, components of lipid metabolism are important to GBD risk in women. We discuss the potential pharmaceutical implications of our findings.
PMCID:4681116
PMID: 25920552
ISSN: 1476-5438
CID: 5478312

Adult height, coronary heart disease and stroke: a multi-locus Mendelian randomization meta-analysis

Nüesch, Eveline; Dale, Caroline; Palmer, Tom M; White, Jon; Keating, Brendan J; van Iperen, Erik Pa; Goel, Anuj; Padmanabhan, Sandosh; Asselbergs, Folkert W; Verschuren, W M; Wijmenga, C; Van der Schouw, Y T; Onland-Moret, N C; Lange, Leslie A; Hovingh, G K; Sivapalaratnam, Suthesh; Morris, Richard W; Whincup, Peter H; Wannamethe, Goya S; Gaunt, Tom R; Ebrahim, Shah; Steel, Laura; Nair, Nikhil; Reiner, Alexander P; Kooperberg, Charles; Wilson, James F; Bolton, Jennifer L; McLachlan, Stela; Price, Jacqueline F; Strachan, Mark Wj; Robertson, Christine M; Kleber, Marcus E; Delgado, Graciela; März, Winfried; Melander, Olle; Dominiczak, Anna F; Farrall, Martin; Watkins, Hugh; Leusink, Maarten; Maitland-van der Zee, Anke H; de Groot, Mark Ch; Dudbridge, Frank; Hingorani, Aroon; Ben-Shlomo, Yoav; Lawlor, Debbie A; Amuzu, A; Caufield, M; Cavadino, A; Cooper, J; Davies, T L; Drenos, F; Engmann, J; Finan, C; Giambartolomei, C; Hardy, R; Humphries, S E; Hypponen, E; Kivimaki, M; Kuh, D; Kumari, M; Ong, K; Plagnol, V; Power, C; Richards, M; Shah, S; Shah, T; Sofat, R; Talmud, P J; Wareham, N; Warren, H; Whittaker, J C; Wong, A; Zabaneh, D; Davey Smith, George; Wells, Jonathan C; Leon, David A; Holmes, Michael V; Casas, Juan P
BACKGROUND:We investigated causal effect of completed growth, measured by adult height, on coronary heart disease (CHD), stroke and cardiovascular traits, using instrumental variable (IV) Mendelian randomization meta-analysis. METHODS:We developed an allele score based on 69 single nucleotide polymorphisms (SNPs) associated with adult height, identified by the IBCCardioChip, and used it for IV analysis against cardiovascular risk factors and events in 21 studies and 60 028 participants. IV analysis on CHD was supplemented by summary data from 180 height-SNPs from the GIANT consortium and their corresponding CHD estimates derived from CARDIoGRAMplusC4D. RESULTS:IV estimates from IBCCardioChip and GIANT-CARDIoGRAMplusC4D showed that a 6.5-cm increase in height reduced the odds of CHD by 10% [odds ratios 0.90; 95% confidence intervals (CIs): 0.78 to 1.03 and 0.85 to 0.95, respectively],which agrees with the estimate from the Emerging Risk Factors Collaboration (hazard ratio 0.93; 95% CI: 0.91 to 0.94). IV analysis revealed no association with stroke (odds ratio 0.97; 95% CI: 0.79 to 1.19). IV analysis showed that a 6.5-cm increase in height resulted in lower levels of body mass index ( P  < 0.001), triglycerides ( P  < 0.001), non high-density (non-HDL) cholesterol ( P  < 0.001), C-reactive protein ( P  = 0.042), and systolic blood pressure ( P  = 0.064) and higher levels of forced expiratory volume in 1 s and forced vital capacity ( P  < 0.001 for both). CONCLUSIONS:Taller individuals have a lower risk of CHD with potential explanations being that taller people have a better lung function and lower levels of body mass index, cholesterol and blood pressure.
PMCID:5841831
PMID: 25979724
ISSN: 1464-3685
CID: 5478322

Genetic Risk Score for Essential Hypertension and Risk of Preeclampsia

Smith, Caitlin J; Saftlas, Audrey F; Spracklen, Cassandra N; Triche, Elizabeth W; Bjonnes, Andrew; Keating, Brendan; Saxena, Richa; Breheny, Patrick J; Dewan, Andrew T; Robinson, Jennifer G; Hoh, Josephine; Ryckman, Kelli K
BACKGROUND:Preeclampsia is a hypertensive complication of pregnancy characterized by novel onset of hypertension after 20 weeks gestation, accompanied by proteinuria. Epidemiological evidence suggests that genetic susceptibility exists for preeclampsia; however, whether preeclampsia is the result of underlying genetic risk for essential hypertension has yet to be investigated. Based on the hypertensive state that is characteristic of preeclampsia, we aimed to determine if established genetic risk scores (GRSs) for hypertension and blood pressure are associated with preeclampsia. METHODS:Subjects consisted of 162 preeclamptic cases and 108 normotensive pregnant controls, all of Iowa residence. Subjects' DNA was extracted from buccal swab samples and genotyped on the Affymetrix Genome-wide Human SNP Array 6.0 (Affymetrix, Santa Clara, CA). Missing genotypes were imputed using MaCH and Minimac software. GRSs were calculated for hypertension, systolic blood pressure (SBP), diastolic blood pressure (DBP), and mean arterial pressure (MAP) using established genetic risk loci for each outcome. Regression analyses were performed to determine the association between GRS and risk of preeclampsia. These analyses were replicated in an independent US population of 516 cases and 1,097 controls of European ancestry. RESULTS:GRSs for hypertension, SBP, DBP, and MAP were not significantly associated with risk for preeclampsia (P > 0.189). The results of the replication analysis also yielded nonsignificant associations. CONCLUSIONS:GRSs for hypertension and blood pressure are not associated with preeclampsia, suggesting that an underlying predisposition to essential hypertension is not on the causal pathway of preeclampsia.
PMCID:4692983
PMID: 26002928
ISSN: 1941-7225
CID: 5478332

Adult height, coronary heart disease and stroke: a multi-locus Mendelian randomization meta-analysis

Nuesch, Eveline; Dale, Caroline; Palmer, Tom M.; White, Jon; Keating, Brendan J.; van Iperen, Erik P. A.; Goel, Anuj; Padmanabhan, Sandosh; WAsselbergs, Folkert; Lange, Leslie A.; Hovingh, G. K.; Sivapalaratnam, Suthesh; Morris, Richard W.; Whincup, Peter H.; Wannamethe, Goya S.; Gaunt, Tom R.; Ebrahim, Shah; Steel, Laura; Nair, Nikhil; Reiner, Alexander P.; Kooperberg, Charles; Wilson, James F.; Bolton, Jennifer L.; McLachlan, Stela; Price, Jacqueline F.; Strachan, Mark W. J.; Robertson, Christine M.; Kleber, Marcus E.; Delgado, Graciela; Marz, Winfried; Melander, Olle; Dominiczak, Anna F.; Farrall, Martin; Watkins, Hugh; Leusink, Maarten; Maitland-van der Zee, Anke H.; de Groot, Mark C. H.; Dudbridge, Frank; Hingorani, Aroon; Ben-Shlomo, Yoav; Lawlor, Debbie A.; Smith, George Davey; Wells, Jonathan C.; Leon, David A.; Holmes, Michael V.; Casas, Juan P.
ISI:000398261100031
ISSN: 0300-5771
CID: 5479122

Erratum to: Copy number variation in CEP57L1 predisposes to congenital absence of bilateral ACL and PCL ligaments

Liu, Yichuan; Li, Yun; March, Michael E; Nguyen, Kenny; Xu, Kexiang; Wang, Fengxiang; Guo, Yiran; Keating, Brendan; Glessner, Joseph; Li, Jiankang; Ganley, Theodore J; Zhang, Jianguo; Deardorff, Matthew A; Xu, Xun; Hakonarson, Hakon
PMID: 26782110
ISSN: 1479-7364
CID: 5478392

Cystatin C and Cardiovascular Disease: A Mendelian Randomization Study

van der Laan, Sander W; Fall, Tove; Soumaré, Aicha; Teumer, Alexander; Sedaghat, Sanaz; Baumert, Jens; Zabaneh, Delilah; van Setten, Jessica; Isgum, Ivana; Galesloot, Tessel E; Arpegård, Johannes; Amouyel, Philippe; Trompet, Stella; Waldenberger, Melanie; Dörr, Marcus; Magnusson, Patrik K; Giedraitis, Vilmantas; Larsson, Anders; Morris, Andrew P; Felix, Janine F; Morrison, Alanna C; Franceschini, Nora; Bis, Joshua C; Kavousi, Maryam; O'Donnell, Christopher; Drenos, Fotios; Tragante, Vinicius; Munroe, Patricia B; Malik, Rainer; Dichgans, Martin; Worrall, Bradford B; Erdmann, Jeanette; Nelson, Christopher P; Samani, Nilesh J; Schunkert, Heribert; Marchini, Jonathan; Patel, Riyaz S; Hingorani, Aroon D; Lind, Lars; Pedersen, Nancy L; de Graaf, Jacqueline; Kiemeney, Lambertus A L M; Baumeister, Sebastian E; Franco, Oscar H; Hofman, Albert; Uitterlinden, André G; Koenig, Wolfgang; Meisinger, Christa; Peters, Annette; Thorand, Barbara; Jukema, J Wouter; Eriksen, Bjørn Odvar; Toft, Ingrid; Wilsgaard, Tom; Onland-Moret, N Charlotte; van der Schouw, Yvonne T; Debette, Stéphanie; Kumari, Meena; Svensson, Per; van der Harst, Pim; Kivimaki, Mika; Keating, Brendan J; Sattar, Naveed; Dehghan, Abbas; Reiner, Alex P; Ingelsson, Erik; den Ruijter, Hester M; de Bakker, Paul I W; Pasterkamp, Gerard; Ärnlöv, Johan; Holmes, Michael V; Asselbergs, Folkert W
BACKGROUND:Epidemiological studies show that high circulating cystatin C is associated with risk of cardiovascular disease (CVD), independent of creatinine-based renal function measurements. It is unclear whether this relationship is causal, arises from residual confounding, and/or is a consequence of reverse causation. OBJECTIVES:The aim of this study was to use Mendelian randomization to investigate whether cystatin C is causally related to CVD in the general population. METHODS:We incorporated participant data from 16 prospective cohorts (n = 76,481) with 37,126 measures of cystatin C and added genetic data from 43 studies (n = 252,216) with 63,292 CVD events. We used the common variant rs911119 in CST3 as an instrumental variable to investigate the causal role of cystatin C in CVD, including coronary heart disease, ischemic stroke, and heart failure. RESULTS:Cystatin C concentrations were associated with CVD risk after adjusting for age, sex, and traditional risk factors (relative risk: 1.82 per doubling of cystatin C; 95% confidence interval [CI]: 1.56 to 2.13; p = 2.12 × 10(-14)). The minor allele of rs911119 was associated with decreased serum cystatin C (6.13% per allele; 95% CI: 5.75 to 6.50; p = 5.95 × 10(-211)), explaining 2.8% of the observed variation in cystatin C. Mendelian randomization analysis did not provide evidence for a causal role of cystatin C, with a causal relative risk for CVD of 1.00 per doubling cystatin C (95% CI: 0.82 to 1.22; p = 0.994), which was statistically different from the observational estimate (p = 1.6 × 10(-5)). A causal effect of cystatin C was not detected for any individual component of CVD. CONCLUSIONS:Mendelian randomization analyses did not support a causal role of cystatin C in the etiology of CVD. As such, therapeutics targeted at lowering circulating cystatin C are unlikely to be effective in preventing CVD.
PMID: 27561768
ISSN: 1558-3597
CID: 5478502

Intronic Polymorphisms in the CDKN2B-AS1 Gene Are Strongly Associated with the Risk of Myocardial Infarction and Coronary Artery Disease in the Saudi Population

AbdulAzeez, Sayed; Al-Nafie, Awatif N; Al-Shehri, Abdullah; Borgio, J Francis; Baranova, Ekaterina V; Al-Madan, Mohammed S; Al-Ali, Rudaynah A; Al-Muhanna, Fahad; Al-Ali, Abdullah; Al-Mansori, Mohammed; Ibrahim, Mohammed Fakhry; Asselbergs, Folkert W; Keating, Brendan; Koeleman, Bobby P C; Al-Ali, Amein K
Recent genome-wide association studies identified single nucleotide polymorphisms (SNPs) on the chromosome 9p21.3 conferring the risk for CAD (coronary artery disease) in individuals of Caucasian ancestry. We performed a genetic association study to investigate the effect of 12 candidate SNPs within 9p21.3 locus on the risk of CAD in the Saudi population of the Eastern Province of Saudi Arabia. A total of 250 Saudi CAD patients who had experienced an myocardial infarction (MI) and 252 Saudi age-matched healthy controls were genotyped using TaqMan assay. Controls with evidenced lack of CAD provided 90% of statistical power at the type I error rate of 0.05. Five percent of the results were rechecked for quality control using Sanger sequencing, the results of which concurred with the TaqMan genotyping results. Association analysis of 12 SNPs indicated a significant difference in the genotype distribution for four SNPs between cases and controls (rs564398 p = 0.0315, χ² = 4.6, odds ratio (OD) = 1.5; rs4977574 p = 0.0336, χ² = 4.5, OD = 1.4; rs2891168 p = 1.85 × 10 - 10, χ² = 40.6, OD = 2.1 and rs1333042 p = 5.14 × 10 - 9, χ² = 34.1, OD = 2.2). The study identified three protective haplotypes (TAAG p = 1.00 × 10 - 4; AGTA p = 0.022 and GGGCC p = 0.0175) and a risk haplotype (TGGA p = 2.86 × 10 - 10) for the development of CAD. This study is in line with others that indicated that the SNPs located in the intronic region of the CDKN2B-AS1 gene are associated with CAD.
PMCID:4813250
PMID: 26999117
ISSN: 1422-0067
CID: 5478432