@article {872, title = {Lipoprotein subclass and particle size differences in Afro-Caribbeans, African Americans, and white Americans: associations with hepatic lipase gene variation.}, journal = {Metabolism}, volume = {55}, year = {2006}, month = {2006 Jan}, pages = {96-102}, abstract = {

Despite a higher prevalence of coronary heart disease risk factors, men of African origin have less coronary atherosclerosis, as measured by coronary calcification, than whites. In part, this is thought to be because of the less atherogenic lipoprotein profile observed in men of African origin, characterized by lower triglycerides and higher high-density lipoprotein (HDL) cholesterol. We hypothesized that the -514C>T polymorphism in the hepatic lipase gene (LIPC) plays a significant role in determining a less atherogenic lipoprotein profile observed in men of African origin. Previously conducted studies of the LIPC -514C>T polymorphism in African Americans may have been confounded by a higher level of European admixture; in addition, the results from these studies do not necessarily apply to other African populations because gene-environment interactions may differ. Thus, we compared nuclear magnetic resonance spectroscopy-measured lipoprotein subclass patterns and LIPC -514C>T genotypes in population-based samples of older white American (n = 532) and African American (n = 97) men from the Cardiovascular Health Study to those among older, less admixed, Afro-Caribbean men (n = 205) from the Tobago Health Study. Men of African origin had a more favorable lipoprotein profile than whites. In addition, levels of low-density lipoprotein cholesterol, total cholesterol, and triglyceride, and large and small very low-density lipoprotein, small low-density lipoprotein, as well as very low-density lipoprotein particle size, were remarkably lower in Afro-Caribbean men than in either African American or white men. The frequency of the LIPC -514T allele was much higher in Afro-Caribbeans (0.57) and in African Americans (0.49) than in whites (0.20). The -514T allele in both populations of African origin, but not in whites, was associated with elevated large HDL and greater HDL size. Our findings indicate that the higher frequency of the LIPC -514T allele found in men of African origin living in different environments significantly contributes to the more favorable distribution of HDL subclasses compared with whites.

}, keywords = {Adult, African Americans, Age Factors, Aged, Alleles, Body Mass Index, Cardiovascular Diseases, Caribbean Region, Cohort Studies, DNA, European Continental Ancestry Group, Gene Frequency, Genetic Variation, Humans, Lipase, Lipoproteins, Lipoproteins, HDL, Lipoproteins, LDL, Liver, Longitudinal Studies, Male, Middle Aged, Particle Size, Trinidad and Tobago, United States}, issn = {0026-0495}, doi = {10.1016/j.metabol.2005.07.011}, author = {Miljkovic-Gacic, Iva and Bunker, Clareann H and Ferrell, Robert E and Kammerer, Candace M and Evans, Rhobert W and Patrick, Alan L and Kuller, Lewis H} } @article {1098, title = {Genome-wide association study of blood pressure and hypertension.}, journal = {Nat Genet}, volume = {41}, year = {2009}, month = {2009 Jun}, pages = {677-87}, abstract = {

Blood pressure is a major cardiovascular disease risk factor. To date, few variants associated with interindividual blood pressure variation have been identified and replicated. Here we report results of a genome-wide association study of systolic (SBP) and diastolic (DBP) blood pressure and hypertension in the CHARGE Consortium (n = 29,136), identifying 13 SNPs for SBP, 20 for DBP and 10 for hypertension at P < 4 {\texttimes} 10(-7). The top ten loci for SBP and DBP were incorporated into a risk score; mean BP and prevalence of hypertension increased in relation to the number of risk alleles carried. When ten CHARGE SNPs for each trait were included in a joint meta-analysis with the Global BPgen Consortium (n = 34,433), four CHARGE loci attained genome-wide significance (P < 5 {\texttimes} 10(-8)) for SBP (ATP2B1, CYP17A1, PLEKHA7, SH2B3), six for DBP (ATP2B1, CACNB2, CSK-ULK3, SH2B3, TBX3-TBX5, ULK4) and one for hypertension (ATP2B1). Identifying genes associated with blood pressure advances our understanding of blood pressure regulation and highlights potential drug targets for the prevention or treatment of hypertension.

}, keywords = {Blood Pressure, Cell Line, Chromosome Mapping, Chromosomes, Human, Diastole, Gene Expression Regulation, Genetic Association Studies, Genome-Wide Association Study, Humans, Hypertension, Liver, Lymphocytes, Meta-Analysis as Topic, Odds Ratio, Phenotype, Prevalence, Risk Assessment, Systole}, issn = {1546-1718}, doi = {10.1038/ng.384}, author = {Levy, Daniel and Ehret, Georg B and Rice, Kenneth and Verwoert, Germaine C and Launer, Lenore J and Dehghan, Abbas and Glazer, Nicole L and Morrison, Alanna C and Johnson, Andrew D and Aspelund, Thor and Aulchenko, Yurii and Lumley, Thomas and K{\"o}ttgen, Anna and Vasan, Ramachandran S and Rivadeneira, Fernando and Eiriksdottir, Gudny and Guo, Xiuqing and Arking, Dan E and Mitchell, Gary F and Mattace-Raso, Francesco U S and Smith, Albert V and Taylor, Kent and Scharpf, Robert B and Hwang, Shih-Jen and Sijbrands, Eric J G and Bis, Joshua and Harris, Tamara B and Ganesh, Santhi K and O{\textquoteright}Donnell, Christopher J and Hofman, Albert and Rotter, Jerome I and Coresh, Josef and Benjamin, Emelia J and Uitterlinden, Andr{\'e} G and Heiss, Gerardo and Fox, Caroline S and Witteman, Jacqueline C M and Boerwinkle, Eric and Wang, Thomas J and Gudnason, Vilmundur and Larson, Martin G and Chakravarti, Aravinda and Psaty, Bruce M and van Duijn, Cornelia M} } @article {1221, title = {Biological, clinical and population relevance of 95 loci for blood lipids.}, journal = {Nature}, volume = {466}, year = {2010}, month = {2010 Aug 05}, pages = {707-13}, abstract = {

Plasma concentrations of total cholesterol, low-density lipoprotein cholesterol, high-density lipoprotein cholesterol and triglycerides are among the most important risk factors for coronary artery disease (CAD) and are targets for therapeutic intervention. We screened the genome for common variants associated with plasma lipids in >100,000 individuals of European ancestry. Here we report 95 significantly associated loci (P < 5 x 10(-8)), with 59 showing genome-wide significant association with lipid traits for the first time. The newly reported associations include single nucleotide polymorphisms (SNPs) near known lipid regulators (for example, CYP7A1, NPC1L1 and SCARB1) as well as in scores of loci not previously implicated in lipoprotein metabolism. The 95 loci contribute not only to normal variation in lipid traits but also to extreme lipid phenotypes and have an impact on lipid traits in three non-European populations (East Asians, South Asians and African Americans). Our results identify several novel loci associated with plasma lipids that are also associated with CAD. Finally, we validated three of the novel genes-GALNT2, PPP1R3B and TTC39B-with experiments in mouse models. Taken together, our findings provide the foundation to develop a broader biological understanding of lipoprotein metabolism and to identify new therapeutic opportunities for the prevention of CAD.

}, keywords = {African Americans, Animals, Asian Continental Ancestry Group, Cholesterol, HDL, Cholesterol, LDL, Coronary Artery Disease, Europe, European Continental Ancestry Group, Female, Genetic Loci, Genome-Wide Association Study, Genotype, Humans, Lipid Metabolism, Lipids, Liver, Male, Mice, N-Acetylgalactosaminyltransferases, Phenotype, Polymorphism, Single Nucleotide, Protein Phosphatase 1, Reproducibility of Results, Triglycerides}, issn = {1476-4687}, doi = {10.1038/nature09270}, author = {Teslovich, Tanya M and Musunuru, Kiran and Smith, Albert V and Edmondson, Andrew C and Stylianou, Ioannis M and Koseki, Masahiro and Pirruccello, James P and Ripatti, Samuli and Chasman, Daniel I and Willer, Cristen J and Johansen, Christopher T and Fouchier, Sigrid W and Isaacs, Aaron and Peloso, Gina M and Barbalic, Maja and Ricketts, Sally L and Bis, Joshua C and Aulchenko, Yurii S and Thorleifsson, Gudmar and Feitosa, Mary F and Chambers, John and Orho-Melander, Marju and Melander, Olle and Johnson, Toby and Li, Xiaohui and Guo, Xiuqing and Li, Mingyao and Shin Cho, Yoon and Jin Go, Min and Jin Kim, Young and Lee, Jong-Young and Park, Taesung and Kim, Kyunga and Sim, Xueling and Twee-Hee Ong, Rick and Croteau-Chonka, Damien C and Lange, Leslie A and Smith, Joshua D and Song, Kijoung and Hua Zhao, Jing and Yuan, Xin and Luan, Jian{\textquoteright}an and Lamina, Claudia and Ziegler, Andreas and Zhang, Weihua and Zee, Robert Y L and Wright, Alan F and Witteman, Jacqueline C M and Wilson, James F and Willemsen, Gonneke and Wichmann, H-Erich and Whitfield, John B and Waterworth, Dawn M and Wareham, Nicholas J and Waeber, G{\'e}rard and Vollenweider, Peter and Voight, Benjamin F and Vitart, Veronique and Uitterlinden, Andr{\'e} G and Uda, Manuela and Tuomilehto, Jaakko and Thompson, John R and Tanaka, Toshiko and Surakka, Ida and Stringham, Heather M and Spector, Tim D and Soranzo, Nicole and Smit, Johannes H and Sinisalo, Juha and Silander, Kaisa and Sijbrands, Eric J G and Scuteri, Angelo and Scott, James and Schlessinger, David and Sanna, Serena and Salomaa, Veikko and Saharinen, Juha and Sabatti, Chiara and Ruokonen, Aimo and Rudan, Igor and Rose, Lynda M and Roberts, Robert and Rieder, Mark and Psaty, Bruce M and Pramstaller, Peter P and Pichler, Irene and Perola, Markus and Penninx, Brenda W J H and Pedersen, Nancy L and Pattaro, Cristian and Parker, Alex N and Par{\'e}, Guillaume and Oostra, Ben A and O{\textquoteright}Donnell, Christopher J and Nieminen, Markku S and Nickerson, Deborah A and Montgomery, Grant W and Meitinger, Thomas and McPherson, Ruth and McCarthy, Mark I and McArdle, Wendy and Masson, David and Martin, Nicholas G and Marroni, Fabio and Mangino, Massimo and Magnusson, Patrik K E and Lucas, Gavin and Luben, Robert and Loos, Ruth J F and Lokki, Marja-Liisa and Lettre, Guillaume and Langenberg, Claudia and Launer, Lenore J and Lakatta, Edward G and Laaksonen, Reijo and Kyvik, Kirsten O and Kronenberg, Florian and K{\"o}nig, Inke R and Khaw, Kay-Tee and Kaprio, Jaakko and Kaplan, Lee M and Johansson, Asa and Jarvelin, Marjo-Riitta and Janssens, A Cecile J W and Ingelsson, Erik and Igl, Wilmar and Kees Hovingh, G and Hottenga, Jouke-Jan and Hofman, Albert and Hicks, Andrew A and Hengstenberg, Christian and Heid, Iris M and Hayward, Caroline and Havulinna, Aki S and Hastie, Nicholas D and Harris, Tamara B and Haritunians, Talin and Hall, Alistair S and Gyllensten, Ulf and Guiducci, Candace and Groop, Leif C and Gonzalez, Elena and Gieger, Christian and Freimer, Nelson B and Ferrucci, Luigi and Erdmann, Jeanette and Elliott, Paul and Ejebe, Kenechi G and D{\"o}ring, Angela and Dominiczak, Anna F and Demissie, Serkalem and Deloukas, Panagiotis and de Geus, Eco J C and de Faire, Ulf and Crawford, Gabriel and Collins, Francis S and Chen, Yii-der I and Caulfield, Mark J and Campbell, Harry and Burtt, Noel P and Bonnycastle, Lori L and Boomsma, Dorret I and Boekholdt, S Matthijs and Bergman, Richard N and Barroso, In{\^e}s and Bandinelli, Stefania and Ballantyne, Christie M and Assimes, Themistocles L and Quertermous, Thomas and Altshuler, David and Seielstad, Mark and Wong, Tien Y and Tai, E-Shyong and Feranil, Alan B and Kuzawa, Christopher W and Adair, Linda S and Taylor, Herman A and Borecki, Ingrid B and Gabriel, Stacey B and Wilson, James G and Holm, Hilma and Thorsteinsdottir, Unnur and Gudnason, Vilmundur and Krauss, Ronald M and Mohlke, Karen L and Ordovas, Jose M and Munroe, Patricia B and Kooner, Jaspal S and Tall, Alan R and Hegele, Robert A and Kastelein, John J P and Schadt, Eric E and Rotter, Jerome I and Boerwinkle, Eric and Strachan, David P and Mooser, Vincent and Stefansson, Kari and Reilly, Muredach P and Samani, Nilesh J and Schunkert, Heribert and Cupples, L Adrienne and Sandhu, Manjinder S and Ridker, Paul M and Rader, Daniel J and van Duijn, Cornelia M and Peltonen, Leena and Abecasis, Goncalo R and Boehnke, Michael and Kathiresan, Sekar} } @article {6605, title = {Loss-of-function mutations in APOC3, triglycerides, and coronary disease.}, journal = {N Engl J Med}, volume = {371}, year = {2014}, month = {2014 Jul 3}, pages = {22-31}, abstract = {

BACKGROUND: Plasma triglyceride levels are heritable and are correlated with the risk of coronary heart disease. Sequencing of the protein-coding regions of the human genome (the exome) has the potential to identify rare mutations that have a large effect on phenotype.

METHODS: We sequenced the protein-coding regions of 18,666 genes in each of 3734 participants of European or African ancestry in the Exome Sequencing Project. We conducted tests to determine whether rare mutations in coding sequence, individually or in aggregate within a gene, were associated with plasma triglyceride levels. For mutations associated with triglyceride levels, we subsequently evaluated their association with the risk of coronary heart disease in 110,970 persons.

RESULTS: An aggregate of rare mutations in the gene encoding apolipoprotein C3 (APOC3) was associated with lower plasma triglyceride levels. Among the four mutations that drove this result, three were loss-of-function mutations: a nonsense mutation (R19X) and two splice-site mutations (IVS2+1G{\textrightarrow}A and IVS3+1G{\textrightarrow}T). The fourth was a missense mutation (A43T). Approximately 1 in 150 persons in the study was a heterozygous carrier of at least one of these four mutations. Triglyceride levels in the carriers were 39\% lower than levels in noncarriers (P<1{\texttimes}10(-20)), and circulating levels of APOC3 in carriers were 46\% lower than levels in noncarriers (P=8{\texttimes}10(-10)). The risk of coronary heart disease among 498 carriers of any rare APOC3 mutation was 40\% lower than the risk among 110,472 noncarriers (odds ratio, 0.60; 95\% confidence interval, 0.47 to 0.75; P=4{\texttimes}10(-6)).

CONCLUSIONS: Rare mutations that disrupt APOC3 function were associated with lower levels of plasma triglycerides and APOC3. Carriers of these mutations were found to have a reduced risk of coronary heart disease. (Funded by the National Heart, Lung, and Blood Institute and others.).

}, keywords = {African Continental Ancestry Group, Apolipoprotein C-III, Coronary Disease, European Continental Ancestry Group, Exome, Genotype, Heterozygote, Humans, Liver, Mutation, Risk Factors, Sequence Analysis, DNA, Triglycerides}, issn = {1533-4406}, doi = {10.1056/NEJMoa1307095}, author = {Crosby, Jacy and Peloso, Gina M and Auer, Paul L and Crosslin, David R and Stitziel, Nathan O and Lange, Leslie A and Lu, Yingchang and Tang, Zheng-Zheng and Zhang, He and Hindy, George and Masca, Nicholas and Stirrups, Kathleen and Kanoni, Stavroula and Do, Ron and Jun, Goo and Hu, Youna and Kang, Hyun Min and Xue, Chenyi and Goel, Anuj and Farrall, Martin and Duga, Stefano and Merlini, Pier Angelica and Asselta, Rosanna and Girelli, Domenico and Olivieri, Oliviero and Martinelli, Nicola and Yin, Wu and Reilly, Dermot and Speliotes, Elizabeth and Fox, Caroline S and Hveem, Kristian and Holmen, Oddgeir L and Nikpay, Majid and Farlow, Deborah N and Assimes, Themistocles L and Franceschini, Nora and Robinson, Jennifer and North, Kari E and Martin, Lisa W and DePristo, Mark and Gupta, Namrata and Escher, Stefan A and Jansson, Jan-H{\r a}kan and Van Zuydam, Natalie and Palmer, Colin N A and Wareham, Nicholas and Koch, Werner and Meitinger, Thomas and Peters, Annette and Lieb, Wolfgang and Erbel, Raimund and K{\"o}nig, Inke R and Kruppa, Jochen and Degenhardt, Franziska and Gottesman, Omri and Bottinger, Erwin P and O{\textquoteright}Donnell, Christopher J and Psaty, Bruce M and Ballantyne, Christie M and Abecasis, Goncalo and Ordovas, Jose M and Melander, Olle and Watkins, Hugh and Orho-Melander, Marju and Ardissino, Diego and Loos, Ruth J F and McPherson, Ruth and Willer, Cristen J and Erdmann, Jeanette and Hall, Alistair S and Samani, Nilesh J and Deloukas, Panos and Schunkert, Heribert and Wilson, James G and Kooperberg, Charles and Rich, Stephen S and Tracy, Russell P and Lin, Dan-Yu and Altshuler, David and Gabriel, Stacey and Nickerson, Deborah A and Jarvik, Gail P and Cupples, L Adrienne and Reiner, Alex P and Boerwinkle, Eric and Kathiresan, Sekar} } @article {6616, title = {Prospective association of fatty acids in the de novo lipogenesis pathway with risk of type 2 diabetes: the Cardiovascular Health Study.}, journal = {Am J Clin Nutr}, volume = {101}, year = {2015}, month = {2015 Jan}, pages = {153-63}, abstract = {

BACKGROUND: Experimental evidence suggests that hepatic de novo lipogenesis (DNL) affects insulin homeostasis via synthesis of saturated fatty acids (SFAs) and monounsaturated fatty acids (MUFAs). Few prospective studies have used fatty acid biomarkers to assess associations with type 2 diabetes.

OBJECTIVES: We investigated associations of major circulating SFAs [palmitic acid (16:0) and stearic acid (18:0)] and MUFA [oleic acid (18:1n-9)] in the DNL pathway with metabolic risk factors and incident diabetes in community-based older U.S. adults in the Cardiovascular Health Study. We secondarily assessed other DNL fatty acid biomarkers [myristic acid (14:0), palmitoleic acid (16:1n-7), 7-hexadecenoic acid (16:1n-9), and vaccenic acid (18:1n-7)] and estimated dietary SFAs and MUFAs.

DESIGN: In 3004 participants free of diabetes, plasma phospholipid fatty acids were measured in 1992, and incident diabetes was identified by medication use and blood glucose. Usual diets were assessed by using repeated food-frequency questionnaires. Multivariable linear and Cox regression were used to assess associations with metabolic risk factors and incident diabetes, respectively.

RESULTS: At baseline, circulating palmitic acid and stearic acid were positively associated with adiposity, triglycerides, inflammation biomarkers, and insulin resistance (P-trend < 0.01 each), whereas oleic acid showed generally beneficial associations (P-trend < 0.001 each). During 30,763 person-years, 297 incident diabetes cases occurred. With adjustment for demographics and lifestyle, palmitic acid (extreme-quintile HR: 1.89; 95\% CI: 1.27, 2.83; P-trend = 0.001) and stearic acid (HR: 1.62; 95\% CI: 1.09, 2.41; P-trend = 0.006) were associated with higher diabetes risk, whereas oleic acid was not significantly associated. In secondary analyses, vaccenic acid was inversely associated with diabetes (HR: 0.56; 95\% CI: 0.38, 0.83; P-trend = 0.005). Other fatty acid biomarkers and estimated dietary SFAs or MUFAs were not significantly associated with incident diabetes.

CONCLUSIONS: In this large prospective cohort, circulating palmitic acid and stearic acid were associated with higher diabetes risk, and vaccenic acid was associated with lower diabetes risk. These results indicate a need for additional investigation of biological mechanisms linking specific fatty acids in the DNL pathway to the pathogenesis of diabetes.

}, keywords = {Aged, Biomarkers, Cohort Studies, Cross-Sectional Studies, Diabetes Mellitus, Type 2, Female, Follow-Up Studies, Humans, Incidence, Lipogenesis, Liver, Male, Palmitic Acid, Phospholipids, Prevalence, Proportional Hazards Models, Risk Factors, Stearic Acids, United States, Up-Regulation}, issn = {1938-3207}, doi = {10.3945/ajcn.114.092601}, author = {Ma, Wenjie and Wu, Jason H Y and Wang, Qianyi and Lemaitre, Rozenn N and Mukamal, Kenneth J and Djouss{\'e}, Luc and King, Irena B and Song, Xiaoling and Biggs, Mary L and Delaney, Joseph A and Kizer, Jorge R and Siscovick, David S and Mozaffarian, Dariush} } @article {6997, title = {Associations of insulin resistance, inflammation and liver synthetic function with very low-density lipoprotein: The Cardiovascular Health Study.}, journal = {Metabolism}, volume = {65}, year = {2016}, month = {2016 Mar}, pages = {92-9}, abstract = {

INTRODUCTION: Production of very low-density lipoprotein (VLDL) is increased in states of metabolic syndrome, leading to hypertriglyceridemia. However, metabolic syndrome is often associated with non-alcoholic fatty liver disease, which leads to liver fibrosis and inflammation that may decrease VLDL production. In this study, we aim to determine the interactive impact on VLDL profiles from insulin resistance, impairment in liver synthetic function and inflammation.

METHODS: We examined cross-sectional associations of insulin sensitivity, inflammation, and liver synthetic function with VLDL particle (VLDL-P) concentration and size among 1,850 older adults in the Cardiovascular Health Study.

RESULTS: Indices for high insulin sensitivity and low liver synthetic function were associated with lower concentrations of VLDL-P. In addition, insulin resistance preferentially increased concentration of large VLDL and was associated with mean VLDL size. Indices for inflammation however demonstrated a nonlinear relationship with both VLDL-P concentration and VLDL size. When mutually adjusted, one standard deviation (SD) increment in Matsuda index and C-reactive protein (CRP) were associated with 4.9 nmol/L (-8.2 to -1.5, p=0.005) and 6.3 nmol/L (-11.0 to -1.6, p=0.009) lower VLDL-P concentration respectively. In contrast, one-SD increment in factor VII, a marker for liver synthetic function, was associated with 16.9 nmol/L (12.6-21.2, p<0.001) higher VLDL-P concentration. Furthermore, a one-SD increment in the Matsuda index was associated with 1.1 nm (-2.0 to -0.3, p=0.006) smaller mean VLDL size, whereas CRP and factor VII were not associated with VLDL size.

CONCLUSION: Insulin sensitivity, inflammation and markers for liver synthetic function differentially impact VLDL-P concentration and VLDL size. These results underscore the complex effects of insulin resistance and its complications on VLDL production.

}, keywords = {Aged, Aged, 80 and over, C-Reactive Protein, Cross-Sectional Studies, Factor VII, Female, Humans, Inflammation, Insulin Resistance, Lipoproteins, VLDL, Liver, Liver Function Tests, Male, Risk Factors, Socioeconomic Factors}, issn = {1532-8600}, doi = {10.1016/j.metabol.2015.10.017}, author = {Jiang, Z Gordon and de Boer, Ian H and Mackey, Rachel H and Jensen, Majken K and Lai, Michelle and Robson, Simon C and Tracy, Russell and Kuller, Lewis H and Mukamal, Kenneth J} } @article {8975, title = {Rare coding variants in 35 genes associate with circulating lipid levels-A multi-ancestry analysis of 170,000 exomes.}, journal = {Am J Hum Genet}, volume = {109}, year = {2022}, month = {2022 01 06}, pages = {81-96}, abstract = {

Large-scale gene sequencing studies for complex traits have the potential to identify causal genes with therapeutic implications. We performed gene-based association testing of blood lipid levels with rare (minor allele frequency < 1\%) predicted damaging coding variation by using sequence data from >170,000 individuals from multiple ancestries: 97,493 European, 30,025 South Asian, 16,507 African, 16,440 Hispanic/Latino, 10,420 East Asian, and 1,182 Samoan. We identified 35 genes associated with circulating lipid levels; some of these genes have not been previously associated with lipid levels when using rare coding variation from population-based samples. We prioritize 32 genes in array-based genome-wide association study (GWAS) loci based on aggregations of rare coding variants; three (EVI5, SH2B3, and PLIN1) had no prior association of rare coding variants with lipid levels. Most of our associated genes showed evidence of association among multiple ancestries. Finally, we observed an enrichment of gene-based associations for low-density lipoprotein cholesterol drug target genes and for genes closest to GWAS index single-nucleotide polymorphisms (SNPs). Our results demonstrate that gene-based associations can be beneficial for drug target development and provide evidence that the gene closest to the array-based GWAS index SNP is often the functional gene for blood lipid levels.

}, keywords = {Alleles, Blood Glucose, Case-Control Studies, Computational Biology, Databases, Genetic, Diabetes Mellitus, Type 2, Exome, Genetic Predisposition to Disease, Genetic Variation, Genetics, Population, Genome-Wide Association Study, Humans, Lipid Metabolism, Lipids, Liver, Molecular Sequence Annotation, Multifactorial Inheritance, Open Reading Frames, Phenotype, Polymorphism, Single Nucleotide}, issn = {1537-6605}, doi = {10.1016/j.ajhg.2021.11.021}, author = {Hindy, George and Dornbos, Peter and Chaffin, Mark D and Liu, Dajiang J and Wang, Minxian and Selvaraj, Margaret Sunitha and Zhang, David and Park, Joseph and Aguilar-Salinas, Carlos A and Antonacci-Fulton, Lucinda and Ardissino, Diego and Arnett, Donna K and Aslibekyan, Stella and Atzmon, Gil and Ballantyne, Christie M and Barajas-Olmos, Francisco and Barzilai, Nir and Becker, Lewis C and Bielak, Lawrence F and Bis, Joshua C and Blangero, John and Boerwinkle, Eric and Bonnycastle, Lori L and Bottinger, Erwin and Bowden, Donald W and Bown, Matthew J and Brody, Jennifer A and Broome, Jai G and Burtt, Noel P and Cade, Brian E and Centeno-Cruz, Federico and Chan, Edmund and Chang, Yi-Cheng and Chen, Yii-der I and Cheng, Ching-Yu and Choi, Won Jung and Chowdhury, Rajiv and Contreras-Cubas, Cecilia and C{\'o}rdova, Emilio J and Correa, Adolfo and Cupples, L Adrienne and Curran, Joanne E and Danesh, John and de Vries, Paul S and DeFronzo, Ralph A and Doddapaneni, Harsha and Duggirala, Ravindranath and Dutcher, Susan K and Ellinor, Patrick T and Emery, Leslie S and Florez, Jose C and Fornage, Myriam and Freedman, Barry I and Fuster, Valentin and Garay-Sevilla, Ma Eugenia and Garc{\'\i}a-Ortiz, Humberto and Germer, Soren and Gibbs, Richard A and Gieger, Christian and Glaser, Benjamin and Gonzalez, Clicerio and Gonzalez-Villalpando, Maria Elena and Graff, Mariaelisa and Graham, Sarah E and Grarup, Niels and Groop, Leif C and Guo, Xiuqing and Gupta, Namrata and Han, Sohee and Hanis, Craig L and Hansen, Torben and He, Jiang and Heard-Costa, Nancy L and Hung, Yi-Jen and Hwang, Mi Yeong and Irvin, Marguerite R and Islas-Andrade, Sergio and Jarvik, Gail P and Kang, Hyun Min and Kardia, Sharon L R and Kelly, Tanika and Kenny, Eimear E and Khan, Alyna T and Kim, Bong-Jo and Kim, Ryan W and Kim, Young Jin and Koistinen, Heikki A and Kooperberg, Charles and Kuusisto, Johanna and Kwak, Soo Heon and Laakso, Markku and Lange, Leslie A and Lee, Jiwon and Lee, Juyoung and Lee, Seonwook and Lehman, Donna M and Lemaitre, Rozenn N and Linneberg, Allan and Liu, Jianjun and Loos, Ruth J F and Lubitz, Steven A and Lyssenko, Valeriya and Ma, Ronald C W and Martin, Lisa Warsinger and Mart{\'\i}nez-Hern{\'a}ndez, Ang{\'e}lica and Mathias, Rasika A and McGarvey, Stephen T and McPherson, Ruth and Meigs, James B and Meitinger, Thomas and Melander, Olle and Mendoza-Caamal, Elvia and Metcalf, Ginger A and Mi, Xuenan and Mohlke, Karen L and Montasser, May E and Moon, Jee-Young and Moreno-Macias, Hortensia and Morrison, Alanna C and Muzny, Donna M and Nelson, Sarah C and Nilsson, Peter M and O{\textquoteright}Connell, Jeffrey R and Orho-Melander, Marju and Orozco, Lorena and Palmer, Colin N A and Palmer, Nicholette D and Park, Cheol Joo and Park, Kyong Soo and Pedersen, Oluf and Peralta, Juan M and Peyser, Patricia A and Post, Wendy S and Preuss, Michael and Psaty, Bruce M and Qi, Qibin and Rao, D C and Redline, Susan and Reiner, Alexander P and Revilla-Monsalve, Cristina and Rich, Stephen S and Samani, Nilesh and Schunkert, Heribert and Schurmann, Claudia and Seo, Daekwan and Seo, Jeong-Sun and Sim, Xueling and Sladek, Rob and Small, Kerrin S and So, Wing Yee and Stilp, Adrienne M and Tai, E Shyong and Tam, Claudia H T and Taylor, Kent D and Teo, Yik Ying and Thameem, Farook and Tomlinson, Brian and Tsai, Michael Y and Tuomi, Tiinamaija and Tuomilehto, Jaakko and Tusi{\'e}-Luna, Teresa and Udler, Miriam S and van Dam, Rob M and Vasan, Ramachandran S and Viaud Martinez, Karine A and Wang, Fei Fei and Wang, Xuzhi and Watkins, Hugh and Weeks, Daniel E and Wilson, James G and Witte, Daniel R and Wong, Tien-Yin and Yanek, Lisa R and Kathiresan, Sekar and Rader, Daniel J and Rotter, Jerome I and Boehnke, Michael and McCarthy, Mark I and Willer, Cristen J and Natarajan, Pradeep and Flannick, Jason A and Khera, Amit V and Peloso, Gina M} }