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Levels of circulating glucose are tightly regulated. To identify new loci influencing glycemic traits, we performed meta-analyses of 21 genome-wide association studies informative for fasting glucose, fasting insulin and indices of beta-cell function (HOMA-B) and insulin resistance (HOMA-IR) in up to 46,186 nondiabetic participants. Follow-up of 25 loci in up to 76,558 additional subjects identified 16 loci associated with fasting glucose and HOMA-B and two loci associated with fasting insulin and HOMA-IR. These include nine loci newly associated with fasting glucose (in or near ADCY5, MADD, ADRA2A, CRY2, FADS1, GLIS3, SLC2A2, PROX1 and C2CD4B) and one influencing fasting insulin and HOMA-IR (near IGF1). We also demonstrated association of ADCY5, PROX1, GCK, GCKR and DGKB-TMEM195 with type 2 diabetes. Within these loci, likely biological candidate genes influence signal transduction, cell proliferation, development, glucose-sensing and circadian regulation. Our results demonstrate that genetic studies of glycemic traits can identify type 2 diabetes risk loci, as well as loci containing gene variants that are associated with a modest elevation in glucose levels but are not associated with overt diabetes.
10aAdolescent10aAdult10aAlleles10aBlood Glucose10aChild10aDatabases, Genetic10aDiabetes Mellitus, Type 210aDNA Copy Number Variations10aFasting10aGene Expression Regulation10aGenetic Loci10aGenetic Predisposition to Disease10aGenome-Wide Association Study10aHomeostasis10aHumans10aMeta-Analysis as Topic10aPolymorphism, Single Nucleotide10aQuantitative Trait Loci10aQuantitative Trait, Heritable10aReproducibility of Results1 aDupuis, Josée1 aLangenberg, Claudia1 aProkopenko, Inga1 aSaxena, Richa1 aSoranzo, Nicole1 aJackson, Anne, U1 aWheeler, Eleanor1 aGlazer, Nicole, L1 aBouatia-Naji, Nabila1 aGloyn, Anna, L1 aLindgren, Cecilia, M1 aMägi, Reedik1 aMorris, Andrew, P1 aRandall, Joshua1 aJohnson, Toby1 aElliott, Paul1 aRybin, Denis1 aThorleifsson, Gudmar1 aSteinthorsdottir, Valgerdur1 aHenneman, Peter1 aGrallert, Harald1 aDehghan, Abbas1 aHottenga, Jouke Jan1 aFranklin, Christopher, S1 aNavarro, Pau1 aSong, Kijoung1 aGoel, Anuj1 aPerry, John, R B1 aEgan, Josephine, M1 aLajunen, Taina1 aGrarup, Niels1 aSparsø, Thomas1 aDoney, Alex1 aVoight, Benjamin, F1 aStringham, Heather, M1 aLi, Man1 aKanoni, Stavroula1 aShrader, Peter1 aCavalcanti-Proença, Christine1 aKumari, Meena1 aQi, Lu1 aTimpson, Nicholas, J1 aGieger, Christian1 aZabena, Carina1 aRocheleau, Ghislain1 aIngelsson, Erik1 aAn, Ping1 aO'Connell, Jeffrey1 aLuan, Jian'an1 aElliott, Amanda1 aMcCarroll, Steven, A1 aPayne, Felicity1 aRoccasecca, Rosa Maria1 aPattou, François1 aSethupathy, Praveen1 aArdlie, Kristin1 aAriyurek, Yavuz1 aBalkau, Beverley1 aBarter, Philip1 aBeilby, John, P1 aBen-Shlomo, Yoav1 aBenediktsson, Rafn1 aBennett, Amanda, J1 aBergmann, Sven1 aBochud, Murielle1 aBoerwinkle, Eric1 aBonnefond, Amélie1 aBonnycastle, Lori, L1 aBorch-Johnsen, Knut1 aBöttcher, Yvonne1 aBrunner, Eric1 aBumpstead, Suzannah, J1 aCharpentier, Guillaume1 aChen, Yii-Der Ida1 aChines, Peter1 aClarke, Robert1 aCoin, Lachlan, J M1 aCooper, Matthew, N1 aCornelis, Marilyn1 aCrawford, Gabe1 aCrisponi, Laura1 aDay, Ian, N M1 aGeus, Eco, J C1 aDelplanque, Jerome1 aDina, Christian1 aErdos, Michael, R1 aFedson, Annette, C1 aFischer-Rosinsky, Antje1 aForouhi, Nita, G1 aFox, Caroline, S1 aFrants, Rune1 aFranzosi, Maria Grazia1 aGalan, Pilar1 aGoodarzi, Mark, O1 aGraessler, Jürgen1 aGroves, Christopher, J1 aGrundy, Scott1 aGwilliam, Rhian1 aGyllensten, Ulf1 aHadjadj, Samy1 aHallmans, Göran1 aHammond, Naomi1 aHan, Xijing1 aHartikainen, Anna-Liisa1 aHassanali, Neelam1 aHayward, Caroline1 aHeath, Simon, C1 aHercberg, Serge1 aHerder, Christian1 aHicks, Andrew, A1 aHillman, David, R1 aHingorani, Aroon, D1 aHofman, Albert1 aHui, Jennie1 aHung, Joe1 aIsomaa, Bo1 aJohnson, Paul, R V1 aJørgensen, Torben1 aJula, Antti1 aKaakinen, Marika1 aKaprio, Jaakko1 aKesaniemi, Antero, Y1 aKivimaki, Mika1 aKnight, Beatrice1 aKoskinen, Seppo1 aKovacs, Peter1 aKyvik, Kirsten Ohm1 aLathrop, Mark, G1 aLawlor, Debbie, A1 aLe Bacquer, Olivier1 aLecoeur, Cécile1 aLi, Yun1 aLyssenko, Valeriya1 aMahley, Robert1 aMangino, Massimo1 aManning, Alisa, K1 aMartínez-Larrad, María Teresa1 aMcAteer, Jarred, B1 aMcCulloch, Laura, J1 aMcPherson, Ruth1 aMeisinger, Christa1 aMelzer, David1 aMeyre, David1 aMitchell, Braxton, D1 aMorken, Mario, A1 aMukherjee, Sutapa1 aNaitza, Silvia1 aNarisu, Narisu1 aNeville, Matthew, J1 aOostra, Ben, A1 aOrrù, Marco1 aPakyz, Ruth1 aPalmer, Colin, N A1 aPaolisso, Giuseppe1 aPattaro, Cristian1 aPearson, Daniel1 aPeden, John, F1 aPedersen, Nancy, L1 aPerola, Markus1 aPfeiffer, Andreas, F H1 aPichler, Irene1 aPolasek, Ozren1 aPosthuma, Danielle1 aPotter, Simon, C1 aPouta, Anneli1 aProvince, Michael, A1 aPsaty, Bruce, M1 aRathmann, Wolfgang1 aRayner, Nigel, W1 aRice, Kenneth1 aRipatti, Samuli1 aRivadeneira, Fernando1 aRoden, Michael1 aRolandsson, Olov1 aSandbaek, Annelli1 aSandhu, Manjinder1 aSanna, Serena1 aSayer, Avan Aihie1 aScheet, Paul1 aScott, Laura, J1 aSeedorf, Udo1 aSharp, Stephen, J1 aShields, Beverley1 aSigurethsson, Gunnar1 aSijbrands, Eric, J G1 aSilveira, Angela1 aSimpson, Laila1 aSingleton, Andrew1 aSmith, Nicholas, L1 aSovio, Ulla1 aSwift, Amy1 aSyddall, Holly1 aSyvänen, Ann-Christine1 aTanaka, Toshiko1 aThorand, Barbara1 aTichet, Jean1 aTönjes, Anke1 aTuomi, Tiinamaija1 aUitterlinden, André, G1 aDijk, Ko Willems1 aHoek, Mandy1 aVarma, Dhiraj1 aVisvikis-Siest, Sophie1 aVitart, Veronique1 aVogelzangs, Nicole1 aWaeber, Gérard1 aWagner, Peter, J1 aWalley, Andrew1 aWalters, Bragi, G1 aWard, Kim, L1 aWatkins, Hugh1 aWeedon, Michael, N1 aWild, Sarah, H1 aWillemsen, Gonneke1 aWitteman, Jaqueline, C M1 aYarnell, John, W G1 aZeggini, Eleftheria1 aZelenika, Diana1 aZethelius, Björn1 aZhai, Guangju1 aZhao, Jing Hua1 aZillikens, Carola, M1 aBorecki, Ingrid, B1 aLoos, Ruth, J F1 aMeneton, Pierre1 aMagnusson, Patrik, K E1 aNathan, David, M1 aWilliams, Gordon, H1 aHattersley, Andrew, T1 aSilander, Kaisa1 aSalomaa, Veikko1 aSmith, George Davey1 aBornstein, Stefan, R1 aSchwarz, Peter1 aSpranger, Joachim1 aKarpe, Fredrik1 aShuldiner, Alan, R1 aCooper, Cyrus1 aDedoussis, George, V1 aSerrano-Ríos, Manuel1 aMorris, Andrew, D1 aLind, Lars1 aPalmer, Lyle, J1 aHu, Frank, B1 aFranks, Paul, W1 aEbrahim, Shah1 aMarmot, Michael1 aKao, Linda, W H1 aPankow, James, S1 aSampson, Michael, J1 aKuusisto, Johanna1 aLaakso, Markku1 aHansen, Torben1 aPedersen, Oluf1 aPramstaller, Peter Paul1 aWichmann, Erich, H1 aIllig, Thomas1 aRudan, Igor1 aWright, Alan, F1 aStumvoll, Michael1 aCampbell, Harry1 aWilson, James, F1 aBergman, Richard, N1 aBuchanan, Thomas, A1 aCollins, Francis, S1 aMohlke, Karen, L1 aTuomilehto, Jaakko1 aValle, Timo, T1 aAltshuler, David1 aRotter, Jerome, I1 aSiscovick, David, S1 aPenninx, Brenda, W J H1 aBoomsma, Dorret, I1 aDeloukas, Panos1 aSpector, Timothy, D1 aFrayling, Timothy, M1 aFerrucci, Luigi1 aKong, Augustine1 aThorsteinsdottir, Unnur1 aStefansson, Kari1 aDuijn, Cornelia, M1 aAulchenko, Yurii, S1 aCao, Antonio1 aScuteri, Angelo1 aSchlessinger, David1 aUda, Manuela1 aRuokonen, Aimo1 aJarvelin, Marjo-Riitta1 aWaterworth, Dawn, M1 aVollenweider, Peter1 aPeltonen, Leena1 aMooser, Vincent1 aAbecasis, Goncalo, R1 aWareham, Nicholas, J1 aSladek, Robert1 aFroguel, Philippe1 aWatanabe, Richard, M1 aMeigs, James, B1 aGroop, Leif1 aBoehnke, Michael1 aMcCarthy, Mark, I1 aFlorez, Jose, C1 aBarroso, Inês1 aDIAGRAM Consortium1 aGIANT Consortium1 aGlobal BPgen Consortium1 aAnders Hamsten on behalf of Procardis Consortium1 aMAGIC investigators uhttps://chs-nhlbi.org/node/116004125nas a2200745 4500008004100000022001400041245014300055210006900198260001600267300001300283490000700296520189000303653002802193653003002221653002702251653002502278653003802303653003402341653001302375653001102388653001602399653001502415653001502430653003602445653001702481100001802498700001602516700001702532700002302549700001902572700001902591700001902610700001902629700002002648700001602668700002002684700002202704700002002726700002402746700002402770700002102794700002402815700002102839700002202860700002102882700002302903700001902926700002202945700002102967700001702988700001903005700002203024700001903046700001403065700002203079700002203101700002403123700002503147700001803172700001803190700001803208710007203226710004503298856003603343 2011 eng d a1552-578300aCandidate gene association study for diabetic retinopathy in persons with type 2 diabetes: the Candidate gene Association Resource (CARe).0 aCandidate gene association study for diabetic retinopathy in per c2011 Sep 29 a7593-6020 v523 aPURPOSE: To investigate whether variants in cardiovascular candidate genes, some of which have been previously associated with type 2 diabetes (T2D), diabetic retinopathy (DR), and diabetic nephropathy (DN), are associated with DR in the Candidate gene Association Resource (CARe).
METHODS: Persons with T2D who were enrolled in the study (n = 2691) had fundus photography and genotyping of single nucleotide polymorphisms (SNPs) in 2000 candidate genes. Two case definitions were investigated: Early Treatment Diabetic Retinopathy Study (ETDRS) grades ≥ 14 and ≥ 30. The χ² analyses for each CARe cohort were combined by Cochran-Mantel-Haenszel (CMH) pooling of odds ratios (ORs) and corrected for multiple hypothesis testing. Logistic regression was performed with adjustment for other DR risk factors. Results from replication in independent cohorts were analyzed with CMH meta-analysis methods.
RESULTS: Among 39 genes previously associated with DR, DN, or T2D, three SNPs in P-selectin (SELP) were associated with DR. The strongest association was to rs6128 (OR = 0.43, P = 0.0001, after Bonferroni correction). These associations remained significant after adjustment for DR risk factors. Among other genes examined, several variants were associated with DR with significant P values, including rs6856425 tagging α-l-iduronidase (IDUA) (P = 2.1 × 10(-5), after Bonferroni correction). However, replication in independent cohorts did not reveal study-wide significant effects. The P values after replication were 0.55 and 0.10 for rs6128 and rs6856425, respectively.
CONCLUSIONS: Genes associated with DN, T2D, and vascular diseases do not appear to be consistently associated with DR. A few genetic variants associated with DR, particularly those in SELP and near IDUA, should be investigated in additional DR cohorts.
10aCardiovascular Diseases10aDiabetes Mellitus, Type 210aDiabetic Nephropathies10aDiabetic Retinopathy10aGenetic Predisposition to Disease10aGenome-Wide Association Study10aGenotype10aHumans10aIduronidase10aOdds Ratio10aP-Selectin10aPolymorphism, Single Nucleotide10aRisk Factors1 aSobrin, Lucia1 aGreen, Todd1 aSim, Xueling1 aJensen, Richard, A1 aTai, Shyong, E1 aTay, Wan, Ting1 aWang, Jie, Jin1 aMitchell, Paul1 aSandholm, Niina1 aLiu, Yiyuan1 aHietala, Kustaa1 aIyengar, Sudha, K1 aBrooks, Matthew1 aBuraczynska, Monika1 aVan Zuydam, Natalie1 aSmith, Albert, V1 aGudnason, Vilmundur1 aDoney, Alex, S F1 aMorris, Andrew, D1 aLeese, Graham, P1 aPalmer, Colin, N A1 aSwaroop, Anand1 aTaylor, Herman, A1 aWilson, James, G1 aPenman, Alan1 aChen, Ching, J1 aGroop, Per-Henrik1 aSaw, Seang-Mei1 aAung, Tin1 aKlein, Barbara, E1 aRotter, Jerome, I1 aSiscovick, David, S1 aCotch, Mary, Frances1 aKlein, Ronald1 aDaly, Mark, J1 aWong, Tien, Y1 aFamily Investigation of Nephropathy and Diabetes-Eye Research Group1 aWellcome Trust Case Control Consortium 2 uhttps://chs-nhlbi.org/node/156706059nas a2201225 4500008004100000022001400041245014700055210006900202260001300271300001100284490000700295520244300302653001902745653002302764653003802787653003402825653001102859653001702870653001102887100002102898700002002919700002702939700001902966700002302985700002003008700002003028700002003048700001803068700001703086700002803103700001903131700001903150700002203169700001903191700002303210700002403233700002503257700002303282700002703305700002003332700002203352700002403374700003003398700002003428700002203448700002103470700001803491700002303509700002203532700001903554700001703573700001903590700001703609700001903626700001903645700001803664700002603682700002603708700002303734700002303757700001503780700001703795700002303812700002303835700001503858700002003873700002203893700001903915700001603934700002503950700002703975700001904002700002704021700002404048700002804072700001904100700001904119700002204138700002104160700002104181700001804202700002504220700001904245700002204264700002504286700001704311700001904328700002204347700002004369700002604389700002804415700001904443700001904462700002704481700002004508700002304528700002104551700002204572700002104594700002104615700002004636710009604656710004504752856003604797 2012 eng d a1474-446500aGenetic risk factors for ischaemic stroke and its subtypes (the METASTROKE collaboration): a meta-analysis of genome-wide association studies.0 aGenetic risk factors for ischaemic stroke and its subtypes the M c2012 Nov a951-620 v113 aBACKGROUND: Various genome-wide association studies (GWAS) have been done in ischaemic stroke, identifying a few loci associated with the disease, but sample sizes have been 3500 cases or less. We established the METASTROKE collaboration with the aim of validating associations from previous GWAS and identifying novel genetic associations through meta-analysis of GWAS datasets for ischaemic stroke and its subtypes.
METHODS: We meta-analysed data from 15 ischaemic stroke cohorts with a total of 12 389 individuals with ischaemic stroke and 62 004 controls, all of European ancestry. For the associations reaching genome-wide significance in METASTROKE, we did a further analysis, conditioning on the lead single nucleotide polymorphism in every associated region. Replication of novel suggestive signals was done in 13 347 cases and 29 083 controls.
FINDINGS: We verified previous associations for cardioembolic stroke near PITX2 (p=2·8×10(-16)) and ZFHX3 (p=2·28×10(-8)), and for large-vessel stroke at a 9p21 locus (p=3·32×10(-5)) and HDAC9 (p=2·03×10(-12)). Additionally, we verified that all associations were subtype specific. Conditional analysis in the three regions for which the associations reached genome-wide significance (PITX2, ZFHX3, and HDAC9) indicated that all the signal in each region could be attributed to one risk haplotype. We also identified 12 potentially novel loci at p<5×10(-6). However, we were unable to replicate any of these novel associations in the replication cohort.
INTERPRETATION: Our results show that, although genetic variants can be detected in patients with ischaemic stroke when compared with controls, all associations we were able to confirm are specific to a stroke subtype. This finding has two implications. First, to maximise success of genetic studies in ischaemic stroke, detailed stroke subtyping is required. Second, different genetic pathophysiological mechanisms seem to be associated with different stroke subtypes.
FUNDING: Wellcome Trust, UK Medical Research Council (MRC), Australian National and Medical Health Research Council, National Institutes of Health (NIH) including National Heart, Lung and Blood Institute (NHLBI), the National Institute on Aging (NIA), the National Human Genome Research Institute (NHGRI), and the National Institute of Neurological Disorders and Stroke (NINDS).
10aBrain Ischemia10aDatabases, Genetic10aGenetic Predisposition to Disease10aGenome-Wide Association Study10aHumans10aRisk Factors10aStroke1 aTraylor, Matthew1 aFarrall, Martin1 aHolliday, Elizabeth, G1 aSudlow, Cathie1 aHopewell, Jemma, C1 aCheng, Yu-Ching1 aFornage, Myriam1 aIkram, Arfan, M1 aMalik, Rainer1 aBevan, Steve1 aThorsteinsdottir, Unnur1 aNalls, Mike, A1 aLongstreth, Wt1 aWiggins, Kerri, L1 aYadav, Sunaina1 aParati, Eugenio, A1 aDeStefano, Anita, L1 aWorrall, Bradford, B1 aKittner, Steven, J1 aKhan, Muhammad, Saleem1 aReiner, Alex, P1 aHelgadottir, Anna1 aAchterberg, Sefanja1 aFernandez-Cadenas, Israel1 aAbboud, Sherine1 aSchmidt, Reinhold1 aWalters, Matthew1 aChen, Wei-Min1 aRingelstein, Bernd1 aO'Donnell, Martin1 aHo, Weang, Kee1 aPera, Joanna1 aLemmens, Robin1 aNorrving, Bo1 aHiggins, Peter1 aBenn, Marianne1 aSale, Michele1 aKuhlenbäumer, Gregor1 aDoney, Alexander, S F1 aVicente, Astrid, M1 aDelavaran, Hossein1 aAlgra, Ale1 aDavies, Gail1 aOliveira, Sofia, A1 aPalmer, Colin, N A1 aDeary, Ian1 aSchmidt, Helena1 aPandolfo, Massimo1 aMontaner, Joan1 aCarty, Cara1 ade Bakker, Paul, I W1 aKostulas, Konstantinos1 aFerro, Jose, M1 avan Zuydam, Natalie, R1 aValdimarsson, Einar1 aNordestgaard, Børge, G1 aLindgren, Arne1 aThijs, Vincent1 aSlowik, Agnieszka1 aSaleheen, Danish1 aParé, Guillaume1 aBerger, Klaus1 aThorleifsson, Gudmar1 aHofman, Albert1 aMosley, Thomas, H1 aMitchell, Braxton, D1 aFurie, Karen1 aClarke, Robert1 aLevi, Christopher1 aSeshadri, Sudha1 aGschwendtner, Andreas1 aBoncoraglio, Giorgio, B1 aSharma, Pankaj1 aBis, Joshua, C1 aGretarsdottir, Solveig1 aPsaty, Bruce, M1 aRothwell, Peter, M1 aRosand, Jonathan1 aMeschia, James, F1 aStefansson, Kari1 aDichgans, Martin1 aMarkus, Hugh, S1 aAustralian Stroke Genetics Collaborative, Wellcome Trust Case Control Consortium 2 (WTCCC2)1 aInternational Stroke Genetics Consortium uhttps://chs-nhlbi.org/node/586308958nas a2202881 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2012 eng d a1546-171800aLarge-scale association analyses identify new loci influencing glycemic traits and provide insight into the underlying biological pathways.0 aLargescale association analyses identify new loci influencing gl c2012 Sep a991-10050 v443 aThrough genome-wide association meta-analyses of up to 133,010 individuals of European ancestry without diabetes, including individuals newly genotyped using the Metabochip, we have increased the number of confirmed loci influencing glycemic traits to 53, of which 33 also increase type 2 diabetes risk (q < 0.05). Loci influencing fasting insulin concentration showed association with lipid levels and fat distribution, suggesting impact on insulin resistance. Gene-based analyses identified further biologically plausible loci, suggesting that additional loci beyond those reaching genome-wide significance are likely to represent real associations. This conclusion is supported by an excess of directionally consistent and nominally significant signals between discovery and follow-up studies. Functional analysis of these newly discovered loci will further improve our understanding of glycemic control.
10aAdult10aAnimals10aBlood Glucose10aFasting10aFemale10aGene Frequency10aGenome-Wide Association Study10aHumans10aInsulin10aMale10aMetabolic Networks and Pathways10aMice10aOsmolar Concentration10aQuantitative Trait Loci1 aScott, Robert, A1 aLagou, Vasiliki1 aWelch, Ryan, P1 aWheeler, Eleanor1 aMontasser, May, E1 aLuan, Jian'an1 aMägi, Reedik1 aStrawbridge, Rona, J1 aRehnberg, Emil1 aGustafsson, Stefan1 aKanoni, Stavroula1 aRasmussen-Torvik, Laura, J1 aYengo, Loic1 aLecoeur, Cécile1 aShungin, Dmitry1 aSanna, Serena1 aSidore, Carlo1 aJohnson, Paul, C D1 aJukema, Wouter1 aJohnson, Toby1 aMahajan, Anubha1 aVerweij, Niek1 aThorleifsson, Gudmar1 aHottenga, Jouke-Jan1 aShah, Sonia1 aSmith, Albert, V1 aSennblad, Bengt1 aGieger, Christian1 aSalo, Perttu1 aPerola, Markus1 aTimpson, Nicholas, J1 aEvans, David, M1 aSt Pourcain, Beate1 aWu, Ying1 aAndrews, Jeanette, S1 aHui, Jennie1 aBielak, Lawrence, F1 aZhao, Wei1 aHorikoshi, Momoko1 aNavarro, Pau1 aIsaacs, Aaron1 aO'Connell, Jeffrey, R1 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aCaulfield, Mark1 aAntti, Jula1 aMangino, Massimo1 aSmall, Kerrin1 aMiljkovic, Iva1 aLiu, Yongmei1 aAtalay, Mustafa1 aKiess, Wieland1 aJames, Alan, L1 aRivadeneira, Fernando1 aUitterlinden, André, G1 aPalmer, Colin, N A1 aDoney, Alex, S F1 aWillemsen, Gonneke1 aSmit, Johannes, H1 aCampbell, Susan1 aPolasek, Ozren1 aBonnycastle, Lori, L1 aHercberg, Serge1 aDimitriou, Maria1 aBolton, Jennifer, L1 aFowkes, Gerard, R1 aKovacs, Peter1 aLindström, Jaana1 aZemunik, Tatijana1 aBandinelli, Stefania1 aWild, Sarah, H1 aBasart, Hanneke, V1 aRathmann, Wolfgang1 aGrallert, Harald1 aMaerz, Winfried1 aKleber, Marcus, E1 aBoehm, Bernhard, O1 aPeters, Annette1 aPramstaller, Peter, P1 aProvince, Michael, A1 aBorecki, Ingrid, B1 aHastie, Nicholas, D1 aRudan, Igor1 aCampbell, Harry1 aWatkins, Hugh1 aFarrall, Martin1 aStumvoll, Michael1 aFerrucci, Luigi1 aWaterworth, Dawn, M1 aBergman, Richard, N1 aCollins, Francis, S1 aTuomilehto, Jaakko1 aWatanabe, Richard, M1 aGeus, Eco, J C1 aPenninx, Brenda, W1 aHofman, Albert1 aOostra, Ben, A1 aPsaty, Bruce, M1 aVollenweider, Peter1 aWilson, James, F1 aWright, Alan, F1 aHovingh, Kees1 aMetspalu, Andres1 aUusitupa, Matti1 aMagnusson, Patrik, K E1 aKyvik, Kirsten, O1 aKaprio, Jaakko1 aPrice, Jackie, F1 aDedoussis, George, V1 aDeloukas, Panos1 aMeneton, Pierre1 aLind, Lars1 aBoehnke, Michael1 aShuldiner, Alan, R1 aDuijn, Cornelia, M1 aMorris, Andrew, D1 aToenjes, Anke1 aPeyser, Patricia, A1 aBeilby, John, P1 aKörner, Antje1 aKuusisto, Johanna1 aLaakso, Markku1 aBornstein, Stefan, R1 aSchwarz, Peter, E H1 aLakka, Timo, A1 aRauramaa, Rainer1 aAdair, Linda, S1 aSmith, George Davey1 aSpector, Tim, D1 aIllig, Thomas1 ade Faire, Ulf1 aHamsten, Anders1 aGudnason, Vilmundur1 aKivimaki, Mika1 aHingorani, Aroon1 aKeinanen-Kiukaanniemi, Sirkka, M1 aSaaristo, Timo, E1 aBoomsma, Dorret, I1 aStefansson, Kari1 aHarst, Pim1 aDupuis, Josée1 aPedersen, Nancy, L1 aSattar, Naveed1 aHarris, Tamara, B1 aCucca, Francesco1 aRipatti, Samuli1 aSalomaa, Veikko1 aMohlke, 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2012 eng d a1553-740400aNovel loci for adiponectin levels and their influence on type 2 diabetes and metabolic traits: a multi-ethnic meta-analysis of 45,891 individuals.0 aNovel loci for adiponectin levels and their influence on type 2 c2012 ae10026070 v83 aCirculating levels of adiponectin, a hormone produced predominantly by adipocytes, are highly heritable and are inversely associated with type 2 diabetes mellitus (T2D) and other metabolic traits. We conducted a meta-analysis of genome-wide association studies in 39,883 individuals of European ancestry to identify genes associated with metabolic disease. We identified 8 novel loci associated with adiponectin levels and confirmed 2 previously reported loci (P = 4.5×10(-8)-1.2×10(-43)). Using a novel method to combine data across ethnicities (N = 4,232 African Americans, N = 1,776 Asians, and N = 29,347 Europeans), we identified two additional novel loci. Expression analyses of 436 human adipocyte samples revealed that mRNA levels of 18 genes at candidate regions were associated with adiponectin concentrations after accounting for multiple testing (p<3×10(-4)). We next developed a multi-SNP genotypic risk score to test the association of adiponectin decreasing risk alleles on metabolic traits and diseases using consortia-level meta-analytic data. This risk score was associated with increased risk of T2D (p = 4.3×10(-3), n = 22,044), increased triglycerides (p = 2.6×10(-14), n = 93,440), increased waist-to-hip ratio (p = 1.8×10(-5), n = 77,167), increased glucose two hours post oral glucose tolerance testing (p = 4.4×10(-3), n = 15,234), increased fasting insulin (p = 0.015, n = 48,238), but with lower in HDL-cholesterol concentrations (p = 4.5×10(-13), n = 96,748) and decreased BMI (p = 1.4×10(-4), n = 121,335). These findings identify novel genetic determinants of adiponectin levels, which, taken together, influence risk of T2D and markers of insulin resistance.
10aAdiponectin10aAfrican Americans10aAsian Continental Ancestry Group10aCholesterol, HDL10aDiabetes Mellitus, Type 210aEuropean Continental Ancestry Group10aFemale10aGene Expression10aGenetic Predisposition to Disease10aGenome-Wide Association Study10aGlucose Tolerance Test10aHumans10aInsulin Resistance10aMale10aMetabolic Networks and Pathways10aPolymorphism, Single Nucleotide10aWaist-Hip Ratio1 aDastani, Zari1 aHivert, Marie-France1 aTimpson, Nicholas1 aPerry, John, R B1 aYuan, Xin1 aScott, Robert, A1 aHenneman, Peter1 aHeid, Iris, M1 aKizer, Jorge, R1 aLyytikäinen, Leo-Pekka1 aFuchsberger, Christian1 aTanaka, Toshiko1 aMorris, Andrew, P1 aSmall, Kerrin1 aIsaacs, Aaron1 aBeekman, Marian1 aCoassin, Stefan1 aLohman, Kurt1 aQi, Lu1 aKanoni, Stavroula1 aPankow, James, S1 aUh, Hae-Won1 aWu, Ying1 aBidulescu, Aurelian1 aRasmussen-Torvik, Laura, J1 aGreenwood, Celia, M T1 aLadouceur, Martin1 aGrimsby, Jonna1 aManning, Alisa, K1 aLiu, Ching-Ti1 aKooner, Jaspal1 aMooser, Vincent, E1 aVollenweider, Peter1 aKapur, Karen, A1 aChambers, John1 aWareham, Nicholas, J1 aLangenberg, Claudia1 aFrants, Rune1 aWillems-Vandijk, Ko1 aOostra, Ben, A1 aWillems, Sara, M1 aLamina, Claudia1 aWinkler, Thomas, W1 aPsaty, Bruce, M1 aTracy, Russell, P1 aBrody, Jennifer1 aChen, Ida1 aViikari, Jorma1 aKähönen, Mika1 aPramstaller, Peter, P1 aEvans, David, M1 aSt Pourcain, Beate1 aSattar, Naveed1 aWood, Andrew, R1 aBandinelli, Stefania1 aCarlson, Olga, D1 aEgan, Josephine, M1 aBöhringer, Stefan1 avan Heemst, Diana1 aKedenko, Lyudmyla1 aKristiansson, Kati1 aNuotio, Marja-Liisa1 aLoo, Britt-Marie1 aHarris, Tamara1 aGarcia, Melissa1 aKanaya, Alka1 aHaun, Margot1 aKlopp, Norman1 aWichmann, H-Erich1 aDeloukas, Panos1 aKatsareli, Efi1 aCouper, David, J1 aDuncan, Bruce, B1 aKloppenburg, Margreet1 aAdair, Linda, S1 aBorja, Judith, B1 aWilson, James, G1 aMusani, Solomon1 aGuo, Xiuqing1 aJohnson, Toby1 aSemple, Robert1 aTeslovich, Tanya, M1 aAllison, Matthew, A1 aRedline, Susan1 aBuxbaum, Sarah, G1 aMohlke, Karen, L1 aMeulenbelt, Ingrid1 aBallantyne, Christie, M1 aDedoussis, George, V1 aHu, Frank, B1 aLiu, Yongmei1 aPaulweber, Bernhard1 aSpector, Timothy, D1 aSlagboom, Eline1 aFerrucci, Luigi1 aJula, Antti1 aPerola, Markus1 aRaitakari, Olli1 aFlorez, Jose, C1 aSalomaa, Veikko1 aEriksson, Johan, G1 aFrayling, Timothy, M1 aHicks, Andrew, A1 aLehtimäki, Terho1 aSmith, George Davey1 aSiscovick, David, S1 aKronenberg, Florian1 aDuijn, Cornelia1 aLoos, Ruth, J F1 aWaterworth, Dawn, M1 aMeigs, James, B1 aDupuis, Josée1 aRichards, Brent1 aVoight, Benjamin, F1 aScott, Laura, J1 aSteinthorsdottir, Valgerdur1 aDina, Christian1 aWelch, Ryan, P1 aZeggini, Eleftheria1 aHuth, Cornelia1 aAulchenko, Yurii, S1 aThorleifsson, Gudmar1 aMcCulloch, Laura, J1 aFerreira, Teresa1 aGrallert, Harald1 aAmin, Najaf1 aWu, Guanming1 aWiller, Cristen, J1 aRaychaudhuri, Soumya1 aMcCarroll, Steve, A1 aHofmann, Oliver, M1 aSegrè, Ayellet, V1 aHoek, Mandy1 aNavarro, Pau1 aArdlie, Kristin1 aBalkau, Beverley1 aBenediktsson, Rafn1 aBennett, Amanda, J1 aBlagieva, Roza1 aBoerwinkle, Eric1 aBonnycastle, Lori, L1 aBoström, Kristina, Bengtsson1 aBravenboer, Bert1 aBumpstead, Suzannah1 aBurtt, Noel, P1 aCharpentier, Guillaume1 aChines, Peter, S1 aCornelis, Marilyn1 aCrawford, Gabe1 aDoney, Alex, S F1 aElliott, Katherine, S1 aElliott, Amanda, L1 aErdos, Michael, R1 aFox, Caroline, S1 aFranklin, Christopher, S1 aGanser, Martha1 aGieger, Christian1 aGrarup, Niels1 aGreen, Todd1 aGriffin, Simon1 aGroves, Christopher, J1 aGuiducci, Candace1 aHadjadj, Samy1 aHassanali, Neelam1 aHerder, Christian1 aIsomaa, Bo1 aJackson, Anne, U1 aJohnson, Paul, R V1 aJørgensen, Torben1 aKao, Wen, H L1 aKong, Augustine1 aKraft, Peter1 aKuusisto, Johanna1 aLauritzen, Torsten1 aLi, Man1 aLieverse, Aloysius1 aLindgren, Cecilia, M1 aLyssenko, Valeriya1 aMarre, Michel1 aMeitinger, Thomas1 aMidthjell, Kristian1 aMorken, Mario, A1 aNarisu, Narisu1 aNilsson, Peter1 aOwen, Katharine, R1 aPayne, Felicity1 aPetersen, Ann-Kristin1 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aBoehm, Bernhard, O1 aCampbell, Harry1 aDaly, Mark, J1 aHattersley, Andrew, T1 aPedersen, Oluf1 aBarroso, Inês1 aGroop, Leif1 aSladek, Rob1 aThorsteinsdottir, Unnur1 aWilson, James, F1 aIllig, Thomas1 aFroguel, Philippe1 aDuijn, Cornelia, M1 aStefansson, Kari1 aAltshuler, David1 aBoehnke, Michael1 aMcCarthy, Mark, I1 aSoranzo, Nicole1 aWheeler, Eleanor1 aGlazer, Nicole, L1 aBouatia-Naji, Nabila1 aMägi, Reedik1 aRandall, Joshua1 aElliott, Paul1 aRybin, Denis1 aDehghan, Abbas1 aHottenga, Jouke Jan1 aSong, Kijoung1 aGoel, Anuj1 aLajunen, Taina1 aDoney, Alex1 aCavalcanti-Proença, Christine1 aKumari, Meena1 aTimpson, Nicholas, J1 aZabena, Carina1 aIngelsson, Erik1 aAn, Ping1 aO'Connell, Jeffrey1 aLuan, Jian'an1 aElliott, Amanda1 aMcCarroll, Steven, A1 aRoccasecca, Rosa Maria1 aPattou, François1 aSethupathy, Praveen1 aAriyurek, Yavuz1 aBarter, Philip1 aBeilby, John, P1 aBen-Shlomo, Yoav1 aBergmann, Sven1 aBochud, Murielle1 aBonnefond, Amélie1 aBorch-Johnsen, Knut1 aBöttcher, Yvonne1 aBrunner, Eric1 aBumpstead, Suzannah, J1 aChen, Yii-Der Ida1 aChines, Peter1 aClarke, Robert1 aCoin, Lachlan, J M1 aCooper, Matthew, N1 aCrisponi, Laura1 aDay, Ian, N M1 aGeus, Eco, J C1 aDelplanque, Jerome1 aFedson, Annette, C1 aFischer-Rosinsky, Antje1 aForouhi, Nita, G1 aFranzosi, Maria Grazia1 aGalan, Pilar1 aGoodarzi, Mark, O1 aGraessler, Jürgen1 aGrundy, Scott1 aGwilliam, Rhian1 aHallmans, Göran1 aHammond, Naomi1 aHan, Xijing1 aHartikainen, Anna-Liisa1 aHayward, Caroline1 aHeath, Simon, C1 aHercberg, Serge1 aHillman, David, R1 aHingorani, Aroon, D1 aHui, Jennie1 aHung, Joe1 aKaakinen, Marika1 aKaprio, Jaakko1 aKesaniemi, Antero, Y1 aKivimaki, Mika1 aKnight, Beatrice1 aKoskinen, Seppo1 aKovacs, Peter1 aKyvik, Kirsten Ohm1 aLathrop, Mark, G1 aLawlor, Debbie, A1 aLe Bacquer, Olivier1 aLecoeur, Cécile1 aLi, Yun1 aMahley, Robert1 aMangino, Massimo1 aMartínez-Larrad, María Teresa1 aMcAteer, Jarred, B1 aMcPherson, Ruth1 aMeisinger, Christa1 aMelzer, David1 aMeyre, David1 aMitchell, 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aStrachan, David, P1 aReilly, Muredach, P1 aSamani, Nilesh, J1 aSchunkert, Heribert1 aCupples, Adrienne, L1 aSandhu, Manjinder, S1 aRidker, Paul, M1 aRader, Daniel, J1 aKathiresan, Sekar1 aDIAGRAM+ Consortium1 aMAGIC Consortium1 aGLGC Investigators1 aMuTHER Consortium1 aDIAGRAM Consortium1 aGIANT Consortium1 aGlobal B Pgen Consortium1 aProcardis Consortium1 aMAGIC investigators1 aGLGC Consortium uhttps://chs-nhlbi.org/node/137810597nas a2203385 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2013 eng d a1546-171800aCommon variants associated with plasma triglycerides and risk for coronary artery disease.0 aCommon variants associated with plasma triglycerides and risk fo c2013 Nov a1345-520 v453 aTriglycerides are transported in plasma by specific triglyceride-rich lipoproteins; in epidemiological studies, increased triglyceride levels correlate with higher risk for coronary artery disease (CAD). However, it is unclear whether this association reflects causal processes. We used 185 common variants recently mapped for plasma lipids (P < 5 × 10(-8) for each) to examine the role of triglycerides in risk for CAD. First, we highlight loci associated with both low-density lipoprotein cholesterol (LDL-C) and triglyceride levels, and we show that the direction and magnitude of the associations with both traits are factors in determining CAD risk. Second, we consider loci with only a strong association with triglycerides and show that these loci are also associated with CAD. Finally, in a model accounting for effects on LDL-C and/or high-density lipoprotein cholesterol (HDL-C) levels, the strength of a polymorphism's effect on triglyceride levels is correlated with the magnitude of its effect on CAD risk. These results suggest that triglyceride-rich lipoproteins causally influence risk for CAD.
10aBiological Transport10aCholesterol, HDL10aCholesterol, LDL10aCoronary Artery Disease10aHumans10aPolymorphism, Single Nucleotide10aRisk Factors10aTriglycerides1 aDo, Ron1 aWiller, Cristen, J1 aSchmidt, Ellen, M1 aSengupta, Sebanti1 aGao, Chi1 aPeloso, Gina, M1 aGustafsson, Stefan1 aKanoni, Stavroula1 aGanna, Andrea1 aChen, Jin1 aBuchkovich, Martin, L1 aMora, Samia1 aBeckmann, Jacques, S1 aBragg-Gresham, Jennifer, L1 aChang, Hsing-Yi1 aDemirkan, Ayse1 aHertog, Heleen, M Den1 aDonnelly, Louise, A1 aEhret, Georg, B1 aEsko, Tõnu1 aFeitosa, Mary, F1 aFerreira, Teresa1 aFischer, Krista1 aFontanillas, Pierre1 aFraser, Ross, M1 aFreitag, Daniel, F1 aGurdasani, Deepti1 aHeikkilä, Kauko1 aHyppönen, Elina1 aIsaacs, Aaron1 aJackson, Anne, U1 aJohansson, Asa1 aJohnson, Toby1 aKaakinen, Marika1 aKettunen, Johannes1 aKleber, Marcus, E1 aLi, Xiaohui1 aLuan, Jian'an1 aLyytikäinen, Leo-Pekka1 aMagnusson, Patrik, K E1 aMangino, Massimo1 aMihailov, Evelin1 aMontasser, May, E1 aMüller-Nurasyid, Martina1 aNolte, Ilja, M1 aO'Connell, Jeffrey, R1 aPalmer, Cameron, D1 aPerola, Markus1 aPetersen, Ann-Kristin1 aSanna, Serena1 aSaxena, Richa1 aService, Susan, K1 aShah, Sonia1 aShungin, Dmitry1 aSidore, Carlo1 aSong, Ci1 aStrawbridge, Rona, J1 aSurakka, Ida1 aTanaka, Toshiko1 aTeslovich, Tanya, M1 aThorleifsson, Gudmar1 avan den Herik, Evita, G1 aVoight, Benjamin, F1 aVolcik, Kelly, A1 aWaite, Lindsay, L1 aWong, Andrew1 aWu, Ying1 aZhang, Weihua1 aAbsher, Devin1 aAsiki, Gershim1 aBarroso, Inês1 aBeen, Latonya, F1 aBolton, Jennifer, L1 aBonnycastle, Lori, L1 aBrambilla, Paolo1 aBurnett, Mary, S1 aCesana, Giancarlo1 aDimitriou, Maria1 aDoney, Alex, S F1 aDöring, Angela1 aElliott, Paul1 aEpstein, Stephen, E1 aEyjolfsson, Gudmundur, Ingi1 aGigante, Bruna1 aGoodarzi, Mark, O1 aGrallert, Harald1 aGravito, Martha, L1 aGroves, Christopher, J1 aHallmans, Göran1 aHartikainen, Anna-Liisa1 aHayward, Caroline1 aHernandez, Dena1 aHicks, Andrew, A1 aHolm, Hilma1 aHung, Yi-Jen1 aIllig, Thomas1 aJones, Michelle, R1 aKaleebu, Pontiano1 aKastelein, John, J P1 aKhaw, Kay-Tee1 aKim, Eric1 aKlopp, Norman1 aKomulainen, Pirjo1 aKumari, Meena1 aLangenberg, Claudia1 aLehtimäki, Terho1 aLin, Shih-Yi1 aLindström, Jaana1 aLoos, Ruth, J F1 aMach, François1 aMcArdle, Wendy, L1 aMeisinger, Christa1 aMitchell, Braxton, D1 aMüller, Gabrielle1 aNagaraja, Ramaiah1 aNarisu, Narisu1 aNieminen, Tuomo, V M1 aNsubuga, Rebecca, N1 aOlafsson, Isleifur1 aOng, Ken, K1 aPalotie, Aarno1 aPapamarkou, Theodore1 aPomilla, Cristina1 aPouta, Anneli1 aRader, Daniel, J1 aReilly, Muredach, P1 aRidker, Paul, M1 aRivadeneira, Fernando1 aRudan, Igor1 aRuokonen, Aimo1 aSamani, Nilesh1 aScharnagl, Hubert1 aSeeley, Janet1 aSilander, Kaisa1 aStančáková, Alena1 aStirrups, Kathleen1 aSwift, Amy, J1 aTiret, Laurence1 aUitterlinden, André, G1 avan Pelt, Joost1 aVedantam, Sailaja1 aWainwright, Nicholas1 aWijmenga, Cisca1 aWild, Sarah, H1 aWillemsen, Gonneke1 aWilsgaard, Tom1 aWilson, James, F1 aYoung, Elizabeth, H1 aZhao, Jing Hua1 aAdair, Linda, S1 aArveiler, Dominique1 aAssimes, Themistocles, L1 aBandinelli, Stefania1 aBennett, Franklyn1 aBochud, Murielle1 aBoehm, Bernhard, O1 aBoomsma, Dorret, I1 aBorecki, Ingrid, B1 aBornstein, Stefan, R1 aBovet, Pascal1 aBurnier, Michel1 aCampbell, Harry1 aChakravarti, Aravinda1 aChambers, John, C1 aChen, Yii-Der Ida1 aCollins, Francis, S1 aCooper, Richard, S1 aDanesh, John1 aDedoussis, George1 ade Faire, Ulf1 aFeranil, Alan, B1 aFerrieres, Jean1 aFerrucci, Luigi1 aFreimer, Nelson, B1 aGieger, Christian1 aGroop, Leif, C1 aGudnason, Vilmundur1 aGyllensten, Ulf1 aHamsten, Anders1 aHarris, Tamara, B1 aHingorani, Aroon1 aHirschhorn, Joel, N1 aHofman, Albert1 aHovingh, Kees1 aHsiung, Chao, Agnes1 aHumphries, Steve, E1 aHunt, Steven, C1 aHveem, Kristian1 aIribarren, Carlos1 aJarvelin, Marjo-Riitta1 aJula, Antti1 aKähönen, Mika1 aKaprio, Jaakko1 aKesäniemi, Antero1 aKivimaki, Mika1 aKooner, Jaspal, S1 aKoudstaal, Peter, J1 aKrauss, Ronald, M1 aKuh, Diana1 aKuusisto, Johanna1 aKyvik, Kirsten, O1 aLaakso, Markku1 aLakka, Timo, A1 aLind, Lars1 aLindgren, Cecilia, M1 aMartin, Nicholas, G1 aMärz, Winfried1 aMcCarthy, Mark, I1 aMcKenzie, Colin, A1 aMeneton, Pierre1 aMetspalu, Andres1 aMoilanen, Leena1 aMorris, Andrew, D1 aMunroe, Patricia, B1 aNjølstad, Inger1 aPedersen, Nancy, L1 aPower, Chris1 aPramstaller, Peter, P1 aPrice, Jackie, F1 aPsaty, Bruce, M1 aQuertermous, Thomas1 aRauramaa, Rainer1 aSaleheen, Danish1 aSalomaa, Veikko1 aSanghera, Dharambir, K1 aSaramies, Jouko1 aSchwarz, Peter, E H1 aSheu, Wayne, H-H1 aShuldiner, Alan, R1 aSiegbahn, Agneta1 aSpector, Tim, D1 aStefansson, Kari1 aStrachan, David, P1 aTayo, Bamidele, O1 aTremoli, Elena1 aTuomilehto, Jaakko1 aUusitupa, Matti1 aDuijn, Cornelia, M1 aVollenweider, Peter1 aWallentin, Lars1 aWareham, Nicholas, J1 aWhitfield, John, B1 aWolffenbuttel, Bruce, H R1 aAltshuler, David1 aOrdovas, Jose, M1 aBoerwinkle, Eric1 aPalmer, Colin, N A1 aThorsteinsdottir, Unnur1 aChasman, Daniel, I1 aRotter, Jerome, I1 aFranks, Paul, W1 aRipatti, Samuli1 aCupples, Adrienne, L1 aSandhu, Manjinder, S1 aRich, Stephen, S1 aBoehnke, Michael1 aDeloukas, Panos1 aMohlke, Karen, L1 aIngelsson, Erik1 aAbecasis, Goncalo, R1 aDaly, Mark, J1 aNeale, Benjamin, M1 aKathiresan, Sekar uhttps://chs-nhlbi.org/node/801410661nas a2203397 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2013 eng d a1546-171800aDiscovery and refinement of loci associated with lipid levels.0 aDiscovery and refinement of loci associated with lipid levels c2013 Nov a1274-12830 v453 aLevels of low-density lipoprotein (LDL) cholesterol, high-density lipoprotein (HDL) cholesterol, triglycerides and total cholesterol are heritable, modifiable risk factors for coronary artery disease. To identify new loci and refine known loci influencing these lipids, we examined 188,577 individuals using genome-wide and custom genotyping arrays. We identify and annotate 157 loci associated with lipid levels at P < 5 × 10(-8), including 62 loci not previously associated with lipid levels in humans. Using dense genotyping in individuals of European, East Asian, South Asian and African ancestry, we narrow association signals in 12 loci. We find that loci associated with blood lipid levels are often associated with cardiovascular and metabolic traits, including coronary artery disease, type 2 diabetes, blood pressure, waist-hip ratio and body mass index. Our results demonstrate the value of using genetic data from individuals of diverse ancestry and provide insights into the biological mechanisms regulating blood lipids to guide future genetic, biological and therapeutic research.
10aAfrican Continental Ancestry Group10aAsian Continental Ancestry Group10aCholesterol, HDL10aCholesterol, LDL10aCoronary Artery Disease10aEuropean Continental Ancestry Group10aGenetic Predisposition to Disease10aGenome-Wide Association Study10aGenotype10aHumans10aLipids10aTriglycerides1 aWiller, Cristen, J1 aSchmidt, Ellen, M1 aSengupta, Sebanti1 aPeloso, Gina, M1 aGustafsson, Stefan1 aKanoni, Stavroula1 aGanna, Andrea1 aChen, Jin1 aBuchkovich, Martin, L1 aMora, Samia1 aBeckmann, Jacques, S1 aBragg-Gresham, Jennifer, L1 aChang, Hsing-Yi1 aDemirkan, Ayse1 aHertog, Heleen, M Den1 aDo, Ron1 aDonnelly, Louise, A1 aEhret, Georg, B1 aEsko, Tõnu1 aFeitosa, Mary, F1 aFerreira, Teresa1 aFischer, Krista1 aFontanillas, Pierre1 aFraser, Ross, M1 aFreitag, Daniel, F1 aGurdasani, Deepti1 aHeikkilä, Kauko1 aHyppönen, Elina1 aIsaacs, Aaron1 aJackson, Anne, U1 aJohansson, Asa1 aJohnson, Toby1 aKaakinen, Marika1 aKettunen, Johannes1 aKleber, Marcus, E1 aLi, Xiaohui1 aLuan, Jian'an1 aLyytikäinen, Leo-Pekka1 aMagnusson, Patrik, K E1 aMangino, Massimo1 aMihailov, Evelin1 aMontasser, May, E1 aMüller-Nurasyid, Martina1 aNolte, Ilja, M1 aO'Connell, Jeffrey, R1 aPalmer, Cameron, D1 aPerola, Markus1 aPetersen, Ann-Kristin1 aSanna, Serena1 aSaxena, Richa1 aService, Susan, K1 aShah, Sonia1 aShungin, Dmitry1 aSidore, Carlo1 aSong, Ci1 aStrawbridge, Rona, J1 aSurakka, Ida1 aTanaka, Toshiko1 aTeslovich, Tanya, M1 aThorleifsson, Gudmar1 avan den Herik, Evita, G1 aVoight, Benjamin, F1 aVolcik, Kelly, A1 aWaite, Lindsay, L1 aWong, Andrew1 aWu, Ying1 aZhang, Weihua1 aAbsher, Devin1 aAsiki, Gershim1 aBarroso, Inês1 aBeen, Latonya, F1 aBolton, Jennifer, L1 aBonnycastle, Lori, L1 aBrambilla, Paolo1 aBurnett, Mary, S1 aCesana, Giancarlo1 aDimitriou, Maria1 aDoney, Alex, S F1 aDöring, Angela1 aElliott, Paul1 aEpstein, Stephen, E1 aEyjolfsson, Gudmundur, Ingi1 aGigante, Bruna1 aGoodarzi, Mark, O1 aGrallert, Harald1 aGravito, Martha, L1 aGroves, Christopher, J1 aHallmans, Göran1 aHartikainen, Anna-Liisa1 aHayward, Caroline1 aHernandez, Dena1 aHicks, Andrew, A1 aHolm, Hilma1 aHung, Yi-Jen1 aIllig, Thomas1 aJones, Michelle, R1 aKaleebu, Pontiano1 aKastelein, John, J P1 aKhaw, Kay-Tee1 aKim, Eric1 aKlopp, Norman1 aKomulainen, Pirjo1 aKumari, Meena1 aLangenberg, Claudia1 aLehtimäki, Terho1 aLin, Shih-Yi1 aLindström, Jaana1 aLoos, Ruth, J F1 aMach, François1 aMcArdle, Wendy, L1 aMeisinger, Christa1 aMitchell, Braxton, D1 aMüller, Gabrielle1 aNagaraja, Ramaiah1 aNarisu, Narisu1 aNieminen, Tuomo, V M1 aNsubuga, Rebecca, N1 aOlafsson, Isleifur1 aOng, Ken, K1 aPalotie, Aarno1 aPapamarkou, Theodore1 aPomilla, Cristina1 aPouta, Anneli1 aRader, Daniel, J1 aReilly, Muredach, P1 aRidker, Paul, M1 aRivadeneira, Fernando1 aRudan, Igor1 aRuokonen, Aimo1 aSamani, Nilesh1 aScharnagl, Hubert1 aSeeley, Janet1 aSilander, Kaisa1 aStančáková, Alena1 aStirrups, Kathleen1 aSwift, Amy, J1 aTiret, Laurence1 aUitterlinden, André, G1 avan Pelt, Joost1 aVedantam, Sailaja1 aWainwright, Nicholas1 aWijmenga, Cisca1 aWild, Sarah, H1 aWillemsen, Gonneke1 aWilsgaard, Tom1 aWilson, James, F1 aYoung, Elizabeth, H1 aZhao, Jing Hua1 aAdair, Linda, S1 aArveiler, Dominique1 aAssimes, Themistocles, L1 aBandinelli, Stefania1 aBennett, Franklyn1 aBochud, Murielle1 aBoehm, Bernhard, O1 aBoomsma, Dorret, I1 aBorecki, Ingrid, B1 aBornstein, Stefan, R1 aBovet, Pascal1 aBurnier, Michel1 aCampbell, Harry1 aChakravarti, Aravinda1 aChambers, John, C1 aChen, Yii-Der Ida1 aCollins, Francis, S1 aCooper, Richard, S1 aDanesh, John1 aDedoussis, George1 ade Faire, Ulf1 aFeranil, Alan, B1 aFerrieres, Jean1 aFerrucci, Luigi1 aFreimer, Nelson, B1 aGieger, Christian1 aGroop, Leif, C1 aGudnason, Vilmundur1 aGyllensten, Ulf1 aHamsten, Anders1 aHarris, Tamara, B1 aHingorani, Aroon1 aHirschhorn, Joel, N1 aHofman, Albert1 aHovingh, Kees1 aHsiung, Chao, Agnes1 aHumphries, Steve, E1 aHunt, Steven, C1 aHveem, Kristian1 aIribarren, Carlos1 aJarvelin, Marjo-Riitta1 aJula, Antti1 aKähönen, Mika1 aKaprio, Jaakko1 aKesäniemi, Antero1 aKivimaki, Mika1 aKooner, Jaspal, S1 aKoudstaal, Peter, J1 aKrauss, Ronald, M1 aKuh, Diana1 aKuusisto, Johanna1 aKyvik, Kirsten, O1 aLaakso, Markku1 aLakka, Timo, A1 aLind, Lars1 aLindgren, Cecilia, M1 aMartin, Nicholas, G1 aMärz, Winfried1 aMcCarthy, Mark, I1 aMcKenzie, Colin, A1 aMeneton, Pierre1 aMetspalu, Andres1 aMoilanen, Leena1 aMorris, Andrew, D1 aMunroe, Patricia, B1 aNjølstad, Inger1 aPedersen, Nancy, L1 aPower, Chris1 aPramstaller, Peter, P1 aPrice, Jackie, F1 aPsaty, Bruce, M1 aQuertermous, Thomas1 aRauramaa, Rainer1 aSaleheen, Danish1 aSalomaa, Veikko1 aSanghera, Dharambir, K1 aSaramies, Jouko1 aSchwarz, Peter, E H1 aSheu, Wayne, H-H1 aShuldiner, Alan, R1 aSiegbahn, Agneta1 aSpector, Tim, D1 aStefansson, Kari1 aStrachan, David, P1 aTayo, Bamidele, O1 aTremoli, Elena1 aTuomilehto, Jaakko1 aUusitupa, Matti1 aDuijn, Cornelia, M1 aVollenweider, Peter1 aWallentin, Lars1 aWareham, Nicholas, J1 aWhitfield, John, B1 aWolffenbuttel, Bruce, H R1 aOrdovas, Jose, M1 aBoerwinkle, Eric1 aPalmer, Colin, N A1 aThorsteinsdottir, Unnur1 aChasman, Daniel, I1 aRotter, Jerome, I1 aFranks, Paul, W1 aRipatti, Samuli1 aCupples, Adrienne, L1 aSandhu, Manjinder, S1 aRich, Stephen, S1 aBoehnke, Michael1 aDeloukas, Panos1 aKathiresan, Sekar1 aMohlke, Karen, L1 aIngelsson, Erik1 aAbecasis, Goncalo, R1 aGlobal Lipids Genetics Consortium uhttps://chs-nhlbi.org/node/615404387nas a2201021 4500008004100000022001400041245005800055210005700113260000900170300001100179490000600190520154700196653000901743653002201752653001501774653003101789653004001820653001101860653001701871653003401888653001301922653001101935653000901946653003101955653002101986653001602007653002002023653002002043100001702063700002302080700001802103700002502121700001602146700002202162700001402184700002602198700002102224700001902245700001802264700002402282700002202306700001902328700002202347700002002369700002702389700001902416700002602435700002802461700002302489700001902512700002402531700002202555700002302577700002202600700001602622700001902638700002002657700002702677700002002704700002202724700002102746700002402767700001202791700002302803700002202826700001702848700002002865700002002885700002402905700002502929700001402954700002002968700002102988700002703009700002103036700002303057700002203080700002203102700001903124700002403143700002803167700002403195700001903219700001803238710004503256710002803301856003603329 2013 eng d a1932-620300aGenetic loci for retinal arteriolar microcirculation.0 aGenetic loci for retinal arteriolar microcirculation c2013 ae658040 v83 aNarrow arterioles in the retina have been shown to predict hypertension as well as other vascular diseases, likely through an increase in the peripheral resistance of the microcirculatory flow. In this study, we performed a genome-wide association study in 18,722 unrelated individuals of European ancestry from the Cohorts for Heart and Aging Research in Genomic Epidemiology consortium and the Blue Mountain Eye Study, to identify genetic determinants associated with variations in retinal arteriolar caliber. Retinal vascular calibers were measured on digitized retinal photographs using a standardized protocol. One variant (rs2194025 on chromosome 5q14 near the myocyte enhancer factor 2C MEF2C gene) was associated with retinal arteriolar caliber in the meta-analysis of the discovery cohorts at genome-wide significance of P-value <5×10(-8). This variant was replicated in an additional 3,939 individuals of European ancestry from the Australian Twins Study and Multi-Ethnic Study of Atherosclerosis (rs2194025, P-value = 2.11×10(-12) in combined meta-analysis of discovery and replication cohorts). In independent studies of modest sample sizes, no significant association was found between this variant and clinical outcomes including coronary artery disease, stroke, myocardial infarction or hypertension. In conclusion, we found one novel loci which underlie genetic variation in microvasculature which may be relevant to vascular disease. The relevance of these findings to clinical outcomes remains to be determined.
10aAged10aAged, 80 and over10aArterioles10aChromosomes, Human, Pair 510aEuropean Continental Ancestry Group10aFemale10aGenetic Loci10aGenome-Wide Association Study10aGenotype10aHumans10aMale10aMEF2 Transcription Factors10aMicrocirculation10aMiddle Aged10aModels, Genetic10aRetinal Vessels1 aSim, Xueling1 aJensen, Richard, A1 aIkram, Kamran1 aCotch, Mary, Frances1 aLi, Xiaohui1 aMacgregor, Stuart1 aXie, Jing1 aSmith, Albert, Vernon1 aBoerwinkle, Eric1 aMitchell, Paul1 aKlein, Ronald1 aKlein, Barbara, E K1 aGlazer, Nicole, L1 aLumley, Thomas1 aMcKnight, Barbara1 aPsaty, Bruce, M1 ade Jong, Paulus, T V M1 aHofman, Albert1 aRivadeneira, Fernando1 aUitterlinden, André, G1 aDuijn, Cornelia, M1 aAspelund, Thor1 aEiriksdottir, Gudny1 aHarris, Tamara, B1 aJonasson, Fridbert1 aLauner, Lenore, J1 aAttia, John1 aBaird, Paul, N1 aHarrap, Stephen1 aHolliday, Elizabeth, G1 aInouye, Michael1 aRochtchina, Elena1 aScott, Rodney, J1 aViswanathan, Ananth1 aLi, Guo1 aSmith, Nicholas, L1 aWiggins, Kerri, L1 aKuo, Jane, Z1 aTaylor, Kent, D1 aHewitt, Alex, W1 aMartin, Nicholas, G1 aMontgomery, Grant, W1 aSun, Cong1 aYoung, Terri, L1 aMackey, David, A1 avan Zuydam, Natalie, R1 aDoney, Alex, S F1 aPalmer, Colin, N A1 aMorris, Andrew, D1 aRotter, Jerome, I1 aTai, Shyong, E1 aGudnason, Vilmundur1 aVingerling, Johannes, R1 aSiscovick, David, S1 aWang, Jie, Jin1 aWong, Tien, Y1 aWellcome Trust Case Control Consortium 21 aGlobal BPgen Consortium uhttps://chs-nhlbi.org/node/602712626nas a2204177 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2013 eng d a1546-171800aGenome-wide meta-analysis identifies 11 new loci for anthropometric traits and provides insights into genetic architecture.0 aGenomewide metaanalysis identifies 11 new loci for anthropometri c2013 May a501-120 v453 aApproaches exploiting trait distribution extremes may be used to identify loci associated with common traits, but it is unknown whether these loci are generalizable to the broader population. In a genome-wide search for loci associated with the upper versus the lower 5th percentiles of body mass index, height and waist-to-hip ratio, as well as clinical classes of obesity, including up to 263,407 individuals of European ancestry, we identified 4 new loci (IGFBP4, H6PD, RSRC1 and PPP2R2A) influencing height detected in the distribution tails and 7 new loci (HNF4G, RPTOR, GNAT2, MRPS33P4, ADCY9, HS6ST3 and ZZZ3) for clinical classes of obesity. Further, we find a large overlap in genetic structure and the distribution of variants between traits based on extremes and the general population and little etiological heterogeneity between obesity subgroups.
10aAnthropometry10aBody Height10aBody Mass Index10aCase-Control Studies10aEuropean Continental Ancestry Group10aGenetic Predisposition to Disease10aGenome-Wide Association Study10aGenotype10aHumans10aMeta-Analysis as Topic10aObesity10aPhenotype10aPolymorphism, Single Nucleotide10aQuantitative Trait Loci10aWaist-Hip Ratio1 aBerndt, Sonja, I1 aGustafsson, Stefan1 aMägi, Reedik1 aGanna, Andrea1 aWheeler, Eleanor1 aFeitosa, Mary, F1 aJustice, Anne, E1 aMonda, Keri, L1 aCroteau-Chonka, Damien, C1 aDay, Felix, R1 aEsko, Tõnu1 aFall, Tove1 aFerreira, Teresa1 aGentilini, Davide1 aJackson, Anne, U1 aLuan, Jian'an1 aRandall, Joshua, C1 aVedantam, Sailaja1 aWiller, Cristen, J1 aWinkler, Thomas, W1 aWood, Andrew, R1 aWorkalemahu, Tsegaselassie1 aHu, Yi-Juan1 aLee, Sang, Hong1 aLiang, Liming1 aLin, Dan-Yu1 aMin, Josine, L1 aNeale, Benjamin, M1 aThorleifsson, Gudmar1 aYang, Jian1 aAlbrecht, Eva1 aAmin, Najaf1 aBragg-Gresham, Jennifer, L1 aCadby, Gemma1 aHeijer, Martin, den1 aEklund, Niina1 aFischer, Krista1 aGoel, Anuj1 aHottenga, Jouke-Jan1 aHuffman, Jennifer, E1 aJarick, Ivonne1 aJohansson, Asa1 aJohnson, Toby1 aKanoni, Stavroula1 aKleber, Marcus, E1 aKönig, Inke, R1 aKristiansson, Kati1 aKutalik, Zoltán1 aLamina, Claudia1 aLecoeur, Cécile1 aLi, Guo1 aMangino, Massimo1 aMcArdle, Wendy, L1 aMedina-Gómez, Carolina1 aMüller-Nurasyid, Martina1 aNgwa, Julius, S1 aNolte, Ilja, M1 aPaternoster, Lavinia1 aPechlivanis, Sonali1 aPerola, Markus1 aPeters, Marjolein, J1 aPreuss, Michael1 aRose, Lynda, M1 aShi, Jianxin1 aShungin, Dmitry1 aSmith, Albert, Vernon1 aStrawbridge, Rona, J1 aSurakka, Ida1 aTeumer, Alexander1 aTrip, Mieke, D1 aTyrer, Jonathan1 avan Vliet-Ostaptchouk, Jana, V1 aVandenput, Liesbeth1 aWaite, Lindsay, L1 aZhao, Jing Hua1 aAbsher, Devin1 aAsselbergs, Folkert, W1 aAtalay, Mustafa1 aAttwood, Antony, P1 aBalmforth, Anthony, J1 aBasart, Hanneke1 aBeilby, John1 aBonnycastle, Lori, L1 aBrambilla, Paolo1 aBruinenberg, Marcel1 aCampbell, Harry1 aChasman, Daniel, I1 aChines, Peter, S1 aCollins, Francis, S1 aConnell, John, M1 aCookson, William, O1 ade Faire, Ulf1 ade Vegt, Femmie1 aDei, Mariano1 aDimitriou, Maria1 aEdkins, Sarah1 aEstrada, Karol1 aEvans, David, M1 aFarrall, Martin1 aFerrario, Marco, M1 aFerrieres, Jean1 aFranke, Lude1 aFrau, Francesca1 aGejman, Pablo, V1 aGrallert, Harald1 aGrönberg, Henrik1 aGudnason, Vilmundur1 aHall, Alistair, S1 aHall, Per1 aHartikainen, Anna-Liisa1 aHayward, Caroline1 aHeard-Costa, Nancy, L1 aHeath, Andrew, C1 aHebebrand, Johannes1 aHomuth, Georg1 aHu, Frank, B1 aHunt, Sarah, E1 aHyppönen, Elina1 aIribarren, Carlos1 aJacobs, Kevin, B1 aJansson, John-Olov1 aJula, Antti1 aKähönen, Mika1 aKathiresan, Sekar1 aKee, Frank1 aKhaw, Kay-Tee1 aKivimaki, Mika1 aKoenig, Wolfgang1 aKraja, Aldi, T1 aKumari, Meena1 aKuulasmaa, Kari1 aKuusisto, Johanna1 aLaitinen, Jaana, H1 aLakka, Timo, A1 aLangenberg, Claudia1 aLauner, Lenore, J1 aLind, Lars1 aLindström, Jaana1 aLiu, Jianjun1 aLiuzzi, Antonio1 aLokki, Marja-Liisa1 aLorentzon, Mattias1 aMadden, Pamela, A1 aMagnusson, Patrik, K1 aManunta, Paolo1 aMarek, Diana1 aMärz, Winfried1 aLeach, Irene, Mateo1 aMcKnight, Barbara1 aMedland, Sarah, E1 aMihailov, Evelin1 aMilani, Lili1 aMontgomery, Grant, W1 aMooser, Vincent1 aMühleisen, Thomas, W1 aMunroe, Patricia, B1 aMusk, Arthur, W1 aNarisu, Narisu1 aNavis, Gerjan1 aNicholson, George1 aNohr, Ellen, A1 aOng, Ken, K1 aOostra, Ben, A1 aPalmer, Colin, N A1 aPalotie, Aarno1 aPeden, John, F1 aPedersen, Nancy1 aPeters, Annette1 aPolasek, Ozren1 aPouta, Anneli1 aPramstaller, Peter, P1 aProkopenko, Inga1 aPütter, Carolin1 aRadhakrishnan, Aparna1 aRaitakari, Olli1 aRendon, Augusto1 aRivadeneira, Fernando1 aRudan, Igor1 aSaaristo, Timo, E1 aSambrook, Jennifer, G1 aSanders, Alan, R1 aSanna, Serena1 aSaramies, Jouko1 aSchipf, Sabine1 aSchreiber, Stefan1 aSchunkert, Heribert1 aShin, So-Youn1 aSignorini, Stefano1 aSinisalo, Juha1 aSkrobek, Boris1 aSoranzo, Nicole1 aStančáková, Alena1 aStark, Klaus1 aStephens, Jonathan, C1 aStirrups, Kathleen1 aStolk, Ronald, P1 aStumvoll, Michael1 aSwift, Amy, J1 aTheodoraki, Eirini, V1 aThorand, Barbara1 aTrégouët, David-Alexandre1 aTremoli, Elena1 avan der Klauw, Melanie, M1 avan Meurs, Joyce, B J1 aVermeulen, Sita, H1 aViikari, Jorma1 aVirtamo, Jarmo1 aVitart, Veronique1 aWaeber, Gérard1 aWang, Zhaoming1 aWiden, Elisabeth1 aWild, Sarah, H1 aWillemsen, Gonneke1 aWinkelmann, Bernhard, R1 aWitteman, Jacqueline, C M1 aWolffenbuttel, Bruce, H R1 aWong, Andrew1 aWright, Alan, F1 aZillikens, Carola, M1 aAmouyel, Philippe1 aBoehm, Bernhard, O1 aBoerwinkle, Eric1 aBoomsma, Dorret, I1 aCaulfield, Mark, J1 aChanock, Stephen, J1 aCupples, Adrienne, L1 aCusi, Daniele1 aDedoussis, George, V1 aErdmann, Jeanette1 aEriksson, Johan, G1 aFranks, Paul, W1 aFroguel, Philippe1 aGieger, Christian1 aGyllensten, Ulf1 aHamsten, Anders1 aHarris, Tamara, B1 aHengstenberg, Christian1 aHicks, Andrew, A1 aHingorani, Aroon1 aHinney, Anke1 aHofman, Albert1 aHovingh, Kees, G1 aHveem, Kristian1 aIllig, Thomas1 aJarvelin, Marjo-Riitta1 aJöckel, Karl-Heinz1 aKeinanen-Kiukaanniemi, Sirkka, M1 aKiemeney, Lambertus, A1 aKuh, Diana1 aLaakso, Markku1 aLehtimäki, Terho1 aLevinson, Douglas, F1 aMartin, Nicholas, G1 aMetspalu, Andres1 aMorris, Andrew, D1 aNieminen, Markku, S1 aNjølstad, Inger1 aOhlsson, Claes1 aOldehinkel, Albertine, J1 aOuwehand, Willem, H1 aPalmer, Lyle, J1 aPenninx, Brenda1 aPower, Chris1 aProvince, Michael, A1 aPsaty, Bruce, M1 aQi, Lu1 aRauramaa, Rainer1 aRidker, Paul, M1 aRipatti, Samuli1 aSalomaa, Veikko1 aSamani, Nilesh, J1 aSnieder, Harold1 aSørensen, Thorkild, I A1 aSpector, Timothy, D1 aStefansson, Kari1 aTönjes, Anke1 aTuomilehto, Jaakko1 aUitterlinden, André, G1 aUusitupa, Matti1 aHarst, Pim1 aVollenweider, Peter1 aWallaschofski, Henri1 aWareham, Nicholas, J1 aWatkins, Hugh1 aWichmann, H-Erich1 aWilson, James, F1 aAbecasis, Goncalo, R1 aAssimes, Themistocles, L1 aBarroso, Inês1 aBoehnke, Michael1 aBorecki, Ingrid, B1 aDeloukas, Panos1 aFox, Caroline, S1 aFrayling, Timothy1 aGroop, Leif, C1 aHaritunian, Talin1 aHeid, Iris, M1 aHunter, David1 aKaplan, Robert, C1 aKarpe, Fredrik1 aMoffatt, Miriam, F1 aMohlke, Karen, L1 aO'Connell, Jeffrey, R1 aPawitan, Yudi1 aSchadt, Eric, E1 aSchlessinger, David1 aSteinthorsdottir, Valgerdur1 aStrachan, David, P1 aThorsteinsdottir, Unnur1 aDuijn, Cornelia, M1 aVisscher, Peter, M1 aDi Blasio, Anna, Maria1 aHirschhorn, Joel, N1 aLindgren, Cecilia, M1 aMorris, Andrew, P1 aMeyre, David1 aScherag, Andre1 aMcCarthy, Mark, I1 aSpeliotes, Elizabeth, K1 aNorth, Kari, E1 aLoos, Ruth, J F1 aIngelsson, Erik uhttps://chs-nhlbi.org/node/615211004nas a2203505 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2013 eng d a1553-740400aSex-stratified genome-wide association studies including 270,000 individuals show sexual dimorphism in genetic loci for anthropometric traits.0 aSexstratified genomewide association studies including 270000 in c2013 Jun ae10035000 v93 aGiven the anthropometric differences between men and women and previous evidence of sex-difference in genetic effects, we conducted a genome-wide search for sexually dimorphic associations with height, weight, body mass index, waist circumference, hip circumference, and waist-to-hip-ratio (133,723 individuals) and took forward 348 SNPs into follow-up (additional 137,052 individuals) in a total of 94 studies. Seven loci displayed significant sex-difference (FDR<5%), including four previously established (near GRB14/COBLL1, LYPLAL1/SLC30A10, VEGFA, ADAMTS9) and three novel anthropometric trait loci (near MAP3K1, HSD17B4, PPARG), all of which were genome-wide significant in women (P<5×10(-8)), but not in men. Sex-differences were apparent only for waist phenotypes, not for height, weight, BMI, or hip circumference. Moreover, we found no evidence for genetic effects with opposite directions in men versus women. The PPARG locus is of specific interest due to its role in diabetes genetics and therapy. Our results demonstrate the value of sex-specific GWAS to unravel the sexually dimorphic genetic underpinning of complex traits.
10aAnthropometry10aBody Height10aBody Mass Index10aBody Weight10aBody Weights and Measures10aFemale10aGenetic Loci10aGenome, Human10aGenome-Wide Association Study10aHumans10aMale10aPolymorphism, Single Nucleotide10aSex Characteristics10aWaist Circumference10aWaist-Hip Ratio1 aRandall, Joshua, C1 aWinkler, Thomas, W1 aKutalik, Zoltán1 aBerndt, Sonja, I1 aJackson, Anne, U1 aMonda, Keri, L1 aKilpeläinen, Tuomas, O1 aEsko, Tõnu1 aMägi, Reedik1 aLi, Shengxu1 aWorkalemahu, Tsegaselassie1 aFeitosa, Mary, F1 aCroteau-Chonka, Damien, C1 aDay, Felix, R1 aFall, Tove1 aFerreira, Teresa1 aGustafsson, Stefan1 aLocke, Adam, E1 aMathieson, Iain1 aScherag, Andre1 aVedantam, Sailaja1 aWood, Andrew, R1 aLiang, Liming1 aSteinthorsdottir, Valgerdur1 aThorleifsson, Gudmar1 aDermitzakis, Emmanouil, T1 aDimas, Antigone, S1 aKarpe, Fredrik1 aMin, Josine, L1 aNicholson, George1 aClegg, Deborah, J1 aPerson, Thomas1 aKrohn, Jon, P1 aBauer, Sabrina1 aBuechler, Christa1 aEisinger, Kristina1 aBonnefond, Amélie1 aFroguel, Philippe1 aHottenga, Jouke-Jan1 aProkopenko, Inga1 aWaite, Lindsay, L1 aHarris, Tamara, B1 aSmith, Albert, Vernon1 aShuldiner, Alan, R1 aMcArdle, Wendy, L1 aCaulfield, Mark, J1 aMunroe, Patricia, B1 aGrönberg, Henrik1 aChen, Yii-Der Ida1 aLi, Guo1 aBeckmann, Jacques, S1 aJohnson, Toby1 aThorsteinsdottir, Unnur1 aTeder-Laving, Maris1 aKhaw, Kay-Tee1 aWareham, Nicholas, J1 aZhao, Jing Hua1 aAmin, Najaf1 aOostra, Ben, A1 aKraja, Aldi, T1 aProvince, Michael, A1 aCupples, Adrienne, L1 aHeard-Costa, Nancy, L1 aKaprio, Jaakko1 aRipatti, Samuli1 aSurakka, Ida1 aCollins, Francis, S1 aSaramies, Jouko1 aTuomilehto, Jaakko1 aJula, Antti1 aSalomaa, Veikko1 aErdmann, Jeanette1 aHengstenberg, Christian1 aLoley, Christina1 aSchunkert, Heribert1 aLamina, Claudia1 aWichmann, Erich, H1 aAlbrecht, Eva1 aGieger, Christian1 aHicks, Andrew, A1 aJohansson, Asa1 aPramstaller, Peter, P1 aKathiresan, Sekar1 aSpeliotes, Elizabeth, K1 aPenninx, Brenda1 aHartikainen, Anna-Liisa1 aJarvelin, Marjo-Riitta1 aGyllensten, Ulf1 aBoomsma, Dorret, I1 aCampbell, Harry1 aWilson, James, F1 aChanock, Stephen, J1 aFarrall, Martin1 aGoel, Anuj1 aMedina-Gómez, Carolina1 aRivadeneira, Fernando1 aEstrada, Karol1 aUitterlinden, André, G1 aHofman, Albert1 aZillikens, Carola, M1 aHeijer, Martin, den1 aKiemeney, Lambertus, A1 aMaschio, Andrea1 aHall, Per1 aTyrer, Jonathan1 aTeumer, Alexander1 aVölzke, Henry1 aKovacs, Peter1 aTönjes, Anke1 aMangino, Massimo1 aSpector, Tim, D1 aHayward, Caroline1 aRudan, Igor1 aHall, Alistair, S1 aSamani, Nilesh, J1 aAttwood, Antony, Paul1 aSambrook, Jennifer, G1 aHung, Joseph1 aPalmer, Lyle, J1 aLokki, Marja-Liisa1 aSinisalo, Juha1 aBoucher, Gabrielle1 aHuikuri, Heikki1 aLorentzon, Mattias1 aOhlsson, Claes1 aEklund, Niina1 aEriksson, Johan, G1 aBarlassina, Cristina1 aRivolta, Carlo1 aNolte, Ilja, M1 aSnieder, Harold1 avan der Klauw, Melanie, M1 avan Vliet-Ostaptchouk, Jana, V1 aGejman, Pablo, V1 aShi, Jianxin1 aJacobs, Kevin, B1 aWang, Zhaoming1 aBakker, Stephan, J L1 aLeach, Irene, Mateo1 aNavis, Gerjan1 aHarst, Pim1 aMartin, Nicholas, G1 aMedland, Sarah, E1 aMontgomery, Grant, W1 aYang, Jian1 aChasman, Daniel, I1 aRidker, Paul, M1 aRose, Lynda, M1 aLehtimäki, Terho1 aRaitakari, Olli1 aAbsher, Devin1 aIribarren, Carlos1 aBasart, Hanneke1 aHovingh, Kees, G1 aHyppönen, Elina1 aPower, Chris1 aAnderson, Denise1 aBeilby, John, P1 aHui, Jennie1 aJolley, Jennifer1 aSager, Hendrik1 aBornstein, Stefan, R1 aSchwarz, Peter, E H1 aKristiansson, Kati1 aPerola, Markus1 aLindström, Jaana1 aSwift, Amy, J1 aUusitupa, Matti1 aAtalay, Mustafa1 aLakka, Timo, A1 aRauramaa, Rainer1 aBolton, Jennifer, L1 aFowkes, Gerry1 aFraser, Ross, M1 aPrice, Jackie, F1 aFischer, Krista1 aKov, Kaarel, Krjutå1 aMetspalu, Andres1 aMihailov, Evelin1 aLangenberg, Claudia1 aLuan, Jian'an1 aOng, Ken, K1 aChines, Peter, S1 aKeinanen-Kiukaanniemi, Sirkka, M1 aSaaristo, Timo, E1 aEdkins, Sarah1 aFranks, Paul, W1 aHallmans, Göran1 aShungin, Dmitry1 aMorris, Andrew, David1 aPalmer, Colin, N A1 aErbel, Raimund1 aMoebus, Susanne1 aNöthen, Markus, M1 aPechlivanis, Sonali1 aHveem, Kristian1 aNarisu, Narisu1 aHamsten, Anders1 aHumphries, Steve, E1 aStrawbridge, Rona, J1 aTremoli, Elena1 aGrallert, Harald1 aThorand, Barbara1 aIllig, Thomas1 aKoenig, Wolfgang1 aMüller-Nurasyid, Martina1 aPeters, Annette1 aBoehm, Bernhard, O1 aKleber, Marcus, E1 aMärz, Winfried1 aWinkelmann, Bernhard, R1 aKuusisto, Johanna1 aLaakso, Markku1 aArveiler, Dominique1 aCesana, Giancarlo1 aKuulasmaa, Kari1 aVirtamo, Jarmo1 aYarnell, John, W G1 aKuh, Diana1 aWong, Andrew1 aLind, Lars1 ade Faire, Ulf1 aGigante, Bruna1 aMagnusson, Patrik, K E1 aPedersen, Nancy, L1 aDedoussis, George1 aDimitriou, Maria1 aKolovou, Genovefa1 aKanoni, Stavroula1 aStirrups, Kathleen1 aBonnycastle, Lori, L1 aNjølstad, Inger1 aWilsgaard, Tom1 aGanna, Andrea1 aRehnberg, Emil1 aHingorani, Aroon1 aKivimaki, Mika1 aKumari, Meena1 aAssimes, Themistocles, L1 aBarroso, Inês1 aBoehnke, Michael1 aBorecki, Ingrid, B1 aDeloukas, Panos1 aFox, Caroline, S1 aFrayling, Timothy1 aGroop, Leif, C1 aHaritunians, Talin1 aHunter, David1 aIngelsson, Erik1 aKaplan, Robert1 aMohlke, Karen, L1 aO'Connell, Jeffrey, R1 aSchlessinger, David1 aStrachan, David, P1 aStefansson, Kari1 aDuijn, Cornelia, M1 aAbecasis, Goncalo, R1 aMcCarthy, Mark, I1 aHirschhorn, Joel, N1 aQi, Lu1 aLoos, Ruth, J F1 aLindgren, Cecilia, M1 aNorth, Kari, E1 aHeid, Iris, M1 aDIAGRAM Consortium1 aMAGIC investigators uhttps://chs-nhlbi.org/node/602805734nas a2201333 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2014 eng d a1533-440600aLoss-of-function mutations in APOC3, triglycerides, and coronary disease.0 aLossoffunction mutations in APOC3 triglycerides and coronary dis c2014 Jul 3 a22-310 v3713 aBACKGROUND: 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→A and IVS3+1G→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<1×10(-20)), and circulating levels of APOC3 in carriers were 46% lower than levels in noncarriers (P=8×10(-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=4×10(-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.).
10aAfrican Continental Ancestry Group10aApolipoprotein C-III10aCoronary Disease10aEuropean Continental Ancestry Group10aExome10aGenotype10aHeterozygote10aHumans10aLiver10aMutation10aRisk Factors10aSequence Analysis, DNA10aTriglycerides1 aTG and HDL Working Group of the Exome Sequencing Project, National Heart, Lung, and Blood Institute1 aCrosby, Jacy1 aPeloso, Gina, M1 aAuer, Paul, L1 aCrosslin, David, R1 aStitziel, Nathan, O1 aLange, Leslie, A1 aLu, Yingchang1 aTang, Zheng-Zheng1 aZhang, He1 aHindy, George1 aMasca, Nicholas1 aStirrups, Kathleen1 aKanoni, Stavroula1 aDo, Ron1 aJun, Goo1 aHu, Youna1 aKang, Hyun, Min1 aXue, Chenyi1 aGoel, Anuj1 aFarrall, Martin1 aDuga, Stefano1 aMerlini, Pier, Angelica1 aAsselta, Rosanna1 aGirelli, Domenico1 aOlivieri, Oliviero1 aMartinelli, Nicola1 aYin, Wu1 aReilly, Dermot1 aSpeliotes, Elizabeth1 aFox, Caroline, S1 aHveem, Kristian1 aHolmen, Oddgeir, L1 aNikpay, Majid1 aFarlow, Deborah, N1 aAssimes, Themistocles, L1 aFranceschini, Nora1 aRobinson, Jennifer1 aNorth, Kari, E1 aMartin, Lisa, W1 aDePristo, Mark1 aGupta, Namrata1 aEscher, Stefan, A1 aJansson, Jan-Håkan1 aVan Zuydam, Natalie1 aPalmer, Colin, N A1 aWareham, Nicholas1 aKoch, Werner1 aMeitinger, Thomas1 aPeters, Annette1 aLieb, Wolfgang1 aErbel, Raimund1 aKönig, Inke, R1 aKruppa, Jochen1 aDegenhardt, Franziska1 aGottesman, Omri1 aBottinger, Erwin, P1 aO'Donnell, Christopher, J1 aPsaty, Bruce, M1 aBallantyne, Christie, M1 aAbecasis, Goncalo1 aOrdovas, Jose, M1 aMelander, Olle1 aWatkins, Hugh1 aOrho-Melander, Marju1 aArdissino, Diego1 aLoos, Ruth, J F1 aMcPherson, Ruth1 aWiller, Cristen, J1 aErdmann, Jeanette1 aHall, Alistair, S1 aSamani, Nilesh, J1 aDeloukas, Panos1 aSchunkert, Heribert1 aWilson, James, G1 aKooperberg, Charles1 aRich, Stephen, S1 aTracy, Russell, P1 aLin, Dan-Yu1 aAltshuler, David1 aGabriel, Stacey1 aNickerson, Deborah, A1 aJarvik, Gail, P1 aCupples, Adrienne, L1 aReiner, Alex, P1 aBoerwinkle, Eric1 aKathiresan, Sekar uhttps://chs-nhlbi.org/node/660504872nas a2201453 4500008004100000022001400041245010900055210006900164260001600233300000900249490000600258520072200264653002100986653003401007653001101041653005101052653002101103653003601124100001801160700002001178700002501198700002301223700001601246700002101262700002301283700001701306700002501323700002401348700002201372700002201394700001901416700001701435700002001452700001201472700002101484700002101505700002801526700002301554700002501577700002001602700002401622700001401646700002601660700002001686700001901706700002401725700001701749700001801766700001901784700002201803700001801825700002201843700001901865700002601884700002101910700002501931700002401956700001801980700002501998700002202023700002102045700001702066700002402083700001602107700001602123700001902139700002202158700001602180700001902196700001902215700001802234700002302252700001902275700002102294700001802315700002102333700002002354700003002374700002702404700001602431700002202447700001802469700001602487700001702503700002302520700001602543700002202559700002102581700002602602700002002628700002502648700002802673700002402701700002302725700002202748700001902770700002302789700002302812700002202835700002002857700002302877700002802900700001902928700002602947700002002973700002102993700002003014700002403034700001703058700002103075700002803096700002203124700002203146700002003168700002303188700002403211700002203235700001903257700002203276700001903298700002303317710004203340856003603382 2014 eng d a2041-172300aPharmacogenetic meta-analysis of genome-wide association studies of LDL cholesterol response to statins.0 aPharmacogenetic metaanalysis of genomewide association studies o c2014 Oct 28 a50680 v53 aStatins effectively lower LDL cholesterol levels in large studies and the observed interindividual response variability may be partially explained by genetic variation. Here we perform a pharmacogenetic meta-analysis of genome-wide association studies (GWAS) in studies addressing the LDL cholesterol response to statins, including up to 18,596 statin-treated subjects. We validate the most promising signals in a further 22,318 statin recipients and identify two loci, SORT1/CELSR2/PSRC1 and SLCO1B1, not previously identified in GWAS. Moreover, we confirm the previously described associations with APOE and LPA. Our findings advance the understanding of the pharmacogenetic architecture of statin response.
10aCholesterol, LDL10aGenome-Wide Association Study10aHumans10aHydroxymethylglutaryl-CoA Reductase Inhibitors10aPharmacogenetics10aPolymorphism, Single Nucleotide1 aPostmus, Iris1 aTrompet, Stella1 aDeshmukh, Harshal, A1 aBarnes, Michael, R1 aLi, Xiaohui1 aWarren, Helen, R1 aChasman, Daniel, I1 aZhou, Kaixin1 aArsenault, Benoit, J1 aDonnelly, Louise, A1 aWiggins, Kerri, L1 aAvery, Christy, L1 aGriffin, Paula1 aFeng, QiPing1 aTaylor, Kent, D1 aLi, Guo1 aEvans, Daniel, S1 aSmith, Albert, V1 ade Keyser, Catherine, E1 aJohnson, Andrew, D1 ade Craen, Anton, J M1 aStott, David, J1 aBuckley, Brendan, M1 aFord, Ian1 aWestendorp, Rudi, G J1 aSlagboom, Eline1 aSattar, Naveed1 aMunroe, Patricia, B1 aSever, Peter1 aPoulter, Neil1 aStanton, Alice1 aShields, Denis, C1 aO'Brien, Eoin1 aShaw-Hawkins, Sue1 aChen, Y-D, Ida1 aNickerson, Deborah, A1 aSmith, Joshua, D1 aDubé, Marie, Pierre1 aBoekholdt, Matthijs1 aHovingh, Kees1 aKastelein, John, J P1 aMcKeigue, Paul, M1 aBetteridge, John1 aNeil, Andrew1 aDurrington, Paul, N1 aDoney, Alex1 aCarr, Fiona1 aMorris, Andrew1 aMcCarthy, Mark, I1 aGroop, Leif1 aAhlqvist, Emma1 aBis, Joshua, C1 aRice, Kenneth1 aSmith, Nicholas, L1 aLumley, Thomas1 aWhitsel, Eric, A1 aStürmer, Til1 aBoerwinkle, Eric1 aNgwa, Julius, S1 aO'Donnell, Christopher, J1 aVasan, Ramachandran, S1 aWei, Wei-Qi1 aWilke, Russell, A1 aLiu, Ching-Ti1 aSun, Fangui1 aGuo, Xiuqing1 aHeckbert, Susan, R1 aPost, Wendy1 aSotoodehnia, Nona1 aArnold, Alice, M1 aStafford, Jeanette, M1 aDing, Jingzhong1 aHerrington, David, M1 aKritchevsky, Stephen, B1 aEiriksdottir, Gudny1 aLauner, Leonore, J1 aHarris, Tamara, B1 aChu, Audrey, Y1 aGiulianini, Franco1 aMacFadyen, Jean, G1 aBarratt, Bryan, J1 aNyberg, Fredrik1 aStricker, Bruno, H1 aUitterlinden, André, G1 aHofman, Albert1 aRivadeneira, Fernando1 aEmilsson, Valur1 aFranco, Oscar, H1 aRidker, Paul, M1 aGudnason, Vilmundur1 aLiu, Yongmei1 aDenny, Joshua, C1 aBallantyne, Christie, M1 aRotter, Jerome, I1 aCupples, Adrienne1 aPsaty, Bruce, M1 aPalmer, Colin, N A1 aTardif, Jean-Claude1 aColhoun, Helen, M1 aHitman, Graham1 aKrauss, Ronald, M1 aJukema, Wouter1 aCaulfield, Mark, J1 aWelcome Trust Case Control Consortium uhttps://chs-nhlbi.org/node/659104724nas a2201189 4500008004100000022001400041245009300055210006900148260001300217300001200230490000700242520135800249100001801607700002101625700002001646700002501666700002201691700001901713700002301732700002801755700002501783700002101808700001701829700001601846700002201862700002101884700001601905700002001921700002101941700002301962700002201985700002102007700002402028700002102052700002402073700001902097700002502116700002402141700002102165700002502186700002402211700002402235700001402259700001702273700002202290700002302312700001902335700001802354700002502372700002302397700001802420700001702438700001902455700002202474700002402496700001702520700002602537700002002563700001802583700003002601700001602631700001802647700002702665700001802692700002102710700002602731700001902757700001702776700002202793700002202815700002002837700002302857700002102880700002202901700001902923700002002942700002302962700001802985700002803003700001603031700002603047700002103073700002203094700002203116700002803138700002203166700002503188700002103213700002403234700001903258700002303277700002003300700002003320700002603340700002203366700002403388700002303412700001903435700002203454700002203476856003603498 2016 eng d a1468-624400aMeta-analysis of genome-wide association studies of HDL cholesterol response to statins.0 aMetaanalysis of genomewide association studies of HDL cholestero c2016 Dec a835-8450 v533 aBACKGROUND: In addition to lowering low density lipoprotein cholesterol (LDL-C), statin therapy also raises high density lipoprotein cholesterol (HDL-C) levels. Inter-individual variation in HDL-C response to statins may be partially explained by genetic variation.
METHODS AND RESULTS: We performed a meta-analysis of genome-wide association studies (GWAS) to identify variants with an effect on statin-induced high density lipoprotein cholesterol (HDL-C) changes. The 123 most promising signals with p<1×10(-4) from the 16 769 statin-treated participants in the first analysis stage were followed up in an independent group of 10 951 statin-treated individuals, providing a total sample size of 27 720 individuals. The only associations of genome-wide significance (p<5×10(-8)) were between minor alleles at the CETP locus and greater HDL-C response to statin treatment.
CONCLUSIONS: Based on results from this study that included a relatively large sample size, we suggest that CETP may be the only detectable locus with common genetic variants that influence HDL-C response to statins substantially in individuals of European descent. Although CETP is known to be associated with HDL-C, we provide evidence that this pharmacogenetic effect is independent of its association with baseline HDL-C levels.
1 aPostmus, Iris1 aWarren, Helen, R1 aTrompet, Stella1 aArsenault, Benoit, J1 aAvery, Christy, L1 aBis, Joshua, C1 aChasman, Daniel, I1 ade Keyser, Catherine, E1 aDeshmukh, Harshal, A1 aEvans, Daniel, S1 aFeng, QiPing1 aLi, Xiaohui1 aSmit, Roelof, A J1 aSmith, Albert, V1 aSun, Fangui1 aTaylor, Kent, D1 aArnold, Alice, M1 aBarnes, Michael, R1 aBarratt, Bryan, J1 aBetteridge, John1 aBoekholdt, Matthijs1 aBoerwinkle, Eric1 aBuckley, Brendan, M1 aChen, Y-D, Ida1 ade Craen, Anton, J M1 aCummings, Steven, R1 aDenny, Joshua, C1 aDubé, Marie, Pierre1 aDurrington, Paul, N1 aEiriksdottir, Gudny1 aFord, Ian1 aGuo, Xiuqing1 aHarris, Tamara, B1 aHeckbert, Susan, R1 aHofman, Albert1 aHovingh, Kees1 aKastelein, John, J P1 aLauner, Leonore, J1 aLiu, Ching-Ti1 aLiu, Yongmei1 aLumley, Thomas1 aMcKeigue, Paul, M1 aMunroe, Patricia, B1 aNeil, Andrew1 aNickerson, Deborah, A1 aNyberg, Fredrik1 aO'Brien, Eoin1 aO'Donnell, Christopher, J1 aPost, Wendy1 aPoulter, Neil1 aVasan, Ramachandran, S1 aRice, Kenneth1 aRich, Stephen, S1 aRivadeneira, Fernando1 aSattar, Naveed1 aSever, Peter1 aShaw-Hawkins, Sue1 aShields, Denis, C1 aSlagboom, Eline1 aSmith, Nicholas, L1 aSmith, Joshua, D1 aSotoodehnia, Nona1 aStanton, Alice1 aStott, David, J1 aStricker, Bruno, H1 aStürmer, Til1 aUitterlinden, André, G1 aWei, Wei-Qi1 aWestendorp, Rudi, G J1 aWhitsel, Eric, A1 aWiggins, Kerri, L1 aWilke, Russell, A1 aBallantyne, Christie, M1 aColhoun, Helen, M1 aCupples, Adrienne, L1 aFranco, Oscar, H1 aGudnason, Vilmundur1 aHitman, Graham1 aPalmer, Colin, N A1 aPsaty, Bruce, M1 aRidker, Paul, M1 aStafford, Jeanette, M1 aStein, Charles, M1 aTardif, Jean-Claude1 aCaulfield, Mark, J1 aJukema, Wouter1 aRotter, Jerome, I1 aKrauss, Ronald, M uhttps://chs-nhlbi.org/node/735806088nas a2201561 4500008004100000022001400041245007200055210006900127260001600196520173100212100002801943700002101971700002401992700001802016700002002034700002202054700002502076700001602101700001802117700001802135700001802153700002002171700002002191700001502211700002302226700003002249700001902279700001302298700002102311700002802332700002002360700002402380700002002404700001902424700001802443700002102461700002102482700002102503700001702524700002202541700001902563700001902582700002002601700002502621700002302646700002202669700002402691700002102715700002402736700002202760700002202782700001702804700002302821700001902844700002202863700002302885700001902908700002002927700002002947700002402967700001802991700002203009700001203031700001303043700002103056700001503077700002503092700002103117700002203138700002103160700002203181700002703203700001703230700002503247700002003272700002303292700001803315700002003333700001503353700002303368700002603391700002203417700001603439700001903455700001703474700002203491700002403513700002403537700002203561700002603583700002003609700002103629700002403650700002103674700001803695700002403713700001703737700002603754700001603780700002803796700001903824700001903843700002103862700002003883700002303903700002403926700001903950700002703969700002203996700002204018700002404040700001804064700002204082700001904104700002204123700002304145700002304168700001804191700002904209700002004238700001904258700002204277700001804299700002404317700002204341700001904363700002404382700001504406700002204421700002304443700002404466856003604490 2017 eng d a1460-208300aDiscovery of novel heart rate-associated loci using the Exome Chip.0 aDiscovery of novel heart rateassociated loci using the Exome Chi c2017 Apr 033 aBackground Resting heart rate is a heritable trait, and an increase in heart rate is associated with increased mortality risk. GWAS analyses have found loci associated with resting heart rate, at the time of our study these loci explained 0.9% of the variation.Aim To discover new genetic loci associated with heart rate from Exome Chip meta-analyses.Methods Heart rate was measured from either elecrtrocardiograms or pulse recordings. We meta-analysed heart rate association results from 104,452 European-ancestry individuals from 30 cohorts, genotyped using the Exome Chip. Twenty-four variants were selected for follow-up in an independent dataset (UK Biobank, N = 134,251). Conditional and gene-based testing was undertaken, and variants were investigated with bioinformatics methods.Results We discovered five novel heart rate loci, and one new independent low-frequency non-synonymous variant in an established heart rate locus (KIAA1755). Lead variants in four of the novel loci are non-synonymous variants in the genes C10orf71, DALDR3, TESK2, SEC31B. The variant at SEC31B is significantly associated with SEC31B expression in heart and tibial nerve tissue. Further candidate genes were detected from long range regulatory chromatin interactions in heart tissue (SCD, SLF2, MAPK8). We observed significant enrichment in DNase I hypersensitive sites in fetal heart and lung. Moreover, enrichment was seen for the first time in human neuronal progenitor cells (derived from embryonic stem cells) and fetal muscle samples by including our novel variants.Conclusion Our findings advance the knowledge of the genetic architecture of heart rate, and indicate new candidate genes for follow-up functional studies.
1 avan den Berg, Marten, E1 aWarren, Helen, R1 aCabrera, Claudia, P1 aVerweij, Niek1 aMifsud, Borbala1 aHaessler, Jeffrey1 aBihlmeyer, Nathan, A1 aFu, Yi-Ping1 aWeiss, Stefan1 aLin, Henry, J1 aGrarup, Niels1 aLi-Gao, Ruifang1 aPistis, Giorgio1 aShah, Nabi1 aBrody, Jennifer, A1 aMüller-Nurasyid, Martina1 aLin, Honghuang1 aMei, Hao1 aSmith, Albert, V1 aLyytikäinen, Leo-Pekka1 aHall, Leanne, M1 avan Setten, Jessica1 aTrompet, Stella1 aPrins, Bram, P1 aIsaacs, Aaron1 aRadmanesh, Farid1 aMarten, Jonathan1 aEntwistle, Aiman1 aKors, Jan, A1 aSilva, Claudia, T1 aAlonso, Alvaro1 aBis, Joshua, C1 ade Boer, Rudolf1 ade Haan, Hugoline, G1 ade Mutsert, Renée1 aDedoussis, George1 aDominiczak, Anna, F1 aDoney, Alex, S F1 aEllinor, Patrick, T1 aEppinga, Ruben, N1 aFelix, Stephan, B1 aGuo, Xiuqing1 aHagemeijer, Yanick1 aHansen, Torben1 aHarris, Tamara, B1 aHeckbert, Susan, R1 aHuang, Paul, L1 aHwang, Shih-Jen1 aKähönen, Mika1 aKanters, Jørgen, K1 aKolcic, Ivana1 aLauner, Lenore, J1 aLi, Man1 aYao, Jie1 aLinneberg, Allan1 aLiu, Simin1 aMacfarlane, Peter, W1 aMangino, Massimo1 aMorris, Andrew, D1 aMulas, Antonella1 aMurray, Alison, D1 aNelson, Christopher, P1 aOrrù, Marco1 aPadmanabhan, Sandosh1 aPeters, Annette1 aPorteous, David, J1 aPoulter, Neil1 aPsaty, Bruce, M1 aQi, Lihong1 aRaitakari, Olli, T1 aRivadeneira, Fernando1 aRoselli, Carolina1 aRudan, Igor1 aSattar, Naveed1 aSever, Peter1 aSinner, Moritz, F1 aSoliman, Elsayed, Z1 aSpector, Timothy, D1 aStanton, Alice, V1 aStirrups, Kathleen, E1 aTaylor, Kent, D1 aTobin, Martin, D1 aUitterlinden, Andre1 aVaartjes, Ilonca1 aHoes, Arno, W1 avan der Meer, Peter1 aVölker, Uwe1 aWaldenberger, Melanie1 aXie, Zhijun1 aZoledziewska, Magdalena1 aTinker, Andrew1 aPolasek, Ozren1 aRosand, Jonathan1 aJamshidi, Yalda1 aDuijn, Cornelia, M1 aZeggini, Eleftheria1 aJukema, Wouter1 aAsselbergs, Folkert, W1 aSamani, Nilesh, J1 aLehtimäki, Terho1 aGudnason, Vilmundur1 aWilson, James1 aLubitz, Steven, A1 aKääb, Stefan1 aSotoodehnia, Nona1 aCaulfield, Mark, J1 aPalmer, Colin, N A1 aSanna, Serena1 aMook-Kanamori, Dennis, O1 aDeloukas, Panos1 aPedersen, Oluf1 aRotter, Jerome, I1 aDörr, Marcus1 aO'Donnell, Chris, J1 aHayward, Caroline1 aArking, Dan, E1 aKooperberg, Charles1 aHarst, Pim1 aEijgelsheim, Mark1 aStricker, Bruno, H1 aMunroe, Patricia, B uhttps://chs-nhlbi.org/node/736309668nas a2203061 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2017 eng d a1546-171800aExome-wide association study of plasma lipids in >300,000 individuals.0 aExomewide association study of plasma lipids in 300000 individua c2017 Dec a1758-17660 v493 aWe screened variants on an exome-focused genotyping array in >300,000 participants (replication in >280,000 participants) and identified 444 independent variants in 250 loci significantly associated with total cholesterol (TC), high-density-lipoprotein cholesterol (HDL-C), low-density-lipoprotein cholesterol (LDL-C), and/or triglycerides (TG). At two loci (JAK2 and A1CF), experimental analysis in mice showed lipid changes consistent with the human data. We also found that: (i) beta-thalassemia trait carriers displayed lower TC and were protected from coronary artery disease (CAD); (ii) excluding the CETP locus, there was not a predictable relationship between plasma HDL-C and risk for age-related macular degeneration; (iii) only some mechanisms of lowering LDL-C appeared to increase risk for type 2 diabetes (T2D); and (iv) TG-lowering alleles involved in hepatic production of TG-rich lipoproteins (TM6SF2 and PNPLA3) tracked with higher liver fat, higher risk for T2D, and lower risk for CAD, whereas TG-lowering alleles involved in peripheral lipolysis (LPL and ANGPTL4) had no effect on liver fat but decreased risks for both T2D and CAD.
10aCoronary Artery Disease10aDiabetes Mellitus, Type 210aExome10aGenetic Association Studies10aGenetic Predisposition to Disease10aGenetic Variation10aGenotype10aHumans10aLipids10aMacular Degeneration10aPhenotype10aRisk Factors1 aLiu, Dajiang, J1 aPeloso, Gina, M1 aYu, Haojie1 aButterworth, Adam, S1 aWang, Xiao1 aMahajan, Anubha1 aSaleheen, Danish1 aEmdin, Connor1 aAlam, Dewan1 aAlves, Alexessander, Couto1 aAmouyel, Philippe1 aDi Angelantonio, Emanuele1 aArveiler, Dominique1 aAssimes, Themistocles, L1 aAuer, Paul, L1 aBaber, Usman1 aBallantyne, Christie, M1 aBang, Lia, E1 aBenn, Marianne1 aBis, Joshua, C1 aBoehnke, Michael1 aBoerwinkle, Eric1 aBork-Jensen, Jette1 aBottinger, Erwin, P1 aBrandslund, Ivan1 aBrown, Morris1 aBusonero, Fabio1 aCaulfield, Mark, J1 aChambers, John, C1 aChasman, Daniel, I1 aChen, Eugene1 aChen, Yii-Der Ida1 aChowdhury, Raj1 aChristensen, Cramer1 aChu, Audrey, Y1 aConnell, John, M1 aCucca, Francesco1 aCupples, Adrienne, L1 aDamrauer, Scott, M1 aDavies, Gail1 aDeary, Ian, J1 aDedoussis, George1 aDenny, Joshua, C1 aDominiczak, Anna1 aDubé, Marie-Pierre1 aEbeling, Tapani1 aEiriksdottir, Gudny1 aEsko, Tõnu1 aFarmaki, Aliki-Eleni1 aFeitosa, Mary, F1 aFerrario, Marco1 aFerrieres, Jean1 aFord, Ian1 aFornage, Myriam1 aFranks, Paul, W1 aFrayling, Timothy, M1 aFrikke-Schmidt, Ruth1 aFritsche, Lars, G1 aFrossard, Philippe1 aFuster, Valentin1 aGanesh, Santhi, K1 aGao, Wei1 aGarcia, Melissa, E1 aGieger, Christian1 aGiulianini, Franco1 aGoodarzi, Mark, O1 aGrallert, Harald1 aGrarup, Niels1 aGroop, Leif1 aGrove, Megan, L1 aGudnason, Vilmundur1 aHansen, Torben1 aHarris, Tamara, B1 aHayward, Caroline1 aHirschhorn, Joel, N1 aHolmen, Oddgeir, L1 aHuffman, Jennifer1 aHuo, Yong1 aHveem, Kristian1 aJabeen, Sehrish1 aJackson, Anne, U1 aJakobsdottir, Johanna1 aJarvelin, Marjo-Riitta1 aJensen, Gorm, B1 aJørgensen, Marit, E1 aJukema, Wouter1 aJustesen, Johanne, M1 aKamstrup, Pia, R1 aKanoni, Stavroula1 aKarpe, Fredrik1 aKee, Frank1 aKhera, Amit, V1 aKlarin, Derek1 aKoistinen, Heikki, A1 aKooner, Jaspal, S1 aKooperberg, Charles1 aKuulasmaa, Kari1 aKuusisto, Johanna1 aLaakso, Markku1 aLakka, Timo1 aLangenberg, Claudia1 aLangsted, Anne1 aLauner, Lenore, J1 aLauritzen, Torsten1 aLiewald, David, C M1 aLin, Li, An1 aLinneberg, Allan1 aLoos, Ruth, J F1 aLu, Yingchang1 aLu, Xiangfeng1 aMägi, Reedik1 aMälarstig, Anders1 aManichaikul, Ani1 aManning, Alisa, K1 aMäntyselkä, Pekka1 aMarouli, Eirini1 aMasca, Nicholas, G D1 aMaschio, Andrea1 aMeigs, James, B1 aMelander, Olle1 aMetspalu, Andres1 aMorris, Andrew, P1 aMorrison, Alanna, C1 aMulas, Antonella1 aMüller-Nurasyid, Martina1 aMunroe, Patricia, B1 aNeville, Matt, J1 aNielsen, Jonas, B1 aNielsen, Sune, F1 aNordestgaard, Børge, G1 aOrdovas, Jose, M1 aMehran, Roxana1 aO'Donnell, Christoper, J1 aOrho-Melander, Marju1 aMolony, Cliona, M1 aMuntendam, Pieter1 aPadmanabhan, Sandosh1 aPalmer, Colin, N A1 aPasko, Dorota1 aPatel, Aniruddh, P1 aPedersen, Oluf1 aPerola, Markus1 aPeters, Annette1 aPisinger, Charlotta1 aPistis, Giorgio1 aPolasek, Ozren1 aPoulter, Neil1 aPsaty, Bruce, M1 aRader, Daniel, J1 aRasheed, Asif1 aRauramaa, Rainer1 aReilly, Dermot, F1 aReiner, Alex, P1 aRenstrom, Frida1 aRich, Stephen, S1 aRidker, Paul, M1 aRioux, John, D1 aRobertson, Neil, R1 aRoden, Dan, M1 aRotter, Jerome, I1 aRudan, Igor1 aSalomaa, Veikko1 aSamani, Nilesh, J1 aSanna, Serena1 aSattar, Naveed1 aSchmidt, Ellen, M1 aScott, Robert, A1 aSever, Peter1 aSevilla, Raquel, S1 aShaffer, Christian, M1 aSim, Xueling1 aSivapalaratnam, Suthesh1 aSmall, Kerrin, S1 aSmith, Albert, V1 aSmith, Blair, H1 aSomayajula, Sangeetha1 aSoutham, Lorraine1 aSpector, Timothy, D1 aSpeliotes, Elizabeth, K1 aStarr, John, M1 aStirrups, Kathleen, E1 aStitziel, Nathan1 aStrauch, Konstantin1 aStringham, Heather, M1 aSurendran, Praveen1 aTada, Hayato1 aTall, Alan, R1 aTang, Hua1 aTardif, Jean-Claude1 aTaylor, Kent, D1 aTrompet, Stella1 aTsao, Philip, S1 aTuomilehto, Jaakko1 aTybjaerg-Hansen, Anne1 avan Zuydam, Natalie, R1 aVarbo, Anette1 aVarga, Tibor, V1 aVirtamo, Jarmo1 aWaldenberger, Melanie1 aWang, Nan1 aWareham, Nick, J1 aWarren, Helen, R1 aWeeke, Peter, E1 aWeinstock, Joshua1 aWessel, Jennifer1 aWilson, James, G1 aWilson, Peter, W F1 aXu, Ming1 aYaghootkar, Hanieh1 aYoung, Robin1 aZeggini, Eleftheria1 aZhang, He1 aZheng, Neil, S1 aZhang, Weihua1 aZhang, Yan1 aZhou, Wei1 aZhou, Yanhua1 aZoledziewska, Magdalena1 aHowson, Joanna, M M1 aDanesh, John1 aMcCarthy, Mark, I1 aCowan, Chad, A1 aAbecasis, Goncalo1 aDeloukas, Panos1 aMusunuru, Kiran1 aWiller, Cristen, J1 aKathiresan, Sekar1 aCharge Diabetes Working Group1 aEPIC-InterAct Consortium1 aEPIC-CVD Consortium1 aGOLD Consortium1 aVA Million Veteran Program uhttps://chs-nhlbi.org/node/757311080nas a2202833 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2017 eng d a1549-167600aImpact of common genetic determinants of Hemoglobin A1c on type 2 diabetes risk and diagnosis in ancestrally diverse populations: A transethnic genome-wide meta-analysis.0 aImpact of common genetic determinants of Hemoglobin A1c on type c2017 Sep ae10023830 v143 aBACKGROUND: Glycated hemoglobin (HbA1c) is used to diagnose type 2 diabetes (T2D) and assess glycemic control in patients with diabetes. Previous genome-wide association studies (GWAS) have identified 18 HbA1c-associated genetic variants. These variants proved to be classifiable by their likely biological action as erythrocytic (also associated with erythrocyte traits) or glycemic (associated with other glucose-related traits). In this study, we tested the hypotheses that, in a very large scale GWAS, we would identify more genetic variants associated with HbA1c and that HbA1c variants implicated in erythrocytic biology would affect the diagnostic accuracy of HbA1c. We therefore expanded the number of HbA1c-associated loci and tested the effect of genetic risk-scores comprised of erythrocytic or glycemic variants on incident diabetes prediction and on prevalent diabetes screening performance. Throughout this multiancestry study, we kept a focus on interancestry differences in HbA1c genetics performance that might influence race-ancestry differences in health outcomes.
METHODS & FINDINGS: Using genome-wide association meta-analyses in up to 159,940 individuals from 82 cohorts of European, African, East Asian, and South Asian ancestry, we identified 60 common genetic variants associated with HbA1c. We classified variants as implicated in glycemic, erythrocytic, or unclassified biology and tested whether additive genetic scores of erythrocytic variants (GS-E) or glycemic variants (GS-G) were associated with higher T2D incidence in multiethnic longitudinal cohorts (N = 33,241). Nineteen glycemic and 22 erythrocytic variants were associated with HbA1c at genome-wide significance. GS-G was associated with higher T2D risk (incidence OR = 1.05, 95% CI 1.04-1.06, per HbA1c-raising allele, p = 3 × 10-29); whereas GS-E was not (OR = 1.00, 95% CI 0.99-1.01, p = 0.60). In Europeans and Asians, erythrocytic variants in aggregate had only modest effects on the diagnostic accuracy of HbA1c. Yet, in African Americans, the X-linked G6PD G202A variant (T-allele frequency 11%) was associated with an absolute decrease in HbA1c of 0.81%-units (95% CI 0.66-0.96) per allele in hemizygous men, and 0.68%-units (95% CI 0.38-0.97) in homozygous women. The G6PD variant may cause approximately 2% (N = 0.65 million, 95% CI 0.55-0.74) of African American adults with T2D to remain undiagnosed when screened with HbA1c. Limitations include the smaller sample sizes for non-European ancestries and the inability to classify approximately one-third of the variants. Further studies in large multiethnic cohorts with HbA1c, glycemic, and erythrocytic traits are required to better determine the biological action of the unclassified variants.
CONCLUSIONS: As G6PD deficiency can be clinically silent until illness strikes, we recommend investigation of the possible benefits of screening for the G6PD genotype along with using HbA1c to diagnose T2D in populations of African ancestry or groups where G6PD deficiency is common. Screening with direct glucose measurements, or genetically-informed HbA1c diagnostic thresholds in people with G6PD deficiency, may be required to avoid missed or delayed diagnoses.
10aDiabetes Mellitus, Type 210aGenetic Variation10aGenome-Wide Association Study10aGlycated Hemoglobin A10aHumans10aPhenotype10aRisk1 aWheeler, Eleanor1 aLeong, Aaron1 aLiu, Ching-Ti1 aHivert, Marie-France1 aStrawbridge, Rona, J1 aPodmore, Clara1 aLi, Man1 aYao, Jie1 aSim, Xueling1 aHong, Jaeyoung1 aChu, Audrey, Y1 aZhang, Weihua1 aWang, Xu1 aChen, Peng1 aMaruthur, Nisa, M1 aPorneala, Bianca, C1 aSharp, Stephen, J1 aJia, Yucheng1 aKabagambe, Edmond, K1 aChang, Li-Ching1 aChen, Wei-Min1 aElks, Cathy, E1 aEvans, Daniel, S1 aFan, Qiao1 aGiulianini, Franco1 aGo, Min Jin1 aHottenga, Jouke-Jan1 aHu, Yao1 aJackson, Anne, U1 aKanoni, Stavroula1 aKim, Young, Jin1 aKleber, Marcus, E1 aLadenvall, Claes1 aLecoeur, Cécile1 aLim, Sing-Hui1 aLu, Yingchang1 aMahajan, Anubha1 aMarzi, Carola1 aNalls, Mike, A1 aNavarro, Pau1 aNolte, Ilja, M1 aRose, Lynda, M1 aRybin, Denis, V1 aSanna, Serena1 aShi, Yuan1 aStram, Daniel, O1 aTakeuchi, Fumihiko1 aTan, Shu, Pei1 avan der Most, Peter, J1 avan Vliet-Ostaptchouk, Jana, V1 aWong, Andrew1 aYengo, Loic1 aZhao, Wanting1 aGoel, Anuj1 aLarrad, Maria, Teresa Mar1 aRadke, Dörte1 aSalo, Perttu1 aTanaka, Toshiko1 avan Iperen, Erik, P A1 aAbecasis, Goncalo1 aAfaq, Saima1 aAlizadeh, Behrooz, Z1 aBertoni, Alain, G1 aBonnefond, Amélie1 aBöttcher, Yvonne1 aBottinger, Erwin, P1 aCampbell, Harry1 aCarlson, Olga, D1 aChen, Chien-Hsiun1 aCho, Yoon Shin1 aGarvey, Timothy1 aGieger, Christian1 aGoodarzi, Mark, O1 aGrallert, Harald1 aHamsten, Anders1 aHartman, Catharina, A1 aHerder, Christian1 aHsiung, Chao, Agnes1 aHuang, Jie1 aIgase, Michiya1 aIsono, Masato1 aKatsuya, Tomohiro1 aKhor, Chiea-Chuen1 aKiess, Wieland1 aKohara, Katsuhiko1 aKovacs, Peter1 aLee, Juyoung1 aLee, Wen-Jane1 aLehne, Benjamin1 aLi, Huaixing1 aLiu, Jianjun1 aLobbens, Stephane1 aLuan, Jian'an1 aLyssenko, Valeriya1 aMeitinger, Thomas1 aMiki, Tetsuro1 aMiljkovic, Iva1 aMoon, Sanghoon1 aMulas, Antonella1 aMüller, Gabriele1 aMüller-Nurasyid, Martina1 aNagaraja, Ramaiah1 aNauck, Matthias1 aPankow, James, S1 aPolasek, Ozren1 aProkopenko, Inga1 aRamos, Paula, S1 aRasmussen-Torvik, Laura1 aRathmann, Wolfgang1 aRich, Stephen, S1 aRobertson, Neil, R1 aRoden, Michael1 aRoussel, Ronan1 aRudan, Igor1 aScott, Robert, A1 aScott, William, R1 aSennblad, Bengt1 aSiscovick, David, S1 aStrauch, Konstantin1 aSun, Liang1 aSwertz, Morris1 aTajuddin, Salman, M1 aTaylor, Kent, D1 aTeo, Yik-Ying1 aTham, Yih, Chung1 aTönjes, Anke1 aWareham, Nicholas, J1 aWillemsen, Gonneke1 aWilsgaard, Tom1 aHingorani, Aroon, D1 aEgan, Josephine1 aFerrucci, Luigi1 aHovingh, Kees1 aJula, Antti1 aKivimaki, Mika1 aKumari, Meena1 aNjølstad, Inger1 aPalmer, Colin, N A1 aRíos, Manuel, Serrano1 aStumvoll, Michael1 aWatkins, Hugh1 aAung, Tin1 aBlüher, Matthias1 aBoehnke, Michael1 aBoomsma, Dorret, I1 aBornstein, Stefan, R1 aChambers, John, C1 aChasman, Daniel, I1 aChen, Yii-Der Ida1 aChen, Yduan-Tsong1 aCheng, Ching-Yu1 aCucca, Francesco1 aGeus, Eco, J C1 aDeloukas, Panos1 aEvans, Michele, K1 aFornage, Myriam1 aFriedlander, Yechiel1 aFroguel, Philippe1 aGroop, Leif1 aGross, Myron, D1 aHarris, Tamara, B1 aHayward, Caroline1 aHeng, Chew-Kiat1 aIngelsson, Erik1 aKato, Norihiro1 aKim, Bong-Jo1 aKoh, Woon-Puay1 aKooner, Jaspal, S1 aKörner, Antje1 aKuh, Diana1 aKuusisto, Johanna1 aLaakso, Markku1 aLin, Xu1 aLiu, Yongmei1 aLoos, Ruth, J F1 aMagnusson, Patrik, K E1 aMärz, Winfried1 aMcCarthy, Mark, I1 aOldehinkel, Albertine, J1 aOng, Ken, K1 aPedersen, Nancy, L1 aPereira, Mark, A1 aPeters, Annette1 aRidker, Paul, M1 aSabanayagam, Charumathi1 aSale, Michele1 aSaleheen, Danish1 aSaltevo, Juha1 aSchwarz, Peter, Eh1 aSheu, Wayne, H H1 aSnieder, Harold1 aSpector, Timothy, D1 aTabara, Yasuharu1 aTuomilehto, Jaakko1 avan Dam, Rob, M1 aWilson, James, G1 aWilson, James, F1 aWolffenbuttel, Bruce, H R1 aWong, Tien, Yin1 aWu, Jer-Yuarn1 aYuan, Jian-Min1 aZonderman, Alan, B1 aSoranzo, Nicole1 aGuo, Xiuqing1 aRoberts, David, J1 aFlorez, Jose, C1 aSladek, Robert1 aDupuis, Josée1 aMorris, Andrew, P1 aTai, E-Shyong1 aSelvin, Elizabeth1 aRotter, Jerome, I1 aLangenberg, Claudia1 aBarroso, Inês1 aMeigs, James, B1 aEPIC-CVD Consortium1 aEPIC-InterAct Consortium1 aLifeLines Cohort Study uhttps://chs-nhlbi.org/node/759607019nas a2201849 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2017 eng d a1942-326800aNew Blood Pressure-Associated Loci Identified in Meta-Analyses of 475 000 Individuals.0 aNew Blood PressureAssociated Loci Identified in MetaAnalyses of c2017 Oct0 v103 aBACKGROUND: Genome-wide association studies have recently identified >400 loci that harbor DNA sequence variants that influence blood pressure (BP). Our earlier studies identified and validated 56 single nucleotide variants (SNVs) associated with BP from meta-analyses of exome chip genotype data. An additional 100 variants yielded suggestive evidence of association.
METHODS AND RESULTS: Here, we augment the sample with 140 886 European individuals from the UK Biobank, in whom 77 of the 100 suggestive SNVs were available for association analysis with systolic BP or diastolic BP or pulse pressure. We performed 2 meta-analyses, one in individuals of European, South Asian, African, and Hispanic descent (pan-ancestry, ≈475 000), and the other in the subset of individuals of European descent (≈423 000). Twenty-one SNVs were genome-wide significant (P<5×10-8) for BP, of which 4 are new BP loci: rs9678851 (missense, SLC4A1AP), rs7437940 (AFAP1), rs13303 (missense, STAB1), and rs1055144 (7p15.2). In addition, we identified a potentially independent novel BP-associated SNV, rs3416322 (missense, SYNPO2L) at a known locus, uncorrelated with the previously reported SNVs. Two SNVs are associated with expression levels of nearby genes, and SNVs at 3 loci are associated with other traits. One SNV with a minor allele frequency <0.01, (rs3025380 at DBH) was genome-wide significant.
CONCLUSIONS: We report 4 novel loci associated with BP regulation, and 1 independent variant at an established BP locus. This analysis highlights several candidate genes with variation that alter protein function or gene expression for potential follow-up.
1 aKraja, Aldi, T1 aCook, James, P1 aWarren, Helen, R1 aSurendran, Praveen1 aLiu, Chunyu1 aEvangelou, Evangelos1 aManning, Alisa, K1 aGrarup, Niels1 aDrenos, Fotios1 aSim, Xueling1 aSmith, Albert, Vernon1 aAmin, Najaf1 aBlakemore, Alexandra, I F1 aBork-Jensen, Jette1 aBrandslund, Ivan1 aFarmaki, Aliki-Eleni1 aFava, Cristiano1 aFerreira, Teresa1 aHerzig, Karl-Heinz1 aGiri, Ayush1 aGiulianini, Franco1 aGrove, Megan, L1 aGuo, Xiuqing1 aHarris, Sarah, E1 aHave, Christian, T1 aHavulinna, Aki, S1 aZhang, He1 aJørgensen, Marit, E1 aKäräjämäki, AnneMari1 aKooperberg, Charles1 aLinneberg, Allan1 aLittle, Louis1 aLiu, Yongmei1 aBonnycastle, Lori, L1 aLu, Yingchang1 aMägi, Reedik1 aMahajan, Anubha1 aMalerba, Giovanni1 aMarioni, Riccardo, E1 aMei, Hao1 aMenni, Cristina1 aMorrison, Alanna, C1 aPadmanabhan, Sandosh1 aPalmas, Walter1 aPoveda, Alaitz1 aRauramaa, Rainer1 aRayner, Nigel, William1 aRiaz, Muhammad1 aRice, Ken1 aRichard, Melissa, A1 aSmith, Jennifer, A1 aSoutham, Lorraine1 aStančáková, Alena1 aStirrups, Kathleen, E1 aTragante, Vinicius1 aTuomi, Tiinamaija1 aTzoulaki, Ioanna1 aVarga, Tibor, V1 aWeiss, Stefan1 aYiorkas, Andrianos, M1 aYoung, Robin1 aZhang, Weihua1 aBarnes, Michael, R1 aCabrera, Claudia, P1 aGao, He1 aBoehnke, Michael1 aBoerwinkle, Eric1 aChambers, John, C1 aConnell, John, M1 aChristensen, Cramer, K1 ade Boer, Rudolf, A1 aDeary, Ian, J1 aDedoussis, George1 aDeloukas, Panos1 aDominiczak, Anna, F1 aDörr, Marcus1 aJoehanes, Roby1 aEdwards, Todd, L1 aEsko, Tõnu1 aFornage, Myriam1 aFranceschini, Nora1 aFranks, Paul, W1 aGambaro, Giovanni1 aGroop, Leif1 aHallmans, Göran1 aHansen, Torben1 aHayward, Caroline1 aHeikki, Oksa1 aIngelsson, Erik1 aTuomilehto, Jaakko1 aJarvelin, Marjo-Riitta1 aKardia, Sharon, L R1 aKarpe, Fredrik1 aKooner, Jaspal, S1 aLakka, Timo, A1 aLangenberg, Claudia1 aLind, Lars1 aLoos, Ruth, J F1 aLaakso, Markku1 aMcCarthy, Mark, I1 aMelander, Olle1 aMohlke, Karen, L1 aMorris, Andrew, P1 aPalmer, Colin, N A1 aPedersen, Oluf1 aPolasek, Ozren1 aPoulter, Neil, R1 aProvince, Michael, A1 aPsaty, Bruce, M1 aRidker, Paul, M1 aRotter, Jerome, I1 aRudan, Igor1 aSalomaa, Veikko1 aSamani, Nilesh, J1 aSever, Peter, J1 aSkaaby, Tea1 aStafford, Jeanette, M1 aStarr, John, M1 aHarst, Pim1 avan der Meer, Peter1 aDuijn, Cornelia, M1 aVergnaud, Anne-Claire1 aGudnason, Vilmundur1 aWareham, Nicholas, J1 aWilson, James, G1 aWiller, Cristen, J1 aWitte, Daniel, R1 aZeggini, Eleftheria1 aSaleheen, Danish1 aButterworth, Adam, S1 aDanesh, John1 aAsselbergs, Folkert, W1 aWain, Louise, V1 aEhret, Georg, B1 aChasman, Daniel, I1 aCaulfield, Mark, J1 aElliott, Paul1 aLindgren, Cecilia, M1 aLevy, Daniel1 aNewton-Cheh, Christopher1 aMunroe, Patricia, B1 aHowson, Joanna, M M1 aUnderstanding Society Scientific Group1 aCHARGE EXOME BP, CHD Exome+, Exome BP, GoT2D:T2DGenes Consortia, The UK Biobank Cardio-Metabolic Traits Consortium Blood Pressure Working Group† uhttps://chs-nhlbi.org/node/756909467nas a2203025 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2017 eng d a1524-456300aNovel Blood Pressure Locus and Gene Discovery Using Genome-Wide Association Study and Expression Data Sets From Blood and the Kidney.0 aNovel Blood Pressure Locus and Gene Discovery Using GenomeWide A c2017 Jul 243 aElevated blood pressure is a major risk factor for cardiovascular disease and has a substantial genetic contribution. Genetic variation influencing blood pressure has the potential to identify new pharmacological targets for the treatment of hypertension. To discover additional novel blood pressure loci, we used 1000 Genomes Project-based imputation in 150 134 European ancestry individuals and sought significant evidence for independent replication in a further 228 245 individuals. We report 6 new signals of association in or near HSPB7, TNXB, LRP12, LOC283335, SEPT9, and AKT2, and provide new replication evidence for a further 2 signals in EBF2 and NFKBIA Combining large whole-blood gene expression resources totaling 12 607 individuals, we investigated all novel and previously reported signals and identified 48 genes with evidence for involvement in blood pressure regulation that are significant in multiple resources. Three novel kidney-specific signals were also detected. These robustly implicated genes may provide new leads for therapeutic innovation.
1 aWain, Louise, V1 aVaez, Ahmad1 aJansen, Rick1 aJoehanes, Roby1 avan der Most, Peter, J1 aErzurumluoglu, Mesut1 aO'Reilly, Paul, F1 aCabrera, Claudia, P1 aWarren, Helen, R1 aRose, Lynda, M1 aVerwoert, Germaine, C1 aHottenga, Jouke-Jan1 aStrawbridge, Rona, J1 aEsko, Tõnu1 aArking, Dan, E1 aHwang, Shih-Jen1 aGuo, Xiuqing1 aKutalik, Zoltán1 aTrompet, Stella1 aShrine, Nick1 aTeumer, Alexander1 aRied, Janina, S1 aBis, Joshua, C1 aSmith, Albert, V1 aAmin, Najaf1 aNolte, Ilja, M1 aLyytikäinen, Leo-Pekka1 aMahajan, Anubha1 aWareham, Nicholas, J1 aHofer, Edith1 aJoshi, Peter, K1 aKristiansson, Kati1 aTraglia, Michela1 aHavulinna, Aki, S1 aGoel, Anuj1 aNalls, Mike, A1 aSõber, Siim1 aVuckovic, Dragana1 aLuan, Jian'an1 aM, Fabiola, del Greco1 aAyers, Kristin, L1 aMarrugat, Jaume1 aRuggiero, Daniela1 aLopez, Lorna, M1 aNiiranen, Teemu1 aEnroth, Stefan1 aJackson, Anne, U1 aNelson, Christopher, P1 aHuffman, Jennifer, E1 aZhang, Weihua1 aMarten, Jonathan1 aGandin, Ilaria1 aHarris, Sarah, E1 aZemunik, Tatijana1 aLu, Yingchang1 aEvangelou, Evangelos1 aShah, Nabi1 ade Borst, Martin, H1 aMangino, Massimo1 aPrins, Bram, P1 aCampbell, Archie1 aLi-Gao, Ruifang1 aChauhan, Ganesh1 aOldmeadow, Christopher1 aAbecasis, Goncalo1 aAbedi, Maryam1 aBarbieri, Caterina, M1 aBarnes, Michael, R1 aBatini, Chiara1 aBeilby, John1 aBlake, Tineka1 aBoehnke, Michael1 aBottinger, Erwin, P1 aBraund, Peter, S1 aBrown, Morris1 aBrumat, Marco1 aCampbell, Harry1 aChambers, John, C1 aCocca, Massimiliano1 aCollins, Francis1 aConnell, John1 aCordell, Heather, J1 aDamman, Jeffrey, J1 aDavies, Gail1 ade Geus, Eco, J1 ade Mutsert, Renée1 aDeelen, Joris1 aDemirkale, Yusuf1 aDoney, Alex, S F1 aDörr, Marcus1 aFarrall, Martin1 aFerreira, Teresa1 aFrånberg, Mattias1 aGao, He1 aGiedraitis, Vilmantas1 aGieger, Christian1 aGiulianini, Franco1 aGow, Alan, J1 aHamsten, Anders1 aHarris, Tamara, B1 aHofman, Albert1 aHolliday, Elizabeth, G1 aHui, Jennie1 aJarvelin, Marjo-Riitta1 aJohansson, Asa1 aJohnson, Andrew, D1 aJousilahti, Pekka1 aJula, Antti1 aKähönen, Mika1 aKathiresan, Sekar1 aKhaw, Kay-Tee1 aKolcic, Ivana1 aKoskinen, Seppo1 aLangenberg, Claudia1 aLarson, Marty1 aLauner, Lenore, J1 aLehne, Benjamin1 aLiewald, David, C M1 aLin, Li1 aLind, Lars1 aMach, François1 aMamasoula, Chrysovalanto1 aMenni, Cristina1 aMifsud, Borbala1 aMilaneschi, Yuri1 aMorgan, Anna1 aMorris, Andrew, D1 aMorrison, Alanna, C1 aMunson, Peter, J1 aNandakumar, Priyanka1 aNguyen, Quang, Tri1 aNutile, Teresa1 aOldehinkel, Albertine, J1 aOostra, Ben, A1 aOrg, Elin1 aPadmanabhan, Sandosh1 aPalotie, Aarno1 aParé, Guillaume1 aPattie, Alison1 aPenninx, Brenda, W J H1 aPoulter, Neil1 aPramstaller, Peter, P1 aRaitakari, Olli, T1 aRen, Meixia1 aRice, Kenneth1 aRidker, Paul, M1 aRiese, Harriëtte1 aRipatti, Samuli1 aRobino, Antonietta1 aRotter, Jerome, I1 aRudan, Igor1 aSaba, Yasaman1 aPierre, Aude, Saint1 aSala, Cinzia, F1 aSarin, Antti-Pekka1 aSchmidt, Reinhold1 aScott, Rodney1 aSeelen, Marc, A1 aShields, Denis, C1 aSiscovick, David1 aSorice, Rossella1 aStanton, Alice1 aStott, David, J1 aSundström, Johan1 aSwertz, Morris1 aTaylor, Kent, D1 aThom, Simon1 aTzoulaki, Ioanna1 aTzourio, Christophe1 aUitterlinden, André, G1 aVölker, Uwe1 aVollenweider, Peter1 aWild, Sarah1 aWillemsen, Gonneke1 aWright, Alan, F1 aYao, Jie1 aThériault, Sébastien1 aConen, David1 aAttia, John1 aSever, Peter1 aDebette, Stephanie1 aMook-Kanamori, Dennis, O1 aZeggini, Eleftheria1 aSpector, Tim, D1 aHarst, Pim1 aPalmer, Colin, N A1 aVergnaud, Anne-Claire1 aLoos, Ruth, J F1 aPolasek, Ozren1 aStarr, John, M1 aGirotto, Giorgia1 aHayward, Caroline1 aKooner, Jaspal, S1 aLindgren, Cecila, M1 aVitart, Veronique1 aSamani, Nilesh, J1 aTuomilehto, Jaakko1 aGyllensten, Ulf1 aKnekt, Paul1 aDeary, Ian, J1 aCiullo, Marina1 aElosua, Roberto1 aKeavney, Bernard, D1 aHicks, Andrew, A1 aScott, Robert, A1 aGasparini, Paolo1 aLaan, Maris1 aLiu, Yongmei1 aWatkins, Hugh1 aHartman, Catharina, A1 aSalomaa, Veikko1 aToniolo, Daniela1 aPerola, Markus1 aWilson, James, F1 aSchmidt, Helena1 aZhao, Jing Hua1 aLehtimäki, Terho1 aDuijn, Cornelia, M1 aGudnason, Vilmundur1 aPsaty, Bruce, M1 aPeters, Annette1 aRettig, Rainer1 aJames, Alan1 aJukema, Wouter1 aStrachan, David, P1 aPalmas, Walter1 aMetspalu, Andres1 aIngelsson, Erik1 aBoomsma, Dorret, I1 aFranco, Oscar, H1 aBochud, Murielle1 aNewton-Cheh, Christopher1 aMunroe, Patricia, B1 aElliott, Paul1 aChasman, Daniel, I1 aChakravarti, Aravinda1 aKnight, Joanne1 aMorris, Andrew, P1 aLevy, Daniel1 aTobin, Martin, D1 aSnieder, Harold1 aCaulfield, Mark, J1 aEhret, Georg, B uhttps://chs-nhlbi.org/node/749210328nas a2203505 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2018 eng d a1546-171800aGenetic analysis of over 1 million people identifies 535 new loci associated with blood pressure traits.0 aGenetic analysis of over 1 million people identifies 535 new loc c2018 Oct a1412-14250 v503 aHigh blood pressure is a highly heritable and modifiable risk factor for cardiovascular disease. We report the largest genetic association study of blood pressure traits (systolic, diastolic and pulse pressure) to date in over 1 million people of European ancestry. We identify 535 novel blood pressure loci that not only offer new biological insights into blood pressure regulation but also highlight shared genetic architecture between blood pressure and lifestyle exposures. Our findings identify new biological pathways for blood pressure regulation with potential for improved cardiovascular disease prevention in the future.
1 aEvangelou, Evangelos1 aWarren, Helen, R1 aMosen-Ansorena, David1 aMifsud, Borbala1 aPazoki, Raha1 aGao, He1 aNtritsos, Georgios1 aDimou, Niki1 aCabrera, Claudia, P1 aKaraman, Ibrahim1 aNg, Fu, Liang1 aEvangelou, Marina1 aWitkowska, Katarzyna1 aTzanis, Evan1 aHellwege, Jacklyn, N1 aGiri, Ayush1 aEdwards, Digna, R Velez1 aSun, Yan, V1 aCho, Kelly1 aGaziano, Michael1 aWilson, Peter, W F1 aTsao, Philip, S1 aKovesdy, Csaba, P1 aEsko, Tõnu1 aMägi, Reedik1 aMilani, Lili1 aAlmgren, Peter1 aBoutin, Thibaud1 aDebette, Stephanie1 aDing, Jun1 aGiulianini, Franco1 aHolliday, Elizabeth, G1 aJackson, Anne, U1 aLi-Gao, Ruifang1 aLin, Wei-Yu1 aLuan, Jian'an1 aMangino, Massimo1 aOldmeadow, Christopher1 aPrins, Bram, Peter1 aQian, Yong1 aSargurupremraj, Muralidharan1 aShah, Nabi1 aSurendran, Praveen1 aThériault, Sébastien1 aVerweij, Niek1 aWillems, Sara, M1 aZhao, Jing-Hua1 aAmouyel, Philippe1 aConnell, John1 ade Mutsert, Renée1 aDoney, Alex, S F1 aFarrall, Martin1 aMenni, Cristina1 aMorris, Andrew, D1 aNoordam, Raymond1 aParé, Guillaume1 aPoulter, Neil, R1 aShields, Denis, C1 aStanton, Alice1 aThom, Simon1 aAbecasis, Goncalo1 aAmin, Najaf1 aArking, Dan, E1 aAyers, Kristin, L1 aBarbieri, Caterina, M1 aBatini, Chiara1 aBis, Joshua, C1 aBlake, Tineka1 aBochud, Murielle1 aBoehnke, Michael1 aBoerwinkle, Eric1 aBoomsma, Dorret, I1 aBottinger, Erwin, P1 aBraund, Peter, S1 aBrumat, Marco1 aCampbell, Archie1 aCampbell, Harry1 aChakravarti, Aravinda1 aChambers, John, C1 aChauhan, Ganesh1 aCiullo, Marina1 aCocca, Massimiliano1 aCollins, Francis1 aCordell, Heather, J1 aDavies, Gail1 ade Borst, Martin, H1 ade Geus, Eco, J1 aDeary, Ian, J1 aDeelen, Joris1 aM, Fabiola, del Greco1 aDemirkale, Cumhur, Yusuf1 aDörr, Marcus1 aEhret, Georg, B1 aElosua, Roberto1 aEnroth, Stefan1 aErzurumluoglu, Mesut1 aFerreira, Teresa1 aFrånberg, Mattias1 aFranco, Oscar, H1 aGandin, Ilaria1 aGasparini, Paolo1 aGiedraitis, Vilmantas1 aGieger, Christian1 aGirotto, Giorgia1 aGoel, Anuj1 aGow, Alan, J1 aGudnason, 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aMorgan, Anna1 aMorris, Andrew, P1 aMorrison, Alanna, C1 aMunson, Peter, J1 aNalls, Mike, A1 aNandakumar, Priyanka1 aNelson, Christopher, P1 aNiiranen, Teemu1 aNolte, Ilja, M1 aNutile, Teresa1 aOldehinkel, Albertine, J1 aOostra, Ben, A1 aO'Reilly, Paul, F1 aOrg, Elin1 aPadmanabhan, Sandosh1 aPalmas, Walter1 aPalotie, Aarno1 aPattie, Alison1 aPenninx, Brenda, W J H1 aPerola, Markus1 aPeters, Annette1 aPolasek, Ozren1 aPramstaller, Peter, P1 aNguyen, Quang, Tri1 aRaitakari, Olli, T1 aRen, Meixia1 aRettig, Rainer1 aRice, Kenneth1 aRidker, Paul, M1 aRied, Janina, S1 aRiese, Harriëtte1 aRipatti, Samuli1 aRobino, Antonietta1 aRose, Lynda, M1 aRotter, Jerome, I1 aRudan, Igor1 aRuggiero, Daniela1 aSaba, Yasaman1 aSala, Cinzia, F1 aSalomaa, Veikko1 aSamani, Nilesh, J1 aSarin, Antti-Pekka1 aSchmidt, Reinhold1 aSchmidt, Helena1 aShrine, Nick1 aSiscovick, David1 aSmith, Albert, V1 aSnieder, Harold1 aSõber, Siim1 aSorice, Rossella1 aStarr, John, M1 aStott, David, J1 aStrachan, David, P1 aStrawbridge, Rona, J1 aSundström, Johan1 aSwertz, Morris, A1 aTaylor, Kent, D1 aTeumer, Alexander1 aTobin, Martin, D1 aTomaszewski, Maciej1 aToniolo, Daniela1 aTraglia, Michela1 aTrompet, Stella1 aTuomilehto, Jaakko1 aTzourio, Christophe1 aUitterlinden, André, G1 aVaez, Ahmad1 avan der Most, Peter, J1 aDuijn, Cornelia, M1 aVergnaud, Anne-Claire1 aVerwoert, Germaine, C1 aVitart, Veronique1 aVölker, Uwe1 aVollenweider, Peter1 aVuckovic, Dragana1 aWatkins, Hugh1 aWild, Sarah, H1 aWillemsen, Gonneke1 aWilson, James, F1 aWright, Alan, F1 aYao, Jie1 aZemunik, Tatijana1 aZhang, Weihua1 aAttia, John, R1 aButterworth, Adam, S1 aChasman, Daniel, I1 aConen, David1 aCucca, Francesco1 aDanesh, John1 aHayward, Caroline1 aHowson, Joanna, M M1 aLaakso, Markku1 aLakatta, Edward, G1 aLangenberg, Claudia1 aMelander, Olle1 aMook-Kanamori, Dennis, O1 aPalmer, Colin, N A1 aRisch, Lorenz1 aScott, Robert, A1 aScott, Rodney, J1 aSever, Peter1 aSpector, Tim, D1 aHarst, Pim1 aWareham, Nicholas, J1 aZeggini, 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2018 eng d a1546-171800aRefining the accuracy of validated target identification through coding variant fine-mapping in type 2 diabetes.0 aRefining the accuracy of validated target identification through c2018 Apr a559-5710 v503 aWe aggregated coding variant data for 81,412 type 2 diabetes cases and 370,832 controls of diverse ancestry, identifying 40 coding variant association signals (P < 2.2 × 10); of these, 16 map outside known risk-associated loci. We make two important observations. First, only five of these signals are driven by low-frequency variants: even for these, effect sizes are modest (odds ratio ≤1.29). Second, when we used large-scale genome-wide association data to fine-map the associated variants in their regional context, accounting for the global enrichment of complex trait associations in coding sequence, compelling evidence for coding variant causality was obtained for only 16 signals. At 13 others, the associated coding variants clearly represent 'false leads' with potential to generate erroneous mechanistic inference. Coding variant associations offer a direct route to biological insight for complex diseases and identification of validated therapeutic targets; however, appropriate mechanistic inference requires careful specification of their causal contribution to disease predisposition.
1 aMahajan, Anubha1 aWessel, Jennifer1 aWillems, Sara, M1 aZhao, Wei1 aRobertson, Neil, R1 aChu, Audrey, Y1 aGan, Wei1 aKitajima, Hidetoshi1 aTaliun, Daniel1 aRayner, William1 aGuo, Xiuqing1 aLu, Yingchang1 aLi, Man1 aJensen, Richard, A1 aHu, Yao1 aHuo, Shaofeng1 aLohman, Kurt, K1 aZhang, Weihua1 aCook, James, P1 aPrins, Bram, Peter1 aFlannick, Jason1 aGrarup, Niels1 aTrubetskoy, Vassily, Vladimirov1 aKravic, Jasmina1 aKim, Young, Jin1 aRybin, Denis, V1 aYaghootkar, Hanieh1 aMüller-Nurasyid, Martina1 aMeidtner, Karina1 aLi-Gao, Ruifang1 aVarga, Tibor, V1 aMarten, Jonathan1 aLi, Jin1 aSmith, Albert, Vernon1 aAn, Ping1 aLigthart, Symen1 aGustafsson, Stefan1 aMalerba, Giovanni1 aDemirkan, Ayse1 aTajes, Juan, Fernandez1 aSteinthorsdottir, Valgerdur1 aWuttke, Matthias1 aLecoeur, Cécile1 aPreuss, Michael1 aBielak, Lawrence, F1 aGraff, Marielisa1 aHighland, Heather, M1 aJustice, Anne, E1 aLiu, Dajiang, J1 aMarouli, Eirini1 aPeloso, Gina, Marie1 aWarren, Helen, R1 aAfaq, Saima1 aAfzal, Shoaib1 aAhlqvist, Emma1 aAlmgren, Peter1 aAmin, Najaf1 aBang, Lia, B1 aBertoni, Alain, G1 aBombieri, Cristina1 aBork-Jensen, Jette1 aBrandslund, Ivan1 aBrody, Jennifer, A1 aBurtt, Noel, P1 aCanouil, Mickaël1 aChen, Yii-Der Ida1 aCho, Yoon Shin1 aChristensen, Cramer1 aEastwood, Sophie, V1 aEckardt, Kai-Uwe1 aFischer, Krista1 aGambaro, Giovanni1 aGiedraitis, Vilmantas1 aGrove, Megan, L1 ade Haan, Hugoline, G1 aHackinger, Sophie1 aHai, Yang1 aHan, Sohee1 aTybjærg-Hansen, Anne1 aHivert, Marie-France1 aIsomaa, Bo1 aJäger, Susanne1 aJørgensen, Marit, E1 aJørgensen, Torben1 aKäräjämäki, AnneMari1 aKim, Bong-Jo1 aKim, Sung, Soo1 aKoistinen, Heikki, A1 aKovacs, Peter1 aKriebel, Jennifer1 aKronenberg, Florian1 aLäll, Kristi1 aLange, Leslie, A1 aLee, Jung-Jin1 aLehne, Benjamin1 aLi, Huaixing1 aLin, Keng-Hung1 aLinneberg, Allan1 aLiu, Ching-Ti1 aLiu, Jun1 aLoh, Marie1 aMägi, Reedik1 aMamakou, Vasiliki1 aMcKean-Cowdin, Roberta1 aNadkarni, Girish1 aNeville, Matt1 aNielsen, Sune, F1 aNtalla, Ioanna1 aPeyser, Patricia, A1 aRathmann, Wolfgang1 aRice, Kenneth1 aRich, Stephen, S1 aRode, Line1 aRolandsson, Olov1 aSchönherr, Sebastian1 aSelvin, Elizabeth1 aSmall, Kerrin, S1 aStančáková, Alena1 aSurendran, Praveen1 aTaylor, Kent, D1 aTeslovich, Tanya, M1 aThorand, Barbara1 aThorleifsson, Gudmar1 aTin, Adrienne1 aTönjes, Anke1 aVarbo, Anette1 aWitte, Daniel, R1 aWood, Andrew, R1 aYajnik, Pranav1 aYao, Jie1 aYengo, Loic1 aYoung, Robin1 aAmouyel, Philippe1 aBoeing, Heiner1 aBoerwinkle, Eric1 aBottinger, Erwin, P1 aChowdhury, Raj1 aCollins, Francis, S1 aDedoussis, George1 aDehghan, Abbas1 aDeloukas, Panos1 aFerrario, Marco, M1 aFerrieres, Jean1 aFlorez, Jose, C1 aFrossard, Philippe1 aGudnason, Vilmundur1 aHarris, Tamara, B1 aHeckbert, Susan, R1 aHowson, Joanna, M M1 aIngelsson, Martin1 aKathiresan, Sekar1 aKee, Frank1 aKuusisto, Johanna1 aLangenberg, Claudia1 aLauner, Lenore, J1 aLindgren, Cecilia, M1 aMännistö, Satu1 aMeitinger, Thomas1 aMelander, Olle1 aMohlke, Karen, L1 aMoitry, Marie1 aMorris, Andrew, D1 aMurray, Alison, D1 ade Mutsert, Renée1 aOrho-Melander, Marju1 aOwen, Katharine, R1 aPerola, Markus1 aPeters, Annette1 aProvince, Michael, A1 aRasheed, Asif1 aRidker, Paul, M1 aRivadineira, Fernando1 aRosendaal, Frits, R1 aRosengren, Anders, H1 aSalomaa, Veikko1 aSheu, Wayne, H-H1 aSladek, Rob1 aSmith, Blair, H1 aStrauch, Konstantin1 aUitterlinden, André, G1 aVarma, Rohit1 aWiller, Cristen, J1 aBlüher, Matthias1 aButterworth, Adam, S1 aChambers, John, Campbell1 aChasman, Daniel, I1 aDanesh, John1 aDuijn, Cornelia1 aDupuis, Josée1 aFranco, Oscar, H1 aFranks, Paul, W1 aFroguel, Philippe1 aGrallert, Harald1 aGroop, Leif1 aHan, Bok-Ghee1 aHansen, Torben1 aHattersley, Andrew, T1 aHayward, Caroline1 aIngelsson, Erik1 aKardia, Sharon, L R1 aKarpe, Fredrik1 aKooner, Jaspal, Singh1 aKöttgen, Anna1 aKuulasmaa, Kari1 aLaakso, Markku1 aLin, Xu1 aLind, Lars1 aLiu, Yongmei1 aLoos, Ruth, J F1 aMarchini, Jonathan1 aMetspalu, Andres1 aMook-Kanamori, Dennis1 aNordestgaard, Børge, G1 aPalmer, Colin, N A1 aPankow, James, S1 aPedersen, Oluf1 aPsaty, Bruce, M1 aRauramaa, Rainer1 aSattar, Naveed1 aSchulze, Matthias, B1 aSoranzo, Nicole1 aSpector, Timothy, D1 aStefansson, Kari1 aStumvoll, Michael1 aThorsteinsdottir, Unnur1 aTuomi, Tiinamaija1 aTuomilehto, Jaakko1 aWareham, Nicholas, J1 aWilson, James, G1 aZeggini, Eleftheria1 aScott, Robert, A1 aBarroso, Inês1 aFrayling, Timothy, M1 aGoodarzi, Mark, O1 aMeigs, James, B1 aBoehnke, Michael1 aSaleheen, Danish1 aMorris, Andrew, P1 aRotter, Jerome, I1 aMcCarthy, Mark, I1 aExomeBP Consortium1 aMAGIC Consortium1 aGIANT Consortium uhttps://chs-nhlbi.org/node/766806377nas a2201849 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2021 eng d a2041-172300aDeterminants of penetrance and variable expressivity in monogenic metabolic conditions across 77,184 exomes.0 aDeterminants of penetrance and variable expressivity in monogeni c2021 06 09 a35050 v123 aHundreds of thousands of genetic variants have been reported to cause severe monogenic diseases, but the probability that a variant carrier develops the disease (termed penetrance) is unknown for virtually all of them. Additionally, the clinical utility of common polygenetic variation remains uncertain. Using exome sequencing from 77,184 adult individuals (38,618 multi-ancestral individuals from a type 2 diabetes case-control study and 38,566 participants from the UK Biobank, for whom genotype array data were also available), we apply clinical standard-of-care gene variant curation for eight monogenic metabolic conditions. Rare variants causing monogenic diabetes and dyslipidemias display effect sizes significantly larger than the top 1% of the corresponding polygenic scores. Nevertheless, penetrance estimates for monogenic variant carriers average 60% or lower for most conditions. We assess epidemiologic and genetic factors contributing to risk prediction in monogenic variant carriers, demonstrating that inclusion of polygenic variation significantly improves biomarker estimation for two monogenic dyslipidemias.
10aAdult10aBiological Variation, Population10aBiomarkers10aDiabetes Mellitus, Type 210aDyslipidemias10aExome10aGenetic Predisposition to Disease10aGenotype10aHumans10aMultifactorial Inheritance10aPenetrance10aRisk Assessment1 aGoodrich, Julia, K1 aSinger-Berk, Moriel1 aSon, Rachel1 aSveden, Abigail1 aWood, Jordan1 aEngland, Eleina1 aCole, Joanne, B1 aWeisburd, Ben1 aWatts, Nick1 aCaulkins, Lizz1 aDornbos, Peter1 aKoesterer, Ryan1 aZappala, Zachary1 aZhang, Haichen1 aMaloney, Kristin, A1 aDahl, Andy1 aAguilar-Salinas, Carlos, A1 aAtzmon, Gil1 aBarajas-Olmos, Francisco1 aBarzilai, Nir1 aBlangero, John1 aBoerwinkle, Eric1 aBonnycastle, Lori, L1 aBottinger, Erwin1 aBowden, Donald, W1 aCenteno-Cruz, Federico1 aChambers, John, C1 aChami, Nathalie1 aChan, Edmund1 aChan, Juliana1 aCheng, Ching-Yu1 aCho, Yoon Shin1 aContreras-Cubas, Cecilia1 aCórdova, Emilio1 aCorrea, Adolfo1 aDeFronzo, Ralph, A1 aDuggirala, Ravindranath1 aDupuis, Josée1 aGaray-Sevilla, Ma, Eugenia1 aGarcía-Ortiz, Humberto1 aGieger, Christian1 aGlaser, Benjamin1 aGonzález-Villalpando, Clicerio1 aGonzalez, Ma, Elena1 aGrarup, Niels1 aGroop, Leif1 aGross, Myron1 aHaiman, Christopher1 aHan, Sohee1 aHanis, Craig, L1 aHansen, Torben1 aHeard-Costa, Nancy, L1 aHenderson, Brian, E1 aHernandez, Juan, Manuel Mal1 aHwang, Mi, Yeong1 aIslas-Andrade, Sergio1 aJørgensen, Marit, E1 aKang, Hyun, Min1 aKim, Bong-Jo1 aKim, Young, Jin1 aKoistinen, Heikki, A1 aKooner, Jaspal, Singh1 aKuusisto, Johanna1 aKwak, Soo-Heon1 aLaakso, Markku1 aLange, Leslie1 aLee, Jong-Young1 aLee, Juyoung1 aLehman, Donna, M1 aLinneberg, Allan1 aLiu, Jianjun1 aLoos, Ruth, J F1 aLyssenko, Valeriya1 aMa, Ronald, C W1 aMartínez-Hernández, Angélica1 aMeigs, James, B1 aMeitinger, Thomas1 aMendoza-Caamal, Elvia1 aMohlke, Karen, L1 aMorris, Andrew, D1 aMorrison, Alanna, C1 aC Y Ng, Maggie1 aNilsson, Peter, M1 aO'Donnell, Christopher, J1 aOrozco, Lorena1 aPalmer, Colin, N A1 aPark, Kyong, Soo1 aPost, Wendy, S1 aPedersen, Oluf1 aPreuss, Michael1 aPsaty, Bruce, M1 aReiner, Alexander, P1 aRevilla-Monsalve, Cristina1 aRich, Stephen, S1 aRotter, Jerome, I1 aSaleheen, Danish1 aSchurmann, Claudia1 aSim, Xueling1 aSladek, Rob1 aSmall, Kerrin, S1 aSo, Wing, Yee1 aSpector, Timothy, D1 aStrauch, Konstantin1 aStrom, Tim, M1 aTai, Shyong, E1 aTam, Claudia, H T1 aTeo, Yik, Ying1 aThameem, Farook1 aTomlinson, Brian1 aTracy, Russell, P1 aTuomi, Tiinamaija1 aTuomilehto, Jaakko1 aTusié-Luna, Teresa1 avan Dam, Rob, M1 aVasan, Ramachandran, S1 aWilson, James, G1 aWitte, Daniel, R1 aWong, Tien-Yin1 aBurtt, Noel, P1 aZaitlen, Noah1 aMcCarthy, Mark, I1 aBoehnke, Michael1 aPollin, Toni, I1 aFlannick, Jason1 aMercader, Josep, M1 aO'Donnell-Luria, Anne1 aBaxter, Samantha1 aFlorez, Jose, C1 aMacArthur, Daniel, G1 aUdler, Miriam, S1 aAMP-T2D-GENES Consortia uhttps://chs-nhlbi.org/node/877413363nas a2204429 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2022 eng d a1546-171800aMulti-ancestry genetic study of type 2 diabetes highlights the power of diverse populations for discovery and translation.0 aMultiancestry genetic study of type 2 diabetes highlights the po c2022 May a560-5720 v543 aWe assembled an ancestrally diverse collection of genome-wide association studies (GWAS) of type 2 diabetes (T2D) in 180,834 affected individuals and 1,159,055 controls (48.9% non-European descent) through the Diabetes Meta-Analysis of Trans-Ethnic association studies (DIAMANTE) Consortium. Multi-ancestry GWAS meta-analysis identified 237 loci attaining stringent genome-wide significance (P < 5 × 10), which were delineated to 338 distinct association signals. Fine-mapping of these signals was enhanced by the increased sample size and expanded population diversity of the multi-ancestry meta-analysis, which localized 54.4% of T2D associations to a single variant with >50% posterior probability. This improved fine-mapping enabled systematic assessment of candidate causal genes and molecular mechanisms through which T2D associations are mediated, laying the foundations for functional investigations. Multi-ancestry genetic risk scores enhanced transferability of T2D prediction across diverse populations. Our study provides a step toward more effective clinical translation of T2D GWAS to improve global health for all, irrespective of genetic background.
10aDiabetes Mellitus, Type 210aEthnicity10aGenetic Predisposition to Disease10aGenome-Wide Association Study10aHumans10aPolymorphism, Single Nucleotide10aRisk Factors1 aMahajan, Anubha1 aSpracklen, Cassandra, N1 aZhang, Weihua1 aC Y Ng, Maggie1 aPetty, Lauren, E1 aKitajima, Hidetoshi1 aYu, Grace, Z1 aRüeger, Sina1 aSpeidel, Leo1 aKim, Young, Jin1 aHorikoshi, Momoko1 aMercader, Josep, M1 aTaliun, Daniel1 aMoon, Sanghoon1 aKwak, Soo-Heon1 aRobertson, Neil, R1 aRayner, Nigel, W1 aLoh, Marie1 aKim, Bong-Jo1 aChiou, Joshua1 aMiguel-Escalada, Irene1 aParolo, Pietro, Della Brio1 aLin, Kuang1 aBragg, Fiona1 aPreuss, Michael, H1 aTakeuchi, Fumihiko1 aNano, Jana1 aGuo, Xiuqing1 aLamri, Amel1 aNakatochi, Masahiro1 aScott, Robert, A1 aLee, Jung-Jin1 aHuerta-Chagoya, Alicia1 aGraff, Mariaelisa1 aChai, Jin-Fang1 aParra, Esteban, J1 aYao, Jie1 aBielak, Lawrence, F1 aTabara, Yasuharu1 aHai, Yang1 aSteinthorsdottir, Valgerdur1 aCook, James, P1 aKals, Mart1 aGrarup, Niels1 aSchmidt, Ellen, M1 aPan, Ian1 aSofer, Tamar1 aWuttke, Matthias1 aSarnowski, Chloe1 aGieger, Christian1 aNousome, Darryl1 aTrompet, Stella1 aLong, Jirong1 aSun, Meng1 aTong, Lin1 aChen, Wei-Min1 aAhmad, Meraj1 aNoordam, Raymond1 aJ Y Lim, Victor1 aTam, Claudia, H T1 aJoo, Yoonjung, Yoonie1 aChen, Chien-Hsiun1 aRaffield, Laura, M1 aLecoeur, Cécile1 aPrins, Bram, Peter1 aNicolas, Aude1 aYanek, Lisa, R1 aChen, Guanjie1 aJensen, Richard, A1 aTajuddin, Salman1 aKabagambe, Edmond, K1 aAn, Ping1 aXiang, Anny, H1 aChoi, Hyeok, Sun1 aCade, Brian, E1 aTan, Jingyi1 aFlanagan, Jack1 aAbaitua, Fernando1 aAdair, Linda, S1 aAdeyemo, Adebowale1 aAguilar-Salinas, Carlos, A1 aAkiyama, Masato1 aAnand, Sonia, S1 aBertoni, Alain1 aBian, Zheng1 aBork-Jensen, Jette1 aBrandslund, Ivan1 aBrody, Jennifer, A1 aBrummett, Chad, M1 aBuchanan, Thomas, A1 aCanouil, Mickaël1 aChan, Juliana, C N1 aChang, Li-Ching1 aChee, Miao-Li1 aChen, Ji1 aChen, Shyh-Huei1 aChen, Yuan-Tsong1 aChen, Zhengming1 aChuang, Lee-Ming1 aCushman, Mary1 aDas, Swapan, K1 ade Silva, Janaka1 aDedoussis, George1 aDimitrov, Latchezar1 aDoumatey, Ayo, P1 aDu, Shufa1 aDuan, Qing1 aEckardt, Kai-Uwe1 aEmery, Leslie, S1 aEvans, Daniel, S1 aEvans, Michele, K1 aFischer, Krista1 aFloyd, James, S1 aFord, Ian1 aFornage, Myriam1 aFranco, Oscar, H1 aFrayling, Timothy, M1 aFreedman, Barry, I1 aFuchsberger, Christian1 aGenter, Pauline1 aGerstein, Hertzel, C1 aGiedraitis, Vilmantas1 aGonzález-Villalpando, Clicerio1 aGonzalez-Villalpando, Maria, Elena1 aGoodarzi, Mark, O1 aGordon-Larsen, Penny1 aGorkin, David1 aGross, Myron1 aGuo, Yu1 aHackinger, Sophie1 aHan, Sohee1 aHattersley, Andrew, T1 aHerder, Christian1 aHoward, Annie-Green1 aHsueh, Willa1 aHuang, Mengna1 aHuang, Wei1 aHung, Yi-Jen1 aHwang, Mi, Yeong1 aHwu, Chii-Min1 aIchihara, Sahoko1 aIkram, Mohammad, Arfan1 aIngelsson, Martin1 aIslam, Md, Tariqul1 aIsono, Masato1 aJang, Hye-Mi1 aJasmine, Farzana1 aJiang, Guozhi1 aJonas, Jost, B1 aJørgensen, Marit, E1 aJørgensen, Torben1 aKamatani, Yoichiro1 aKandeel, Fouad, R1 aKasturiratne, Anuradhani1 aKatsuya, Tomohiro1 aKaur, Varinderpal1 aKawaguchi, Takahisa1 aKeaton, Jacob, M1 aKho, Abel, N1 aKhor, Chiea-Chuen1 aKibriya, Muhammad, G1 aKim, Duk-Hwan1 aKohara, Katsuhiko1 aKriebel, Jennifer1 aKronenberg, Florian1 aKuusisto, Johanna1 aLäll, Kristi1 aLange, Leslie, A1 aLee, Myung-Shik1 aLee, Nanette, R1 aLeong, Aaron1 aLi, Liming1 aLi, Yun1 aLi-Gao, Ruifang1 aLigthart, Symen1 aLindgren, Cecilia, M1 aLinneberg, Allan1 aLiu, Ching-Ti1 aLiu, Jianjun1 aLocke, Adam, E1 aLouie, Tin1 aLuan, Jian'an1 aLuk, Andrea, O1 aLuo, Xi1 aLv, Jun1 aLyssenko, Valeriya1 aMamakou, Vasiliki1 aMani, Radha, K1 aMeitinger, Thomas1 aMetspalu, Andres1 aMorris, Andrew, D1 aNadkarni, Girish, N1 aNadler, Jerry, L1 aNalls, Michael, A1 aNayak, Uma1 aNongmaithem, Suraj, S1 aNtalla, Ioanna1 aOkada, Yukinori1 aOrozco, Lorena1 aPatel, Sanjay, R1 aPereira, Mark, A1 aPeters, Annette1 aPirie, Fraser, J1 aPorneala, Bianca1 aPrasad, Gauri1 aPreissl, Sebastian1 aRasmussen-Torvik, Laura, J1 aReiner, Alexander, P1 aRoden, Michael1 aRohde, Rebecca1 aRoll, Kathryn1 aSabanayagam, Charumathi1 aSander, Maike1 aSandow, Kevin1 aSattar, Naveed1 aSchönherr, Sebastian1 aSchurmann, Claudia1 aShahriar, Mohammad1 aShi, Jinxiu1 aShin, Dong, Mun1 aShriner, Daniel1 aSmith, Jennifer, A1 aSo, Wing, Yee1 aStančáková, Alena1 aStilp, Adrienne, M1 aStrauch, Konstantin1 aSuzuki, Ken1 aTakahashi, Atsushi1 aTaylor, Kent, D1 aThorand, Barbara1 aThorleifsson, Gudmar1 aThorsteinsdottir, Unnur1 aTomlinson, Brian1 aTorres, Jason, M1 aTsai, Fuu-Jen1 aTuomilehto, Jaakko1 aTusié-Luna, Teresa1 aUdler, Miriam, S1 aValladares-Salgado, Adan1 avan Dam, Rob, M1 avan Klinken, Jan, B1 aVarma, Rohit1 aVujkovic, Marijana1 aWacher-Rodarte, Niels1 aWheeler, Eleanor1 aWhitsel, Eric, A1 aWickremasinghe, Ananda, R1 aDijk, Ko Willems1 aWitte, Daniel, R1 aYajnik, Chittaranjan, S1 aYamamoto, Ken1 aYamauchi, Toshimasa1 aYengo, Loic1 aYoon, Kyungheon1 aYu, Canqing1 aYuan, Jian-Min1 aYusuf, Salim1 aZhang, Liang1 aZheng, Wei1 aRaffel, Leslie, J1 aIgase, Michiya1 aIpp, Eli1 aRedline, Susan1 aCho, Yoon Shin1 aLind, Lars1 aProvince, Michael, A1 aHanis, Craig, L1 aPeyser, Patricia, A1 aIngelsson, Erik1 aZonderman, Alan, B1 aPsaty, Bruce, M1 aWang, Ya-Xing1 aRotimi, Charles, N1 aBecker, Diane, M1 aMatsuda, Fumihiko1 aLiu, Yongmei1 aZeggini, Eleftheria1 aYokota, Mitsuhiro1 aRich, Stephen, S1 aKooperberg, Charles1 aPankow, James, S1 aEngert, James, C1 aChen, Yii-Der Ida1 aFroguel, Philippe1 aWilson, James, G1 aSheu, Wayne, H H1 aKardia, Sharon, L R1 aWu, Jer-Yuarn1 aHayes, Geoffrey1 aMa, Ronald, C W1 aWong, Tien-Yin1 aGroop, Leif1 aMook-Kanamori, Dennis, O1 aChandak, Giriraj, R1 aCollins, Francis, S1 aBharadwaj, Dwaipayan1 aParé, Guillaume1 aSale, Michèle, M1 aAhsan, Habibul1 aMotala, Ayesha, A1 aShu, Xiao-Ou1 aPark, Kyong-Soo1 aJukema, Wouter1 aCruz, Miguel1 aMcKean-Cowdin, Roberta1 aGrallert, Harald1 aCheng, Ching-Yu1 aBottinger, Erwin, P1 aDehghan, Abbas1 aTai, E-Shyong1 aDupuis, Josée1 aKato, Norihiro1 aLaakso, Markku1 aKöttgen, Anna1 aKoh, Woon-Puay1 aPalmer, Colin, N A1 aLiu, Simin1 aAbecasis, Goncalo1 aKooner, Jaspal, S1 aLoos, Ruth, J F1 aNorth, Kari, E1 aHaiman, Christopher, A1 aFlorez, Jose, C1 aSaleheen, Danish1 aHansen, Torben1 aPedersen, Oluf1 aMägi, Reedik1 aLangenberg, Claudia1 aWareham, Nicholas, J1 aMaeda, Shiro1 aKadowaki, Takashi1 aLee, Juyoung1 aMillwood, Iona, Y1 aWalters, Robin, G1 aStefansson, Kari1 aMyers, Simon, R1 aFerrer, Jorge1 aGaulton, Kyle, J1 aMeigs, James, B1 aMohlke, Karen, L1 aGloyn, Anna, L1 aBowden, Donald, W1 aBelow, Jennifer, E1 aChambers, John, C1 aSim, Xueling1 aBoehnke, Michael1 aRotter, Jerome, I1 aMcCarthy, Mark, I1 aMorris, Andrew, P1 aFinnGen1 aeMERGE Consortium uhttps://chs-nhlbi.org/node/910408881nas a2202605 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2022 eng d a1537-660500aRare coding variants in 35 genes associate with circulating lipid levels-A multi-ancestry analysis of 170,000 exomes.0 aRare coding variants in 35 genes associate with circulating lipi c2022 01 06 a81-960 v1093 aLarge-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.
10aAlleles10aBlood Glucose10aCase-Control Studies10aComputational Biology10aDatabases, Genetic10aDiabetes Mellitus, Type 210aExome10aGenetic Predisposition to Disease10aGenetic Variation10aGenetics, Population10aGenome-Wide Association Study10aHumans10aLipid Metabolism10aLipids10aLiver10aMolecular Sequence Annotation10aMultifactorial Inheritance10aOpen Reading Frames10aPhenotype10aPolymorphism, Single Nucleotide1 aHindy, George1 aDornbos, Peter1 aChaffin, Mark, D1 aLiu, Dajiang, J1 aWang, Minxian1 aSelvaraj, Margaret, Sunitha1 aZhang, David1 aPark, Joseph1 aAguilar-Salinas, Carlos, A1 aAntonacci-Fulton, Lucinda1 aArdissino, Diego1 aArnett, Donna, K1 aAslibekyan, Stella1 aAtzmon, Gil1 aBallantyne, Christie, M1 aBarajas-Olmos, Francisco1 aBarzilai, Nir1 aBecker, Lewis, C1 aBielak, Lawrence, F1 aBis, Joshua, C1 aBlangero, John1 aBoerwinkle, Eric1 aBonnycastle, Lori, L1 aBottinger, Erwin1 aBowden, Donald, W1 aBown, Matthew, J1 aBrody, Jennifer, A1 aBroome, Jai, G1 aBurtt, Noel, P1 aCade, Brian, E1 aCenteno-Cruz, Federico1 aChan, Edmund1 aChang, Yi-Cheng1 aChen, Yii-der, I1 aCheng, Ching-Yu1 aChoi, Won, Jung1 aChowdhury, Raj1 aContreras-Cubas, Cecilia1 aCórdova, Emilio, J1 aCorrea, Adolfo1 aCupples, Adrienne, L1 aCurran, Joanne, E1 aDanesh, John1 ade Vries, Paul, S1 aDeFronzo, Ralph, A1 aDoddapaneni, Harsha1 aDuggirala, Ravindranath1 aDutcher, Susan, K1 aEllinor, Patrick, T1 aEmery, Leslie, S1 aFlorez, Jose, C1 aFornage, Myriam1 aFreedman, Barry, I1 aFuster, Valentin1 aGaray-Sevilla, Ma, Eugenia1 aGarcía-Ortiz, Humberto1 aGermer, Soren1 aGibbs, Richard, A1 aGieger, Christian1 aGlaser, Benjamin1 aGonzalez, Clicerio1 aGonzalez-Villalpando, Maria, Elena1 aGraff, Mariaelisa1 aGraham, Sarah, E1 aGrarup, Niels1 aGroop, Leif, C1 aGuo, Xiuqing1 aGupta, Namrata1 aHan, Sohee1 aHanis, Craig, L1 aHansen, Torben1 aHe, Jiang1 aHeard-Costa, Nancy, L1 aHung, Yi-Jen1 aHwang, Mi, Yeong1 aIrvin, Marguerite, R1 aIslas-Andrade, Sergio1 aJarvik, Gail, P1 aKang, Hyun, Min1 aKardia, Sharon, L R1 aKelly, Tanika1 aKenny, Eimear, E1 aKhan, Alyna, T1 aKim, Bong-Jo1 aKim, Ryan, W1 aKim, Young, Jin1 aKoistinen, Heikki, A1 aKooperberg, Charles1 aKuusisto, Johanna1 aKwak, Soo, Heon1 aLaakso, Markku1 aLange, Leslie, A1 aLee, Jiwon1 aLee, Juyoung1 aLee, Seonwook1 aLehman, Donna, M1 aLemaitre, Rozenn, N1 aLinneberg, Allan1 aLiu, Jianjun1 aLoos, Ruth, J F1 aLubitz, Steven, A1 aLyssenko, Valeriya1 aMa, Ronald, C W1 aMartin, Lisa, Warsinger1 aMartínez-Hernández, Angélica1 aMathias, Rasika, A1 aMcGarvey, Stephen, T1 aMcPherson, Ruth1 aMeigs, James, B1 aMeitinger, Thomas1 aMelander, Olle1 aMendoza-Caamal, Elvia1 aMetcalf, Ginger, A1 aMi, Xuenan1 aMohlke, Karen, L1 aMontasser, May, E1 aMoon, Jee-Young1 aMoreno-Macias, Hortensia1 aMorrison, Alanna, C1 aMuzny, Donna, M1 aNelson, Sarah, C1 aNilsson, Peter, M1 aO'Connell, Jeffrey, R1 aOrho-Melander, Marju1 aOrozco, Lorena1 aPalmer, Colin, N A1 aPalmer, Nicholette, D1 aPark, Cheol, Joo1 aPark, Kyong, Soo1 aPedersen, Oluf1 aPeralta, Juan, M1 aPeyser, Patricia, A1 aPost, Wendy, S1 aPreuss, Michael1 aPsaty, Bruce, M1 aQi, Qibin1 aRao, D, C1 aRedline, Susan1 aReiner, Alexander, P1 aRevilla-Monsalve, Cristina1 aRich, Stephen, S1 aSamani, Nilesh1 aSchunkert, Heribert1 aSchurmann, Claudia1 aSeo, Daekwan1 aSeo, Jeong-Sun1 aSim, Xueling1 aSladek, Rob1 aSmall, Kerrin, S1 aSo, Wing, Yee1 aStilp, Adrienne, M1 aTai, Shyong, E1 aTam, Claudia, H T1 aTaylor, Kent, D1 aTeo, Yik, Ying1 aThameem, Farook1 aTomlinson, Brian1 aTsai, Michael, Y1 aTuomi, Tiinamaija1 aTuomilehto, Jaakko1 aTusié-Luna, Teresa1 aUdler, Miriam, S1 avan Dam, Rob, M1 aVasan, Ramachandran, S1 aMartinez, Karine, A Viaud1 aWang, Fei, Fei1 aWang, Xuzhi1 aWatkins, Hugh1 aWeeks, Daniel, E1 aWilson, James, G1 aWitte, Daniel, R1 aWong, Tien-Yin1 aYanek, Lisa, R1 aKathiresan, Sekar1 aRader, Daniel, J1 aRotter, Jerome, I1 aBoehnke, Michael1 aMcCarthy, Mark, I1 aWiller, Cristen, J1 aNatarajan, Pradeep1 aFlannick, Jason, A1 aKhera, Amit, V1 aPeloso, Gina, M1 aAMP-T2D-GENES, Myocardial Infarction Genetics Consortium1 aNHLBI Trans-Omics for Precision Medicine (TOPMed) Consortium1 aNHLBI TOPMed Lipids Working Group uhttps://chs-nhlbi.org/node/897513865nas a2204393 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2023 eng d00aMulti-ancestry genome-wide study in >2.5 million individuals reveals heterogeneity in mechanistic pathways of type 2 diabetes and complications.0 aMultiancestry genomewide study in 25 million individuals reveals c2023 Mar 313 aType 2 diabetes (T2D) is a heterogeneous disease that develops through diverse pathophysiological processes. To characterise the genetic contribution to these processes across ancestry groups, we aggregate genome-wide association study (GWAS) data from 2,535,601 individuals (39.7% non-European ancestry), including 428,452 T2D cases. We identify 1,289 independent association signals at genome-wide significance (P<5×10 ) that map to 611 loci, of which 145 loci are previously unreported. We define eight non-overlapping clusters of T2D signals characterised by distinct profiles of cardiometabolic trait associations. These clusters are differentially enriched for cell-type specific regions of open chromatin, including pancreatic islets, adipocytes, endothelial, and enteroendocrine cells. We build cluster-specific partitioned genetic risk scores (GRS) in an additional 137,559 individuals of diverse ancestry, including 10,159 T2D cases, and test their association with T2D-related vascular outcomes. Cluster-specific partitioned GRS are more strongly associated with coronary artery disease and end-stage diabetic nephropathy than an overall T2D GRS across ancestry groups, highlighting the importance of obesity-related processes in the development of vascular outcomes. Our findings demonstrate the value of integrating multi-ancestry GWAS with single-cell epigenomics to disentangle the aetiological heterogeneity driving the development and progression of T2D, which may offer a route to optimise global access to genetically-informed diabetes care.
1 aSuzuki, Ken1 aHatzikotoulas, Konstantinos1 aSoutham, Lorraine1 aTaylor, Henry, J1 aYin, Xianyong1 aLorenz, Kim, M1 aMandla, Ravi1 aHuerta-Chagoya, Alicia1 aRayner, Nigel, W1 aBocher, Ozvan1 ade, S, V Arruda A1 aSonehara, Kyuto1 aNamba, Shinichi1 aLee, Simon, S K1 aPreuss, Michael, H1 aPetty, Lauren, E1 aSchroeder, Philip1 aVanderwerff, Brett1 aKals, Mart1 aBragg, Fiona1 aLin, Kuang1 aGuo, Xiuqing1 aZhang, Weihua1 aYao, Jie1 aKim, Young, Jin1 aGraff, Mariaelisa1 aTakeuchi, Fumihiko1 aNano, Jana1 aLamri, Amel1 aNakatochi, Masahiro1 aMoon, Sanghoon1 aScott, Robert, A1 aCook, James, P1 aLee, Jung-Jin1 aPan, Ian1 aTaliun, Daniel1 aParra, Esteban, J1 aChai, Jin-Fang1 aBielak, Lawrence, F1 aTabara, Yasuharu1 aHai, Yang1 aThorleifsson, Gudmar1 aGrarup, Niels1 aSofer, Tamar1 aWuttke, Matthias1 aSarnowski, Chloe1 aGieger, Christian1 aNousome, Darryl1 aTrompet, Stella1 aKwak, Soo-Heon1 aLong, Jirong1 aSun, Meng1 aTong, Lin1 aChen, Wei-Min1 aNongmaithem, Suraj, S1 aNoordam, Raymond1 aJ Y Lim, Victor1 aTam, Claudia, H T1 aJoo, Yoonjung, Yoonie1 aChen, Chien-Hsiun1 aRaffield, Laura, M1 aPrins, Bram, Peter1 aNicolas, Aude1 aYanek, Lisa, R1 aChen, Guanjie1 aBrody, Jennifer, A1 aKabagambe, Edmond1 aAn, Ping1 aXiang, Anny, H1 aChoi, Hyeok, Sun1 aCade, Brian, E1 aTan, Jingyi1 aBroadaway, Alaine1 aWilliamson, Alice1 aKamali, Zoha1 aCui, Jinrui1 aAdair, Linda, S1 aAdeyemo, Adebowale1 aAguilar-Salinas, Carlos, A1 aAhluwalia, Tarunveer, S1 aAnand, Sonia, S1 aBertoni, Alain1 aBork-Jensen, Jette1 aBrandslund, Ivan1 aBuchanan, Thomas, A1 aBurant, Charles, F1 aButterworth, Adam, S1 aCanouil, Mickaël1 aChan, Juliana, C N1 aChang, Li-Ching1 aChee, Miao-Li1 aChen, Ji1 aChen, Shyh-Huei1 aChen, Yuan-Tsong1 aChen, Zhengming1 aChuang, Lee-Ming1 aCushman, Mary1 aDanesh, John1 aDas, Swapan, K1 ade Silva, Janaka1 aDedoussis, George1 aDimitrov, Latchezar1 aDoumatey, Ayo, P1 aDu, Shufa1 aDuan, Qing1 aEckardt, Kai-Uwe1 aEmery, Leslie, S1 aEvans, Daniel, S1 aEvans, Michele, K1 aFischer, Krista1 aFloyd, James, S1 aFord, Ian1 aFranco, Oscar, H1 aFrayling, Timothy, M1 aFreedman, Barry, I1 aGenter, Pauline1 aGerstein, Hertzel, C1 aGiedraitis, Vilmantas1 aGonzález-Villalpando, Clicerio1 aGonzalez-Villalpando, Maria, Elena1 aGordon-Larsen, Penny1 aGross, Myron1 aGuare, Lindsay, A1 aHackinger, Sophie1 aHan, Sohee1 aHattersley, Andrew, T1 aHerder, Christian1 aHorikoshi, Momoko1 aHoward, Annie-Green1 aHsueh, Willa1 aHuang, Mengna1 aHuang, Wei1 aHung, Yi-Jen1 aHwang, Mi, Yeong1 aHwu, Chii-Min1 aIchihara, Sahoko1 aIkram, Mohammad, Arfan1 aIngelsson, Martin1 aIslam, Md, Tariqul1 aIsono, Masato1 aJang, Hye-Mi1 aJasmine, Farzana1 aJiang, Guozhi1 aJonas, Jost, B1 aJørgensen, Torben1 aKandeel, Fouad, R1 aKasturiratne, Anuradhani1 aKatsuya, Tomohiro1 aKaur, Varinderpal1 aKawaguchi, Takahisa1 aKeaton, Jacob, M1 aKho, Abel, N1 aKhor, Chiea-Chuen1 aKibriya, Muhammad, G1 aKim, Duk-Hwan1 aKronenberg, Florian1 aKuusisto, Johanna1 aLäll, Kristi1 aLange, Leslie, A1 aLee, Kyung, Min1 aLee, Myung-Shik1 aLee, Nanette, R1 aLeong, Aaron1 aLi, Liming1 aLi, Yun1 aLi-Gao, Ruifang1 aLithgart, Symen1 aLindgren, Cecilia, M1 aLinneberg, Allan1 aLiu, Ching-Ti1 aLiu, Jianjun1 aLocke, Adam, E1 aLouie, Tin1 aLuan, Jian'an1 aLuk, Andrea, O1 aLuo, Xi1 aLv, Jun1 aLynch, Julie, A1 aLyssenko, Valeriya1 aMaeda, Shiro1 aMamakou, Vasiliki1 aMansuri, Sohail, Rafik1 aMatsuda, Koichi1 aMeitinger, Thomas1 aMetspalu, Andres1 aMo, Huan1 aMorris, Andrew, D1 aNadler, Jerry, L1 aNalls, Michael, A1 aNayak, Uma1 aNtalla, Ioanna1 aOkada, Yukinori1 aOrozco, Lorena1 aPatel, Sanjay, R1 aPatil, Snehal1 aPei, Pei1 aPereira, Mark, A1 aPeters, Annette1 aPirie, Fraser, J1 aPolikowsky, Hannah, G1 aPorneala, Bianca1 aPrasad, Gauri1 aRasmussen-Torvik, Laura, J1 aReiner, Alexander, P1 aRoden, Michael1 aRohde, Rebecca1 aRoll, Katheryn1 aSabanayagam, Charumathi1 aSandow, Kevin1 aSankareswaran, Alagu1 aSattar, Naveed1 aSchönherr, Sebastian1 aShahriar, Mohammad1 aShen, Botong1 aShi, Jinxiu1 aShin, Dong, Mun1 aShojima, Nobuhiro1 aSmith, Jennifer, A1 aSo, Wing, Yee1 aStančáková, Alena1 aSteinthorsdottir, Valgerdur1 aStilp, Adrienne, M1 aStrauch, Konstantin1 aTaylor, Kent, D1 aThorand, Barbara1 aThorsteinsdottir, Unnur1 aTomlinson, Brian1 aTran, Tam, C1 aTsai, Fuu-Jen1 aTuomilehto, Jaakko1 aTusié-Luna, Teresa1 aUdler, Miriam, S1 aValladares-Salgado, Adan1 avan Dam, Rob, M1 avan Klinken, Jan, B1 aVarma, Rohit1 aWacher-Rodarte, Niels1 aWheeler, Eleanor1 aWickremasinghe, Ananda, R1 aDijk, Ko Willems1 aWitte, Daniel, R1 aYajnik, Chittaranjan, S1 aYamamoto, Ken1 aYamamoto, Kenichi1 aYoon, Kyungheon1 aYu, Canqing1 aYuan, Jian-Min1 aYusuf, Salim1 aZawistowski, Matthew1 aZhang, Liang1 aZheng, Wei1 aProject, Biobank, Japan1 aBioBank, Penn, Medicine1 aCenter, Regeneron, Genetics1 aConsortium, eMERGE1 aRaffel, Leslie, J1 aIgase, Michiya1 aIpp, Eli1 aRedline, Susan1 aCho, Yoon Shin1 aLind, Lars1 aProvince, Michael, A1 aFornage, Myriam1 aHanis, Craig, L1 aIngelsson, Erik1 aZonderman, Alan, B1 aPsaty, Bruce, M1 aWang, Ya-Xing1 aRotimi, Charles, N1 aBecker, Diane, M1 aMatsuda, Fumihiko1 aLiu, Yongmei1 aYokota, Mitsuhiro1 aKardia, Sharon, L R1 aPeyser, Patricia, A1 aPankow, James, S1 aEngert, James, C1 aBonnefond, Amélie1 aFroguel, Philippe1 aWilson, James, G1 aSheu, Wayne, H H1 aWu, Jer-Yuarn1 aHayes, Geoffrey1 aMa, Ronald, C W1 aWong, Tien-Yin1 aMook-Kanamori, Dennis, O1 aTuomi, Tiinamaija1 aChandak, Giriraj, R1 aCollins, Francis, S1 aBharadwaj, Dwaipayan1 aParé, Guillaume1 aSale, Michèle, M1 aAhsan, Habibul1 aMotala, Ayesha, A1 aShu, Xiao-Ou1 aPark, Kyong-Soo1 aJukema, Wouter1 aCruz, Miguel1 aChen, Yii-Der Ida1 aRich, Stephen, S1 aMcKean-Cowdin, Roberta1 aGrallert, Harald1 aCheng, Ching-Yu1 aGhanbari, Mohsen1 aTai, E-Shyong1 aDupuis, Josée1 aKato, Norihiro1 aLaakso, Markku1 aKöttgen, Anna1 aKoh, Woon-Puay1 aBowden, Donald, W1 aPalmer, Colin, N A1 aKooner, Jaspal, S1 aKooperberg, Charles1 aLiu, Simin1 aNorth, Kari, E1 aSaleheen, Danish1 aHansen, Torben1 aPedersen, Oluf1 aWareham, Nicholas, J1 aLee, Juyoung1 aKim, Bong-Jo1 aMillwood, Iona, Y1 aWalters, Robin, G1 aStefansson, Kari1 aGoodarzi, Mark, O1 aMohlke, Karen, L1 aLangenberg, Claudia1 aHaiman, Christopher, A1 aLoos, Ruth, J F1 aFlorez, Jose, C1 aRader, Daniel, J1 aRitchie, Marylyn, D1 aZöllner, Sebastian1 aMägi, Reedik1 aDenny, Joshua, C1 aYamauchi, Toshimasa1 aKadowaki, Takashi1 aChambers, John, C1 aC Y Ng, Maggie1 aSim, Xueling1 aBelow, Jennifer, E1 aTsao, Philip, S1 aChang, Kyong-Mi1 aMcCarthy, Mark, I1 aMeigs, James, B1 aMahajan, Anubha1 aSpracklen, Cassandra, N1 aMercader, Josep, M1 aBoehnke, Michael1 aRotter, Jerome, I1 aVujkovic, Marijana1 aVoight, Benjamin, F1 aMorris, Andrew, P1 aZeggini, Eleftheria1 aVA Million Veteran Program, AMED GRIFIN Diabetes Initiative Japan1 aInternational Consortium for Blood Pressure (ICBP)1 aMeta-Analyses of Glucose and Insulin-Related Traits Consortium (MAGIC) uhttps://chs-nhlbi.org/node/938514002nas a2204477 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2024 eng d a1476-468700aGenetic drivers of heterogeneity in type 2 diabetes pathophysiology.0 aGenetic drivers of heterogeneity in type 2 diabetes pathophysiol c2024 Feb 193 aType 2 diabetes (T2D) is a heterogeneous disease that develops through diverse pathophysiological processes and molecular mechanisms that are often specific to cell type. Here, to characterize the genetic contribution to these processes across ancestry groups, we aggregate genome-wide association study data from 2,535,601 individuals (39.7% not of European ancestry), including 428,452 cases of T2D. We identify 1,289 independent association signals at genome-wide significance (P < 5 × 10) that map to 611 loci, of which 145 loci are, to our knowledge, previously unreported. We define eight non-overlapping clusters of T2D signals that are characterized by distinct profiles of cardiometabolic trait associations. These clusters are differentially enriched for cell-type-specific regions of open chromatin, including pancreatic islets, adipocytes, endothelial cells and enteroendocrine cells. We build cluster-specific partitioned polygenic scores in a further 279,552 individuals of diverse ancestry, including 30,288 cases of T2D, and test their association with T2D-related vascular outcomes. Cluster-specific partitioned polygenic scores are associated with coronary artery disease, peripheral artery disease and end-stage diabetic nephropathy across ancestry groups, highlighting the importance of obesity-related processes in the development of vascular outcomes. Our findings show the value of integrating multi-ancestry genome-wide association study data with single-cell epigenomics to disentangle the aetiological heterogeneity that drives the development and progression of T2D. This might offer a route to optimize global access to genetically informed diabetes care.
1 aSuzuki, Ken1 aHatzikotoulas, Konstantinos1 aSoutham, Lorraine1 aTaylor, Henry, J1 aYin, Xianyong1 aLorenz, Kim, M1 aMandla, Ravi1 aHuerta-Chagoya, Alicia1 aMelloni, Giorgio, E M1 aKanoni, Stavroula1 aRayner, Nigel, W1 aBocher, Ozvan1 aArruda, Ana, Luiza1 aSonehara, Kyuto1 aNamba, Shinichi1 aLee, Simon, S K1 aPreuss, Michael, H1 aPetty, Lauren, E1 aSchroeder, Philip1 aVanderwerff, Brett1 aKals, Mart1 aBragg, Fiona1 aLin, Kuang1 aGuo, Xiuqing1 aZhang, Weihua1 aYao, Jie1 aKim, Young, Jin1 aGraff, Mariaelisa1 aTakeuchi, Fumihiko1 aNano, Jana1 aLamri, Amel1 aNakatochi, Masahiro1 aMoon, Sanghoon1 aScott, Robert, A1 aCook, James, P1 aLee, Jung-Jin1 aPan, Ian1 aTaliun, Daniel1 aParra, Esteban, J1 aChai, Jin-Fang1 aBielak, Lawrence, F1 aTabara, Yasuharu1 aHai, Yang1 aThorleifsson, Gudmar1 aGrarup, Niels1 aSofer, Tamar1 aWuttke, Matthias1 aSarnowski, Chloe1 aGieger, Christian1 aNousome, Darryl1 aTrompet, Stella1 aKwak, Soo-Heon1 aLong, Jirong1 aSun, Meng1 aTong, Lin1 aChen, Wei-Min1 aNongmaithem, Suraj, S1 aNoordam, Raymond1 aJ Y Lim, Victor1 aTam, Claudia, H T1 aJoo, Yoonjung, Yoonie1 aChen, Chien-Hsiun1 aRaffield, Laura, M1 aPrins, Bram, Peter1 aNicolas, Aude1 aYanek, Lisa, R1 aChen, Guanjie1 aBrody, Jennifer, A1 aKabagambe, Edmond1 aAn, Ping1 aXiang, Anny, H1 aChoi, Hyeok, Sun1 aCade, Brian, E1 aTan, Jingyi1 aBroadaway, Alaine1 aWilliamson, Alice1 aKamali, Zoha1 aCui, Jinrui1 aThangam, Manonanthini1 aAdair, Linda, S1 aAdeyemo, Adebowale1 aAguilar-Salinas, Carlos, A1 aAhluwalia, Tarunveer, S1 aAnand, Sonia, S1 aBertoni, Alain1 aBork-Jensen, Jette1 aBrandslund, Ivan1 aBuchanan, Thomas, A1 aBurant, Charles, F1 aButterworth, Adam, S1 aCanouil, Mickaël1 aChan, Juliana, C N1 aChang, Li-Ching1 aChee, Miao-Li1 aChen, Ji1 aChen, Shyh-Huei1 aChen, Yuan-Tsong1 aChen, Zhengming1 aChuang, Lee-Ming1 aCushman, Mary1 aDanesh, John1 aDas, Swapan, K1 ade Silva, Janaka1 aDedoussis, George1 aDimitrov, Latchezar1 aDoumatey, Ayo, P1 aDu, Shufa1 aDuan, Qing1 aEckardt, Kai-Uwe1 aEmery, Leslie, S1 aEvans, Daniel, S1 aEvans, Michele, K1 aFischer, Krista1 aFloyd, James, S1 aFord, Ian1 aFranco, Oscar, H1 aFrayling, Timothy, M1 aFreedman, Barry, I1 aGenter, Pauline1 aGerstein, Hertzel, C1 aGiedraitis, Vilmantas1 aGonzález-Villalpando, Clicerio1 aGonzalez-Villalpando, Maria, Elena1 aGordon-Larsen, Penny1 aGross, Myron1 aGuare, Lindsay, A1 aHackinger, Sophie1 aHakaste, Liisa1 aHan, Sohee1 aHattersley, Andrew, T1 aHerder, Christian1 aHorikoshi, Momoko1 aHoward, Annie-Green1 aHsueh, Willa1 aHuang, Mengna1 aHuang, Wei1 aHung, Yi-Jen1 aHwang, Mi, Yeong1 aHwu, Chii-Min1 aIchihara, Sahoko1 aIkram, Mohammad, Arfan1 aIngelsson, Martin1 aIslam, Md, Tariqul1 aIsono, Masato1 aJang, Hye-Mi1 aJasmine, Farzana1 aJiang, Guozhi1 aJonas, Jost, B1 aJørgensen, Torben1 aKamanu, Frederick, K1 aKandeel, Fouad, R1 aKasturiratne, Anuradhani1 aKatsuya, Tomohiro1 aKaur, Varinderpal1 aKawaguchi, Takahisa1 aKeaton, Jacob, M1 aKho, Abel, N1 aKhor, Chiea-Chuen1 aKibriya, Muhammad, G1 aKim, Duk-Hwan1 aKronenberg, Florian1 aKuusisto, Johanna1 aLäll, Kristi1 aLange, Leslie, A1 aLee, Kyung, Min1 aLee, Myung-Shik1 aLee, Nanette, R1 aLeong, Aaron1 aLi, Liming1 aLi, Yun1 aLi-Gao, Ruifang1 aLigthart, Symen1 aLindgren, Cecilia, M1 aLinneberg, Allan1 aLiu, Ching-Ti1 aLiu, Jianjun1 aLocke, Adam, E1 aLouie, Tin1 aLuan, Jian'an1 aLuk, Andrea, O1 aLuo, Xi1 aLv, Jun1 aLynch, Julie, A1 aLyssenko, Valeriya1 aMaeda, Shiro1 aMamakou, Vasiliki1 aMansuri, Sohail, Rafik1 aMatsuda, Koichi1 aMeitinger, Thomas1 aMelander, Olle1 aMetspalu, Andres1 aMo, Huan1 aMorris, Andrew, D1 aMoura, Filipe, A1 aNadler, Jerry, L1 aNalls, Michael, A1 aNayak, Uma1 aNtalla, Ioanna1 aOkada, Yukinori1 aOrozco, Lorena1 aPatel, Sanjay, R1 aPatil, Snehal1 aPei, Pei1 aPereira, Mark, A1 aPeters, Annette1 aPirie, Fraser, J1 aPolikowsky, Hannah, G1 aPorneala, Bianca1 aPrasad, Gauri1 aRasmussen-Torvik, Laura, J1 aReiner, Alexander, P1 aRoden, Michael1 aRohde, Rebecca1 aRoll, Katheryn1 aSabanayagam, Charumathi1 aSandow, Kevin1 aSankareswaran, Alagu1 aSattar, Naveed1 aSchönherr, Sebastian1 aShahriar, Mohammad1 aShen, Botong1 aShi, Jinxiu1 aShin, Dong, Mun1 aShojima, Nobuhiro1 aSmith, Jennifer, A1 aSo, Wing, Yee1 aStančáková, Alena1 aSteinthorsdottir, Valgerdur1 aStilp, Adrienne, M1 aStrauch, Konstantin1 aTaylor, Kent, D1 aThorand, Barbara1 aThorsteinsdottir, Unnur1 aTomlinson, Brian1 aTran, Tam, C1 aTsai, Fuu-Jen1 aTuomilehto, Jaakko1 aTusié-Luna, Teresa1 aUdler, Miriam, S1 aValladares-Salgado, Adan1 avan Dam, Rob, M1 avan Klinken, Jan, B1 aVarma, Rohit1 aWacher-Rodarte, Niels1 aWheeler, Eleanor1 aWickremasinghe, Ananda, R1 aDijk, Ko Willems1 aWitte, Daniel, R1 aYajnik, Chittaranjan, S1 aYamamoto, Ken1 aYamamoto, Kenichi1 aYoon, Kyungheon1 aYu, Canqing1 aYuan, Jian-Min1 aYusuf, Salim1 aZawistowski, Matthew1 aZhang, Liang1 aZheng, Wei1 aRaffel, Leslie, J1 aIgase, Michiya1 aIpp, Eli1 aRedline, Susan1 aCho, Yoon Shin1 aLind, Lars1 aProvince, Michael, A1 aFornage, Myriam1 aHanis, Craig, L1 aIngelsson, Erik1 aZonderman, Alan, B1 aPsaty, Bruce, M1 aWang, Ya-Xing1 aRotimi, Charles, N1 aBecker, Diane, M1 aMatsuda, Fumihiko1 aLiu, Yongmei1 aYokota, Mitsuhiro1 aKardia, Sharon, L R1 aPeyser, Patricia, A1 aPankow, James, S1 aEngert, James, C1 aBonnefond, Amélie1 aFroguel, Philippe1 aWilson, James, G1 aSheu, Wayne, H H1 aWu, Jer-Yuarn1 aHayes, Geoffrey1 aMa, Ronald, C W1 aWong, Tien-Yin1 aMook-Kanamori, Dennis, O1 aTuomi, Tiinamaija1 aChandak, Giriraj, R1 aCollins, Francis, S1 aBharadwaj, Dwaipayan1 aParé, Guillaume1 aSale, Michèle, M1 aAhsan, Habibul1 aMotala, Ayesha, A1 aShu, Xiao-Ou1 aPark, Kyong-Soo1 aJukema, Wouter1 aCruz, Miguel1 aChen, Yii-Der Ida1 aRich, Stephen, S1 aMcKean-Cowdin, Roberta1 aGrallert, Harald1 aCheng, Ching-Yu1 aGhanbari, Mohsen1 aTai, E-Shyong1 aDupuis, Josée1 aKato, Norihiro1 aLaakso, Markku1 aKöttgen, Anna1 aKoh, Woon-Puay1 aBowden, Donald, W1 aPalmer, Colin, N A1 aKooner, Jaspal, S1 aKooperberg, Charles1 aLiu, Simin1 aNorth, Kari, E1 aSaleheen, Danish1 aHansen, Torben1 aPedersen, Oluf1 aWareham, Nicholas, J1 aLee, Juyoung1 aKim, Bong-Jo1 aMillwood, Iona, Y1 aWalters, Robin, G1 aStefansson, Kari1 aAhlqvist, Emma1 aGoodarzi, Mark, O1 aMohlke, Karen, L1 aLangenberg, Claudia1 aHaiman, Christopher, A1 aLoos, Ruth, J F1 aFlorez, Jose, C1 aRader, Daniel, J1 aRitchie, Marylyn, D1 aZöllner, Sebastian1 aMägi, Reedik1 aMarston, Nicholas, A1 aRuff, Christian, T1 avan Heel, David, A1 aFiner, Sarah1 aDenny, Joshua, C1 aYamauchi, Toshimasa1 aKadowaki, Takashi1 aChambers, John, C1 aC Y Ng, Maggie1 aSim, Xueling1 aBelow, Jennifer, E1 aTsao, Philip, S1 aChang, Kyong-Mi1 aMcCarthy, Mark, I1 aMeigs, James, B1 aMahajan, Anubha1 aSpracklen, Cassandra, N1 aMercader, Josep, M1 aBoehnke, Michael1 aRotter, Jerome, I1 aVujkovic, Marijana1 aVoight, Benjamin, F1 aMorris, Andrew, P1 aZeggini, Eleftheria1 aVA Million Veteran Program uhttps://chs-nhlbi.org/node/9619