13785nas a2204513 4500008004100000022001400041245009700055210006900152260001600221300001000237490000800247520127300255653001101528653000901539653001901548653002801567653002801595653001101623653003801634653003401672653001101706653001701717653002001734653003601754653001101790110008001801700002001881700002401901700002101925700002101946700002301967700002301990700002102013700002102034700002602055700002002081700001702101700002402118700002202142700001602164700003102180700002202211700002202233700001902255700001902274700002102293700001702314700001702331700001802348700001802366700001802384700001902402700001602421700001702437700002102454700002102475700001902496700002002515700001902535700001602554700001602570700002102586700002002607700002002627700002202647700001802669700001802687700001602705700001502721700002402736700002202760700001502782700002202797700002102819700002202840700002202862700001702884700001402901700002202915700001902937700002002956700001702976700002902993700002203022700002203044700001303066700001803079700003103097700002303128700002203151700001403173700001903187700002003206700001803226700002203244700002103266700002403287700002703311700002303338700001903361700002003380700002003400700002403420700002103444700002603465700001903491700002003510700002203530700002603552700002403578700002603602700001903628700002203647700002403669700002003693700001803713700002203731700001803753700002103771700002103792700002403813700001803837700002203855700002003877700002403897700001903921700002303940700001703963700002503980700001304005700002104018700001904039700002004058700001904078700002004097700002004117700002004137700002004157700002204177700003004199700001904229700001904248700002004267700002104287700002504308700002004333700002104353700002204374700002304396700002504419700002304444700001604467700002404483700002304507700001904530700001904549700002404568700002004592700002004612700001804632700001904650700001804669700001904687700002004706700001604726700002404742700002404766700002504790700002004815700002604835700002004861700001904881700002204900700002504922700002104947700002004968700002004988700002605008700001705034700002005051700001905071700001705090700002005107700002105127700002305148700002305171700002205194700001805216700002005234700001905254700002105273700001805294700002605312700002005338700002305358700002205381700001905403700002205422700002205444700002405466700001705490700002305507700001805530700001805548700002005566700002005586700002205606700002205628700002305650700002105673700002405694700002205718700002205740700001905762700001905781700002005800700001705820700002005837700001805857700001605875700001905891700002405910700001705934700001905951700002505970700002205995700001306017700002206030700003006052700002506082700002006107700002006127700002206147700002006169700002206189700002006211700002106231700001806252700002006270700002106290700001906311700002206330700002406352700001706376700001806393700001506411700002006426700001806446700002506464700001906489700002606508700001906534700002806553700001906581700003306600700001906633700001906652700001806671700002606689700002306715700001706738700002006755700002206775700002106797700002806818700001906846700002006865700001806885700002306903700001806926700002106944700001706965700001906982700001707001700002007018700001807038700002007056700002007076700002107096700002007117700001807137700002207155700002207177700001907199700001807218700002407236700002107260700003107281700002607312700002407338700002207362700002407384700002207408700001707430700002007447700002107467700001507488700002207503700001907525700002407544700002007568700001507588700001607603700002007619700002007639700002207659700001907681700002107700700001807721700002007739700002207759700001807781700001907799700002307818700001907841700002007860700002207880700002307902700002407925700001907949700002307968700001807991700002108009700002408030700001808054700001808072700002008090700001808110700001808128700002208146700001908168700002008187700002508207700002308232700002008255700002108275700002008296700002008316700002308336700002608359700002008385700002008405700002508425700002108450700002008471700002308491700002208514700002008536700002808556700002508584700002408609700002208633700001908655700001708674700002308691700003008714700002808744700002508772700002108797700002708818700002108845700002208866700002708888700002008915700002508935700002608960700001808986700002309004700002909027700001709056700002309073700001809096710002609114710002209140710002509162710002309187710002509210856003609235 2011 eng d a1476-468700aGenetic variants in novel pathways influence blood pressure and cardiovascular disease risk.0 aGenetic variants in novel pathways influence blood pressure and c2011 Sep 11 a103-90 v4783 a
Blood pressure is a heritable trait influenced by several biological pathways and responsive to environmental stimuli. Over one billion people worldwide have hypertension (≥140 mm Hg systolic blood pressure or ≥90 mm Hg diastolic blood pressure). Even small increments in blood pressure are associated with an increased risk of cardiovascular events. This genome-wide association study of systolic and diastolic blood pressure, which used a multi-stage design in 200,000 individuals of European descent, identified sixteen novel loci: six of these loci contain genes previously known or suspected to regulate blood pressure (GUCY1A3-GUCY1B3, NPR3-C5orf23, ADM, FURIN-FES, GOSR2, GNAS-EDN3); the other ten provide new clues to blood pressure physiology. A genetic risk score based on 29 genome-wide significant variants was associated with hypertension, left ventricular wall thickness, stroke and coronary artery disease, but not kidney disease or kidney function. We also observed associations with blood pressure in East Asian, South Asian and African ancestry individuals. Our findings provide new insights into the genetics and biology of blood pressure, and suggest potential novel therapeutic pathways for cardiovascular disease prevention.
10aAfrica10aAsia10aBlood Pressure10aCardiovascular Diseases10aCoronary Artery Disease10aEurope10aGenetic Predisposition to Disease10aGenome-Wide Association Study10aHumans10aHypertension10aKidney Diseases10aPolymorphism, Single Nucleotide10aStroke1 aInternational Consortium for Blood Pressure Genome-Wide Association Studies1 aEhret, Georg, B1 aMunroe, Patricia, B1 aRice, Kenneth, M1 aBochud, Murielle1 aJohnson, Andrew, D1 aChasman, Daniel, I1 aSmith, Albert, V1 aTobin, Martin, D1 aVerwoert, Germaine, C1 aHwang, Shih-Jen1 aPihur, Vasyl1 aVollenweider, Peter1 aO'Reilly, Paul, F1 aAmin, Najaf1 aBragg-Gresham, Jennifer, L1 aTeumer, Alexander1 aGlazer, Nicole, L1 aLauner, Lenore1 aZhao, Jing Hua1 aAulchenko, Yurii1 aHeath, Simon1 aSõber, Siim1 aParsa, Afshin1 aLuan, Jian'an1 aArora, Pankaj1 aDehghan, Abbas1 aZhang, Feng1 aLucas, Gavin1 aHicks, Andrew, A1 aJackson, Anne, U1 aPeden, John, F1 aTanaka, Toshiko1 aWild, Sarah, H1 aRudan, Igor1 aIgl, Wilmar1 aMilaneschi, Yuri1 aParker, Alex, N1 aFava, Cristiano1 aChambers, John, C1 aFox, Ervin, R1 aKumari, Meena1 aGo, Min Jin1 aHarst, Pim1 aKao, Wen Hong Linda1 aSjögren, Marketa1 aVinay, D G1 aAlexander, Myriam1 aTabara, Yasuharu1 aShaw-Hawkins, Sue1 aWhincup, Peter, H1 aLiu, Yongmei1 aShi, Gang1 aKuusisto, Johanna1 aTayo, Bamidele1 aSeielstad, Mark1 aSim, Xueling1 aNguyen, Khanh-Dung Hoang1 aLehtimäki, Terho1 aMatullo, Giuseppe1 aWu, Ying1 aGaunt, Tom, R1 aOnland-Moret, Charlotte, N1 aCooper, Matthew, N1 aPlatou, Carl, G P1 aOrg, Elin1 aHardy, Rebecca1 aDahgam, Santosh1 aPalmen, Jutta1 aVitart, Veronique1 aBraund, Peter, S1 aKuznetsova, Tatiana1 aUiterwaal, Cuno, S P M1 aAdeyemo, Adebowale1 aPalmas, Walter1 aCampbell, Harry1 aLudwig, Barbara1 aTomaszewski, Maciej1 aTzoulaki, Ioanna1 aPalmer, Nicholette, D1 aAspelund, Thor1 aGarcia, Melissa1 aChang, Yen-Pei, C1 aO'Connell, Jeffrey, R1 aSteinle, Nanette, I1 aGrobbee, Diederick, E1 aArking, Dan, E1 aKardia, Sharon, L1 aMorrison, Alanna, C1 aHernandez, Dena1 aNajjar, Samer1 aMcArdle, Wendy, L1 aHadley, David1 aBrown, Morris, J1 aConnell, John, M1 aHingorani, Aroon, D1 aDay, Ian, N M1 aLawlor, Debbie, A1 aBeilby, John, P1 aLawrence, Robert, W1 aClarke, Robert1 aHopewell, Jemma, C1 aOngen, Halit1 aDreisbach, Albert, W1 aLi, Yali1 aYoung, Hunter, J1 aBis, Joshua, C1 aKähönen, Mika1 aViikari, Jorma1 aAdair, Linda, S1 aLee, Nanette, R1 aChen, Ming-Huei1 aOlden, Matthias1 aPattaro, Cristian1 aBolton, Judith Hoffman, A1 aKöttgen, Anna1 aBergmann, Sven1 aMooser, Vincent1 aChaturvedi, Nish1 aFrayling, Timothy, M1 aIslam, Muhammad1 aJafar, Tazeen, H1 aErdmann, Jeanette1 aKulkarni, Smita, R1 aBornstein, Stefan, R1 aGrässler, Jürgen1 aGroop, Leif1 aVoight, Benjamin, F1 aKettunen, Johannes1 aHoward, Philip1 aTaylor, Andrew1 aGuarrera, Simonetta1 aRicceri, Fulvio1 aEmilsson, Valur1 aPlump, Andrew1 aBarroso, Inês1 aKhaw, Kay-Tee1 aWeder, Alan, B1 aHunt, Steven, C1 aSun, Yan, V1 aBergman, Richard, N1 aCollins, Francis, S1 aBonnycastle, Lori, L1 aScott, Laura, J1 aStringham, Heather, M1 aPeltonen, Leena1 aPerola, Markus1 aVartiainen, Erkki1 aBrand, Stefan-Martin1 aStaessen, Jan, A1 aWang, Thomas, J1 aBurton, Paul, R1 aArtigas, Maria, Soler1 aDong, Yanbin1 aSnieder, Harold1 aWang, Xiaoling1 aZhu, Haidong1 aLohman, Kurt, K1 aRudock, Megan, E1 aHeckbert, Susan, R1 aSmith, Nicholas, L1 aWiggins, Kerri, L1 aDoumatey, Ayo1 aShriner, Daniel1 aVeldre, Gudrun1 aViigimaa, Margus1 aKinra, Sanjay1 aPrabhakaran, Dorairaj1 aTripathy, Vikal1 aLangefeld, Carl, D1 aRosengren, Annika1 aThelle, Dag, S1 aCorsi, Anna Maria1 aSingleton, Andrew1 aForrester, Terrence1 aHilton, Gina1 aMcKenzie, Colin, A1 aSalako, Tunde1 aIwai, Naoharu1 aKita, Yoshikuni1 aOgihara, Toshio1 aOhkubo, Takayoshi1 aOkamura, Tomonori1 aUeshima, Hirotsugu1 aUmemura, Satoshi1 aEyheramendy, Susana1 aMeitinger, Thomas1 aWichmann, H-Erich1 aCho, Yoon Shin1 aKim, Hyung-Lae1 aLee, Jong-Young1 aScott, James1 aSehmi, Joban, S1 aZhang, Weihua1 aHedblad, Bo1 aNilsson, Peter1 aSmith, George Davey1 aWong, Andrew1 aNarisu, Narisu1 aStančáková, Alena1 aRaffel, Leslie, J1 aYao, Jie1 aKathiresan, Sekar1 aO'Donnell, Christopher, J1 aSchwartz, Stephen, M1 aIkram, Arfan, M1 aLongstreth, W T1 aMosley, Thomas, H1 aSeshadri, Sudha1 aShrine, Nick, R G1 aWain, Louise, V1 aMorken, Mario, A1 aSwift, Amy, J1 aLaitinen, Jaana1 aProkopenko, Inga1 aZitting, Paavo1 aCooper, Jackie, A1 aHumphries, Steve, E1 aDanesh, John1 aRasheed, Asif1 aGoel, Anuj1 aHamsten, Anders1 aWatkins, Hugh1 aBakker, Stephan, J L1 aGilst, Wiek, H1 aJanipalli, Charles, S1 aMani, Radha, K1 aYajnik, Chittaranjan, S1 aHofman, Albert1 aMattace-Raso, Francesco, U S1 aOostra, Ben, A1 aDemirkan, Ayse1 aIsaacs, Aaron1 aRivadeneira, Fernando1 aLakatta, Edward, G1 aOrrù, Marco1 aScuteri, Angelo1 aAla-Korpela, Mika1 aKangas, Antti, J1 aLyytikäinen, Leo-Pekka1 aSoininen, Pasi1 aTukiainen, Taru1 aWürtz, Peter1 aOng, Rick Twee-Hee1 aDörr, Marcus1 aKroemer, Heyo, K1 aVölker, Uwe1 aVölzke, Henry1 aGalan, Pilar1 aHercberg, Serge1 aLathrop, Mark1 aZelenika, Diana1 aDeloukas, Panos1 aMangino, Massimo1 aSpector, Tim, D1 aZhai, Guangju1 aMeschia, James, F1 aNalls, Michael, A1 aSharma, Pankaj1 aTerzic, Janos1 aKumar, Kranthi, M V1 aDenniff, Matthew1 aZukowska-Szczechowska, Ewa1 aWagenknecht, Lynne, E1 aFowkes, Gerald, F R1 aCharchar, Fadi, J1 aSchwarz, Peter, E H1 aHayward, Caroline1 aGuo, Xiuqing1 aRotimi, Charles1 aBots, Michiel, L1 aBrand, Eva1 aSamani, Nilesh, J1 aPolasek, Ozren1 aTalmud, Philippa, J1 aNyberg, Fredrik1 aKuh, Diana1 aLaan, Maris1 aHveem, Kristian1 aPalmer, Lyle, J1 aSchouw, Yvonne, T1 aCasas, Juan, P1 aMohlke, Karen, L1 aVineis, Paolo1 aRaitakari, Olli1 aGanesh, Santhi, K1 aWong, Tien, Y1 aTai, Shyong, E1 aCooper, Richard, S1 aLaakso, Markku1 aRao, Dabeeru, C1 aHarris, Tamara, B1 aMorris, Richard, W1 aDominiczak, Anna, F1 aKivimaki, Mika1 aMarmot, Michael, G1 aMiki, Tetsuro1 aSaleheen, Danish1 aChandak, Giriraj, R1 aCoresh, Josef1 aNavis, Gerjan1 aSalomaa, Veikko1 aHan, Bok-Ghee1 aZhu, Xiaofeng1 aKooner, Jaspal, S1 aMelander, Olle1 aRidker, Paul, M1 aBandinelli, Stefania1 aGyllensten, Ulf, B1 aWright, Alan, F1 aWilson, James, F1 aFerrucci, Luigi1 aFarrall, Martin1 aTuomilehto, Jaakko1 aPramstaller, Peter, P1 aElosua, Roberto1 aSoranzo, Nicole1 aSijbrands, Eric, J G1 aAltshuler, David1 aLoos, Ruth, J F1 aShuldiner, Alan, R1 aGieger, Christian1 aMeneton, Pierre1 aUitterlinden, André, G1 aWareham, Nicholas, J1 aGudnason, Vilmundur1 aRotter, Jerome, I1 aRettig, Rainer1 aUda, Manuela1 aStrachan, David, P1 aWitteman, Jacqueline, C M1 aHartikainen, Anna-Liisa1 aBeckmann, Jacques, S1 aBoerwinkle, Eric1 aVasan, Ramachandran, S1 aBoehnke, Michael1 aLarson, Martin, G1 aJarvelin, Marjo-Riitta1 aPsaty, Bruce, M1 aAbecasis, Goncalo, R1 aChakravarti, Aravinda1 aElliott, Paul1 aDuijn, Cornelia, M1 aNewton-Cheh, Christopher1 aLevy, Daniel1 aCaulfield, Mark, J1 aJohnson, Toby1 aCARDIoGRAM consortium1 aCKDGen Consortium1 aKidneyGen Consortium1 aEchoGen consortium1 aCHARGE-HF consortium uhttps://chs-nhlbi.org/node/132503970nas a2200877 4500008004100000022001400041245011500055210006900170260001600239300001000255490000700265520145800272653001901730653003401749653001101783653002501794653001401819653003601833653002801869100002201897700002301919700002201942700001701964700002201981700001902003700001702022700002102039700001802060700001502078700001702093700001902110700002002129700002702149700002302176700001802199700002402217700001702241700002002258700002702278700002902305700002202334700001602356700002202372700001502394700002202409700001302431700002002444700002402464700002302488700002202511700001902533700001202552700002102564700002202585700001402607700002102621700002402642700001302666700002802679700002602707700001902733700002302752700002102775700001402796700003002810700002402840700002402864700001902888700002002907700002002927700001702947700002002964700002602984710004603010856003603056 2014 eng d a1537-660500aEffects of long-term averaging of quantitative blood pressure traits on the detection of genetic associations.0 aEffects of longterm averaging of quantitative blood pressure tra c2014 Jul 03 a49-650 v953 aBlood pressure (BP) is a heritable, quantitative trait with intraindividual variability and susceptibility to measurement error. Genetic studies of BP generally use single-visit measurements and thus cannot remove variability occurring over months or years. We leveraged the idea that averaging BP measured across time would improve phenotypic accuracy and thereby increase statistical power to detect genetic associations. We studied systolic BP (SBP), diastolic BP (DBP), mean arterial pressure (MAP), and pulse pressure (PP) averaged over multiple years in 46,629 individuals of European ancestry. We identified 39 trait-variant associations across 19 independent loci (p < 5 × 10(-8)); five associations (in four loci) uniquely identified by our LTA analyses included those of SBP and MAP at 2p23 (rs1275988, near KCNK3), DBP at 2q11.2 (rs7599598, in FER1L5), and PP at 6p21 (rs10948071, near CRIP3) and 7p13 (rs2949837, near IGFBP3). Replication analyses conducted in cohorts with single-visit BP data showed positive replication of associations and a nominal association (p < 0.05). We estimated a 20% gain in statistical power with long-term average (LTA) as compared to single-visit BP association studies. Using LTA analysis, we identified genetic loci influencing BP. LTA might be one way of increasing the power of genetic associations for continuous traits in extant samples for other phenotypes that are measured serially over time.
10aBlood Pressure10aGenome-Wide Association Study10aHumans10aLongitudinal Studies10aPhenotype10aPolymorphism, Single Nucleotide10aQuantitative Trait Loci1 aGanesh, Santhi, K1 aChasman, Daniel, I1 aLarson, Martin, G1 aGuo, Xiuqing1 aVerwoert, Germain1 aBis, Joshua, C1 aGu, Xiangjun1 aSmith, Albert, V1 aYang, Min-Lee1 aZhang, Yan1 aEhret, Georg1 aRose, Lynda, M1 aHwang, Shih-Jen1 aPapanicolau, George, J1 aSijbrands, Eric, J1 aRice, Kenneth1 aEiriksdottir, Gudny1 aPihur, Vasyl1 aRidker, Paul, M1 aVasan, Ramachandran, S1 aNewton-Cheh, Christopher1 aRaffel, Leslie, J1 aAmin, Najaf1 aRotter, Jerome, I1 aLiu, Kiang1 aLauner, Lenore, J1 aXu, Ming1 aCaulfield, Mark1 aMorrison, Alanna, C1 aJohnson, Andrew, D1 aVaidya, Dhananjay1 aDehghan, Abbas1 aLi, Guo1 aBouchard, Claude1 aHarris, Tamara, B1 aZhang, He1 aBoerwinkle, Eric1 aSiscovick, David, S1 aGao, Wei1 aUitterlinden, André, G1 aRivadeneira, Fernando1 aHofman, Albert1 aWiller, Cristen, J1 aFranco, Oscar, H1 aHuo, Yong1 aWitteman, Jacqueline, C M1 aMunroe, Patricia, B1 aGudnason, Vilmundur1 aPalmas, Walter1 aDuijn, Cornelia1 aFornage, Myriam1 aLevy, Daniel1 aPsaty, Bruce, M1 aChakravarti, Aravinda1 aGlobal Blood Pressure Genetics Consortium uhttps://chs-nhlbi.org/node/656305870nas a2201489 4500008004100000022001400041245013500055210006900190260001600259300001000275490000700285520175700292653001502049653001002064653001602074653000902090653001902099653001902118653001102137653001602148653001602164100002202180700001402202700001902216700002302235700002002258700001702278700001702295700002002312700002002332700002102352700002602373700003102399700001702430700001502447700002002462700001802482700002302500700001502523700001802538700002202556700002602578700001802604700002802622700001902650700001702669700001702686700002702703700001802730700001902748700001602767700002102783700002102804700001902825700002402844700002002868700002102888700002202909700002202931700002002953700001902973700001902992700002303011700002003034700001803054700002103072700002203093700002203115700001203137700001703149700001503166700002403181700001803205700002303223700002703246700002303273700002003296700002203316700002303338700001803361700002603379700001903405700001803424700002103442700002403463700002103487700002803508700002203536700003003558700002703588700003203615700001703647700001903664700001803683700002003701700001403721700002103735700002003756700002603776700001603802700002303818700002203841700002003863700001703883700002003900700002003920700001903940700002003959700001903979700001803998700001504016700002504031700002004056700002004076700002004096700002404116700001704140700001904157700002004176700002204196700002304218700003004241700002604271700002004297710002704317856003604344 2014 eng d a1537-660500aGene-age interactions in blood pressure regulation: a large-scale investigation with the CHARGE, Global BPgen, and ICBP Consortia.0 aGeneage interactions in blood pressure regulation a largescale i c2014 Jul 03 a24-380 v953 aAlthough age-dependent effects on blood pressure (BP) have been reported, they have not been systematically investigated in large-scale genome-wide association studies (GWASs). We leveraged the infrastructure of three well-established consortia (CHARGE, GBPgen, and ICBP) and a nonstandard approach (age stratification and metaregression) to conduct a genome-wide search of common variants with age-dependent effects on systolic (SBP), diastolic (DBP), mean arterial (MAP), and pulse (PP) pressure. In a two-staged design using 99,241 individuals of European ancestry, we identified 20 genome-wide significant (p ≤ 5 × 10(-8)) loci by using joint tests of the SNP main effect and SNP-age interaction. Nine of the significant loci demonstrated nominal evidence of age-dependent effects on BP by tests of the interactions alone. Index SNPs in the EHBP1L1 (DBP and MAP), CASZ1 (SBP and MAP), and GOSR2 (PP) loci exhibited the largest age interactions, with opposite directions of effect in the young versus the old. The changes in the genetic effects over time were small but nonnegligible (up to 1.58 mm Hg over 60 years). The EHBP1L1 locus was discovered through gene-age interactions only in whites but had DBP main effects replicated (p = 8.3 × 10(-4)) in 8,682 Asians from Singapore, indicating potential interethnic heterogeneity. A secondary analysis revealed 22 loci with evidence of age-specific effects (e.g., only in 20 to 29-year-olds). Age can be used to select samples with larger genetic effect sizes and more homogenous phenotypes, which may increase statistical power. Age-dependent effects identified through novel statistical approaches can provide insight into the biology and temporal regulation underlying BP associations.
10aAdolescent10aAdult10aAge Factors10aAged10aBlood Pressure10aCohort Studies10aHumans10aMiddle Aged10aYoung Adult1 aSimino, Jeannette1 aShi, Gang1 aBis, Joshua, C1 aChasman, Daniel, I1 aEhret, Georg, B1 aGu, Xiangjun1 aGuo, Xiuqing1 aHwang, Shih-Jen1 aSijbrands, Eric1 aSmith, Albert, V1 aVerwoert, Germaine, C1 aBragg-Gresham, Jennifer, L1 aCadby, Gemma1 aChen, Peng1 aCheng, Ching-Yu1 aCorre, Tanguy1 ade Boer, Rudolf, A1 aGoel, Anuj1 aJohnson, Toby1 aKhor, Chiea-Chuen1 aLluís-Ganella, Carla1 aLuan, Jian'an1 aLyytikäinen, Leo-Pekka1 aNolte, Ilja, M1 aSim, Xueling1 aSõber, Siim1 avan der Most, Peter, J1 aVerweij, Niek1 aZhao, Jing Hua1 aAmin, Najaf1 aBoerwinkle, Eric1 aBouchard, Claude1 aDehghan, Abbas1 aEiriksdottir, Gudny1 aElosua, Roberto1 aFranco, Oscar, H1 aGieger, Christian1 aHarris, Tamara, B1 aHercberg, Serge1 aHofman, Albert1 aJames, Alan, L1 aJohnson, Andrew, D1 aKähönen, Mika1 aKhaw, Kay-Tee1 aKutalik, Zoltán1 aLarson, Martin, G1 aLauner, Lenore, J1 aLi, Guo1 aLiu, Jianjun1 aLiu, Kiang1 aMorrison, Alanna, C1 aNavis, Gerjan1 aOng, Rick Twee-Hee1 aPapanicolau, George, J1 aPenninx, Brenda, W1 aPsaty, Bruce, M1 aRaffel, Leslie, J1 aRaitakari, Olli, T1 aRice, Kenneth1 aRivadeneira, Fernando1 aRose, Lynda, M1 aSanna, Serena1 aScott, Robert, A1 aSiscovick, David, S1 aStolk, Ronald, P1 aUitterlinden, André, G1 aVaidya, Dhananjay1 avan der Klauw, Melanie, M1 aVasan, Ramachandran, S1 aVithana, Eranga, Nishanthie1 aVölker, Uwe1 aVölzke, Henry1 aWatkins, Hugh1 aYoung, Terri, L1 aAung, Tin1 aBochud, Murielle1 aFarrall, Martin1 aHartman, Catharina, A1 aLaan, Maris1 aLakatta, Edward, G1 aLehtimäki, Terho1 aLoos, Ruth, J F1 aLucas, Gavin1 aMeneton, Pierre1 aPalmer, Lyle, J1 aRettig, Rainer1 aSnieder, Harold1 aTai, Shyong, E1 aTeo, Yik-Ying1 aHarst, Pim1 aWareham, Nicholas, J1 aWijmenga, Cisca1 aWong, Tien, Yin1 aFornage, Myriam1 aGudnason, Vilmundur1 aLevy, Daniel1 aPalmas, Walter1 aRidker, Paul, M1 aRotter, Jerome, I1 aDuijn, Cornelia, M1 aWitteman, Jacqueline, C M1 aChakravarti, Aravinda1 aRao, Dabeeru, C1 aLifeLines Cohort Study uhttps://chs-nhlbi.org/node/659905814nas a2201345 4500008004100000022001400041245014200055210006900197260001300266300001300279490000700292520193700299653002202236653003002258653003402288653002002322653001802342653001102360653002802371653002902399653003602428653004202464100001902506700002002525700001902545700001402564700001802578700001702596700001802613700002602631700001902657700002202676700002002698700003102718700002302749700002102772700001602793700001302809700002102822700001802843700001702861700002402878700002302902700001802925700002402943700002602967700001902993700002303012700002003035700002303055700002603078700001503104700002203119700002203141700001903163700002203182700001903204700001603223700001803239700002103257700002103278700002303299700001803322700001803340700002303358700002203381700002503403700002303428700001903451700001903470700002503489700002403514700002203538700001803560700001703578700001903595700001403614700002403628700001603652700002503668700002403693700002003717700001603737700001503753700002103768700002103789700002503810700002203835700002003857700002103877700002003898700001703918700002003935700002303955700002403978700002404002700002004026700002004046700002204066700002204088700002104110700002004131700002104151700002204172700002204194700001504216700002304231700002204254710002004276710002204296710002304318710002204341710006904363856003604432 2014 eng d a1553-740400aMeta-analysis of genome-wide association studies in African Americans provides insights into the genetic architecture of type 2 diabetes.0 aMetaanalysis of genomewide association studies in African Americ c2014 Aug ae10045170 v103 aType 2 diabetes (T2D) is more prevalent in African Americans than in Europeans. However, little is known about the genetic risk in African Americans despite the recent identification of more than 70 T2D loci primarily by genome-wide association studies (GWAS) in individuals of European ancestry. In order to investigate the genetic architecture of T2D in African Americans, the MEta-analysis of type 2 DIabetes in African Americans (MEDIA) Consortium examined 17 GWAS on T2D comprising 8,284 cases and 15,543 controls in African Americans in stage 1 analysis. Single nucleotide polymorphisms (SNPs) association analysis was conducted in each study under the additive model after adjustment for age, sex, study site, and principal components. Meta-analysis of approximately 2.6 million genotyped and imputed SNPs in all studies was conducted using an inverse variance-weighted fixed effect model. Replications were performed to follow up 21 loci in up to 6,061 cases and 5,483 controls in African Americans, and 8,130 cases and 38,987 controls of European ancestry. We identified three known loci (TCF7L2, HMGA2 and KCNQ1) and two novel loci (HLA-B and INS-IGF2) at genome-wide significance (4.15 × 10(-94)
10aAfrican Americans10aDiabetes Mellitus, Type 210aGenome-Wide Association Study10aHLA-B27 Antigen10aHMGA2 Protein10aHumans10aKCNQ1 Potassium Channel10aMutant Chimeric Proteins10aPolymorphism, Single Nucleotide10aTranscription Factor 7-Like 2 Protein1 aC Y Ng, Maggie1 aShriner, Daniel1 aChen, Brian, H1 aLi, Jiang1 aChen, Wei-Min1 aGuo, Xiuqing1 aLiu, Jiankang1 aBielinski, Suzette, J1 aYanek, Lisa, R1 aNalls, Michael, A1 aComeau, Mary, E1 aRasmussen-Torvik, Laura, J1 aJensen, Richard, A1 aEvans, Daniel, S1 aSun, Yan, V1 aAn, Ping1 aPatel, Sanjay, R1 aLu, Yingchang1 aLong, Jirong1 aArmstrong, Loren, L1 aWagenknecht, Lynne1 aYang, Lingyao1 aSnively, Beverly, M1 aPalmer, Nicholette, D1 aMudgal, Poorva1 aLangefeld, Carl, D1 aKeene, Keith, L1 aFreedman, Barry, I1 aMychaleckyj, Josyf, C1 aNayak, Uma1 aRaffel, Leslie, J1 aGoodarzi, Mark, O1 aChen, Y-D, Ida1 aTaylor, Herman, A1 aCorrea, Adolfo1 aSims, Mario1 aCouper, David1 aPankow, James, S1 aBoerwinkle, Eric1 aAdeyemo, Adebowale1 aDoumatey, Ayo1 aChen, Guanjie1 aMathias, Rasika, A1 aVaidya, Dhananjay1 aSingleton, Andrew, B1 aZonderman, Alan, B1 aIgo, Robert, P1 aSedor, John, R1 aKabagambe, Edmond, K1 aSiscovick, David, S1 aMcKnight, Barbara1 aRice, Kenneth1 aLiu, Yongmei1 aHsueh, Wen-Chi1 aZhao, Wei1 aBielak, Lawrence, F1 aKraja, Aldi1 aProvince, Michael, A1 aBottinger, Erwin, P1 aGottesman, Omri1 aCai, Qiuyin1 aZheng, Wei1 aBlot, William, J1 aLowe, William, L1 aPacheco, Jennifer, A1 aCrawford, Dana, C1 aGrundberg, Elin1 aRich, Stephen, S1 aHayes, Geoffrey1 aShu, Xiao-Ou1 aLoos, Ruth, J F1 aBorecki, Ingrid, B1 aPeyser, Patricia, A1 aCummings, Steven, R1 aPsaty, Bruce, M1 aFornage, Myriam1 aIyengar, Sudha, K1 aEvans, Michele, K1 aBecker, Diane, M1 aKao, Linda, W H1 aWilson, James, G1 aRotter, Jerome, I1 aSale, Michèle, M1 aLiu, Simin1 aRotimi, Charles, N1 aBowden, Donald, W1 aFIND Consortium1 aeMERGE Consortium1 aDIAGRAM Consortium1 aMuTHER Consortium1 aMEta-analysis of type 2 DIabetes in African Americans Consortium uhttps://chs-nhlbi.org/node/658503769nas a2200937 4500008004100000022001400041245009400055210006900149260001600218300001200234490000700246520111800253653002201371653001601393653002301409653004001432653001101472653001701483653002201500653003401522653001101556653001401567653001801581100002501599700001801624700001801642700002501660700002101685700001801706700002301724700002301747700002201770700001201792700002001804700002301824700002201847700002201869700002001891700002801911700002201939700002201961700002001983700002302003700001802026700002802044700001802072700002202090700002202112700001902134700002002153700001702173700002302190700002302213700002202236700002102258700001802279700002202297700002202319700002202341700002002363700002202383700001402405700001502419700002202434700002202456700002402478700002402502700002402526700001702550700002202567700001702589700002102606700002402627700002302651700002502674700002302699700002402722700002402746700002502770856003602795 2014 eng d a1460-208300aMeta-analysis of loci associated with age at natural menopause in African-American women.0 aMetaanalysis of loci associated with age at natural menopause in c2014 Jun 15 a3327-420 v233 a
Age at menopause marks the end of a woman's reproductive life and its timing associates with risks for cancer, cardiovascular and bone disorders. GWAS and candidate gene studies conducted in women of European ancestry have identified 27 loci associated with age at menopause. The relevance of these loci to women of African ancestry has not been previously studied. We therefore sought to uncover additional menopause loci and investigate the relevance of European menopause loci by performing a GWAS meta-analysis in 6510 women with African ancestry derived from 11 studies across the USA. We did not identify any additional loci significantly associated with age at menopause in African Americans. We replicated the associations between six loci and age at menopause (P-value < 0.05): AMHR2, RHBLD2, PRIM1, HK3/UMC1, BRSK1/TMEM150B and MCM8. In addition, associations of 14 loci are directionally consistent with previous reports. We provide evidence that genetic variants influencing reproductive traits identified in European populations are also important in women of African ancestry residing in USA.
10aAfrican Americans10aAge Factors10aChromosomes, Human10aEuropean Continental Ancestry Group10aFemale10aGenetic Loci10aGenetic Variation10aGenome-Wide Association Study10aHumans10aMenopause10aUnited States1 aChen, Christina, T L1 aLiu, Ching-Ti1 aChen, Gary, K1 aAndrews, Jeanette, S1 aArnold, Alice, M1 aDreyfus, Jill1 aFranceschini, Nora1 aGarcia, Melissa, E1 aKerr, Kathleen, F1 aLi, Guo1 aLohman, Kurt, K1 aMusani, Solomon, K1 aNalls, Michael, A1 aRaffel, Leslie, J1 aSmith, Jennifer1 aAmbrosone, Christine, B1 aBandera, Elisa, V1 aBernstein, Leslie1 aBritton, Angela1 aBrzyski, Robert, G1 aCappola, Anne1 aCarlson, Christopher, S1 aCouper, David1 aDeming, Sandra, L1 aGoodarzi, Mark, O1 aHeiss, Gerardo1 aJohn, Esther, M1 aLu, Xiaoning1 aLe Marchand, Loïc1 aMarciante, Kristin1 aMcKnight, Barbara1 aMillikan, Robert1 aNock, Nora, L1 aOlshan, Andrew, F1 aPress, Michael, F1 aVaiyda, Dhananjay1 aWoods, Nancy, F1 aTaylor, Herman, A1 aZhao, Wei1 aZheng, Wei1 aEvans, Michele, K1 aHarris, Tamara, B1 aHenderson, Brian, E1 aKardia, Sharon, L R1 aKooperberg, Charles1 aLiu, Yongmei1 aMosley, Thomas, H1 aPsaty, Bruce1 aWellons, Melissa1 aWindham, Beverly, G1 aZonderman, Alan, B1 aCupples, Adrienne, L1 aDemerath, Ellen, W1 aHaiman, Christopher1 aMurabito, Joanne, M1 aRajkovic, Aleksandar uhttps://chs-nhlbi.org/node/655204937nas a2201345 4500008004100000022001400041245012400055210006900179260001300248300001200261490000700273520113500280100001601415700001901431700002301450700002301473700002301496700001901519700001801538700002401556700001801580700001801598700001701616700001901633700002001652700002201672700002301694700001901717700001901736700001801755700001901773700001601792700001401808700002601822700001501848700002601863700001601889700001301905700001301918700001901931700002201950700002001972700002101992700002002013700001402033700001902047700001802066700002402084700002202108700001902130700002402149700002002173700001202193700002702205700002202232700002002254700002402274700002802298700002402326700002102350700002402371700002102395700002202416700002802438700002102466700002702487700003002514700002002544700001502564700002402579700002002603700001702623700002302640700001902663700001902682700002202701700002202723700001802745700002202763700001902785700001902804700001402823700001802837700001402855700002102869700002302890700002802913700001702941700001902958700001902977700001702996700002003013700002103033700002403054700002503078700002303103700002303126700002103149700002603170700002203196700002003218700002003238700002003258700002003278700002903298700001703327700002303344710002603367710002303393710002603416710002503442710006603467710002203533856003603555 2016 eng d a1546-171800aMeta-analysis identifies common and rare variants influencing blood pressure and overlapping with metabolic trait loci.0 aMetaanalysis identifies common and rare variants influencing blo c2016 Oct a1162-700 v483 aMeta-analyses of association results for blood pressure using exome-centric single-variant and gene-based tests identified 31 new loci in a discovery stage among 146,562 individuals, with follow-up and meta-analysis in 180,726 additional individuals (total n = 327,288). These blood pressure-associated loci are enriched for known variants for cardiometabolic traits. Associations were also observed for the aggregation of rare and low-frequency missense variants in three genes, NPR1, DBH, and PTPMT1. In addition, blood pressure associations at 39 previously reported loci were confirmed. The identified variants implicate biological pathways related to cardiometabolic traits, vascular function, and development. Several new variants are inferred to have roles in transcription or as hubs in protein-protein interaction networks. Genetic risk scores constructed from the identified variants were strongly associated with coronary disease and myocardial infarction. This large collection of blood pressure-associated loci suggests new therapeutic strategies for hypertension, emphasizing a link with cardiometabolic risk.
1 aLiu, Chunyu1 aKraja, Aldi, T1 aSmith, Jennifer, A1 aBrody, Jennifer, A1 aFranceschini, Nora1 aBis, Joshua, C1 aRice, Kenneth1 aMorrison, Alanna, C1 aLu, Yingchang1 aWeiss, Stefan1 aGuo, Xiuqing1 aPalmas, Walter1 aMartin, Lisa, W1 aChen, Yii-Der Ida1 aSurendran, Praveen1 aDrenos, Fotios1 aCook, James, P1 aAuer, Paul, L1 aChu, Audrey, Y1 aGiri, Ayush1 aZhao, Wei1 aJakobsdottir, Johanna1 aLin, Li-An1 aStafford, Jeanette, M1 aAmin, Najaf1 aMei, Hao1 aYao, Jie1 aVoorman, Arend1 aLarson, Martin, G1 aGrove, Megan, L1 aSmith, Albert, V1 aHwang, Shih-Jen1 aChen, Han1 aHuan, Tianxiao1 aKosova, Gulum1 aStitziel, Nathan, O1 aKathiresan, Sekar1 aSamani, Nilesh1 aSchunkert, Heribert1 aDeloukas, Panos1 aLi, Man1 aFuchsberger, Christian1 aPattaro, Cristian1 aGorski, Mathias1 aKooperberg, Charles1 aPapanicolaou, George, J1 aRossouw, Jacques, E1 aFaul, Jessica, D1 aKardia, Sharon, L R1 aBouchard, Claude1 aRaffel, Leslie, J1 aUitterlinden, André, G1 aFranco, Oscar, H1 aVasan, Ramachandran, S1 aO'Donnell, Christopher, J1 aTaylor, Kent, D1 aLiu, Kiang1 aBottinger, Erwin, P1 aGottesman, Omri1 aDaw, Warwick1 aGiulianini, Franco1 aGanesh, Santhi1 aSalfati, Elias1 aHarris, Tamara, B1 aLauner, Lenore, J1 aDörr, Marcus1 aFelix, Stephan, B1 aRettig, Rainer1 aVölzke, Henry1 aKim, Eric1 aLee, Wen-Jane1 aLee, I-Te1 aSheu, Wayne, H-H1 aTsosie, Krystal, S1 aEdwards, Digna, R Velez1 aLiu, Yongmei1 aCorrea, Adolfo1 aWeir, David, R1 aVölker, Uwe1 aRidker, Paul, M1 aBoerwinkle, Eric1 aGudnason, Vilmundur1 aReiner, Alexander, P1 aDuijn, Cornelia, M1 aBorecki, Ingrid, B1 aEdwards, Todd, L1 aChakravarti, Aravinda1 aRotter, Jerome, I1 aPsaty, Bruce, M1 aLoos, Ruth, J F1 aFornage, Myriam1 aEhret, Georg, B1 aNewton-Cheh, Christopher1 aLevy, Daniel1 aChasman, Daniel, I1 aCHD Exome+ Consortium1 aExomeBP Consortium1 aGoT2DGenes Consortium1 aT2D-GENES Consortium1 aMyocardial Infarction Genetics and CARDIoGRAM Exome Consortia1 aCKDGen Consortium uhttps://chs-nhlbi.org/node/726403468nas a2200541 4500008004100000022001400041245007100055210006900126260001300195300001000208490000600218520192500224100002302149700001702172700002602189700001602215700002602231700002002257700002302277700002502300700002202325700001802347700001902365700002002384700002202404700002202426700002002448700002402468700002202492700001402514700002002528700002402548700002502572700001602597700001902613700002802632700001602660700001902676700001902695700002402714700002202738700002102760700002302781700002002804700001802824710004802842856003602890 2016 eng d a1942-326800aNovel Genetic Loci Associated With Retinal Microvascular Diameter.0 aNovel Genetic Loci Associated With Retinal Microvascular Diamete c2016 Feb a45-540 v93 aBACKGROUND: There is increasing evidence that retinal microvascular diameters are associated with cardiovascular and cerebrovascular conditions. The shared genetic effects of these associations are currently unknown. The aim of this study was to increase our understanding of the genetic factors that mediate retinal vessel size.
METHODS AND RESULTS: This study extends previous genome-wide association study results using 24 000+ multiethnic participants from 7 discovery cohorts and 5000+ subjects of European ancestry from 2 replication cohorts. Using the Illumina HumanExome BeadChip, we investigate the association of single-nucleotide polymorphisms and variants collectively across genes with summary measures of retinal vessel diameters, referred to as the central retinal venule equivalent and the central retinal arteriole equivalent. We report 4 new loci associated with central retinal venule equivalent, one of which is also associated with central retinal arteriole equivalent. The 4 single-nucleotide polymorphisms are rs7926971 in TEAD1 (P=3.1×10(-) (11); minor allele frequency=0.43), rs201259422 in TSPAN10 (P=4.4×10(-9); minor allele frequency=0.27), rs5442 in GNB3 (P=7.0×10(-10); minor allele frequency=0.05), and rs1800407 in OCA2 (P=3.4×10(-8); minor allele frequency=0.05). The latter single-nucleotide polymorphism, rs1800407, was also associated with central retinal arteriole equivalent (P=6.5×10(-12)). Results from the gene-based burden tests were null. In phenotype look-ups, single-nucleotide polymorphism rs201255422 was associated with both systolic (P=0.001) and diastolic blood pressures (P=8.3×10(-04)).
CONCLUSIONS: Our study expands the understanding of genetic factors influencing the size of the retinal microvasculature. These findings may also provide insight into the relationship between retinal and systemic microvascular disease.
1 aJensen, Richard, A1 aSim, Xueling1 aSmith, Albert, Vernon1 aLi, Xiaohui1 aJakobsdottir, Johanna1 aCheng, Ching-Yu1 aBrody, Jennifer, A1 aCotch, Mary, Frances1 aMcKnight, Barbara1 aKlein, Ronald1 aWang, Jie, Jin1 aKifley, Annette1 aHarris, Tamara, B1 aLauner, Lenore, J1 aTaylor, Kent, D1 aKlein, Barbara, E K1 aRaffel, Leslie, J1 aLi, Xiang1 aIkram, Arfan, M1 aKlaver, Caroline, C1 avan der Lee, Sven, J1 aMutlu, Unal1 aHofman, Albert1 aUitterlinden, André, G1 aLiu, Chunyu1 aKraja, Aldi, T1 aMitchell, Paul1 aGudnason, Vilmundur1 aRotter, Jerome, I1 aBoerwinkle, Eric1 aDuijn, Cornelia, M1 aPsaty, Bruce, M1 aWong, Tien, Y1 aCHARGE Exome Chip Blood Pressure Consortium uhttps://chs-nhlbi.org/node/690004127nas a2200853 4500008004100000022001400041245010000055210006900155260001300224300001200237490000700249520188400256653003702140653001902177653001302196653001102209653001702220653003402237653001102271653000902282653001402291653003602305100001702341700002102358700002202379700001702401700001402418700002002432700001402452700002102466700001702487700002202504700001402526700001702540700001702557700001202574700002002586700001802606700001702624700001202641700002002653700001902673700002102692700001502713700001802728700001602746700001502762700002202777700002002799700001602819700001802835700001302853700001702866700001802883700001702901700001502918700001802933700002202951700001902973700001602992700002003008700002203028700001903050700002203069700002303091700001703114700002003131700001803151700001203169700001803181700001703199700002103216856003603237 2017 eng d a1942-326800aGenome-Wide Association Study Meta-Analysis of Long-Term Average Blood Pressure in East Asians.0 aGenomeWide Association Study MetaAnalysis of LongTerm Average Bl c2017 Apr ae0015270 v103 aBACKGROUND: Genome-wide single marker and gene-based meta-analyses of long-term average (LTA) blood pressure (BP) phenotypes may reveal novel findings for BP.
METHODS AND RESULTS: We conducted genome-wide analysis among 18 422 East Asian participants (stage 1) followed by replication study of ≤46 629 participants of European ancestry (stage 2). Significant single-nucleotide polymorphisms and genes were determined by a P<5.0×10-8 and 2.5×10-6, respectively, in joint analyses of stage-1 and stage-2 data. We identified 1 novel ARL3 variant, rs4919669 at 10q24.32, influencing LTA systolic BP (stage-1 P=5.03×10-8, stage-2 P=8.64×10-3, joint P=2.63×10-8) and mean arterial pressure (stage-1 P=3.59×10-9, stage-2 P=2.35×10-2, joint P=2.64×10-8). Three previously reported BP loci (WBP1L, NT5C2, and ATP2B1) were also identified for all BP phenotypes. Gene-based analysis provided the first robust evidence for association of KCNJ11 with LTA systolic BP (stage-1 P=8.55×10-6, stage-2 P=1.62×10-5, joint P=3.28×10-9) and mean arterial pressure (stage-1 P=9.19×10-7, stage-2 P=9.69×10-5, joint P=2.15×10-9) phenotypes. Fourteen genes (TMEM180, ACTR1A, SUFU, ARL3, SFXN2, WBP1L, CYP17A1, C10orf32, C10orf32-ASMT, AS3MT, CNNM2, and NT5C2 at 10q24.32; ATP2B1 at 12q21.33; and NCR3LG1 at 11p15.1) implicated by previous genome-wide association study meta-analyses were also identified. Among the loci identified by the previous genome-wide association study meta-analysis of LTA BP, we transethnically replicated associations of the KCNK3 marker rs1275988 at 2p23.3 with LTA systolic BP and mean arterial pressure phenotypes (P=1.27×10-4 and 3.30×10-4, respectively).
CONCLUSIONS: We identified 1 novel variant and 1 novel gene and present the first direct evidence of relevance of the KCNK3 locus for LTA BP among East Asians.
10aAsian Continental Ancestry Group10aBlood Pressure10aFar East10aFemale10aGenetic Loci10aGenome-Wide Association Study10aHumans10aMale10aPhenotype10aPolymorphism, Single Nucleotide1 aLi, Changwei1 aKim, Yun, Kyoung1 aDorajoo, Rajkumar1 aLi, Huaixing1 aLee, I-Te1 aCheng, Ching-Yu1 aHe, Meian1 aSheu, Wayne, H-H1 aGuo, Xiuqing1 aGanesh, Santhi, K1 aHe, Jiang1 aLee, Juyoung1 aLiu, Jianjun1 aHu, Yao1 aRao, Dabeeru, C1 aTsai, Fuu-Jen1 aKoh, Jia, Yu1 aHu, Hua1 aLiang, Kae-Woei1 aPalmas, Walter1 aHixson, James, E1 aHan, Sohee1 aTeo, Yik-Ying1 aWang, Yiqin1 aChen, Jing1 aLu, Chieh, Hsiang1 aZheng, Yingfeng1 aGui, Lixuan1 aLee, Wen-Jane1 aYao, Jie1 aGu, Dongfeng1 aHan, Bok-Ghee1 aSim, Xueling1 aSun, Liang1 aZhao, Jinying1 aChen, Chien-Hsiun1 aKumari, Neelam1 aHe, Yunfeng1 aTaylor, Kent, D1 aRaffel, Leslie, J1 aMoon, Sanghoon1 aRotter, Jerome, I1 aChen, Yii-Der, Ida1 aWu, Tangchun1 aWong, Tien, Yin1 aWu, Jer-Yuarn1 aLin, Xu1 aTai, E-Shyong1 aKim, Bong-Jo1 aKelly, Tanika, N uhttps://chs-nhlbi.org/node/757111027nas a2203421 4500008004100000022001400041245014400055210006900199260000900268300001300277490000700290520159600297100002101893700001901914700002301933700001701956700002301973700001901996700001702015700002302032700002002055700001702075700002002092700002102112700002302133700001702156700002002173700002202193700002102215700002402236700002102260700002002281700002002301700002402321700002202345700002102367700002502388700002802413700002002441700002202461700002002483700002102503700002402524700002402548700001702572700002202589700001602611700002102627700002002648700001302668700001902681700001502700700001502715700002302730700002102753700001402774700001802788700002102806700002002827700002902847700002202876700002102898700002202919700001802941700001702959700001902976700002502995700001903020700001703039700002303056700001903079700002103098700001703119700002503136700002303161700002203184700002703206700002003233700002203253700001703275700001803292700002103310700001803331700001703349700001903366700001803385700001903403700001603422700001603438700001903454700001903473700001403492700002103506700002003527700002103547700001803568700001803586700002203604700002203626700002603648700002803674700002303702700002103725700001903746700002603765700002303791700002103814700001503835700002003850700001503870700002203885700001703907700002203924700002503946700002103971700002203992700002104014700002404035700002104059700002504080700001904105700001204124700002104136700001904157700001604176700001704192700002504209700002104234700002204255700001404277700002004291700002004311700001904331700002304350700002004373700001704393700002204410700002304432700002804455700001904483700002104502700002804523700001904551700002204570700001904592700002304611700002404634700002204658700002004680700001904700700001304719700001504732700001704747700001704764700001504781700001504796700001804811700002304829700002204852700002104874700002104895700001704916700002104933700002304954700001904977700002704996700002205023700002005045700002305065700002605088700001805114700002305132700002005155700002405175700001805199700002205217700002305239700001805262700001905280700002405299700002205323700002405345700002505369700001905394700002205413700002005435700001405455700002005469700001605489700002405505700002305529700002005552700001905572700002405591700002605615700002305641700001405664700002005678700001905698700002105717700002305738700002805761700002405789700002605813700001605839700001905855700001705874700002405891700001305915700001705928700001905945700001405964700002305978700002106001700002106022700002206043700002206065700001806087700001606105700002006121700002006141700002306161700002206184700002106206700002206227700002306249700002306272700001906295700002206314700002106336700001906357700002106376700001906397700002206416700002906438700002706467700002906494700002706523700001906550700002306569700002106592700002206613700001706635700001706652700001506669700002606684700002506710700001806735700001906753700003006772700001706802700001506819700002106834700002306855700002206878700002406900700002306924700002406947700001706971700002606988700002007014700002007034700002007054700002107074700001807095700002907113700002007142700002307162700002507185700002107210700001807231700002207249700002307271700001907294700002007313700002407333700001907357700001807376700002407394700001807418700002307436700002407459700002007483700002507503700001707528710002407545856003607569 2018 eng d a1932-620300aNovel genetic associations for blood pressure identified via gene-alcohol interaction in up to 570K individuals across multiple ancestries.0 aNovel genetic associations for blood pressure identified via gen c2018 ae01981660 v133 aHeavy alcohol consumption is an established risk factor for hypertension; the mechanism by which alcohol consumption impact blood pressure (BP) regulation remains unknown. We hypothesized that a genome-wide association study accounting for gene-alcohol consumption interaction for BP might identify additional BP loci and contribute to the understanding of alcohol-related BP regulation. We conducted a large two-stage investigation incorporating joint testing of main genetic effects and single nucleotide variant (SNV)-alcohol consumption interactions. In Stage 1, genome-wide discovery meta-analyses in ≈131K individuals across several ancestry groups yielded 3,514 SNVs (245 loci) with suggestive evidence of association (P < 1.0 x 10-5). In Stage 2, these SNVs were tested for independent external replication in ≈440K individuals across multiple ancestries. We identified and replicated (at Bonferroni correction threshold) five novel BP loci (380 SNVs in 21 genes) and 49 previously reported BP loci (2,159 SNVs in 109 genes) in European ancestry, and in multi-ancestry meta-analyses (P < 5.0 x 10-8). For African ancestry samples, we detected 18 potentially novel BP loci (P < 5.0 x 10-8) in Stage 1 that warrant further replication. Additionally, correlated meta-analysis identified eight novel BP loci (11 genes). Several genes in these loci (e.g., PINX1, GATA4, BLK, FTO and GABBR2) have been previously reported to be associated with alcohol consumption. These findings provide insights into the role of alcohol consumption in the genetic architecture of hypertension.
1 aFeitosa, Mary, F1 aKraja, Aldi, T1 aChasman, Daniel, I1 aSung, Yun, J1 aWinkler, Thomas, W1 aNtalla, Ioanna1 aGuo, Xiuqing1 aFranceschini, Nora1 aCheng, Ching-Yu1 aSim, Xueling1 aVojinovic, Dina1 aMarten, Jonathan1 aMusani, Solomon, K1 aLi, Changwei1 aBentley, Amy, R1 aBrown, Michael, R1 aSchwander, Karen1 aRichard, Melissa, A1 aNoordam, Raymond1 aAschard, Hugues1 aBartz, Traci, M1 aBielak, Lawrence, F1 aDorajoo, Rajkumar1 aFisher, Virginia1 aHartwig, Fernando, P1 aHorimoto, Andrea, R V R1 aLohman, Kurt, K1 aManning, Alisa, K1 aRankinen, Tuomo1 aSmith, Albert, V1 aTajuddin, Salman, M1 aWojczynski, Mary, K1 aAlver, Maris1 aBoissel, Mathilde1 aCai, Qiuyin1 aCampbell, Archie1 aChai, Jin, Fang1 aChen, Xu1 aDivers, Jasmin1 aGao, Chuan1 aGoel, Anuj1 aHagemeijer, Yanick1 aHarris, Sarah, E1 aHe, Meian1 aHsu, Fang-Chi1 aJackson, Anne, U1 aKähönen, Mika1 aKasturiratne, Anuradhani1 aKomulainen, Pirjo1 aKuhnel, Brigitte1 aLaguzzi, Federica1 aLuan, Jian'an1 aMatoba, Nana1 aNolte, Ilja, M1 aPadmanabhan, Sandosh1 aRiaz, Muhammad1 aRueedi, Rico1 aRobino, Antonietta1 aSaid, Abdullah1 aScott, Robert, A1 aSofer, Tamar1 aStančáková, Alena1 aTakeuchi, Fumihiko1 aTayo, Bamidele, O1 avan der Most, Peter, J1 aVarga, Tibor, V1 aVitart, Veronique1 aWang, Yajuan1 aWare, Erin, B1 aWarren, Helen, R1 aWeiss, Stefan1 aWen, Wanqing1 aYanek, Lisa, R1 aZhang, Weihua1 aZhao, Jing Hua1 aAfaq, Saima1 aAmin, Najaf1 aAmini, Marzyeh1 aArking, Dan, E1 aAung, Tin1 aBoerwinkle, Eric1 aBorecki, Ingrid1 aBroeckel, Ulrich1 aBrown, Morris1 aBrumat, Marco1 aBurke, Gregory, L1 aCanouil, Mickaël1 aChakravarti, Aravinda1 aCharumathi, Sabanayagam1 aChen, Yii-Der, Ida1 aConnell, John, M1 aCorrea, Adolfo1 aFuentes, Lisa, de Las1 ade Mutsert, Renée1 ade Silva, Janaka1 aDeng, Xuan1 aDing, Jingzhong1 aDuan, Qing1 aEaton, Charles, B1 aEhret, Georg1 aEppinga, Ruben, N1 aEvangelou, Evangelos1 aFaul, Jessica, D1 aFelix, Stephan, B1 aForouhi, Nita, G1 aForrester, Terrence1 aFranco, Oscar, H1 aFriedlander, Yechiel1 aGandin, Ilaria1 aGao, He1 aGhanbari, Mohsen1 aGigante, Bruna1 aGu, Charles1 aGu, Dongfeng1 aHagenaars, Saskia, P1 aHallmans, Göran1 aHarris, Tamara, B1 aHe, Jiang1 aHeikkinen, Sami1 aHeng, Chew-Kiat1 aHirata, Makoto1 aHoward, Barbara, V1 aIkram, Arfan, M1 aJohn, Ulrich1 aKatsuya, Tomohiro1 aKhor, Chiea, Chuen1 aKilpeläinen, Tuomas, O1 aKoh, Woon-Puay1 aKrieger, Jose, E1 aKritchevsky, Stephen, B1 aKubo, Michiaki1 aKuusisto, Johanna1 aLakka, Timo, A1 aLangefeld, Carl, D1 aLangenberg, Claudia1 aLauner, Lenore, J1 aLehne, Benjamin1 aLewis, Cora, E1 aLi, Yize1 aLin, Shiow1 aLiu, Jianjun1 aLiu, Jingmin1 aLoh, Marie1 aLouie, Tin1 aMägi, Reedik1 aMcKenzie, Colin, A1 aMeitinger, Thomas1 aMetspalu, Andres1 aMilaneschi, Yuri1 aMilani, Lili1 aMohlke, Karen, L1 aMomozawa, Yukihide1 aNalls, Mike, A1 aNelson, Christopher, P1 aSotoodehnia, Nona1 aNorris, Jill, M1 aO'Connell, Jeff, R1 aPalmer, Nicholette, D1 aPerls, Thomas1 aPedersen, Nancy, L1 aPeters, Annette1 aPeyser, Patricia, A1 aPoulter, Neil1 aRaffel, Leslie, J1 aRaitakari, Olli, T1 aRoll, Kathryn1 aRose, Lynda, M1 aRosendaal, Frits, R1 aRotter, Jerome, I1 aSchmidt, Carsten, O1 aSchreiner, Pamela, J1 aSchupf, Nicole1 aScott, William, R1 aSever, Peter, S1 aShi, Yuan1 aSidney, Stephen1 aSims, Mario1 aSitlani, Colleen, M1 aSmith, Jennifer, A1 aSnieder, Harold1 aStarr, John, M1 aStrauch, Konstantin1 aStringham, Heather, M1 aTan, Nicholas, Y Q1 aTang, Hua1 aTaylor, Kent, D1 aTeo, Yik, Ying1 aTham, Yih, Chung1 aTurner, Stephen, T1 aUitterlinden, André, G1 aVollenweider, Peter1 aWaldenberger, Melanie1 aWang, Lihua1 aWang, Ya, Xing1 aBin Wei, Wen1 aWilliams, Christine1 aYao, Jie1 aYu, Caizheng1 aYuan, Jian-Min1 aZhao, Wei1 aZonderman, Alan, B1 aBecker, Diane, M1 aBoehnke, Michael1 aBowden, Donald, W1 aChambers, John, C1 aDeary, Ian, J1 aEsko, Tõnu1 aFarrall, Martin1 aFranks, Paul, W1 aFreedman, Barry, I1 aFroguel, Philippe1 aGasparini, Paolo1 aGieger, Christian1 aJonas, Jost, Bruno1 aKamatani, Yoichiro1 aKato, Norihiro1 aKooner, Jaspal, S1 aKutalik, Zoltán1 aLaakso, Markku1 aLaurie, Cathy, C1 aLeander, Karin1 aLehtimäki, Terho1 aStudy, Lifelines, Cohort1 aMagnusson, Patrik, K E1 aOldehinkel, Albertine, J1 aPenninx, Brenda, W J H1 aPolasek, Ozren1 aPorteous, David, J1 aRauramaa, Rainer1 aSamani, Nilesh, J1 aScott, James1 aShu, Xiao-Ou1 aHarst, Pim1 aWagenknecht, Lynne, E1 aWareham, Nicholas, J1 aWatkins, Hugh1 aWeir, David, R1 aWickremasinghe, Ananda, R1 aWu, Tangchun1 aZheng, Wei1 aBouchard, Claude1 aChristensen, Kaare1 aEvans, Michele, K1 aGudnason, Vilmundur1 aHorta, Bernardo, L1 aKardia, Sharon, L R1 aLiu, Yongmei1 aPereira, Alexandre, C1 aPsaty, Bruce, M1 aRidker, Paul, M1 avan Dam, Rob, M1 aGauderman, James1 aZhu, Xiaofeng1 aMook-Kanamori, Dennis, O1 aFornage, Myriam1 aRotimi, Charles, N1 aCupples, Adrienne, L1 aKelly, Tanika, N1 aFox, Ervin, R1 aHayward, Caroline1 aDuijn, Cornelia, M1 aTai, Shyong, E1 aWong, Tien, Yin1 aKooperberg, Charles1 aPalmas, Walter1 aRice, Kenneth1 aMorrison, Alanna, C1 aElliott, Paul1 aCaulfield, Mark, J1 aMunroe, Patricia, B1 aRao, Dabeeru, C1 aProvince, Michael, A1 aLevy, Daniel1 aInterAct Consortium uhttps://chs-nhlbi.org/node/779210550nas a2203325 4500008004100000022001400041245010600055210006900161260001600230520134200246100002201588700002201610700002001632700001701652700002301669700001901692700002101711700001901732700001701751700002301768700002001791700001701811700002001828700002501848700002301873700001701896700002101913700002401934700002101958700002001979700002001999700002402019700001502043700002202058700002002080700002202100700002002122700002102142700002402163700002502187700002202212700001702234700002202251700002002273700001302293700001902306700001902325700001502344700001502359700002302374700002102397700002502418700001402443700002802457700001802485700002102503700002902524700002202553700002102575700002202596700001902618700001802637700002802655700001702683700001902700700001902719700001902738700001902757700002102776700001702797700002502814700002302839700002202862700002702884700002002911700001702931700001802948700001702966700001902983700001803002700001903020700001603039700001603055700001903071700001903090700001403109700002503123700002103148700002103169700002103190700002203211700002803233700002203261700002103283700001803304700002603322700002303348700002103371700002003392700002403412700001503436700002203451700002203473700002103495700002103516700002403537700002103561700002503582700002103607700002303628700001903651700002003670700001603690700002203706700002003728700002003748700001903768700002103787700002303808700002003831700002103851700001903872700002303891700002503914700002203939700002303961700002803984700001904012700002504031700001804056700002404074700002104098700002604119700001904145700002204164700001904186700002304205700002404228700002204252700002004274700002404294700001304318700002004331700001704351700001504368700001504383700001504398700001804413700002404431700002304455700002204478700002104500700002104521700001704542700002104559700002204580700002404602700001904626700002004645700002704665700002204692700002304714700002604737700001704763700002304780700002004803700002404823700001904847700001804866700002204884700002304906700002004929700001904949700002104968700002304989700002605012700001905038700001605057700002405073700002505097700002205122700001705144700001405161700002005175700001605195700002005211700002305231700002005254700001905274700002405293700001805317700002005335700001905355700002105374700002805395700002205423700002205445700002605467700001605493700001605509700001405525700001705539700002405556700002005580700002405600700001305624700001305637700001705650700001905667700001405686700002305700700002105723700002105744700002205765700002205787700001805809700001605827700002005843700002005863700002305883700002205906700002105928700002205949700002305971700002305994700001906017700002206036700001906058700001906077700002206096700002706118700002006145700002606165700002106191700002206212700001706234700001706251700001506268700002606283700001906309700002506328700001806353700001906371700003006390700001506420700001806435700001906453700002106472700002206493700002406515700001806539700001706557700002006574700002006594700002006614700002406634700001806658700002306676700002906699700002006728700002106748700001806769700002206787700002306809700001906832700002006851700001706871700002206888700002106910700002506931700002406956700001806980700002306998700002507021700002007046700002407066710002407090710007407114856003607188 2019 eng d a1476-625600aMulti-Ancestry Genome-Wide Association Study of Lipid Levels Incorporating Gene-Alcohol Interactions.0 aMultiAncestry GenomeWide Association Study of Lipid Levels Incor c2019 Jan 293 aAn individual's lipid profile is influenced by genetic variants and alcohol consumption, but the contribution of interactions between these exposures has not been studied. We therefore incorporated gene-alcohol interactions into a multi-ancestry genome-wide association study of levels of high-density lipoprotein cholesterol, low-density lipoprotein cholesterol, and triglycerides. We included 45 studies in Stage 1 (genome-wide discovery) and 66 studies in Stage 2 (focused follow-up), for a total of 394,584 individuals from five ancestry groups. Genetic main and interaction effects were jointly assessed by a 2 degrees of freedom (DF) test, and a 1 DF test was used to assess the interaction effects alone. Variants at 495 loci were at least suggestively associated (P < 1 × 10-6) with lipid levels in Stage 1 and were evaluated in Stage 2, followed by combined analyses of Stage 1 and Stage 2. In the combined analysis of Stage 1 and Stage 2, 147 independent loci were associated with lipid levels at P < 5 × 10-8 using 2 DF tests, of which 18 were novel. No genome-wide significant associations were found testing the interaction effect alone. The novel loci included several genes (PCSK5, VEGFB, and A1CF) with a putative role in lipid metabolism based on existing evidence from cellular and experimental models.
1 ade Vries, Paul, S1 aBrown, Michael, R1 aBentley, Amy, R1 aSung, Yun, J1 aWinkler, Thomas, W1 aNtalla, Ioanna1 aSchwander, Karen1 aKraja, Aldi, T1 aGuo, Xiuqing1 aFranceschini, Nora1 aCheng, Ching-Yu1 aSim, Xueling1 aVojinovic, Dina1 aHuffman, Jennifer, E1 aMusani, Solomon, K1 aLi, Changwei1 aFeitosa, Mary, F1 aRichard, Melissa, A1 aNoordam, Raymond1 aAschard, Hugues1 aBartz, Traci, M1 aBielak, Lawrence, F1 aDeng, Xuan1 aDorajoo, Rajkumar1 aLohman, Kurt, K1 aManning, Alisa, K1 aRankinen, Tuomo1 aSmith, Albert, V1 aTajuddin, Salman, M1 aEvangelou, Evangelos1 aGraff, Mariaelisa1 aAlver, Maris1 aBoissel, Mathilde1 aChai, Jin, Fang1 aChen, Xu1 aDivers, Jasmin1 aGandin, Ilaria1 aGao, Chuan1 aGoel, Anuj1 aHagemeijer, Yanick1 aHarris, Sarah, E1 aHartwig, Fernando, P1 aHe, Meian1 aHorimoto, Andrea, R V R1 aHsu, Fang-Chi1 aJackson, Anne, U1 aKasturiratne, Anuradhani1 aKomulainen, Pirjo1 aKuhnel, Brigitte1 aLaguzzi, Federica1 aLee, Joseph, H1 aLuan, Jian'an1 aLyytikäinen, Leo-Pekka1 aMatoba, Nana1 aNolte, Ilja, M1 aPietzner, Maik1 aRiaz, Muhammad1 aSaid, Abdullah1 aScott, Robert, A1 aSofer, Tamar1 aStančáková, Alena1 aTakeuchi, Fumihiko1 aTayo, Bamidele, O1 avan der Most, Peter, J1 aVarga, Tibor, V1 aWang, Yajuan1 aWare, Erin, B1 aWen, Wanqing1 aYanek, Lisa, R1 aZhang, Weihua1 aZhao, Jing Hua1 aAfaq, Saima1 aAmin, Najaf1 aAmini, Marzyeh1 aArking, Dan, E1 aAung, Tin1 aBallantyne, Christie1 aBoerwinkle, Eric1 aBroeckel, Ulrich1 aCampbell, Archie1 aCanouil, Mickaël1 aCharumathi, Sabanayagam1 aChen, Yii-Der Ida1 aConnell, John, M1 ade Faire, Ulf1 aFuentes, Lisa, de Las1 ade Mutsert, Renée1 ade Silva, Janaka1 aDing, Jingzhong1 aDominiczak, Anna, F1 aDuan, Qing1 aEaton, Charles, B1 aEppinga, Ruben, N1 aFaul, Jessica, D1 aFisher, Virginia1 aForrester, Terrence1 aFranco, Oscar, H1 aFriedlander, Yechiel1 aGhanbari, Mohsen1 aGiulianini, Franco1 aGrabe, Hans, J1 aGrove, Megan, L1 aGu, Charles1 aHarris, Tamara, B1 aHeikkinen, Sami1 aHeng, Chew-Kiat1 aHirata, Makoto1 aHixson, James, E1 aHoward, Barbara, V1 aIkram, Arfan, M1 aJacobs, David, R1 aJohnson, Craig1 aJonas, Jost, Bruno1 aKammerer, Candace, M1 aKatsuya, Tomohiro1 aKhor, Chiea, Chuen1 aKilpeläinen, Tuomas, O1 aKoh, Woon-Puay1 aKoistinen, Heikki, A1 aKolcic, Ivana1 aKooperberg, Charles1 aKrieger, Jose, E1 aKritchevsky, Steve, B1 aKubo, Michiaki1 aKuusisto, Johanna1 aLakka, Timo, A1 aLangefeld, Carl, D1 aLangenberg, Claudia1 aLauner, Lenore, J1 aLehne, Benjamin1 aLemaitre, Rozenn, N1 aLi, Yize1 aLiang, Jingjing1 aLiu, Jianjun1 aLiu, Kiang1 aLoh, Marie1 aLouie, Tin1 aMägi, Reedik1 aManichaikul, Ani, W1 aMcKenzie, Colin, A1 aMeitinger, Thomas1 aMetspalu, Andres1 aMilaneschi, Yuri1 aMilani, Lili1 aMohlke, Karen, L1 aMosley, Thomas, H1 aMukamal, Kenneth, J1 aNalls, Mike, A1 aNauck, Matthias1 aNelson, Christopher, P1 aSotoodehnia, Nona1 aO'Connell, Jeff, R1 aPalmer, Nicholette, D1 aPazoki, Raha1 aPedersen, Nancy, L1 aPeters, Annette1 aPeyser, Patricia, A1 aPolasek, Ozren1 aPoulter, Neil1 aRaffel, Leslie, J1 aRaitakari, Olli, T1 aReiner, Alex, P1 aRice, Treva, K1 aRich, Stephen, S1 aRobino, Antonietta1 aRobinson, Jennifer, G1 aRose, Lynda, M1 aRudan, Igor1 aSchmidt, Carsten, O1 aSchreiner, Pamela, J1 aScott, William, R1 aSever, Peter1 aShi, Yuan1 aSidney, Stephen1 aSims, Mario1 aSmith, Blair, H1 aSmith, Jennifer, A1 aSnieder, Harold1 aStarr, John, M1 aStrauch, Konstantin1 aTan, Nicholas1 aTaylor, Kent, D1 aTeo, Yik, Ying1 aTham, Yih, Chung1 aUitterlinden, André, G1 avan Heemst, Diana1 aVuckovic, Dragana1 aWaldenberger, Melanie1 aWang, Lihua1 aWang, Yujie1 aWang, Zhe1 aBin Wei, Wen1 aWilliams, Christine1 aWilson, Gregory1 aWojczynski, Mary, K1 aYao, Jie1 aYu, Bing1 aYu, Caizheng1 aYuan, Jian-Min1 aZhao, Wei1 aZonderman, Alan, B1 aBecker, Diane, M1 aBoehnke, Michael1 aBowden, Donald, W1 aChambers, John, C1 aDeary, Ian, J1 aEsko, Tõnu1 aFarrall, Martin1 aFranks, Paul, W1 aFreedman, Barry, I1 aFroguel, Philippe1 aGasparini, Paolo1 aGieger, Christian1 aHorta, Bernardo, L1 aKamatani, Yoichiro1 aKato, Norihiro1 aKooner, Jaspal, S1 aLaakso, Markku1 aLeander, Karin1 aLehtimäki, Terho1 aMagnusson, Patrik, K E1 aPenninx, Brenda1 aPereira, Alexandre, C1 aRauramaa, Rainer1 aSamani, Nilesh, J1 aScott, James1 aShu, Xiao-Ou1 aHarst, Pim1 aWagenknecht, Lynne, E1 aWang, Ya, Xing1 aWareham, Nicholas, J1 aWatkins, Hugh1 aWeir, David, R1 aWickremasinghe, Ananda, R1 aZheng, Wei1 aElliott, Paul1 aNorth, Kari, E1 aBouchard, Claude1 aEvans, Michele, K1 aGudnason, Vilmundur1 aLiu, Ching-Ti1 aLiu, Yongmei1 aPsaty, Bruce, M1 aRidker, Paul, M1 avan Dam, Rob, M1 aKardia, Sharon, L R1 aZhu, Xiaofeng1 aRotimi, Charles, N1 aMook-Kanamori, Dennis, O1 aFornage, Myriam1 aKelly, Tanika, N1 aFox, Ervin, R1 aHayward, Caroline1 aDuijn, Cornelia, M1 aTai, Shyong, E1 aWong, Tien, Yin1 aLiu, Jingmin1 aRotter, Jerome, I1 aGauderman, James1 aProvince, Michael, A1 aMunroe, Patricia, B1 aRice, Kenneth1 aChasman, Daniel, I1 aCupples, Adrienne, L1 aRao, Dabeeru, C1 aMorrison, Alanna, C1 aInterAct Consortium1 aLifelines Cohort, Groningen, The Netherlands (Lifelines Cohort Study) uhttps://chs-nhlbi.org/node/797009368nas a2202785 4500008004100000022001400041245012700055210006900182260001600251520166300267100002601930700001801956700002101974700002001995700002102015700002102036700002002057700002202077700001702099700001902116700002302135700002002158700002002178700002402198700002102222700002002243700002202263700002502285700002302310700001702333700002002350700001702370700002102387700002302408700001902431700002002450700002102470700001702491700002102508700002402529700002202553700002002575700002102595700001502616700001702631700002202648700001902670700001302689700002302702700001902725700002502744700001502769700002102784700002102805700001402826700001802840700002102858700002202879700001602901700002802917700001902945700001902964700002102983700001903004700001703023700001703040700002003057700001703077700002303094700001803117700001803135700001803153700001903171700001603190700001903206700002103225700001903246700002103265700002303286700002103309700001803330700001903348700002403367700002203391700001903413700002203432700002403454700001803478700002103496700002203517700002403539700002103563700002103584700002403605700001803629700002503647700001203672700001903684700002303703700002103726700001703747700002203764700001403786700002003800700002003820700001703840700002003857700002503877700002003902700002003922700002303942700002803965700001903993700002204012700001904034700001804053700002304071700001304094700002004107700002404127700001804151700001704169700002004186700001804206700002304224700002204247700002104269700002104290700001704311700002904328700001904357700002704376700002004403700002004423700002204443700002504465700002604490700002304516700001804539700002004557700002304577700002404600700001904624700002304643700002204666700001904688700002204707700001604729700003004745700002804775700002504803700002504828700002204853700002304875700001604898700002404914700002304938700001904961700002404980700002205004700002205026700002105048700002805069700002205097700002405119700002605143700001605169700001805185700001805203700001905221700001705240700001305257700001305270700001705283700001905300700001405319700002305333700002105356700002205377700001805399700001805417700001605435700002305451700002205474700002105496700002205517700002305539700002505562700001905587700001905606700001905625700002205644700002705666700002505693700002705718700002205745700001505767700002605782700001705808700001505825700001805840700002105858700002305879700001905902700002205921700002405943700002205967700002305989700002106012700002806033700001706061700002206078700001806100700002506118700002006143700002006163700002306183700001906206700002006225700002306245700002006268700001806288700002106306700002406327700001906351700002406370700002306394700001806417700002406435700002006459700002006479700002006499710002706519856003606546 2020 eng d a1476-557800aGene-educational attainment interactions in a multi-ancestry genome-wide meta-analysis identify novel blood pressure loci.0 aGeneeducational attainment interactions in a multiancestry genom c2020 May 053 aEducational attainment is widely used as a surrogate for socioeconomic status (SES). Low SES is a risk factor for hypertension and high blood pressure (BP). To identify novel BP loci, we performed multi-ancestry meta-analyses accounting for gene-educational attainment interactions using two variables, "Some College" (yes/no) and "Graduated College" (yes/no). Interactions were evaluated using both a 1 degree of freedom (DF) interaction term and a 2DF joint test of genetic and interaction effects. Analyses were performed for systolic BP, diastolic BP, mean arterial pressure, and pulse pressure. We pursued genome-wide interrogation in Stage 1 studies (N = 117 438) and follow-up on promising variants in Stage 2 studies (N = 293 787) in five ancestry groups. Through combined meta-analyses of Stages 1 and 2, we identified 84 known and 18 novel BP loci at genome-wide significance level (P < 5 × 10). Two novel loci were identified based on the 1DF test of interaction with educational attainment, while the remaining 16 loci were identified through the 2DF joint test of genetic and interaction effects. Ten novel loci were identified in individuals of African ancestry. Several novel loci show strong biological plausibility since they involve physiologic systems implicated in BP regulation. They include genes involved in the central nervous system-adrenal signaling axis (ZDHHC17, CADPS, PIK3C2G), vascular structure and function (GNB3, CDON), and renal function (HAS2 and HAS2-AS1, SLIT3). Collectively, these findings suggest a role of educational attainment or SES in further dissection of the genetic architecture of BP.
1 aFuentes, Lisa, de Las1 aSung, Yun, Ju1 aNoordam, Raymond1 aWinkler, Thomas1 aFeitosa, Mary, F1 aSchwander, Karen1 aBentley, Amy, R1 aBrown, Michael, R1 aGuo, Xiuqing1 aManning, Alisa1 aChasman, Daniel, I1 aAschard, Hugues1 aBartz, Traci, M1 aBielak, Lawrence, F1 aCampbell, Archie1 aCheng, Ching-Yu1 aDorajoo, Rajkumar1 aHartwig, Fernando, P1 aHorimoto, A, R V R1 aLi, Changwei1 aLi-Gao, Ruifang1 aLiu, Yongmei1 aMarten, Jonathan1 aMusani, Solomon, K1 aNtalla, Ioanna1 aRankinen, Tuomo1 aRichard, Melissa1 aSim, Xueling1 aSmith, Albert, V1 aTajuddin, Salman, M1 aTayo, Bamidele, O1 aVojinovic, Dina1 aWarren, Helen, R1 aXuan, Deng1 aAlver, Maris1 aBoissel, Mathilde1 aChai, Jin-Fang1 aChen, Xu1 aChristensen, Kaare1 aDivers, Jasmin1 aEvangelou, Evangelos1 aGao, Chuan1 aGirotto, Giorgia1 aHarris, Sarah, E1 aHe, Meian1 aHsu, Fang-Chi1 aKuhnel, Brigitte1 aLaguzzi, Federica1 aLi, Xiaoyin1 aLyytikäinen, Leo-Pekka1 aNolte, Ilja, M1 aPoveda, Alaitz1 aRauramaa, Rainer1 aRiaz, Muhammad1 aRueedi, Rico1 aShu, Xiao-Ou1 aSnieder, Harold1 aSofer, Tamar1 aTakeuchi, Fumihiko1 aVerweij, Niek1 aWare, Erin, B1 aWeiss, Stefan1 aYanek, Lisa, R1 aAmin, Najaf1 aArking, Dan, E1 aArnett, Donna, K1 aBergmann, Sven1 aBoerwinkle, Eric1 aBrody, Jennifer, A1 aBroeckel, Ulrich1 aBrumat, Marco1 aBurke, Gregory1 aCabrera, Claudia, P1 aCanouil, Mickaël1 aChee, Miao, Li1 aChen, Yii-Der Ida1 aCocca, Massimiliano1 aConnell, John1 ade Silva, Janaka1 ade Vries, Paul, S1 aEiriksdottir, Gudny1 aFaul, Jessica, D1 aFisher, Virginia1 aForrester, Terrence1 aFox, Ervin, F1 aFriedlander, Yechiel1 aGao, He1 aGigante, Bruna1 aGiulianini, Franco1 aGu, Chi, Charles1 aGu, Dongfeng1 aHarris, Tamara, B1 aHe, Jiang1 aHeikkinen, Sami1 aHeng, Chew-Kiat1 aHunt, Steven1 aIkram, Arfan, M1 aIrvin, Marguerite, R1 aKähönen, Mika1 aKavousi, Maryam1 aKhor, Chiea, Chuen1 aKilpeläinen, Tuomas, O1 aKoh, Woon-Puay1 aKomulainen, Pirjo1 aKraja, Aldi, T1 aKrieger, J, E1 aLangefeld, Carl, D1 aLi, Yize1 aLiang, Jingjing1 aLiewald, David, C M1 aLiu, Ching-Ti1 aLiu, Jianjun1 aLohman, Kurt, K1 aMägi, Reedik1 aMcKenzie, Colin, A1 aMeitinger, Thomas1 aMetspalu, Andres1 aMilaneschi, Yuri1 aMilani, Lili1 aMook-Kanamori, Dennis, O1 aNalls, Mike, A1 aNelson, Christopher, P1 aNorris, Jill, M1 aO'Connell, Jeff1 aOgunniyi, Adesola1 aPadmanabhan, Sandosh1 aPalmer, Nicholette, D1 aPedersen, Nancy, L1 aPerls, Thomas1 aPeters, Annette1 aPetersmann, Astrid1 aPeyser, Patricia, A1 aPolasek, Ozren1 aPorteous, David, J1 aRaffel, Leslie, J1 aRice, Treva, K1 aRotter, Jerome, I1 aRudan, Igor1 aRueda-Ochoa, Oscar-Leonel1 aSabanayagam, Charumathi1 aSalako, Babatunde, L1 aSchreiner, Pamela, J1 aShikany, James, M1 aSidney, Stephen, S1 aSims, Mario1 aSitlani, Colleen, M1 aSmith, Jennifer, A1 aStarr, John, M1 aStrauch, Konstantin1 aSwertz, Morris, A1 aTeumer, Alexander1 aTham, Yih, Chung1 aUitterlinden, André, G1 aVaidya, Dhananjay1 avan der Ende, Yldau1 aWaldenberger, Melanie1 aWang, Lihua1 aWang, Ya-Xing1 aBin Wei, Wen-1 aWeir, David, R1 aWen, Wanqing1 aYao, Jie1 aYu, Bing1 aYu, Caizheng1 aYuan, Jian-Min1 aZhao, Wei1 aZonderman, Alan, B1 aBecker, Diane, M1 aBowden, Donald, W1 aDeary, Ian, J1 aDörr, Marcus1 aEsko, Tõnu1 aFreedman, Barry, I1 aFroguel, Philippe1 aGasparini, Paolo1 aGieger, Christian1 aJonas, Jost, Bruno1 aKammerer, Candace, M1 aKato, Norihiro1 aLakka, Timo, A1 aLeander, Karin1 aLehtimäki, Terho1 aMagnusson, Patrik, K E1 aMarques-Vidal, Pedro1 aPenninx, Brenda, W J H1 aSamani, Nilesh, J1 aHarst, Pim1 aWagenknecht, Lynne, E1 aWu, Tangchun1 aZheng, Wei1 aZhu, Xiaofeng1 aBouchard, Claude1 aCooper, Richard, S1 aCorrea, Adolfo1 aEvans, Michele, K1 aGudnason, Vilmundur1 aHayward, Caroline1 aHorta, Bernardo, L1 aKelly, Tanika, N1 aKritchevsky, Stephen, B1 aLevy, Daniel1 aPalmas, Walter, R1 aPereira, A, C1 aProvince, Michael, M1 aPsaty, Bruce, M1 aRidker, Paul, M1 aRotimi, Charles, N1 aTai, Shyong, E1 avan Dam, Rob, M1 aDuijn, Cornelia, M1 aWong, Tien, Yin1 aRice, Kenneth1 aGauderman, James1 aMorrison, Alanna, C1 aNorth, Kari, E1 aKardia, Sharon, L R1 aCaulfield, Mark, J1 aElliott, Paul1 aMunroe, Patricia, B1 aFranks, Paul, W1 aRao, Dabeeru, C1 aFornage, Myriam1 aLifeLines Cohort Study uhttps://chs-nhlbi.org/node/838106260nas a2201741 4500008004100000022001400041245015100055210006900206260001600275490000600291520132000297100001601617700002101633700002301654700001801677700002301695700002101718700002001739700001701759700002801776700002001804700002001824700002001844700002401864700002201888700002601910700002501936700002801961700001701989700002202006700002102028700002102049700002102070700002102091700002802112700001902140700002102159700002702180700001602207700001802223700001802241700001702259700001902276700001902295700002102314700001502335700002102350700002102371700002602392700002202418700002502440700002502465700002602490700002302516700002202539700002502561700002202586700001802608700002102626700002202647700002002669700002502689700001602714700002202730700002802752700002002780700002002800700001802820700001902838700002302857700002202880700002202902700002102924700001702945700001702962700001702979700002302996700002003019700002203039700002103061700002303082700002203105700002003127700002403147700002603171700002203197700002003219700001803239700002603257700002403283700002903307700002503336700002203361700002203383700001703405700002003422700001603442700002303458700002203481700002403503700001903527700001703546700002803563700002303591700002603614700001803640700001803658700002003676700001503696700001303711700001803724700001403742700001803756700002303774700002103797700001803818700002203836700001903858700002203877700001903899700002903918700002703947700002003974700001803994700001904012700001504031700002204046700002104068700002404089700002304113700001804136700002904154700002404183700002604207700002004233700001604253700001804269700002404287700001704311700001804328700002204346700002404368700002304392700002004415700002004435710002704455856003604482 2021 eng d a2666-247700aMulti-Ancestry Genome-wide Association Study Accounting for Gene-Psychosocial Factor Interactions Identifies Novel Loci for Blood Pressure Traits.0 aMultiAncestry Genomewide Association Study Accounting for GenePs c2021 Jan 140 v23 aPsychological and social factors are known to influence blood pressure (BP) and risk of hypertension and associated cardiovascular diseases. To identify novel BP loci, we carried out genome-wide association meta-analyses of systolic, diastolic, pulse, and mean arterial BP taking into account the interaction effects of genetic variants with three psychosocial factors: depressive symptoms, anxiety symptoms, and social support. Analyses were performed using a two-stage design in a sample of up to 128,894 adults from 5 ancestry groups. In the combined meta-analyses of Stages 1 and 2, we identified 59 loci (p value <5e-8), including nine novel BP loci. The novel associations were observed mostly with pulse pressure, with fewer observed with mean arterial pressure. Five novel loci were identified in African ancestry, and all but one showed patterns of interaction with at least one psychosocial factor. Functional annotation of the novel loci supports a major role for genes implicated in the immune response (), synaptic function and neurotransmission (), as well as genes previously implicated in neuropsychiatric or stress-related disorders (). These findings underscore the importance of considering psychological and social factors in gene discovery for BP, especially in non-European populations.
1 aSun, Daokun1 aRichard, Melissa1 aMusani, Solomon, K1 aSung, Yun, Ju1 aWinkler, Thomas, W1 aSchwander, Karen1 aChai, Jin, Fang1 aGuo, Xiuqing1 aKilpeläinen, Tuomas, O1 aVojinovic, Dina1 aAschard, Hugues1 aBartz, Traci, M1 aBielak, Lawrence, F1 aBrown, Michael, R1 aChitrala, Kumaraswamy1 aHartwig, Fernando, P1 aHorimoto, Andrea, R V R1 aLiu, Yongmei1 aManning, Alisa, K1 aNoordam, Raymond1 aSmith, Albert, V1 aHarris, Sarah, E1 aKuhnel, Brigitte1 aLyytikäinen, Leo-Pekka1 aNolte, Ilja, M1 aRauramaa, Rainer1 avan der Most, Peter, J1 aWang, Rujia1 aWare, Erin, B1 aWeiss, Stefan1 aWen, Wanqing1 aYanek, Lisa, R1 aArking, Dan, E1 aArnett, Donna, K1 aBarac, Ana1 aBoerwinkle, Eric1 aBroeckel, Ulrich1 aChakravarti, Aravinda1 aChen, Yii-Der Ida1 aCupples, Adrienne, L1 aDavigulus, Martha, L1 aFuentes, Lisa, de Las1 ade Mutsert, Renée1 ade Vries, Paul, S1 aDelaney, Joseph, A C1 aRoux, Ana, V Diez1 aDörr, Marcus1 aFaul, Jessica, D1 aFretts, Amanda, M1 aGallo, Linda, C1 aGrabe, Hans, Jörgen1 aGu, Charles1 aHarris, Tamara, B1 aHartman, Catharina, C A1 aHeikkinen, Sami1 aIkram, Arfan, M1 aIsasi, Carmen1 aJohnson, Craig1 aJonas, Jost, Bruno1 aKaplan, Robert, C1 aKomulainen, Pirjo1 aKrieger, Jose, E1 aLevy, Daniel1 aLiu, Jianjun1 aLohman, Kurt1 aLuik, Annemarie, I1 aMartin, Lisa, W1 aMeitinger, Thomas1 aMilaneschi, Yuri1 aO'Connell, Jeff, R1 aPalmas, Walter, R1 aPeters, Annette1 aPeyser, Patricia, A1 aPulkki-Råback, Laura1 aRaffel, Leslie, J1 aReiner, Alex, P1 aRice, Kenneth1 aRobinson, Jennifer, G1 aRosendaal, Frits, R1 aSchmidt, Carsten, Oliver1 aSchreiner, Pamela, J1 aSchwettmann, Lars1 aShikany, James, M1 aShu, Xiao-Ou1 aSidney, Stephen1 aSims, Mario1 aSmith, Jennifer, A1 aSotoodehnia, Nona1 aStrauch, Konstantin1 aTai, Shyong, E1 aTaylor, Kent1 aUitterlinden, André, G1 aDuijn, Cornelia, M1 aWaldenberger, Melanie1 aWee, Hwee-Lin1 aBin Wei, Wen-1 aWilson, Gregory1 aXuan, Deng1 aYao, Jie1 aZeng, Donglin1 aZhao, Wei1 aZhu, Xiaofeng1 aZonderman, Alan, B1 aBecker, Diane, M1 aDeary, Ian, J1 aGieger, Christian1 aLakka, Timo, A1 aLehtimäki, Terho1 aNorth, Kari, E1 aOldehinkel, Albertine, J1 aPenninx, Brenda, W J H1 aSnieder, Harold1 aWang, Ya-Xing1 aWeir, David, R1 aZheng, Wei1 aEvans, Michele, K1 aGauderman, James1 aGudnason, Vilmundur1 aHorta, Bernardo, L1 aLiu, Ching-Ti1 aMook-Kanamori, Dennis, O1 aMorrison, Alanna, C1 aPereira, Alexandre, C1 aPsaty, Bruce, M1 aAmin, Najaf1 aFox, Ervin, R1 aKooperberg, Charles1 aSim, Xueling1 aBierut, Laura1 aRotter, Jerome, I1 aKardia, Sharon, L R1 aFranceschini, Nora1 aRao, Dabeeru, C1 aFornage, Myriam1 aLifeLines Cohort Study uhttps://chs-nhlbi.org/node/900513363nas a2204429 4500008004100000022001400041245012700055210006900182260001300251300001200264490000700276520118600283653003001469653001401499653003801513653003401551653001101585653003601596653001701632100002001649700002801669700001801697700001901715700002101734700002401755700001701779700001801796700001701814700002001831700002201851700002301873700001901896700001901915700001901934700002301953700002101976700001501997700001702012700001802029700002702047700003102074700001502105700001702120700002302137700002302160700001502183700001702198700001602215700002402231700002102255700001802276700002702294700002202321700001902343700002202362700001302384700002402397700002102421700001402442700003202456700001902488700001502507700001802522700002202540700001302562700001702575700002102592700002102613700002202634700002002656700002002676700001702696700001402713700001402727700001802741700001702759700002102776700002002797700002202817700002602839700002202865700002302887700002102910700002302931700001802954700001902972700001802991700002303009700002103032700002503053700001303078700001903091700002103110700001903131700001603150700001903166700002203185700002003207700002303227700003103250700002003281700002003301700001903321700001603340700002303356700002103379700002303400700002203423700002403445700002203469700002303491700002003514700001803534700001303552700002003565700002103585700002003606700002103626700001803647700001903665700002103684700002203705700002403727700002103751700001403772700001503786700002103801700002103822700002103843700002203864700002003886700002003906700001403926700002003940700002103960700002503981700002304006700002704029700002004056700002504076700002604101700003604127700003904163700002204202700002504224700001804249700001704267700001204284700002204296700001504318700002604333700002204359700002404381700001704405700001804422700001504440700001704455700002104472700001804493700002104511700002704532700002204559700002304581700001804604700001704622700002104639700001804660700001904678700002504697700002304722700002304745700002204768700002904790700002204819700002204841700002404863700002104887700001704908700002204925700002504947700001804972700002204990700002205012700002405034700002205058700001805080700002105098700002005119700002005139700001705159700001505176700001205191700002005203700002005223700002505243700002105268700001805289700001705307700001905324700001505343700001805358700001905376700001205395700001205407700002305419700002205442700001905464700002205483700002105505700002205526700002405548700002105572700002205593700001505615700002605630700001905656700002005675700001905695700002105714700002105735700002005756700002105776700002105797700001805818700002305836700003105859700002505890700001905915700001905934700001805953700002805971700001805999700001806017700001906035700002606054700002306080700002306103700001606126700002006142700002006162700002306182700001806205700002506223700002306248700002406271700001606295700002306311700002006334700002106354700002506375700002806400700002106428700002106449700001806470700002306488700002406511700002106535700002906556700002006585700002406605700001706629700002306646700002606669700002106695700002106716700003006737700002106767700002106788700002806809700001806837700002406855700001606879700002006895700001606915700001906931700001706950700001706967700001506984700002206999700001907021700001307040700001907053700001907072700001507091700002507106700002007131700002407151700002007175700002307195700002007218700001807238700002307256700002107279700002207300700001707322700002407339700002207363700002107385700002407406700002107430700002107451700002207472700002207494700002107516700002107537700002407558700001807582700002007600700002007620700001907640700001607659700002907675700002407704700002407728700002507752700002107777700002207798700001907820700002207839700001707861700002007878700001907898700001707917700002707934700002107961700002007982700002408002700001908026700001808045700001908063700001908082700001908101700001908120700001908139700002308158700001508181700002208196700002208218700002008240700001908260700002708279700002008306700002108326700001908347700001908366700001808385700002408403700002508427700001708452700002208469700001708491700002208508700002208530700002108552700002008573700001808593700002108611700002008632700002108652700001908673700002208692700002308714700002208737700001708759700002108776700002208797700002208819700002208841710001208863710002208875856003608897 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/910413865nas a2204393 4500008004100000245014900041210006900190260001600259520157500275100001601850700003201866700002201898700002101920700001801941700001901959700001701978700002701995700002102022700001802043700002202061700002002083700002002103700002002123700002302143700002102166700002202187700002302209700001502232700001702247700001502264700001702279700001802296700001302314700002002327700002202347700002302369700001502392700001602407700002402423700001902447700002102466700001902487700001802506700001302524700001902537700002202556700001902578700002402597700002102621700001402642700002502656700001802681700001702699700002102716700002102737700002202758700002002780700002002800700001902820700001702839700001402856700001402870700001802884700002602902700002102928700002002949700002202969700002602991700002203017700002303039700002303062700001803085700001903103700001803122700002303140700002203163700001303185700001903198700002103217700001903238700001603257700002203273700002203295700001703317700001603334700002003350700002303370700003103393700002803424700002003452700001903472700002303491700002103514700002403535700002303559700002503582700002203607700002303629700002003652700001803672700001303690700002003703700002103723700002003744700002103764700001803785700001703803700001903820700002103839700002203860700002403882700002103906700001403927700001503941700002103956700002103977700002103998700002204019700002004041700002004061700001404081700002104095700002504116700002304141700002004164700002504184700002604209700003604235700003904271700002504310700001704335700002204352700002204374700001504396700002604411700002204437700002204459700002404481700001704505700001804522700001504540700001704555700002104572700001804593700002104611700002704632700002204659700002304681700001804704700001704722700002104739700001804760700001904778700002304797700002204820700002904842700002204871700002204893700002404915700002104939700001704960700002204977700002504999700001805024700002405042700002205066700001805088700002105106700002005127700002005147700002005167700001705187700001505204700001205219700002005231700002005251700002505271700002105296700001805317700001705335700001905352700001505371700001805386700001905404700001205423700001205435700002005447700002305467700001705490700002205507700002705529700002005556700002205576700002105598700001305619700002205632700002105654700002205675700001505697700001905712700002005731700001905751700002105770700001805791700001305809700002105822700002005843700002105863700002605884700002105910700001805931700003105949700002505980700001906005700001906024700001906043700002806062700001806090700002506108700001906133700002606152700002306178700001706201700001606218700002006234700002206254700002306276700001806299700002506317700003206342700002306374700002406397700002006421700002106441700002806462700002106490700001706511700001806528700002306546700002406569700002106593700002906614700002006643700002406663700001706687700002606704700002106730700003006751700002106781700002106802700002806823700001806851700002206869700002006891700001606911700001906927700001706946700002506963700001706988700001507005700002807020700002807048700003207076700002307108700002207131700001907153700001307172700001907185700001907204700001507223700002507238700002007263700002007283700002007303700002307323700002007346700001807366700002307384700002107407700002207428700001707450700002207467700002407489700002407513700002107537700002107558700002307579700002207602700002107624700002107645700001807666700002007684700002007704700001907724700002907743700002207772700002407794700002407818700002507842700002107867700002207888700001907910700002207929700001707951700002007968700001907988700001708007700002208024700002108046700002708067700002108094700002008115700002108135700001808156700001908174700001908193700001908212700001908231700001908250700002208269700002308291700002208314700002408336700001508360700001908375700002108394700001908415700001908434700002508453700001708478700001708495700002208512700002208534700002108556700002208577700002108599700002408620700002708644700002008671700002008691700002108711700002408732700002408756700001808780700002108798700002408819700002208843700002208865700001908887700001708906700002308923700002008946700002008966700002208986700002009008700002009028700002809048700002309076700002109099700002209120700002309142700002409165700002209189700002409211710007009235710005509305710007509360856003609435 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 4500008004100000022001400041245007300055210006900128260001600197520170400213100001601917700003201933700002201965700002101987700001802008700001902026700001702045700002702062700002602089700002202115700002102137700001802158700002302176700002002199700002002219700002002239700002302259700002102282700002202303700002302325700001502348700001702363700001502380700001702395700001802412700001302430700002002443700002202463700002302485700001502508700001602523700002402539700001902563700002102582700001902603700001802622700001302640700001902653700002202672700001902694700002402713700002102737700001402758700002502772700001802797700001702815700002102832700002102853700002202874700002002896700002002916700001902936700001702955700001402972700001402986700001803000700002603018700002103044700002003065700002203085700002603107700002203133700002303155700002303178700001803201700001903219700001803238700002303256700002203279700001303301700001903314700002103333700001903354700001603373700002203389700002203411700001703433700001603450700002603466700002003492700002303512700003103535700002803566700002003594700001903614700002303633700002103656700002403677700002303701700002503724700002203749700002303771700002003794700001803814700001303832700002003845700002103865700002003886700002103906700001803927700001703945700001903962700002103981700002204002700002404024700002104048700001404069700001504083700002104098700002104119700002104140700002204161700002004183700002004203700001404223700002104237700002504258700002304283700002004306700002504326700002604351700003604377700003904413700002504452700001704477700002204494700002204516700001904538700001504557700002604572700002204598700002204620700002404642700001704666700001804683700001504701700001704716700002104733700001804754700002104772700002704793700002204820700002304842700001804865700001704883700002104900700001804921700001904939700002304958700002504981700002205006700002905028700002205057700002205079700002405101700002105125700001705146700002205163700002505185700001805210700002405228700002205252700001805274700002105292700002005313700002005333700002005353700001705373700001505390700001205405700002005417700002005437700002505457700002105482700001805503700001705521700001905538700001505557700001805572700001905590700001205609700001205621700002005633700002305653700001705676700002205693700002705715700002005742700002205762700001905784700002105803700001305824700002205837700002105859700002105880700002205901700001505923700001905938700002005957700001905977700002105996700001806017700001306035700002106048700002006069700002106089700002606110700002106136700001806157700003106175700002506206700001906231700001906250700001906269700002806288700001806316700002506334700001906359700002606378700002306404700001706427700001606444700002006460700002206480700002306502700001806525700002506543700003206568700002306600700002406623700002006647700002106667700002806688700002106716700001706737700001806754700002306772700002406795700002106819700002906840700002006869700002406889700001706913700002606930700002106956700003006977700002107007700002107028700002807049700001807077700002207095700002007117700001607137700001907153700001707172700002507189700001707214700001507231700002207246700001907268700001307287700001907300700001907319700001507338700002507353700002007378700002007398700002007418700002307438700002007461700001807481700002307499700002107522700002207543700001707565700002207582700002407604700002407628700002107652700002107673700002307694700002207717700002107739700002107760700001807781700002007799700002007819700001907839700002907858700002207887700002407909700002407933700002507957700002107982700002208003700001908025700002208044700001708066700002008083700001908103700001708122700002208139700002108161700002708182700002108209700002008230700002108250700001808271700001908289700001908308700001908327700001908346700001908365700002208384700002308406700002208429700002408451700001508475700001908490700002108509700001908530700001908549700002508568700001708593700001708610700002208627700002208649700002108671700001908692700002208711700002108733700002408754700002708778700002008805700002008825700002108845700002408866700002408890700001808914700002508932700002308957700002308980700001709003700002109020700002409041700002209065700002209087700001909109700001709128700002309145700002009168700002009188700002209208700002009230700002009250700002809270700002309298700002109321700002209342700002309364700002409387700002209411700002409433710003109457856003609488 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