05818nas a2201705 4500008004100000022001400041245009600055210006900151260001600220300001100236490000700247520107200254100002201326700002301348700002501371700002001396700002501416700002201441700001801463700002201481700002501503700002001528700002301548700002001571700003001591700001901621700002301640700002201663700001701685700001901702700001801721700001901739700001901758700002801777700001601805700002401821700002001845700002401865700002001889700002301909700001801932700001701950700001901967700002701986700001802013700001902031700001702050700001502067700001602082700002102098700002302119700001602142700002202158700002502180700002102205700001802226700002002244700002502264700001302289700002002302700002402322700001802346700002002364700002302384700002302407700002102430700002502451700002402476700001602500700003202516700002002548700002102568700002202589700002402611700002002635700002102655700002502676700001902701700002002720700002802740700001902768700001902787700001702806700002602823700001802849700002202867700001502889700002002904700002702924700001502951700002002966700002102986700001903007700002303026700001903049700002303068700001703091700002003108700002003128700002603148700002203174700002003196700001803216700002103234700002003255700002303275700001703298700001903315700002803334700002003362700001903382700002103401700001903422700001603441700002903457700002103486700002403507700002003531700002003551700002303571700001903594700001803613700002103631700002103652700001903673700002003692700002103712700002003733700002403753700002103777700001903798700002303817700002203840700002103862700001903883700001803902700002003920700002103940700002003961700003003981700002304011700002304034700001904057856003604076 2016 eng d a1460-208300aA meta-analysis of 120 246 individuals identifies 18 new loci for fibrinogen concentration.0 ametaanalysis of 120 246 individuals identifies 18 new loci for f c2016 Jan 15 a358-700 v253 a
Genome-wide association studies have previously identified 23 genetic loci associated with circulating fibrinogen concentration. These studies used HapMap imputation and did not examine the X-chromosome. 1000 Genomes imputation provides better coverage of uncommon variants, and includes indels. We conducted a genome-wide association analysis of 34 studies imputed to the 1000 Genomes Project reference panel and including ∼120 000 participants of European ancestry (95 806 participants with data on the X-chromosome). Approximately 10.7 million single-nucleotide polymorphisms and 1.2 million indels were examined. We identified 41 genome-wide significant fibrinogen loci; of which, 18 were newly identified. There were no genome-wide significant signals on the X-chromosome. The lead variants of five significant loci were indels. We further identified six additional independent signals, including three rare variants, at two previously characterized loci: FGB and IRF1. Together the 41 loci explain 3% of the variance in plasma fibrinogen concentration.
1 ade Vries, Paul, S1 aChasman, Daniel, I1 aSabater-Lleal, Maria1 aChen, Ming-Huei1 aHuffman, Jennifer, E1 aSteri, Maristella1 aTang, Weihong1 aTeumer, Alexander1 aMarioni, Riccardo, E1 aGrossmann, Vera1 aHottenga, Jouke, J1 aTrompet, Stella1 aMüller-Nurasyid, Martina1 aZhao, Jing Hua1 aBrody, Jennifer, A1 aKleber, Marcus, E1 aGuo, Xiuqing1 aWang, Jie, Jin1 aAuer, Paul, L1 aAttia, John, R1 aYanek, Lisa, R1 aAhluwalia, Tarunveer, S1 aLahti, Jari1 aVenturini, Cristina1 aTanaka, Toshiko1 aBielak, Lawrence, F1 aJoshi, Peter, K1 aRocanin-Arjo, Ares1 aKolcic, Ivana1 aNavarro, Pau1 aRose, Lynda, M1 aOldmeadow, Christopher1 aRiess, Helene1 aMazur, Johanna1 aBasu, Saonli1 aGoel, Anuj1 aYang, Qiong1 aGhanbari, Mohsen1 aWillemsen, Gonneke1 aRumley, Ann1 aFiorillo, Edoardo1 ade Craen, Anton, J M1 aGrotevendt, Anne1 aScott, Robert1 aTaylor, Kent, D1 aDelgado, Graciela, E1 aYao, Jie1 aKifley, Annette1 aKooperberg, Charles1 aQayyum, Rehan1 aLopez, Lorna, M1 aBerentzen, Tina, L1 aRäikkönen, Katri1 aMangino, Massimo1 aBandinelli, Stefania1 aPeyser, Patricia, A1 aWild, Sarah1 aTrégouët, David-Alexandre1 aWright, Alan, F1 aMarten, Jonathan1 aZemunik, Tatijana1 aMorrison, Alanna, C1 aSennblad, Bengt1 aTofler, Geoffrey1 ade Maat, Moniek, P M1 aGeus, Eco, J C1 aLowe, Gordon, D1 aZoledziewska, Magdalena1 aSattar, Naveed1 aBinder, Harald1 aVölker, Uwe1 aWaldenberger, Melanie1 aKhaw, Kay-Tee1 aMcKnight, Barbara1 aHuang, Jie1 aJenny, Nancy, S1 aHolliday, Elizabeth, G1 aQi, Lihong1 aMcevoy, Mark, G1 aBecker, Diane, M1 aStarr, John, M1 aSarin, Antti-Pekka1 aHysi, Pirro, G1 aHernandez, Dena, G1 aJhun, Min, A1 aCampbell, Harry1 aHamsten, Anders1 aRivadeneira, Fernando1 aMcArdle, Wendy, L1 aSlagboom, Eline1 aZeller, Tanja1 aKoenig, Wolfgang1 aPsaty, Bruce, M1 aHaritunians, Talin1 aLiu, Jingmin1 aPalotie, Aarno1 aUitterlinden, André, G1 aStott, David, J1 aHofman, Albert1 aFranco, Oscar, H1 aPolasek, Ozren1 aRudan, Igor1 aMorange, Pierre-Emmanuel1 aWilson, James, F1 aKardia, Sharon, L R1 aFerrucci, Luigi1 aSpector, Tim, D1 aEriksson, Johan, G1 aHansen, Torben1 aDeary, Ian, J1 aBecker, Lewis, C1 aScott, Rodney, J1 aMitchell, Paul1 aMärz, Winfried1 aWareham, Nick, J1 aPeters, Annette1 aGreinacher, Andreas1 aWild, Philipp, S1 aJukema, Wouter1 aBoomsma, Dorret, I1 aHayward, Caroline1 aCucca, Francesco1 aTracy, Russell1 aWatkins, Hugh1 aReiner, Alex, P1 aFolsom, Aaron, R1 aRidker, Paul, M1 aO'Donnell, Christopher, J1 aSmith, Nicholas, L1 aStrachan, David, P1 aDehghan, Abbas uhttps://chs-nhlbi.org/node/693604812nas a2201345 4500008004100000022001400041245014400055210006900199260001600268300001000284490000800294520106400302100002601366700001801392700002101410700001301431700002001444700002001464700002301484700002001507700002001527700001801547700002001565700001701585700002301602700001901625700002301644700001801667700002001685700002101705700002301726700001901749700001901768700002301787700001901810700001801829700001801847700002401865700001801889700002201907700002001929700002101949700002101970700002001991700002202011700002102033700002002054700001402074700002002088700001602108700001902124700002002143700002802163700002102191700001702212700002002229700001402249700002102263700002202284700002302306700001502329700001502344700001802359700002202377700002302399700002202422700001902444700002102463700001202484700002402496700002202520700001702542700002002559700002202579700002202601700002002623700001402643700002202657700002102679700002002700700002002720700002302740700002002763700002202783700002202805700001502827700002302842700002302865700002402888700002202912700001702934700001802951700001802969700001802987700002103005700002103026700001603047700002003063700002103083700002103104700002903125700002103154700002403175700003003199700001903229700002503248700002203273700002203295700002003317700002503337700002003362700002203382710002603404856003603430 2017 eng d a1537-660500aGenome-wide Trans-ethnic Meta-analysis Identifies Seven Genetic Loci Influencing Erythrocyte Traits and a Role for RBPMS in Erythropoiesis.0 aGenomewide Transethnic Metaanalysis Identifies Seven Genetic Loc c2017 Jan 05 a51-630 v1003 aGenome-wide association studies (GWASs) have identified loci for erythrocyte traits in primarily European ancestry populations. We conducted GWAS meta-analyses of six erythrocyte traits in 71,638 individuals from European, East Asian, and African ancestries using a Bayesian approach to account for heterogeneity in allelic effects and variation in the structure of linkage disequilibrium between ethnicities. We identified seven loci for erythrocyte traits including a locus (RBPMS/GTF2E2) associated with mean corpuscular hemoglobin and mean corpuscular volume. Statistical fine-mapping at this locus pointed to RBPMS at this locus and excluded nearby GTF2E2. Using zebrafish morpholino to evaluate loss of function, we observed a strong in vivo erythropoietic effect for RBPMS but not for GTF2E2, supporting the statistical fine-mapping at this locus and demonstrating that RBPMS is a regulator of erythropoiesis. Our findings show the utility of trans-ethnic GWASs for discovery and characterization of genetic loci influencing hematologic traits.
1 avan Rooij, Frank, J A1 aQayyum, Rehan1 aSmith, Albert, V1 aZhou, Yi1 aTrompet, Stella1 aTanaka, Toshiko1 aKeller, Margaux, F1 aChang, Li-Ching1 aSchmidt, Helena1 aYang, Min-Lee1 aChen, Ming-Huei1 aHayes, James1 aJohnson, Andrew, D1 aYanek, Lisa, R1 aMueller, Christian1 aLange, Leslie1 aFloyd, James, S1 aGhanbari, Mohsen1 aZonderman, Alan, B1 aJukema, Wouter1 aHofman, Albert1 aDuijn, Cornelia, M1 aDesch, Karl, C1 aSaba, Yasaman1 aOzel, Ayse, B1 aSnively, Beverly, M1 aWu, Jer-Yuarn1 aSchmidt, Reinhold1 aFornage, Myriam1 aKlein, Robert, J1 aFox, Caroline, S1 aMatsuda, Koichi1 aKamatani, Naoyuki1 aWild, Philipp, S1 aStott, David, J1 aFord, Ian1 aSlagboom, Eline1 aYang, Jaden1 aChu, Audrey, Y1 aLambert, Amy, J1 aUitterlinden, André, G1 aFranco, Oscar, H1 aHofer, Edith1 aGinsburg, David1 aHu, Bella1 aKeating, Brendan1 aSchick, Ursula, M1 aBrody, Jennifer, A1 aLi, Jun, Z1 aChen, Zhao1 aZeller, Tanja1 aGuralnik, Jack, M1 aChasman, Daniel, I1 aPeters, Luanne, L1 aKubo, Michiaki1 aBecker, Diane, M1 aLi, Jin1 aEiriksdottir, Gudny1 aRotter, Jerome, I1 aLevy, Daniel1 aGrossmann, Vera1 aPatel, Kushang, V1 aChen, Chien-Hsiun1 aRidker, Paul, M1 aTang, Hua1 aLauner, Lenore, J1 aRice, Kenneth, M1 aLi-Gao, Ruifang1 aFerrucci, Luigi1 aEvans, Michelle, K1 aChoudhuri, Avik1 aTrompouki, Eirini1 aAbraham, Brian, J1 aYang, Song1 aTakahashi, Atsushi1 aKamatani, Yoichiro1 aKooperberg, Charles1 aHarris, Tamara, B1 aJee, Sun, Ha1 aCoresh, Josef1 aTsai, Fuu-Jen1 aLongo, Dan, L1 aChen, Yuan-Tsong1 aFelix, Janine, F1 aYang, Qiong1 aPsaty, Bruce, M1 aBoerwinkle, Eric1 aBecker, Lewis, C1 aMook-Kanamori, Dennis, O1 aWilson, James, G1 aGudnason, Vilmundur1 aO'Donnell, Christopher, J1 aDehghan, Abbas1 aCupples, Adrienne, L1 aNalls, Michael, A1 aMorris, Andrew, P1 aOkada, Yukinori1 aReiner, Alexander, P1 aZon, Leonard, I1 aGanesh, Santhi, K1 aBioBank Japan Project uhttps://chs-nhlbi.org/node/736403942nas a2200757 4500008004100000022001400041245010600055210006900161260001600230520175200246100002801998700002502026700001702051700002002068700002202088700001602110700001702126700002302143700002102166700001202187700002502199700002202224700002602246700002202272700001602294700002102310700002102331700003002352700001702382700001602399700001702415700002102432700003202453700001802485700002402503700002102527700002202548700002202570700001702592700002002609700002102629700002202650700002302672700002102695700001802716700001402734700001802748700002402766700002602790700002802816700002102844700001802865700002802883700002102911700002302932700001902955700002902974700001903003700001903022700002303041700001903064700002203083700002303105700002003128856003603148 2018 eng d a1528-002000aDNA methylation age is associated with an altered hemostatic profile in a multi-ethnic meta-analysis.0 aDNA methylation age is associated with an altered hemostatic pro c2018 Jul 243 aMany hemostatic factors are associated with age and age-related diseases, however much remains unknown about the biological mechanisms linking aging and hemostatic factors. DNA methylation is a novel means by which to assess epigenetic aging, which is a measure of age and the aging processes as determined by altered epigenetic states. We used a meta-analysis approach to examine the association between measures of epigenetic aging and hemostatic factors, as well as a clotting time measure. For fibrinogen, we used European and African-ancestry participants who were meta-analyzed separately and combined via a random effects meta-analysis. All other measures only included participants of European-ancestry. We found that 1-year higher extrinsic epigenetic age as compared to chronological age was associated with higher fibrinogen (0.004 g/L per year; 95% CI: 0.001, 0.007; P = 0.01) and plasminogen activator inhibitor 1 (PAI-1; 0.13 U/mL per year; 95% CI: 0.07, 0.20; P = 6.6x10-5) concentrations as well as lower activated partial thromboplastin time, a measure of clotting time. We replicated PAI-1 associations using an independent cohort. To further elucidate potential functional mechanisms we associated epigenetic aging with expression levels of the PAI-1 protein encoding gene (SERPINE1) and the three fibrinogen subunit-encoding genes (FGA, FGG, and FGB), in both peripheral blood and aorta intima-media samples. We observed associations between accelerated epigenetic aging and transcription of FGG in both tissues. Collectively, our results indicate that accelerated epigenetic aging is associated with a pro-coagulation hemostatic profile, and that epigenetic aging may regulate hemostasis in part via gene transcription.
1 aWard-Caviness, Cavin, K1 aHuffman, Jennifer, E1 aEvertt, Karl1 aGermain, Marine1 avan Dongen, Jenny1 aHill, David1 aJhun, Min, A1 aBrody, Jennifer, A1 aGhanbari, Mohsen1 aDu, Lei1 aRoetker, Nicholas, S1 ade Vries, Paul, S1 aWaldenberger, Melanie1 aGieger, Christian1 aWolf, Petra1 aProkisch, Holger1 aKoenig, Wolfgang1 aO'Donnell, Christopher, J1 aLevy, Daniel1 aLiu, Chunyu1 aTruong, Vinh1 aWells, Philip, S1 aTrégouët, David-Alexandre1 aTang, Weihong1 aMorrison, Alanna, C1 aBoerwinkle, Eric1 aWiggins, Kerri, L1 aMcKnight, Barbara1 aGuo, Xiuqing1 aPsaty, Bruce, M1 aSotoodenia, Nona1 aBoomsa, Dorret, I1 aWillemsen, Gonneke1 aLigthart, Lannie1 aDeary, Ian, J1 aZhao, Wei1 aWare, Erin, B1 aKardia, Sharon, L R1 avan Meurs, Joyce, B J1 aUitterlinden, André, G1 aFranco, Oscar, H1 aEriksson, Per1 aFranco-Cereceda, Anders1 aPankow, James, S1 aJohnson, Andrew, D1 aGagnon, France1 aMorange, Pierre-Emmanuel1 aGeus, Eco, J C1 aStarr, John, M1 aSmith, Jennifer, A1 aDehghan, Abbas1 aBjörck, Hanna, M1 aSmith, Nicholas, L1 aPeters, Annette uhttps://chs-nhlbi.org/node/781611027nas 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 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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/797011178nas a2203793 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2019 eng d a1546-171800aMulti-ancestry genome-wide gene-smoking interaction study of 387,272 individuals identifies new loci associated with serum lipids.0 aMultiancestry genomewide genesmoking interaction study of 387272 c2019 Apr a636-6480 v513 aThe concentrations of high- and low-density-lipoprotein cholesterol and triglycerides are influenced by smoking, but it is unknown whether genetic associations with lipids may be modified by smoking. We conducted a multi-ancestry genome-wide gene-smoking interaction study in 133,805 individuals with follow-up in an additional 253,467 individuals. Combined meta-analyses identified 13 new loci associated with lipids, some of which were detected only because association differed by smoking status. Additionally, we demonstrate the importance of including diverse populations, particularly in studies of interactions with lifestyle factors, where genomic and lifestyle differences by ancestry may contribute to novel findings.
1 aBentley, Amy, R1 aSung, Yun, J1 aBrown, Michael, R1 aWinkler, Thomas, W1 aKraja, Aldi, T1 aNtalla, Ioanna1 aSchwander, Karen1 aChasman, Daniel, I1 aLim, Elise1 aDeng, Xuan1 aGuo, Xiuqing1 aLiu, Jingmin1 aLu, Yingchang1 aCheng, Ching-Yu1 aSim, Xueling1 aVojinovic, Dina1 aHuffman, Jennifer, E1 aMusani, Solomon, K1 aLi, Changwei1 aFeitosa, Mary, F1 aRichard, Melissa, A1 aNoordam, Raymond1 aBaker, Jenna1 aChen, Guanjie1 aAschard, Hugues1 aBartz, Traci, M1 aDing, Jingzhong1 aDorajoo, Rajkumar1 aManning, Alisa, K1 aRankinen, Tuomo1 aSmith, Albert, V1 aTajuddin, Salman, M1 aZhao, Wei1 aGraff, Mariaelisa1 aAlver, Maris1 aBoissel, Mathilde1 aChai, Jin, Fang1 aChen, Xu1 aDivers, Jasmin1 aEvangelou, Evangelos1 aGao, Chuan1 aGoel, Anuj1 aHagemeijer, Yanick1 aHarris, Sarah, E1 aHartwig, Fernando, P1 aHe, Meian1 aHorimoto, Andrea, R V R1 aHsu, Fang-Chi1 aHung, Yi-Jen1 aJackson, Anne, U1 aKasturiratne, Anuradhani1 aKomulainen, Pirjo1 aKuhnel, Brigitte1 aLeander, Karin1 aLin, Keng-Hung1 aLuan, Jian'an1 aLyytikäinen, Leo-Pekka1 aMatoba, Nana1 aNolte, Ilja, M1 aPietzner, Maik1 aPrins, Bram1 aRiaz, Muhammad1 aRobino, Antonietta1 aSaid, Abdullah1 aSchupf, Nicole1 aScott, Robert, A1 aSofer, Tamar1 aStančáková, Alena1 aTakeuchi, Fumihiko1 aTayo, Bamidele, O1 avan der Most, Peter, J1 aVarga, Tibor, V1 aWang, Tzung-Dau1 aWang, Yajuan1 aWare, Erin, B1 aWen, Wanqing1 aXiang, Yong-Bing1 aYanek, Lisa, R1 aZhang, Weihua1 aZhao, Jing Hua1 aAdeyemo, Adebowale1 aAfaq, Saima1 aAmin, Najaf1 aAmini, Marzyeh1 aArking, Dan, E1 aArzumanyan, Zorayr1 aAung, Tin1 aBallantyne, Christie1 aBarr, Graham1 aBielak, Lawrence, F1 aBoerwinkle, Eric1 aBottinger, Erwin, P1 aBroeckel, Ulrich1 aBrown, Morris1 aCade, Brian, E1 aCampbell, Archie1 aCanouil, Mickaël1 aCharumathi, Sabanayagam1 aChen, Yii-Der Ida1 aChristensen, Kaare1 aConcas, Maria, Pina1 aConnell, John, M1 aFuentes, Lisa, de Las1 ade Silva, Janaka1 ade Vries, Paul, S1 aDoumatey, Ayo1 aDuan, Qing1 aEaton, Charles, B1 aEppinga, Ruben, N1 aFaul, Jessica, D1 aFloyd, James, S1 aForouhi, Nita, G1 aForrester, Terrence1 aFriedlander, Yechiel1 aGandin, Ilaria1 aGao, He1 aGhanbari, Mohsen1 aGharib, Sina, A1 aGigante, Bruna1 aGiulianini, Franco1 aGrabe, Hans, J1 aGu, Charles1 aHarris, Tamara, B1 aHeikkinen, Sami1 aHeng, Chew-Kiat1 aHirata, Makoto1 aHixson, James, E1 aIkram, Arfan, M1 aJia, Yucheng1 aJoehanes, Roby1 aJohnson, Craig1 aJonas, Jost, Bruno1 aJustice, Anne, E1 aKatsuya, Tomohiro1 aKhor, Chiea, Chuen1 aKilpeläinen, Tuomas, O1 aKoh, Woon-Puay1 aKolcic, Ivana1 aKooperberg, Charles1 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 aLiang, Jingjing1 aLin, Shiow1 aLiu, Ching-Ti1 aLiu, Jianjun1 aLiu, Kiang1 aLoh, Marie1 aLohman, Kurt, K1 aLouie, Tin1 aLuzzi, Anna1 aMägi, Reedik1 aMahajan, Anubha1 aManichaikul, Ani, W1 aMcKenzie, Colin, A1 aMeitinger, Thomas1 aMetspalu, Andres1 aMilaneschi, Yuri1 aMilani, Lili1 aMohlke, Karen, L1 aMomozawa, Yukihide1 aMorris, Andrew, P1 aMurray, Alison, D1 aNalls, Mike, A1 aNauck, Matthias1 aNelson, Christopher, P1 aNorth, Kari, E1 aO'Connell, Jeffrey, R1 aPalmer, Nicholette, D1 aPapanicolau, George, J1 aPedersen, Nancy, L1 aPeters, Annette1 aPeyser, Patricia, A1 aPolasek, Ozren1 aPoulter, Neil1 aRaitakari, Olli, T1 aReiner, Alex, P1 aRenstrom, Frida1 aRice, Treva, K1 aRich, Stephen, S1 aRobinson, Jennifer, G1 aRose, Lynda, M1 aRosendaal, Frits, R1 aRudan, Igor1 aSchmidt, Carsten, O1 aSchreiner, Pamela, J1 aScott, William, R1 aSever, Peter1 aShi, Yuan1 aSidney, Stephen1 aSims, Mario1 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 aTiemeier, Henning1 aTurner, Stephen, T1 aUitterlinden, André, G1 avan Heemst, Diana1 aWaldenberger, Melanie1 aWang, Heming1 aWang, Lan1 aWang, Lihua1 aBin Wei, Wen1 aWilliams, Christine, A1 aWilson, Gregory1 aWojczynski, Mary, K1 aYao, Jie1 aYoung, Kristin1 aYu, Caizheng1 aYuan, Jian-Min1 aZhou, Jie1 aZonderman, Alan, B1 aBecker, Diane, M1 aBoehnke, Michael1 aBowden, Donald, W1 aChambers, John, C1 aCooper, Richard, S1 ade Faire, Ulf1 aDeary, Ian, J1 aElliott, Paul1 aEsko, Tõnu1 aFarrall, Martin1 aFranks, Paul, W1 aFreedman, Barry, I1 aFroguel, Philippe1 aGasparini, Paolo1 aGieger, Christian1 aHorta, Bernardo, L1 aJuang, Jyh-Ming, Jimmy1 aKamatani, Yoichiro1 aKammerer, Candace, M1 aKato, Norihiro1 aKooner, Jaspal, S1 aLaakso, Markku1 aLaurie, Cathy, C1 aLee, I-Te1 aLehtimäki, Terho1 aMagnusson, Patrik, K E1 aOldehinkel, Albertine, J1 aPenninx, Brenda, W J H1 aPereira, Alexandre, C1 aRauramaa, Rainer1 aRedline, Susan1 aSamani, Nilesh, J1 aScott, James1 aShu, Xiao-Ou1 aHarst, Pim1 aWagenknecht, Lynne, E1 aWang, Jun-Sing1 aWang, Ya, Xing1 aWareham, Nicholas, J1 aWatkins, Hugh1 aWeir, David, R1 aWickremasinghe, Ananda, R1 aWu, Tangchun1 aZeggini, Eleftheria1 aZheng, Wei1 aBouchard, Claude1 aEvans, Michele, K1 aGudnason, Vilmundur1 aKardia, Sharon, L R1 aLiu, Yongmei1 aPsaty, Bruce, M1 aRidker, Paul, M1 avan Dam, Rob, M1 aMook-Kanamori, Dennis, O1 aFornage, Myriam1 aProvince, Michael, A1 aKelly, Tanika, N1 aFox, Ervin, R1 aHayward, Caroline1 aDuijn, Cornelia, M1 aTai, Shyong, E1 aWong, Tien, Yin1 aLoos, Ruth, J F1 aFranceschini, Nora1 aRotter, Jerome, I1 aZhu, Xiaofeng1 aBierut, Laura, J1 aGauderman, James1 aRice, Kenneth1 aMunroe, Patricia, B1 aMorrison, Alanna, C1 aRao, Dabeeru, C1 aRotimi, Charles, N1 aCupples, Adrienne, L1 aCOGENT-Kidney Consortium1 aEPIC-InterAct Consortium1 aUnderstanding Society Scientific Group1 aLifelines Cohort uhttps://chs-nhlbi.org/node/800510097nas a2203265 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2019 eng d a2041-172300aMulti-ancestry study of blood lipid levels identifies four loci interacting with physical activity.0 aMultiancestry study of blood lipid levels identifies four loci i c2019 01 22 a3760 v103 aMany genetic loci affect circulating lipid levels, but it remains unknown whether lifestyle factors, such as physical activity, modify these genetic effects. To identify lipid loci interacting with physical activity, we performed genome-wide analyses of circulating HDL cholesterol, LDL cholesterol, and triglyceride levels in up to 120,979 individuals of European, African, Asian, Hispanic, and Brazilian ancestry, with follow-up of suggestive associations in an additional 131,012 individuals. We find four loci, in/near CLASP1, LHX1, SNTA1, and CNTNAP2, that are associated with circulating lipid levels through interaction with physical activity; higher levels of physical activity enhance the HDL cholesterol-increasing effects of the CLASP1, LHX1, and SNTA1 loci and attenuate the LDL cholesterol-increasing effect of the CNTNAP2 locus. The CLASP1, LHX1, and SNTA1 regions harbor genes linked to muscle function and lipid metabolism. Our results elucidate the role of physical activity interactions in the genetic contribution to blood lipid levels.
10aAdolescent10aAdult10aAfrican Continental Ancestry Group10aAged10aAged, 80 and over10aAsian Continental Ancestry Group10aBrazil10aCalcium-Binding Proteins10aCholesterol10aCholesterol, HDL10aCholesterol, LDL10aEuropean Continental Ancestry Group10aExercise10aFemale10aGenetic Loci10aGenome-Wide Association Study10aGenotype10aHispanic Americans10aHumans10aLIM-Homeodomain Proteins10aLipid Metabolism10aLipids10aMale10aMembrane Proteins10aMicrotubule-Associated Proteins10aMiddle Aged10aMuscle Proteins10aNerve Tissue Proteins10aTranscription Factors10aTriglycerides10aYoung Adult1 aKilpeläinen, Tuomas, O1 aBentley, Amy, R1 aNoordam, Raymond1 aSung, Yun, Ju1 aSchwander, Karen1 aWinkler, Thomas, W1 aJakupović, Hermina1 aChasman, Daniel, I1 aManning, Alisa1 aNtalla, Ioanna1 aAschard, Hugues1 aBrown, Michael, R1 aFuentes, Lisa, de Las1 aFranceschini, Nora1 aGuo, Xiuqing1 aVojinovic, Dina1 aAslibekyan, Stella1 aFeitosa, Mary, F1 aKho, Minjung1 aMusani, Solomon, K1 aRichard, Melissa1 aWang, Heming1 aWang, Zhe1 aBartz, Traci, M1 aBielak, Lawrence, F1 aCampbell, Archie1 aDorajoo, Rajkumar1 aFisher, Virginia1 aHartwig, Fernando, P1 aHorimoto, Andrea, R V R1 aLi, Changwei1 aLohman, Kurt, K1 aMarten, Jonathan1 aSim, Xueling1 aSmith, Albert, V1 aTajuddin, Salman, M1 aAlver, Maris1 aAmini, Marzyeh1 aBoissel, Mathilde1 aChai, Jin, Fang1 aChen, Xu1 aDivers, Jasmin1 aEvangelou, Evangelos1 aGao, Chuan1 aGraff, Mariaelisa1 aHarris, Sarah, E1 aHe, Meian1 aHsu, Fang-Chi1 aJackson, Anne, U1 aZhao, Jing Hua1 aKraja, Aldi, T1 aKuhnel, Brigitte1 aLaguzzi, Federica1 aLyytikäinen, Leo-Pekka1 aNolte, Ilja, M1 aRauramaa, Rainer1 aRiaz, Muhammad1 aRobino, Antonietta1 aRueedi, Rico1 aStringham, Heather, M1 aTakeuchi, Fumihiko1 avan der Most, Peter, J1 aVarga, Tibor, V1 aVerweij, Niek1 aWare, Erin, B1 aWen, Wanqing1 aLi, Xiaoyin1 aYanek, Lisa, R1 aAmin, Najaf1 aArnett, Donna, K1 aBoerwinkle, Eric1 aBrumat, Marco1 aCade, Brian1 aCanouil, Mickaël1 aChen, Yii-Der Ida1 aConcas, Maria, Pina1 aConnell, John1 ade Mutsert, Renée1 ade Silva, Janaka1 ade Vries, Paul, S1 aDemirkan, Ayse1 aDing, Jingzhong1 aEaton, Charles, B1 aFaul, Jessica, D1 aFriedlander, Yechiel1 aGabriel, Kelley, P1 aGhanbari, Mohsen1 aGiulianini, Franco1 aGu, Chi, Charles1 aGu, Dongfeng1 aHarris, Tamara, B1 aHe, Jiang1 aHeikkinen, Sami1 aHeng, Chew-Kiat1 aHunt, Steven, C1 aIkram, Arfan, M1 aJonas, Jost, B1 aKoh, Woon-Puay1 aKomulainen, Pirjo1 aKrieger, Jose, E1 aKritchevsky, Stephen, B1 aKutalik, Zoltán1 aKuusisto, Johanna1 aLangefeld, Carl, D1 aLangenberg, Claudia1 aLauner, Lenore, J1 aLeander, Karin1 aLemaitre, Rozenn, N1 aLewis, Cora, E1 aLiang, Jingjing1 aLiu, Jianjun1 aMägi, Reedik1 aManichaikul, Ani1 aMeitinger, Thomas1 aMetspalu, Andres1 aMilaneschi, Yuri1 aMohlke, Karen, L1 aMosley, Thomas, H1 aMurray, Alison, D1 aNalls, Mike, A1 aNang, Ei-Ei, Khaing1 aNelson, Christopher, P1 aNona, Sotoodehnia1 aNorris, Jill, M1 aNwuba, Chiamaka, Vivian1 aO'Connell, Jeff1 aPalmer, Nicholette, D1 aPapanicolau, George, J1 aPazoki, Raha1 aPedersen, Nancy, L1 aPeters, Annette1 aPeyser, Patricia, A1 aPolasek, Ozren1 aPorteous, David, J1 aPoveda, Alaitz1 aRaitakari, Olli, T1 aRich, Stephen, S1 aRisch, Neil1 aRobinson, Jennifer, G1 aRose, Lynda, M1 aRudan, Igor1 aSchreiner, Pamela, J1 aScott, Robert, A1 aSidney, Stephen, S1 aSims, Mario1 aSmith, Jennifer, A1 aSnieder, Harold1 aSofer, Tamar1 aStarr, John, M1 aSternfeld, Barbara1 aStrauch, Konstantin1 aTang, Hua1 aTaylor, Kent, D1 aTsai, Michael, Y1 aTuomilehto, Jaakko1 aUitterlinden, André, G1 avan der Ende, Yldau1 avan Heemst, Diana1 aVoortman, Trudy1 aWaldenberger, Melanie1 aWennberg, Patrik1 aWilson, Gregory1 aXiang, Yong-Bing1 aYao, Jie1 aYu, Caizheng1 aYuan, Jian-Min1 aZhao, Wei1 aZonderman, Alan, B1 aBecker, Diane, M1 aBoehnke, Michael1 aBowden, Donald, W1 ade Faire, Ulf1 aDeary, Ian, J1 aElliott, Paul1 aEsko, Tõnu1 aFreedman, Barry, I1 aFroguel, Philippe1 aGasparini, Paolo1 aGieger, Christian1 aKato, Norihiro1 aLaakso, Markku1 aLakka, Timo, A1 aLehtimäki, Terho1 aMagnusson, Patrik, K E1 aOldehinkel, Albertine, J1 aPenninx, Brenda, W J H1 aSamani, Nilesh, J1 aShu, Xiao-Ou1 aHarst, Pim1 avan Vliet-Ostaptchouk, Jana, V1 aVollenweider, Peter1 aWagenknecht, Lynne, E1 aWang, Ya, X1 aWareham, Nicholas, J1 aWeir, David, R1 aWu, Tangchun1 aZheng, Wei1 aZhu, Xiaofeng1 aEvans, Michele, K1 aFranks, Paul, W1 aGudnason, Vilmundur1 aHayward, Caroline1 aHorta, Bernardo, L1 aKelly, Tanika, N1 aLiu, Yongmei1 aNorth, Kari, E1 aPereira, Alexandre, C1 aRidker, Paul, M1 aTai, Shyong, E1 avan Dam, Rob, M1 aFox, Ervin, R1 aKardia, Sharon, L R1 aLiu, Ching-Ti1 aMook-Kanamori, Dennis, O1 aProvince, Michael, A1 aRedline, Susan1 aDuijn, Cornelia, M1 aRotter, Jerome, I1 aKooperberg, Charles, B1 aGauderman, James1 aPsaty, Bruce, M1 aRice, Kenneth1 aMunroe, Patricia, B1 aFornage, Myriam1 aCupples, Adrienne, L1 aRotimi, Charles, N1 aMorrison, Alanna, C1 aRao, Dabeeru, C1 aLoos, Ruth, J F1 aLifeLines Cohort Study uhttps://chs-nhlbi.org/node/797606654nas a2201705 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2020 eng d a1523-175500aMeta-analysis uncovers genome-wide significant variants for rapid kidney function decline.0 aMetaanalysis uncovers genomewide significant variants for rapid c2020 Oct 303 aRapid decline of glomerular filtration rate estimated from creatinine (eGFRcrea) is associated with severe clinical endpoints. In contrast to cross-sectionally assessed eGFRcrea, the genetic basis for rapid eGFRcrea decline is largely unknown. To help define this, we meta-analyzed 42 genome-wide association studies from the Chronic Kidney Diseases Genetics Consortium and United Kingdom Biobank to identify genetic loci for rapid eGFRcrea decline. Two definitions of eGFRcrea decline were used: 3 mL/min/1.73m/year or more ("Rapid3"; encompassing 34,874 cases, 107,090 controls) and eGFRcrea decline 25% or more and eGFRcrea under 60 mL/min/1.73m at follow-up among those with eGFRcrea 60 mL/min/1.73m or more at baseline ("CKDi25"; encompassing 19,901 cases, 175,244 controls). Seven independent variants were identified across six loci for Rapid3 and/or CKDi25: consisting of five variants at four loci with genome-wide significance (near UMOD-PDILT (2), PRKAG2, WDR72, OR2S2) and two variants among 265 known eGFRcrea variants (near GATM, LARP4B). All these loci were novel for Rapid3 and/or CKDi25 and our bioinformatic follow-up prioritized variants and genes underneath these loci. The OR2S2 locus is novel for any eGFRcrea trait including interesting candidates. For the five genome-wide significant lead variants, we found supporting effects for annual change in blood urea nitrogen or cystatin-based eGFR, but not for GATM or LARP4B. Individuals at high compared to those at low genetic risk (8-14 vs 0-5 adverse alleles) had a 1.20-fold increased risk of acute kidney injury (95% confidence interval 1.08-1.33). Thus, our identified loci for rapid kidney function decline may help prioritize therapeutic targets and identify mechanisms and individuals at risk for sustained deterioration of kidney function.
1 aGorski, Mathias1 aJung, Bettina1 aLi, Yong1 aMatias-Garcia, Pamela, R1 aWuttke, Matthias1 aCoassin, Stefan1 aThio, Chris, H L1 aKleber, Marcus, E1 aWinkler, Thomas, W1 aWanner, Veronika1 aChai, Jin-Fang1 aChu, Audrey, Y1 aCocca, Massimiliano1 aFeitosa, Mary, F1 aGhasemi, Sahar1 aHoppmann, Anselm1 aHorn, Katrin1 aLi, Man1 aNutile, Teresa1 aScholz, Markus1 aSieber, Karsten, B1 aTeumer, Alexander1 aTin, Adrienne1 aWang, Judy1 aTayo, Bamidele, O1 aAhluwalia, Tarunveer, S1 aAlmgren, Peter1 aBakker, Stephan, J L1 aBanas, Bernhard1 aBansal, Nisha1 aBiggs, Mary, L1 aBoerwinkle, Eric1 aBottinger, Erwin, P1 aBrenner, Hermann1 aCarroll, Robert, J1 aChalmers, John1 aChee, Miao-Li1 aChee, Miao-Ling1 aCheng, Ching-Yu1 aCoresh, Josef1 ade Borst, Martin, H1 aDegenhardt, Frauke1 aEckardt, Kai-Uwe1 aEndlich, Karlhans1 aFranke, Andre1 aFreitag-Wolf, Sandra1 aGampawar, Piyush1 aGansevoort, Ron, T1 aGhanbari, Mohsen1 aGieger, Christian1 aHamet, Pavel1 aHo, Kevin1 aHofer, Edith1 aHolleczek, Bernd1 aFoo, Valencia, Hui Xian1 aHutri-Kähönen, Nina1 aHwang, Shih-Jen1 aIkram, Arfan, M1 aJosyula, Navya, Shilpa1 aKähönen, Mika1 aKhor, Chiea-Chuen1 aKoenig, Wolfgang1 aKramer, Holly1 aKrämer, Bernhard, K1 aKuhnel, Brigitte1 aLange, Leslie, A1 aLehtimäki, Terho1 aLieb, Wolfgang1 aLoos, Ruth, J F1 aLukas, Mary, Ann1 aLyytikäinen, Leo-Pekka1 aMeisinger, Christa1 aMeitinger, Thomas1 aMelander, Olle1 aMilaneschi, Yuri1 aMishra, Pashupati, P1 aMononen, Nina1 aMychaleckyj, Josyf, C1 aNadkarni, Girish, N1 aNauck, Matthias1 aNikus, Kjell1 aNing, Boting1 aNolte, Ilja, M1 aO'Donoghue, Michelle, L1 aOrho-Melander, Marju1 aPendergrass, Sarah, A1 aPenninx, Brenda, W J H1 aPreuss, Michael, H1 aPsaty, Bruce, M1 aRaffield, Laura, M1 aRaitakari, Olli, T1 aRettig, Rainer1 aRheinberger, Myriam1 aRice, Kenneth, M1 aRosenkranz, Alexander, R1 aRossing, Peter1 aRotter, Jerome, I1 aSabanayagam, Charumathi1 aSchmidt, Helena1 aSchmidt, Reinhold1 aSchöttker, Ben1 aSchulz, Christina-Alexandra1 aSedaghat, Sanaz1 aShaffer, Christian, M1 aStrauch, Konstantin1 aSzymczak, Silke1 aTaylor, Kent, D1 aTremblay, Johanne1 aChaker, Layal1 aHarst, Pim1 avan der Most, Peter, J1 aVerweij, Niek1 aVölker, Uwe1 aWaldenberger, Melanie1 aWallentin, Lars1 aWaterworth, Dawn, M1 aWhite, Harvey, D1 aWilson, James, G1 aWong, Tien-Yin1 aWoodward, Mark1 aYang, Qiong1 aYasuda, Masayuki1 aYerges-Armstrong, Laura, M1 aZhang, Yan1 aSnieder, Harold1 aWanner, Christoph1 aBöger, Carsten, A1 aKöttgen, Anna1 aKronenberg, Florian1 aPattaro, Cristian1 aHeid, Iris, M1 aLifeLines Cohort Study1 aRegeneron Genetics Center uhttps://chs-nhlbi.org/node/862405243nas a2201489 4500008004100000022001400041245006800055210006300123260001600186300001800202490000800220520113000228100002201358700001701380700001801397700002101415700001801436700001501454700002001469700002301489700002301512700002501535700002201560700001601582700002201598700002801620700002301648700002201671700001801693700001901711700002201730700001701752700001701769700002001786700002001806700002101826700002001847700002301867700002401890700002301914700002601937700002901963700002301992700002002015700001702035700003002052700001602082700002002098700001802118700001602136700002202152700002202174700002002196700001702216700001802233700002002251700001202271700002402283700001902307700001902326700002402345700001502369700002002384700002002404700002002424700002302444700002002467700002402487700002302511700002102534700002202555700002102577700001702598700002802615700002102643700002002664700002102684700001802705700002402723700002402747700001702771700002102788700001902809700002002828700002002848700002302868700002102891700002902912700002302941700002202964700002002986700002803006700002303034700001403057700002403071700002103095700001703116700001903133700002503152700001803177700001203195700001803207700002103225700002003246700002303266700001503289700001203304700002003316700002203336700002003358700001903378700002503397700002003422700002203442700002003464700002303484700001803507700002203525700002503547700002503572700002403597700002203621700002303643700002003666710003103686856003603717 2020 eng d a1097-417200aThe Polygenic and Monogenic Basis of Blood Traits and Diseases.0 aPolygenic and Monogenic Basis of Blood Traits and Diseases c2020 Sep 03 a1214-1231.e110 v1823 aBlood cells play essential roles in human health, underpinning physiological processes such as immunity, oxygen transport, and clotting, which when perturbed cause a significant global health burden. Here we integrate data from UK Biobank and a large-scale international collaborative effort, including data for 563,085 European ancestry participants, and discover 5,106 new genetic variants independently associated with 29 blood cell phenotypes covering a range of variation impacting hematopoiesis. We holistically characterize the genetic architecture of hematopoiesis, assess the relevance of the omnigenic model to blood cell phenotypes, delineate relevant hematopoietic cell states influenced by regulatory genetic variants and gene networks, identify novel splice-altering variants mediating the associations, and assess the polygenic prediction potential for blood traits and clinical disorders at the interface of complex and Mendelian genetics. These results show the power of large-scale blood cell trait GWAS to interrogate clinically meaningful variants across a wide allelic spectrum of human variation.
1 aVuckovic, Dragana1 aBao, Erik, L1 aAkbari, Parsa1 aLareau, Caleb, A1 aMousas, Abdou1 aJiang, Tao1 aChen, Ming-Huei1 aRaffield, Laura, M1 aTardaguila, Manuel1 aHuffman, Jennifer, E1 aRitchie, Scott, C1 aMegy, Karyn1 aPonstingl, Hannes1 aPenkett, Christopher, J1 aAlbers, Patrick, K1 aWigdor, Emilie, M1 aSakaue, Saori1 aMoscati, Arden1 aManansala, Regina1 aLo, Ken, Sin1 aQian, Huijun1 aAkiyama, Masato1 aBartz, Traci, M1 aBen-Shlomo, Yoav1 aBeswick, Andrew1 aBork-Jensen, Jette1 aBottinger, Erwin, P1 aBrody, Jennifer, A1 avan Rooij, Frank, J A1 aChitrala, Kumaraswamy, N1 aWilson, Peter, W F1 aChoquet, Helene1 aDanesh, John1 aDi Angelantonio, Emanuele1 aDimou, Niki1 aDing, Jingzhong1 aElliott, Paul1 aEsko, Tõnu1 aEvans, Michele, K1 aFelix, Stephan, B1 aFloyd, James, S1 aBroer, Linda1 aGrarup, Niels1 aGuo, Michael, H1 aGuo, Qi1 aGreinacher, Andreas1 aHaessler, Jeff1 aHansen, Torben1 aHowson, Joanna, M M1 aHuang, Wei1 aJorgenson, Eric1 aKacprowski, Tim1 aKähönen, Mika1 aKamatani, Yoichiro1 aKanai, Masahiro1 aKarthikeyan, Savita1 aKoskeridis, Fotios1 aLange, Leslie, A1 aLehtimäki, Terho1 aLinneberg, Allan1 aLiu, Yongmei1 aLyytikäinen, Leo-Pekka1 aManichaikul, Ani1 aMatsuda, Koichi1 aMohlke, Karen, L1 aMononen, Nina1 aMurakami, Yoshinori1 aNadkarni, Girish, N1 aNikus, Kjell1 aPankratz, Nathan1 aPedersen, Oluf1 aPreuss, Michael1 aPsaty, Bruce, M1 aRaitakari, Olli, T1 aRich, Stephen, S1 aRodriguez, Benjamin, A T1 aRosen, Jonathan, D1 aRotter, Jerome, I1 aSchubert, Petra1 aSpracklen, Cassandra, N1 aSurendran, Praveen1 aTang, Hua1 aTardif, Jean-Claude1 aGhanbari, Mohsen1 aVölker, Uwe1 aVölzke, Henry1 aWatkins, Nicholas, A1 aWeiss, Stefan1 aCai, Na1 aKundu, Kousik1 aWatt, Stephen, B1 aWalter, Klaudia1 aZonderman, Alan, B1 aCho, Kelly1 aLi, Yun1 aLoos, Ruth, J F1 aKnight, Julian, C1 aGeorges, Michel1 aStegle, Oliver1 aEvangelou, Evangelos1 aOkada, Yukinori1 aRoberts, David, J1 aInouye, Michael1 aJohnson, Andrew, D1 aAuer, Paul, L1 aAstle, William, J1 aReiner, Alexander, P1 aButterworth, Adam, S1 aOuwehand, Willem, H1 aLettre, Guillaume1 aSankaran, Vijay, G1 aSoranzo, Nicole1 aVA Million Veteran Program uhttps://chs-nhlbi.org/node/849005226nas a2201465 4500008004100000022001400041245010900055210006900164260001600233300001800249490000800267520110800275100002001383700002301403700001801426700001801444700002501462700001901487700001901506700001501525700001801540700002201558700001701580700001501597700002201612700002501634700001701659700001701676700001701693700002101710700002301731700001901754700002001773700002001793700002101813700002001834700002301854700002401877700002301901700002601924700003101950700001501981700002001996700001902016700001702035700003002052700001602082700002002098700001802118700001602136700002202152700002002174700001702194700001802211700002002229700002402249700001902273700001902292700002402311700002002335700001502355700002002370700002002390700002002410700002302430700002002453700002402473700002202497700002102519700002202540700002102562700002102583700001702604700002802621700002102649700002202670700002002692700002102712700001802733700002402751700002402775700002002799700001702819700002402836700002102860700001902881700002002900700002002920700002302940700002202963700002102985700002903006700002303035700002203058700002003080700002803100700002303128700001403151700002403165700002503189700002103214700001703235700001903252700002503271700002303296700002303319700001203342700002503354700002803379700002803407700001703435700002003452700002203472700002503494700002303519700002303542700002003565700002003585700002303605700002503628700001803653700002203671710003103693856003603724 2020 eng d a1097-417200aTrans-ethnic and Ancestry-Specific Blood-Cell Genetics in 746,667 Individuals from 5 Global Populations.0 aTransethnic and AncestrySpecific BloodCell Genetics in 746667 In c2020 Sep 03 a1198-1213.e140 v1823 aMost loci identified by GWASs have been found in populations of European ancestry (EUR). In trans-ethnic meta-analyses for 15 hematological traits in 746,667 participants, including 184,535 non-EUR individuals, we identified 5,552 trait-variant associations at p < 5 × 10, including 71 novel associations not found in EUR populations. We also identified 28 additional novel variants in ancestry-specific, non-EUR meta-analyses, including an IL7 missense variant in South Asians associated with lymphocyte count in vivo and IL-7 secretion levels in vitro. Fine-mapping prioritized variants annotated as functional and generated 95% credible sets that were 30% smaller when using the trans-ethnic as opposed to the EUR-only results. We explored the clinical significance and predictive value of trans-ethnic variants in multiple populations and compared genetic architecture and the effect of natural selection on these blood phenotypes between populations. Altogether, our results for hematological traits highlight the value of a more global representation of populations in genetic studies.
1 aChen, Ming-Huei1 aRaffield, Laura, M1 aMousas, Abdou1 aSakaue, Saori1 aHuffman, Jennifer, E1 aMoscati, Arden1 aTrivedi, Bhavi1 aJiang, Tao1 aAkbari, Parsa1 aVuckovic, Dragana1 aBao, Erik, L1 aZhong, Xue1 aManansala, Regina1 aLaplante, Véronique1 aChen, Minhui1 aLo, Ken, Sin1 aQian, Huijun1 aLareau, Caleb, A1 aBeaudoin, Mélissa1 aHunt, Karen, A1 aAkiyama, Masato1 aBartz, Traci, M1 aBen-Shlomo, Yoav1 aBeswick, Andrew1 aBork-Jensen, Jette1 aBottinger, Erwin, P1 aBrody, Jennifer, A1 avan Rooij, Frank, J A1 aChitrala, Kumaraswamynaidu1 aCho, Kelly1 aChoquet, Helene1 aCorrea, Adolfo1 aDanesh, John1 aDi Angelantonio, Emanuele1 aDimou, Niki1 aDing, Jingzhong1 aElliott, Paul1 aEsko, Tõnu1 aEvans, Michele, K1 aFloyd, James, S1 aBroer, Linda1 aGrarup, Niels1 aGuo, Michael, H1 aGreinacher, Andreas1 aHaessler, Jeff1 aHansen, Torben1 aHowson, Joanna, M M1 aHuang, Qin, Qin1 aHuang, Wei1 aJorgenson, Eric1 aKacprowski, Tim1 aKähönen, Mika1 aKamatani, Yoichiro1 aKanai, Masahiro1 aKarthikeyan, Savita1 aKoskeridis, Fotis1 aLange, Leslie, A1 aLehtimäki, Terho1 aLerch, Markus, M1 aLinneberg, Allan1 aLiu, Yongmei1 aLyytikäinen, Leo-Pekka1 aManichaikul, Ani1 aMartin, Hilary, C1 aMatsuda, Koichi1 aMohlke, Karen, L1 aMononen, Nina1 aMurakami, Yoshinori1 aNadkarni, Girish, N1 aNauck, Matthias1 aNikus, Kjell1 aOuwehand, Willem, H1 aPankratz, Nathan1 aPedersen, Oluf1 aPreuss, Michael1 aPsaty, Bruce, M1 aRaitakari, Olli, T1 aRoberts, David, J1 aRich, Stephen, S1 aRodriguez, Benjamin, A T1 aRosen, Jonathan, D1 aRotter, Jerome, I1 aSchubert, Petra1 aSpracklen, Cassandra, N1 aSurendran, Praveen1 aTang, Hua1 aTardif, Jean-Claude1 aTrembath, Richard, C1 aGhanbari, Mohsen1 aVölker, Uwe1 aVölzke, Henry1 aWatkins, Nicholas, A1 aZonderman, Alan, B1 aWilson, Peter, W F1 aLi, Yun1 aButterworth, Adam, S1 aGauchat, Jean-François1 aChiang, Charleston, W K1 aLi, Bingshan1 aLoos, Ruth, J F1 aAstle, William, J1 aEvangelou, Evangelos1 avan Heel, David, A1 aSankaran, Vijay, G1 aOkada, Yukinori1 aSoranzo, Nicole1 aJohnson, Andrew, D1 aReiner, Alexander, P1 aAuer, Paul, L1 aLettre, Guillaume1 aVA Million Veteran Program uhttps://chs-nhlbi.org/node/848104417nas a2200649 4500008004100000022001400041245006500055210006400120260001500184300001400199490000800213520264800221653000902869653001002878653002402888653002002912653002402932653001602956653001102972653002202983653001103005653001403016653000903030653003703039653001603076653002703092653002003119100002203139700002203161700001503183700001903198700001503217700002403232700003203256700002003288700001903308700002303327700001903350700001903369700002303388700001803411700002103429700002103450700002003471700002003491700002003511700002203531700002403553700002403577700002103601700002103622700002203643700002403665700001903689700002303708856003603731 2021 eng d a1524-453900aEpigenetic Age and the Risk of Incident Atrial Fibrillation.0 aEpigenetic Age and the Risk of Incident Atrial Fibrillation c2021 12 14 a1899-19110 v1443 aBACKGROUND: The most prominent risk factor for atrial fibrillation (AF) is chronological age; however, underlying mechanisms are unexplained. Algorithms using epigenetic modifications to the human genome effectively predict chronological age. Chronological and epigenetic predicted ages may diverge in a phenomenon referred to as epigenetic age acceleration (EAA), which may reflect accelerated biological aging. We sought to evaluate for associations between epigenetic age measures and incident AF.
METHODS: Measures for 4 epigenetic clocks (Horvath, Hannum, DNA methylation [DNAm] PhenoAge, and DNAm GrimAge) and an epigenetic predictor of PAI-1 (plasminogen activator inhibitor-1) levels (ie, DNAm PAI-1) were determined for study participants from 3 population-based cohort studies. Cox models evaluated for associations with incident AF and results were combined via random-effects meta-analyses. Two-sample summary-level Mendelian randomization analyses evaluated for associations between genetic instruments of the EAA measures and AF.
RESULTS: Among 5600 participants (mean age, 65.5 years; female, 60.1%; Black, 50.7%), there were 905 incident AF cases during a mean follow-up of 12.9 years. Unadjusted analyses revealed all 4 epigenetic clocks and the DNAm PAI-1 predictor were associated with statistically significant higher hazards of incident AF, though the magnitudes of their point estimates were smaller relative to the associations observed for chronological age. The pooled EAA estimates for each epigenetic measure, with the exception of Horvath EAA, were associated with incident AF in models adjusted for chronological age, race, sex, and smoking variables. After multivariable adjustment for additional known AF risk factors that could also potentially function as mediators, pooled EAA measures for 2 clocks remained statistically significant. Five-year increases in EAA measures for DNAm GrimAge and DNAm PhenoAge were associated with 19% (adjusted hazard ratio [HR], 1.19 [95% CI, 1.09-1.31]; <0.01) and 15% (adjusted HR, 1.15 [95% CI, 1.05-1.25]; <0.01) higher hazards of incident AF, respectively. Mendelian randomization analyses for the 5 EAA measures did not reveal statistically significant associations with AF.
CONCLUSIONS: Our study identified adjusted associations between EAA measures and incident AF, suggesting that biological aging plays an important role independent of chronological age, though a potential underlying causal relationship remains unclear. These aging processes may be modifiable and not constrained by the immutable factor of time.
10aAged10aAging10aAtrial Fibrillation10aDNA Methylation10aEpigenesis, Genetic10aEpigenomics10aFemale10aFollow-Up Studies10aHumans10aIncidence10aMale10aMendelian Randomization Analysis10aMiddle Aged10aModels, Cardiovascular10aModels, Genetic1 aRoberts, Jason, D1 aVittinghoff, Eric1 aLu, Ake, T1 aAlonso, Alvaro1 aWang, Biqi1 aSitlani, Colleen, M1 aMohammadi-Shemirani, Pedrum1 aFornage, Myriam1 aKornej, Jelena1 aBrody, Jennifer, A1 aArking, Dan, E1 aLin, Honghuang1 aHeckbert, Susan, R1 aProkic, Ivana1 aGhanbari, Mohsen1 aSkanes, Allan, C1 aBartz, Traci, M1 aPerez, Marco, V1 aTaylor, Kent, D1 aLubitz, Steven, A1 aEllinor, Patrick, T1 aLunetta, Kathryn, L1 aPankow, James, S1 aParé, Guillaume1 aSotoodehnia, Nona1 aBenjamin, Emelia, J1 aHorvath, Steve1 aMarcus, Gregory, M uhttps://chs-nhlbi.org/node/900105600nas a2201549 4500008004100000022001400041245011600055210006900171260001500240300000900255490000700264520122500271653003501496653001901531653001601550653002001566653001401586653001101600653003801611653003401649653004501683653000901728653001101737653000901748653001401757100001801771700002201789700002901811700002101840700001901861700001601880700001201896700001901908700002101927700003301948700001901981700003202000700002602032700002202058700001902080700001902099700002302118700002102141700002102162700001802183700002702201700002202228700001802250700001802268700001802286700001902304700001802323700002502341700002102366700001902387700002202406700002002428700002102448700001202469700001502481700002102496700002102517700001902538700002202557700002202579700002002601700002102621700001902642700002002661700002202681700001902703700001602722700002002738700002002758700002402778700001802802700002202820700002102842700002202863700002402885700002102909700002702930700002202957700001502979700001302994700002703007700002203034700001503056700002503071700002003096700002503116700002403141700001703165700002503182700002003207700002103227700002003248700002103268700002003289700002303309700002203332700002003354700002003374700001903394700002003413700002303433700002203456700002303478700002303501700002203524700002403546700002603570700003503596700001903631700001703650700002403667700003003691700001403721700001703735700001503752700002003767700002603787700001703813700002203830700002203852700002103874700002203895700001903917710003503936710004303971856003604014 2021 eng d a2041-172300aEpigenome-wide association study of serum urate reveals insights into urate co-regulation and the SLC2A9 locus.0 aEpigenomewide association study of serum urate reveals insights c2021 12 09 a71730 v123 aElevated serum urate levels, a complex trait and major risk factor for incident gout, are correlated with cardiometabolic traits via incompletely understood mechanisms. DNA methylation in whole blood captures genetic and environmental influences and is assessed in transethnic meta-analysis of epigenome-wide association studies (EWAS) of serum urate (discovery, n = 12,474, replication, n = 5522). The 100 replicated, epigenome-wide significant (p < 1.1E-7) CpGs explain 11.6% of the serum urate variance. At SLC2A9, the serum urate locus with the largest effect in genome-wide association studies (GWAS), five CpGs are associated with SLC2A9 gene expression. Four CpGs at SLC2A9 have significant causal effects on serum urate levels and/or gout, and two of these partly mediate the effects of urate-associated GWAS variants. In other genes, including SLC7A11 and PHGDH, 17 urate-associated CpGs are associated with conditions defining metabolic syndrome, suggesting that these CpGs may represent a blood DNA methylation signature of cardiometabolic risk factors. This study demonstrates that EWAS can provide new insights into GWAS loci and the correlation of serum urate with other complex traits.
10aAmino Acid Transport System y+10aCohort Studies10aCpG Islands10aDNA Methylation10aEpigenome10aFemale10aGenetic Predisposition to Disease10aGenome-Wide Association Study10aGlucose Transport Proteins, Facilitative10aGout10aHumans10aMale10aUric Acid1 aTin, Adrienne1 aSchlosser, Pascal1 aMatias-Garcia, Pamela, R1 aThio, Chris, H L1 aJoehanes, Roby1 aLiu, Hongbo1 aYu, Zhi1 aWeihs, Antoine1 aHoppmann, Anselm1 aGrundner-Culemann, Franziska1 aMin, Josine, L1 aKuhns, Victoria, L Halperin1 aAdeyemo, Adebowale, A1 aAgyemang, Charles1 aArnlöv, Johan1 aAziz, Nasir, A1 aBaccarelli, Andrea1 aBochud, Murielle1 aBrenner, Hermann1 aBressler, Jan1 aBreteler, Monique, M B1 aCarmeli, Cristian1 aChaker, Layal1 aCoresh, Josef1 aCorre, Tanguy1 aCorrea, Adolfo1 aCox, Simon, R1 aDelgado, Graciela, E1 aEckardt, Kai-Uwe1 aEkici, Arif, B1 aEndlich, Karlhans1 aFloyd, James, S1 aFraszczyk, Eliza1 aGao, Xu1 aGào, Xīn1 aGelber, Allan, C1 aGhanbari, Mohsen1 aGhasemi, Sahar1 aGieger, Christian1 aGreenland, Philip1 aGrove, Megan, L1 aHarris, Sarah, E1 aHemani, Gibran1 aHenneman, Peter1 aHerder, Christian1 aHorvath, Steve1 aHou, Lifang1 aHurme, Mikko, A1 aHwang, Shih-Jen1 aKardia, Sharon, L R1 aKasela, Silva1 aKleber, Marcus, E1 aKoenig, Wolfgang1 aKooner, Jaspal, S1 aKronenberg, Florian1 aKuhnel, Brigitte1 aLadd-Acosta, Christine1 aLehtimäki, Terho1 aLind, Lars1 aLiu, Dan1 aLloyd-Jones, Donald, M1 aLorkowski, Stefan1 aLu, Ake, T1 aMarioni, Riccardo, E1 aMärz, Winfried1 aMcCartney, Daniel, L1 aMeeks, Karlijn, A C1 aMilani, Lili1 aMishra, Pashupati, P1 aNauck, Matthias1 aNowak, Christoph1 aPeters, Annette1 aProkisch, Holger1 aPsaty, Bruce, M1 aRaitakari, Olli, T1 aRatliff, Scott, M1 aReiner, Alex, P1 aSchöttker, Ben1 aSchwartz, Joel1 aSedaghat, Sanaz1 aSmith, Jennifer, A1 aSotoodehnia, Nona1 aStocker, Hannah, R1 aStringhini, Silvia1 aSundström, Johan1 aSwenson, Brenton, R1 avan Meurs, Joyce, B J1 avan Vliet-Ostaptchouk, Jana, V1 aVenema, Andrea1 aVölker, Uwe1 aWinkelmann, Juliane1 aWolffenbuttel, Bruce, H R1 aZhao, Wei1 aZheng, Yinan1 aLoh, Marie1 aSnieder, Harold1 aWaldenberger, Melanie1 aLevy, Daniel1 aAkilesh, Shreeram1 aWoodward, Owen, M1 aSusztak, Katalin1 aTeumer, Alexander1 aKöttgen, Anna1 aEstonian Biobank Research Team1 aGenetics of DNA Methylation Consortium uhttps://chs-nhlbi.org/node/900605906nas a2201705 4500008004100000022001400041245008700055210006900142260001500211300000900226490000700235520117400242653001001416653000901426653001601435653002001451653001101471653003101482653001101513653003401524653001101558653002601569653002401595653000901619653002201628653001601650653003301666653002601699100002201725700001801747700002901765700002101794700001901815700001601834700001901850700001201869700002101881700003301902700001901935700002601954700002201980700001902002700001902021700002302040700002102063700002102084700002702105700002202132700001802154700002202172700002102194700001802215700001802233700001902251700001802270700001902288700002502307700002602332700002102358700001902379700002202398700002202420700002002442700002002462700001702482700002102499700001202520700001502532700002102547700001902568700002202587700002202609700002002631700002102651700001902672700002002691700002202711700001902733700001602752700002002768700002002788700002702808700002402835700001802859700002202877700002102899700002202920700001802942700002402960700002102984700002203005700001503027700001303042700001703055700002703072700001703099700002203116700001503138700002503153700002003178700002503198700002403223700001703247700002503264700002003289700002103309700002103330700002003351700002103371700002003392700002303412700002203435700002003457700002103477700002003498700001903518700002003537700002303557700002203580700002303602700002303625700002203648700002403670700002403694700002603718700003503744700001903779700001803798700002103816700002403837700002403861700003003885700001403915700001703929700001503946700002003961700001703981700002603998700002104024700001904045700002204064710003504086710004304121856003604164 2021 eng d a2041-172300aMeta-analyses identify DNA methylation associated with kidney function and damage.0 aMetaanalyses identify DNA methylation associated with kidney fun c2021 12 09 a71740 v123 aChronic kidney disease is a major public health burden. Elevated urinary albumin-to-creatinine ratio is a measure of kidney damage, and used to diagnose and stage chronic kidney disease. To extend the knowledge on regulatory mechanisms related to kidney function and disease, we conducted a blood-based epigenome-wide association study for estimated glomerular filtration rate (n = 33,605) and urinary albumin-to-creatinine ratio (n = 15,068) and detected 69 and seven CpG sites where DNA methylation was associated with the respective trait. The majority of these findings showed directionally consistent associations with the respective clinical outcomes chronic kidney disease and moderately increased albuminuria. Associations of DNA methylation with kidney function, such as CpGs at JAZF1, PELI1 and CHD2 were validated in kidney tissue. Methylation at PHRF1, LDB2, CSRNP1 and IRF5 indicated causal effects on kidney function. Enrichment analyses revealed pathways related to hemostasis and blood cell migration for estimated glomerular filtration rate, and immune cell activation and response for urinary albumin-to-creatinineratio-associated CpGs.
10aAdult10aAged10aCpG Islands10aDNA Methylation10aFemale10aGlomerular Filtration Rate10aHumans10aInterferon Regulatory Factors10aKidney10aKidney Function Tests10aLIM Domain Proteins10aMale10aMembrane Proteins10aMiddle Aged10aRenal Insufficiency, Chronic10aTranscription Factors1 aSchlosser, Pascal1 aTin, Adrienne1 aMatias-Garcia, Pamela, R1 aThio, Chris, H L1 aJoehanes, Roby1 aLiu, Hongbo1 aWeihs, Antoine1 aYu, Zhi1 aHoppmann, Anselm1 aGrundner-Culemann, Franziska1 aMin, Josine, L1 aAdeyemo, Adebowale, A1 aAgyemang, Charles1 aArnlöv, Johan1 aAziz, Nasir, A1 aBaccarelli, Andrea1 aBochud, Murielle1 aBrenner, Hermann1 aBreteler, Monique, M B1 aCarmeli, Cristian1 aChaker, Layal1 aChambers, John, C1 aCole, Shelley, A1 aCoresh, Josef1 aCorre, Tanguy1 aCorrea, Adolfo1 aCox, Simon, R1 ade Klein, Niek1 aDelgado, Graciela, E1 aDomingo-Relloso, Arce1 aEckardt, Kai-Uwe1 aEkici, Arif, B1 aEndlich, Karlhans1 aEvans, Kathryn, L1 aFloyd, James, S1 aFornage, Myriam1 aFranke, Lude1 aFraszczyk, Eliza1 aGao, Xu1 aGào, Xīn1 aGhanbari, Mohsen1 aGhasemi, Sahar1 aGieger, Christian1 aGreenland, Philip1 aGrove, Megan, L1 aHarris, Sarah, E1 aHemani, Gibran1 aHenneman, Peter1 aHerder, Christian1 aHorvath, Steve1 aHou, Lifang1 aHurme, Mikko, A1 aHwang, Shih-Jen1 aJarvelin, Marjo-Riitta1 aKardia, Sharon, L R1 aKasela, Silva1 aKleber, Marcus, E1 aKoenig, Wolfgang1 aKooner, Jaspal, S1 aKramer, Holly1 aKronenberg, Florian1 aKuhnel, Brigitte1 aLehtimäki, Terho1 aLind, Lars1 aLiu, Dan1 aLiu, Yongmei1 aLloyd-Jones, Donald, M1 aLohman, Kurt1 aLorkowski, Stefan1 aLu, Ake, T1 aMarioni, Riccardo, E1 aMärz, Winfried1 aMcCartney, Daniel, L1 aMeeks, Karlijn, A C1 aMilani, Lili1 aMishra, Pashupati, P1 aNauck, Matthias1 aNavas-Acien, Ana1 aNowak, Christoph1 aPeters, Annette1 aProkisch, Holger1 aPsaty, Bruce, M1 aRaitakari, Olli, T1 aRatliff, Scott, M1 aReiner, Alex, P1 aRosas, Sylvia, E1 aSchöttker, Ben1 aSchwartz, Joel1 aSedaghat, Sanaz1 aSmith, Jennifer, A1 aSotoodehnia, Nona1 aStocker, Hannah, R1 aStringhini, Silvia1 aSundström, Johan1 aSwenson, Brenton, R1 aTellez-Plaza, Maria1 avan Meurs, Joyce, B J1 avan Vliet-Ostaptchouk, Jana, V1 aVenema, Andrea1 aVerweij, Niek1 aWalker, Rosie, M1 aWielscher, Matthias1 aWinkelmann, Juliane1 aWolffenbuttel, Bruce, H R1 aZhao, Wei1 aZheng, Yinan1 aLoh, Marie1 aSnieder, Harold1 aLevy, Daniel1 aWaldenberger, Melanie1 aSusztak, Katalin1 aKöttgen, Anna1 aTeumer, Alexander1 aEstonian Biobank Research Team1 aGenetics of DNA Methylation Consortium uhttps://chs-nhlbi.org/node/900203140nas a2200649 4500008004100000022001400041245009100055210006900146260001600215520129400231100003201525700002001557700001701577700001801594700001601612700002201628700002501650700002301675700001901698700002001717700002101737700002001758700002101778700002101799700001701820700002001837700001901857700001801876700001801894700001901912700002201931700002001953700002001973700002001993700002202013700001902035700002002054700002102074700001602095700002102111700002502132700002302157700001902180700002102199700001902220700002302239700002002262700002002282700002302302700001902325700001802344700001702362700002602379700003002405700001902435856003602454 2021 eng d a1573-728400aMeta-analysis of epigenome-wide association studies of carotid intima-media thickness.0 aMetaanalysis of epigenomewide association studies of carotid int c2021 Jun 063 aCommon carotid intima-media thickness (cIMT) is an index of subclinical atherosclerosis that is associated with ischemic stroke and coronary artery disease (CAD). We undertook a cross-sectional epigenome-wide association study (EWAS) of measures of cIMT in 6400 individuals. Mendelian randomization analysis was applied to investigate the potential causal role of DNA methylation in the link between atherosclerotic cardiovascular risk factors and cIMT or clinical cardiovascular disease. The CpG site cg05575921 was associated with cIMT (beta = -0.0264, p value = 3.5 × 10) in the discovery panel and was replicated in replication panel (beta = -0.07, p value = 0.005). This CpG is located at chr5:81649347 in the intron 3 of the aryl hydrocarbon receptor repressor gene (AHRR). Our results indicate that DNA methylation at cg05575921 might be in the pathway between smoking, cIMT and stroke. Moreover, in a region-based analysis, 34 differentially methylated regions (DMRs) were identified of which a DMR upstream of ALOX12 showed the strongest association with cIMT (p value = 1.4 × 10). In conclusion, our study suggests that DNA methylation may play a role in the link between cardiovascular risk factors, cIMT and clinical cardiovascular disease.
1 aPortilla-Fernández, Eliana1 aHwang, Shih-Jen1 aWilson, Rory1 aMaddock, Jane1 aHill, David1 aTeumer, Alexander1 aMishra, Pashupati, P1 aBrody, Jennifer, A1 aJoehanes, Roby1 aLigthart, Symen1 aGhanbari, Mohsen1 aKavousi, Maryam1 aRoks, Anton, J M1 aDanser, A, H Jan1 aLevy, Daniel1 aPeters, Annette1 aGhasemi, Sahar1 aSchminke, Ulf1 aDörr, Marcus1 aGrabe, Hans, J1 aLehtimäki, Terho1 aKähönen, Mika1 aHurme, Mikko, A1 aBartz, Traci, M1 aSotoodehnia, Nona1 aBis, Joshua, C1 aThiery, Joachim1 aKoenig, Wolfgang1 aOng, Ken, K1 aBell, Jordana, T1 aMeisinger, Christine1 aWardlaw, Joanna, M1 aStarr, John, M1 aSeissler, Jochen1 aThen, Cornelia1 aRathmann, Wolfgang1 aIkram, Arfan, M1 aPsaty, Bruce, M1 aRaitakari, Olli, T1 aVölzke, Henry1 aDeary, Ian, J1 aWong, Andrew1 aWaldenberger, Melanie1 aO'Donnell, Christopher, J1 aDehghan, Abbas uhttps://chs-nhlbi.org/node/878903781nas a2200637 4500008004100000022001400041245011400055210006900169260001300238300001200251490000700263520196300270100001802233700002402251700002002275700002402295700001902319700002102338700001502359700002002374700002302394700002102417700001602438700001802454700001302472700001502485700002602500700002802526700001602554700002102570700002002591700002002611700002002631700002302651700002302674700003002697700001302727700002302740700002302763700001602786700001702802700001902819700002402838700002102862700002302883700001802906700002802924700002102952700002402973700002702997700002003024700002203044700002203066700001903088856003603107 2021 eng d a2574-830000aMultiethnic Genome-Wide Association Study of Subclinical Atherosclerosis in Individuals With Type 2 Diabetes.0 aMultiethnic GenomeWide Association Study of Subclinical Atherosc c2021 Aug ae0032580 v143 aBACKGROUND: Coronary artery calcification (CAC) and carotid artery intima-media thickness (cIMT) are measures of subclinical atherosclerosis in asymptomatic individuals and strong risk factors for cardiovascular disease. Type 2 diabetes (T2D) is an independent cardiovascular disease risk factor that accelerates atherosclerosis.
METHODS: We performed meta-analyses of genome-wide association studies in up to 2500 T2D individuals of European ancestry (EA) and 1590 T2D individuals of African ancestry with or without exclusion of prevalent cardiovascular disease, for CAC measured by cardiac computed tomography, and 3608 individuals of EA and 838 individuals of African ancestry with T2D for cIMT measured by ultrasonography within the CHARGE (Cohorts for Heart and Aging Research in Genomic Epidemiology) Consortium.
RESULTS: We replicated 2 loci (rs9369640 and rs9349379 near and rs10757278 near ) for CAC and one locus for cIMT (rs7412 and rs445925 near ) that were previously reported in the general EA populations. We identified one novel CAC locus (rs8000449 near at 13q13.3) at =2.0×10 in EA. No additional loci were identified with the meta-analyses of EA and African ancestry. The expression quantitative trait loci analysis with nearby expressed genes derived from arterial wall and metabolic tissues from the Genotype-Tissue Expression project pinpoints , encoding a matricellular protein involved in bone formation and bone matrix organization, as the potential candidate gene at this locus. In addition, we found significant associations (<3.1×10) for 3 previously reported coronary artery disease loci for these subclinical atherosclerotic phenotypes (rs2891168 near and rs11170820 near for CAC, and rs7412 near for cIMT).
CONCLUSIONS: Our results provide potential biological mechanisms that could link CAC and cIMT to increased cardiovascular disease risk in individuals with T2D.
1 aLu, Yingchang1 aDimitrov, Latchezar1 aChen, Shyh-Huei1 aBielak, Lawrence, F1 aBis, Joshua, C1 aFeitosa, Mary, F1 aLu, Lingyi1 aKavousi, Maryam1 aRaffield, Laura, M1 aSmith, Albert, V1 aWang, Lihua1 aWeiss, Stefan1 aYao, Jie1 aZhu, Jiaxi1 aGudmundsson, Elias, F1 aGudmundsdottir, Valborg1 aBos, Daniel1 aGhanbari, Mohsen1 aIkram, Arfan, M1 aHwang, Shih-Jen1 aTaylor, Kent, D1 aBudoff, Matthew, J1 aGislason, Gauti, K1 aO'Donnell, Christopher, J1 aAn, Ping1 aFranceschini, Nora1 aFreedman, Barry, I1 aFu, Yi-Ping1 aGuo, Xiuqing1 aHeiss, Gerardo1 aKardia, Sharon, L R1 aWilson, James, G1 aLangefeld, Carl, D1 aSchminke, Ulf1 aUitterlinden, André, G1 aLange, Leslie, A1 aPeyser, Patricia, A1 aGudnason, Vilmundur, G1 aPsaty, Bruce, M1 aRotter, Jerome, I1 aBowden, Donald, W1 aC Y Ng, Maggie uhttps://chs-nhlbi.org/node/883204415nas a2200805 4500008004100000022001400041245024200055210006900297260001300366300001200379490000700391520195900398100002402357700002002381700002202401700002102423700002002444700003002464700001902494700002002513700002102533700002102554700002202575700002202597700002002619700002002639700001802659700002002677700003202697700002102729700001902750700002402769700002902793700001602822700001902838700002902857700002202886700002002908700002202928700001902950700002202969700002402991700002003015700002803035700002003063700002503083700002203108700002003130700002203150700002303172700002403195700002003219700002103239700002103260700002303281700002003304700002103324700001603345700002003361700001803381700002003399700002203419700002303441700002703464700002003491700001903511700002003530700002303550856003603573 2021 eng d a2574-830000aSugar-Sweetened Beverage Consumption May Modify Associations Between Genetic Variants in the CHREBP (Carbohydrate Responsive Element Binding Protein) Locus and HDL-C (High-Density Lipoprotein Cholesterol) and Triglyceride Concentrations.0 aSugarSweetened Beverage Consumption May Modify Associations Betw c2021 Aug ae0032880 v143 aBACKGROUND: ChREBP (carbohydrate responsive element binding protein) is a transcription factor that responds to sugar consumption. Sugar-sweetened beverage (SSB) consumption and genetic variants in the locus have separately been linked to HDL-C (high-density lipoprotein cholesterol) and triglyceride concentrations. We hypothesized that SSB consumption would modify the association between genetic variants in the locus and dyslipidemia.
METHODS: Data from 11 cohorts from the Cohorts for Heart and Aging Research in Genomic Epidemiology consortium (N=63 599) and the UK Biobank (N=59 220) were used to quantify associations of SSB consumption, genetic variants, and their interaction on HDL-C and triglyceride concentrations using linear regression models. A total of 1606 single nucleotide polymorphisms within or near were considered. SSB consumption was estimated from validated questionnaires, and participants were grouped by their estimated intake.
RESULTS: In a meta-analysis, rs71556729 was significantly associated with higher HDL-C concentrations only among the highest SSB consumers (β, 2.12 [95% CI, 1.16-3.07] mg/dL per allele; <0.0001), but not significantly among the lowest SSB consumers (=0.81; <0.0001). Similar results were observed for 2 additional variants (rs35709627 and rs71556736). For triglyceride, rs55673514 was positively associated with triglyceride concentrations only among the highest SSB consumers (β, 0.06 [95% CI, 0.02-0.09] ln-mg/dL per allele, =0.001) but not the lowest SSB consumers (=0.84; =0.0005).
CONCLUSIONS: Our results identified genetic variants in the locus that may protect against SSB-associated reductions in HDL-C and other variants that may exacerbate SSB-associated increases in triglyceride concentrations. Registration: URL: https://www.clinicaltrials.gov; Unique identifier: NCT00005133, NCT00005121, NCT00005487, and NCT00000479.
1 aHaslam, Danielle, E1 aPeloso, Gina, M1 aGuirette, Melanie1 aImamura, Fumiaki1 aBartz, Traci, M1 aPitsillides, Achilleas, N1 aWang, Carol, A1 aLi-Gao, Ruifang1 aWestra, Jason, M1 aPitkänen, Niina1 aYoung, Kristin, L1 aGraff, Mariaelisa1 aWood, Alexis, C1 aBraun, Kim, V E1 aLuan, Jian'an1 aKähönen, Mika1 ade Jong, Jessica, C Kiefte-1 aGhanbari, Mohsen1 aTintle, Nathan1 aLemaitre, Rozenn, N1 aMook-Kanamori, Dennis, O1 aNorth, Kari1 aHelminen, Mika1 aMossavar-Rahmani, Yasmin1 aSnetselaar, Linda1 aMartin, Lisa, W1 aViikari, Jorma, S1 aOddy, Wendy, H1 aPennell, Craig, E1 aRosendall, Frits, R1 aIkram, Arfan, M1 aUitterlinden, André, G1 aPsaty, Bruce, M1 aMozaffarian, Dariush1 aRotter, Jerome, I1 aTaylor, Kent, D1 aLehtimäki, Terho1 aRaitakari, Olli, T1 aLivingston, Kara, A1 aVoortman, Trudy1 aForouhi, Nita, G1 aWareham, Nick, J1 ade Mutsert, Renée1 aRich, Steven, S1 aManson, JoAnn, E1 aMora, Samia1 aRidker, Paul, M1 aMerino, Jordi1 aMeigs, James, B1 aDashti, Hassan, S1 aChasman, Daniel, I1 aLichtenstein, Alice, H1 aSmith, Caren, E1 aDupuis, Josée1 aHerman, Mark, A1 aMcKeown, Nicola, M uhttps://chs-nhlbi.org/node/883012282nas a2204021 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2022 eng d a2399-364200aDifferential and shared genetic effects on kidney function between diabetic and non-diabetic individuals.0 aDifferential and shared genetic effects on kidney function betwe c2022 Jun 13 a5800 v53 aReduced glomerular filtration rate (GFR) can progress to kidney failure. Risk factors include genetics and diabetes mellitus (DM), but little is known about their interaction. We conducted genome-wide association meta-analyses for estimated GFR based on serum creatinine (eGFR), separately for individuals with or without DM (n = 178,691, n = 1,296,113). Our genome-wide searches identified (i) seven eGFR loci with significant DM/noDM-difference, (ii) four additional novel loci with suggestive difference and (iii) 28 further novel loci (including CUBN) by allowing for potential difference. GWAS on eGFR among DM individuals identified 2 known and 27 potentially responsible loci for diabetic kidney disease. Gene prioritization highlighted 18 genes that may inform reno-protective drug development. We highlight the existence of DM-only and noDM-only effects, which can inform about the target group, if respective genes are advanced as drug targets. Largely shared effects suggest that most drug interventions to alter eGFR should be effective in DM and noDM.
10aCreatinine10aDiabetes Mellitus10aDiabetic Nephropathies10aGenome-Wide Association Study10aGlomerular Filtration Rate10aHumans10aKidney1 aWinkler, Thomas, W1 aRasheed, Humaira1 aTeumer, Alexander1 aGorski, Mathias1 aRowan, Bryce, X1 aStanzick, Kira, J1 aThomas, Laurent, F1 aTin, Adrienne1 aHoppmann, Anselm1 aChu, Audrey, Y1 aTayo, Bamidele1 aThio, Chris, H L1 aCusi, Daniele1 aChai, Jin-Fang1 aSieber, Karsten, B1 aHorn, Katrin1 aLi, Man1 aScholz, Markus1 aCocca, Massimiliano1 aWuttke, Matthias1 avan der Most, Peter, J1 aYang, Qiong1 aGhasemi, Sahar1 aNutile, Teresa1 aLi, Yong1 aPontali, Giulia1 aGünther, Felix1 aDehghan, Abbas1 aCorrea, Adolfo1 aParsa, Afshin1 aFeresin, Agnese1 ade Vries, Aiko, P J1 aZonderman, Alan, B1 aSmith, Albert, V1 aOldehinkel, Albertine, J1 aDe Grandi, Alessandro1 aRosenkranz, Alexander, R1 aFranke, Andre1 aTeren, Andrej1 aMetspalu, Andres1 aHicks, Andrew, A1 aMorris, Andrew, P1 aTönjes, Anke1 aMorgan, Anna1 aPodgornaia, Anna, I1 aPeters, Annette1 aKörner, 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Michael1 aPreuss, Michael, H1 aStumvoll, Michael1 aProvince, Michael, A1 aEvans, Michele, K1 aO'Donoghue, Michelle, L1 aKubo, Michiaki1 aKähönen, Mika1 aKastarinen, Mika1 aNalls, Mike, A1 aKuokkanen, Mikko1 aGhanbari, Mohsen1 aBochud, Murielle1 aJosyula, Navya, Shilpa1 aMartin, Nicholas, G1 aTan, Nicholas, Y Q1 aPalmer, Nicholette, D1 aPirastu, Nicola1 aSchupf, Nicole1 aVerweij, Niek1 aHutri-Kähönen, Nina1 aMononen, Nina1 aBansal, Nisha1 aDevuyst, Olivier1 aMelander, Olle1 aRaitakari, Olli, T1 aPolasek, Ozren1 aManunta, Paolo1 aGasparini, Paolo1 aMishra, Pashupati, P1 aSulem, Patrick1 aMagnusson, Patrik, K E1 aElliott, Paul1 aRidker, Paul, M1 aHamet, Pavel1 aSvensson, Per, O1 aJoshi, Peter, K1 aKovacs, Peter1 aPramstaller, Peter, P1 aRossing, Peter1 aVollenweider, Peter1 aHarst, Pim1 aDorajoo, Rajkumar1 aSim, Ralene, Z H1 aBurkhardt, Ralph1 aTao, Ran1 aNoordam, Raymond1 aMägi, Reedik1 aSchmidt, Reinhold1 ade Mutsert, Renée1 aRueedi, Rico1 avan Dam, Rob, M1 aCarroll, Robert, J1 aGansevoort, Ron, T1 aLoos, Ruth, J F1 aFelicita, Sala, Cinzia1 aSedaghat, Sanaz1 aPadmanabhan, Sandosh1 aFreitag-Wolf, Sandra1 aPendergrass, Sarah, A1 aGraham, Sarah, E1 aGordon, Scott, D1 aHwang, Shih-Jen1 aKerr, Shona, M1 aVaccargiu, Simona1 aPatil, Snehal, B1 aHallan, Stein1 aBakker, Stephan, J L1 aLim, Su-Chi1 aLucae, Susanne1 aVogelezang, Suzanne1 aBergmann, Sven1 aCorre, Tanguy1 aAhluwalia, Tarunveer, S1 aLehtimäki, Terho1 aBoutin, Thibaud, S1 aMeitinger, Thomas1 aWong, Tien-Yin1 aBergler, Tobias1 aRabelink, Ton, J1 aEsko, Tõnu1 aHaller, Toomas1 aThorsteinsdottir, Unnur1 aVölker, Uwe1 aFoo, Valencia, Hui Xian1 aSalomaa, Veikko1 aVitart, Veronique1 aGiedraitis, Vilmantas1 aGudnason, Vilmundur1 aJaddoe, Vincent, W V1 aHuang, Wei1 aZhang, Weihua1 aBin Wei, Wen1 aKiess, Wieland1 aMärz, Winfried1 aKoenig, Wolfgang1 aLieb, Wolfgang1 aGào, Xīn1 aSim, Xueling1 aWang, Ya, Xing1 aFriedlander, Yechiel1 aTham, Yih-Chung1 aKamatani, Yoichiro1 aOkada, Yukinori1 aMilaneschi, Yuri1 aYu, Zhi1 aStark, Klaus, J1 aStefansson, Kari1 aBöger, Carsten, A1 aHung, Adriana, M1 aKronenberg, Florian1 aKöttgen, Anna1 aPattaro, Cristian1 aHeid, Iris, M1 aLifeLines Cohort Study1 aDiscovEHR/MyCode study1 aVA Million Veteran Program uhttps://chs-nhlbi.org/node/911208267nas a2202233 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2022 eng d a1523-175500aGenetic loci and prioritization of genes for kidney function decline derived from a meta-analysis of 62 longitudinal genome-wide association studies.0 aGenetic loci and prioritization of genes for kidney function dec c2022 Jun 163 aEstimated glomerular filtration rate (eGFR) reflects kidney function. Progressive eGFR-decline can lead to kidney failure, necessitating dialysis or transplantation. Hundreds of loci from genome-wide association studies (GWAS) for eGFR help explain population cross section variability. Since the contribution of these or other loci to eGFR-decline remains largely unknown, we derived GWAS for annual eGFR-decline and meta-analyzed 62 longitudinal studies with eGFR assessed twice over time in all 343,339 individuals and in high-risk groups. We also explored different covariate adjustment. Twelve genome-wide significant independent variants for eGFR-decline unadjusted or adjusted for eGFR-baseline (11 novel, one known for this phenotype), including nine variants robustly associated across models were identified. All loci for eGFR-decline were known for cross-sectional eGFR and thus distinguished a subgroup of eGFR loci. Seven of the nine variants showed variant-by-age interaction on eGFR cross section (further about 350,000 individuals), which linked genetic associations for eGFR-decline with age-dependency of genetic cross-section associations. Clinically important were two to four-fold greater genetic effects on eGFR-decline in high-risk subgroups. Five variants associated also with chronic kidney disease progression mapped to genes with functional in-silico evidence (UMOD, SPATA7, GALNTL5, TPPP). An unfavorable versus favorable nine-variant genetic profile showed increased risk odds ratios of 1.35 for kidney failure (95% confidence intervals 1.03-1.77) and 1.27 for acute kidney injury (95% confidence intervals 1.08-1.50) in over 2000 cases each, with matched controls). Thus, we provide a large data resource, genetic loci, and prioritized genes for kidney function decline, which help inform drug development pipelines revealing important insights into the age-dependency of kidney function genetics.
1 aGorski, Mathias1 aRasheed, Humaira1 aTeumer, Alexander1 aThomas, Laurent, F1 aGraham, Sarah, E1 aSveinbjornsson, Gardar1 aWinkler, Thomas, W1 aGünther, Felix1 aStark, Klaus, J1 aChai, Jin-Fang1 aTayo, Bamidele, O1 aWuttke, Matthias1 aLi, Yong1 aTin, Adrienne1 aAhluwalia, Tarunveer, S1 aArnlöv, Johan1 aÅsvold, Bjørn, Olav1 aBakker, Stephan, J L1 aBanas, Bernhard1 aBansal, Nisha1 aBiggs, Mary, L1 aBiino, Ginevra1 aBöhnke, Michael1 aBoerwinkle, Eric1 aBottinger, Erwin, P1 aBrenner, Hermann1 aBrumpton, Ben1 aCarroll, Robert, J1 aChaker, Layal1 aChalmers, John1 aChee, Miao-Li1 aChee, Miao-Ling1 aCheng, Ching-Yu1 aChu, Audrey, Y1 aCiullo, Marina1 aCocca, Massimiliano1 aCook, James, P1 aCoresh, Josef1 aCusi, Daniele1 ade Borst, Martin, H1 aDegenhardt, Frauke1 aEckardt, Kai-Uwe1 aEndlich, Karlhans1 aEvans, Michele, K1 aFeitosa, Mary, F1 aFranke, Andre1 aFreitag-Wolf, Sandra1 aFuchsberger, Christian1 aGampawar, Piyush1 aGansevoort, Ron, T1 aGhanbari, Mohsen1 aGhasemi, Sahar1 aGiedraitis, Vilmantas1 aGieger, Christian1 aGudbjartsson, Daniel, F1 aHallan, Stein1 aHamet, Pavel1 aHishida, Asahi1 aHo, Kevin1 aHofer, Edith1 aHolleczek, Bernd1 aHolm, Hilma1 aHoppmann, Anselm1 aHorn, Katrin1 aHutri-Kähönen, Nina1 aHveem, Kristian1 aHwang, Shih-Jen1 aIkram, Arfan, M1 aJosyula, Navya, Shilpa1 aJung, Bettina1 aKähönen, Mika1 aKarabegović, Irma1 aKhor, Chiea-Chuen1 aKoenig, Wolfgang1 aKramer, Holly1 aKrämer, Bernhard, K1 aKuhnel, Brigitte1 aKuusisto, Johanna1 aLaakso, Markku1 aLange, Leslie, A1 aLehtimäki, Terho1 aLi, Man1 aLieb, Wolfgang1 aLind, Lars1 aLindgren, Cecilia, M1 aLoos, Ruth, J F1 aLukas, Mary, Ann1 aLyytikäinen, Leo-Pekka1 aMahajan, Anubha1 aMatias-Garcia, Pamela, R1 aMeisinger, Christa1 aMeitinger, Thomas1 aMelander, Olle1 aMilaneschi, Yuri1 aMishra, Pashupati, P1 aMononen, Nina1 aMorris, Andrew, P1 aMychaleckyj, Josyf, C1 aNadkarni, Girish, N1 aNaito, Mariko1 aNakatochi, Masahiro1 aNalls, Mike, A1 aNauck, Matthias1 aNikus, Kjell1 aNing, Boting1 aNolte, Ilja, M1 aNutile, Teresa1 aO'Donoghue, Michelle, L1 aO'Connell, Jeffrey1 aOlafsson, Isleifur1 aOrho-Melander, Marju1 aParsa, Afshin1 aPendergrass, Sarah, A1 aPenninx, Brenda, W J H1 aPirastu, Mario1 aPreuss, Michael, H1 aPsaty, Bruce, M1 aRaffield, Laura, M1 aRaitakari, Olli, T1 aRheinberger, Myriam1 aRice, Kenneth, M1 aRizzi, Federica1 aRosenkranz, Alexander, R1 aRossing, Peter1 aRotter, Jerome, I1 aRuggiero, Daniela1 aRyan, Kathleen, A1 aSabanayagam, Charumathi1 aSalvi, Erika1 aSchmidt, Helena1 aSchmidt, Reinhold1 aScholz, Markus1 aSchöttker, Ben1 aSchulz, Christina-Alexandra1 aSedaghat, Sanaz1 aShaffer, Christian, M1 aSieber, Karsten, B1 aSim, Xueling1 aSims, Mario1 aSnieder, Harold1 aStanzick, Kira, J1 aThorsteinsdottir, Unnur1 aStocker, Hannah1 aStrauch, Konstantin1 aStringham, Heather, M1 aSulem, Patrick1 aSzymczak, Silke1 aTaylor, Kent, D1 aThio, Chris, H L1 aTremblay, Johanne1 aVaccargiu, Simona1 aHarst, Pim1 avan der Most, Peter, J1 aVerweij, Niek1 aVölker, Uwe1 aWakai, Kenji1 aWaldenberger, Melanie1 aWallentin, Lars1 aWallner, Stefan1 aWang, Judy1 aWaterworth, Dawn, M1 aWhite, Harvey, D1 aWiller, Cristen, J1 aWong, Tien-Yin1 aWoodward, Mark1 aYang, Qiong1 aYerges-Armstrong, Laura, M1 aZimmermann, Martina1 aZonderman, Alan, B1 aBergler, Tobias1 aStefansson, Kari1 aBöger, Carsten, A1 aPattaro, Cristian1 aKöttgen, Anna1 aKronenberg, Florian1 aHeid, Iris, M1 aLifeLines Cohort Study uhttps://chs-nhlbi.org/node/909315436nas a2205137 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2022 eng d a1546-171800aNew insights into the genetic etiology of Alzheimer's disease and related dementias.0 aNew insights into the genetic etiology of Alzheimers disease and c2022 Apr a412-4360 v543 aCharacterization of the genetic landscape of Alzheimer's disease (AD) and related dementias (ADD) provides a unique opportunity for a better understanding of the associated pathophysiological processes. We performed a two-stage genome-wide association study totaling 111,326 clinically diagnosed/'proxy' AD cases and 677,663 controls. We found 75 risk loci, of which 42 were new at the time of analysis. Pathway enrichment analyses confirmed the involvement of amyloid/tau pathways and highlighted microglia implication. Gene prioritization in the new loci identified 31 genes that were suggestive of new genetically associated processes, including the tumor necrosis factor alpha pathway through the linear ubiquitin chain assembly complex. We also built a new genetic risk score associated with the risk of future AD/dementia or progression from mild cognitive impairment to AD/dementia. The improvement in prediction led to a 1.6- to 1.9-fold increase in AD risk from the lowest to the highest decile, in addition to effects of age and the APOE ε4 allele.
10aAlzheimer Disease10aCognitive Dysfunction10aGenome-Wide Association Study10aHumans10atau Proteins1 aBellenguez, Céline1 aKüçükali, Fahri1 aJansen, Iris, E1 aKleineidam, Luca1 aMoreno-Grau, Sonia1 aAmin, Najaf1 aNaj, Adam, C1 aCampos-Martin, Rafael1 aGrenier-Boley, Benjamin1 aAndrade, Victor1 aHolmans, Peter, A1 aBoland, Anne1 aDamotte, Vincent1 avan der Lee, Sven, J1 aCosta, Marcos, R1 aKuulasmaa, Teemu1 aYang, Qiong1 ade Rojas, Itziar1 aBis, Joshua, C1 aYaqub, Amber1 aProkic, Ivana1 aChapuis, Julien1 aAhmad, Shahzad1 aGiedraitis, Vilmantas1 aAarsland, Dag1 aGarcia-Gonzalez, Pablo1 aAbdelnour, Carla1 aAlarcón-Martín, Emilio1 aAlcolea, Daniel1 aAlegret, Montserrat1 aAlvarez, Ignacio1 aAlvarez, Victoria1 aArmstrong, Nicola, J1 aTsolaki, Anthoula1 aAntunez, Carmen1 aAppollonio, Ildebrando1 aArcaro, Marina1 aArchetti, Silvana1 aPastor, Alfonso, Arias1 aArosio, Beatrice1 aAthanasiu, Lavinia1 aBailly, Henri1 aBanaj, Nerisa1 aBaquero, Miquel1 aBarral, Sandra1 aBeiser, Alexa1 aPastor, Ana, Belén1 aBelow, Jennifer, E1 aBenchek, Penelope1 aBenussi, Luisa1 aBerr, Claudine1 aBesse, Céline1 aBessi, Valentina1 aBinetti, Giuliano1 aBizarro, Alessandra1 aBlesa, Rafael1 aBoada, Merce1 aBoerwinkle, Eric1 aBorroni, Barbara1 aBoschi, Silvia1 aBossù, Paola1 aBråthen, Geir1 aBressler, Jan1 aBresner, Catherine1 aBrodaty, Henry1 aBrookes, Keeley, J1 aBrusco, Luis, Ignacio1 aBuiza-Rueda, Dolores1 aBûrger, Katharina1 aBurholt, Vanessa1 aBush, William, S1 aCalero, Miguel1 aCantwell, Laura, B1 aChene, Geneviève1 aChung, Jaeyoon1 aCuccaro, Michael, L1 aCarracedo, Angel1 aCecchetti, Roberta1 aCervera-Carles, Laura1 aCharbonnier, Camille1 aChen, Hung-Hsin1 aChillotti, Caterina1 aCiccone, Simona1 aClaassen, Jurgen, A H R1 aClark, Christopher1 aConti, Elisa1 aCorma-Gómez, Anaïs1 aCostantini, Emanuele1 aCustodero, Carlo1 aDaian, Delphine1 aDalmasso, Maria, Carolina1 aDaniele, Antonio1 aDardiotis, Efthimios1 aDartigues, Jean-François1 ade Deyn, Peter, Paul1 aLopes, Katia, de Paiva1 ade Witte, Lot, D1 aDebette, Stephanie1 aDeckert, Jürgen1 aDel Ser, Teodoro1 aDenning, Nicola1 aDeStefano, Anita1 aDichgans, Martin1 aDiehl-Schmid, Janine1 aDiez-Fairen, Monica1 aRossi, Paolo, Dionigi1 aDjurovic, Srdjan1 aDuron, Emmanuelle1 aDüzel, Emrah1 aDufouil, Carole1 aEiriksdottir, Gudny1 aEngelborghs, Sebastiaan1 aEscott-Price, Valentina1 aEspinosa, Ana1 aEwers, Michael1 aFaber, Kelley, M1 aFabrizio, Tagliavini1 aNielsen, Sune, Fallgaard1 aFardo, David, W1 aFarotti, Lucia1 aFenoglio, Chiara1 aFernández-Fuertes, Marta1 aFerrari, Raffaele1 aFerreira, Catarina, B1 aFerri, Evelyn1 aFin, Bertrand1 aFischer, Peter1 aFladby, Tormod1 aFließbach, Klaus1 aFongang, Bernard1 aFornage, Myriam1 aFortea, Juan1 aForoud, Tatiana, M1 aFostinelli, Silvia1 aFox, Nick, C1 aFranco-Macías, Emlio1 aBullido, María, J1 aFrank-García, Ana1 aFroelich, Lutz1 aFulton-Howard, Brian1 aGalimberti, Daniela1 aGarcía-Alberca, Jose, Maria1 aGarcia-Gonzalez, Pablo1 aGarcia-Madrona, Sebastian1 aGarcia-Ribas, Guillermo1 aGhidoni, Roberta1 aGiegling, Ina1 aGiorgio, Giaccone1 aGoate, Alison, M1 aGoldhardt, Oliver1 aGomez-Fonseca, Duber1 aGonzález-Perez, Antonio1 aGraff, Caroline1 aGrande, Giulia1 aGreen, Emma1 aGrimmer, Timo1 aGrünblatt, Edna1 aGrunin, Michelle1 aGudnason, Vilmundur1 aGuetta-Baranes, Tamar1 aHaapasalo, Annakaisa1 aHadjigeorgiou, Georgios1 aHaines, Jonathan, L1 aHamilton-Nelson, Kara, L1 aHampel, Harald1 aHanon, Olivier1 aHardy, John1 aHartmann, Annette, M1 aHausner, Lucrezia1 aHarwood, Janet1 aHeilmann-Heimbach, Stefanie1 aHelisalmi, Seppo1 aHeneka, Michael, T1 aHernandez, Isabel1 aHerrmann, Martin, J1 aHoffmann, Per1 aHolmes, Clive1 aHolstege, Henne1 aVilas, Raquel, Huerto1 aHulsman, Marc1 aHumphrey, Jack1 aBiessels, Geert, Jan1 aJian, Xueqiu1 aJohansson, Charlotte1 aJun, Gyungah, R1 aKastumata, Yuriko1 aKauwe, John1 aKehoe, Patrick, G1 aKilander, Lena1 aStåhlbom, Anne, Kinhult1 aKivipelto, Miia1 aKoivisto, Anne1 aKornhuber, Johannes1 aKosmidis, Mary, H1 aKukull, Walter, A1 aKuksa, Pavel, P1 aKunkle, Brian, W1 aKuzma, Amanda, B1 aLage, Carmen1 aLaukka, Erika, J1 aLauner, Lenore1 aLauria, Alessandra1 aLee, Chien-Yueh1 aLehtisalo, Jenni1 aLerch, Ondrej1 aLleo, Alberto1 aLongstreth, William1 aLopez, Oscar1 ade Munain, Adolfo, Lopez1 aLove, Seth1 aLöwemark, Malin1 aLuckcuck, Lauren1 aLunetta, Kathryn, L1 aMa, Yiyi1 aMacías, Juan1 aMacLeod, Catherine, A1 aMaier, Wolfgang1 aMangialasche, Francesca1 aSpallazzi, Marco1 aMarquié, Marta1 aMarshall, Rachel1 aMartin, Eden, R1 aMontes, Angel, Martín1 aRodríguez, Carmen, Martínez1 aMasullo, Carlo1 aMayeux, Richard1 aMead, Simon1 aMecocci, Patrizia1 aMedina, Miguel1 aMeggy, Alun1 aMehrabian, Shima1 aMendoza, Silvia1 aMenéndez-González, Manuel1 aMir, Pablo1 aMoebus, Susanne1 aMol, Merel1 aMolina-Porcel, Laura1 aMontrreal, Laura1 aMorelli, Laura1 aMoreno, Fermin1 aMorgan, Kevin1 aMosley, Thomas1 aNöthen, Markus, M1 aMuchnik, Carolina1 aMukherjee, Shubhabrata1 aNacmias, Benedetta1 aNgandu, Tiia1 aNicolas, Gaël1 aNordestgaard, Børge, G1 aOlaso, Robert1 aOrellana, Adelina1 aOrsini, Michela1 aOrtega, Gemma1 aPadovani, Alessandro1 aPaolo, Caffarra1 aPapenberg, Goran1 aParnetti, Lucilla1 aPasquier, Florence1 aPastor, Pau1 aPeloso, Gina1 aPérez-Cordón, Alba1 aPérez-Tur, Jordi1 aPericard, Pierre1 aPeters, Oliver1 aPijnenburg, Yolande, A L1 aPineda, Juan, A1 aPiñol-Ripoll, Gerard1 aPisanu, Claudia1 aPolak, Thomas1 aPopp, Julius1 aPosthuma, Danielle1 aPriller, Josef1 aPuerta, Raquel1 aQuenez, Olivier1 aQuintela, Inés1 aThomassen, Jesper, Qvist1 aRábano, Alberto1 aRainero, Innocenzo1 aRajabli, Farid1 aRamakers, Inez1 aReal, Luis, M1 aReinders, Marcel, J T1 aReitz, Christiane1 aReyes-Dumeyer, Dolly1 aRidge, Perry1 aRiedel-Heller, Steffi1 aRiederer, Peter1 aRoberto, Natalia1 aRodriguez-Rodriguez, Eloy1 aRongve, Arvid1 aAllende, Irene, Rosas1 aRosende-Roca, Maitée1 aRoyo, Jose, Luis1 aRubino, Elisa1 aRujescu, Dan1 aSáez, María, Eugenia1 aSakka, Paraskevi1 aSaltvedt, Ingvild1 aSanabria, Ángela1 aSánchez-Arjona, María, Bernal1 aSanchez-Garcia, Florentino1 aJuan, Pascual, Sánchez1 aSánchez-Valle, Raquel1 aSando, Sigrid, B1 aSarnowski, Chloe1 aSatizabal, Claudia, L1 aScamosci, Michela1 aScarmeas, Nikolaos1 aScarpini, Elio1 aScheltens, Philip1 aScherbaum, Norbert1 aScherer, Martin1 aSchmid, Matthias1 aSchneider, Anja1 aSchott, Jonathan, M1 aSelbæk, Geir1 aSeripa, Davide1 aSerrano, Manuel1 aSha, Jin1 aShadrin, Alexey, A1 aSkrobot, Olivia1 aSlifer, Susan1 aSnijders, Gijsje, J L1 aSoininen, Hilkka1 aSolfrizzi, Vincenzo1 aSolomon, Alina1 aSong, Yeunjoo1 aSorbi, Sandro1 aSotolongo-Grau, Oscar1 aSpalletta, Gianfranco1 aSpottke, Annika1 aSquassina, Alessio1 aStordal, Eystein1 aTartan, Juan, Pablo1 aTarraga, Lluis1 aTesí, Niccolo1 aThalamuthu, Anbupalam1 aThomas, Tegos1 aTosto, Giuseppe1 aTraykov, Latchezar1 aTremolizzo, Lucio1 aTybjærg-Hansen, Anne1 aUitterlinden, Andre1 aUllgren, Abbe1 aUlstein, Ingun1 aValero, Sergi1 aValladares, Otto1 aVan Broeckhoven, Christine1 aVance, Jeffery1 aVardarajan, Badri, N1 avan der Lugt, Aad1 aVan Dongen, Jasper1 avan Rooij, Jeroen1 avan Swieten, John1 aVandenberghe, Rik1 aVerhey, Frans1 aVidal, Jean-Sébastien1 aVogelgsang, Jonathan1 aVyhnalek, Martin1 aWagner, Michael1 aWallon, David1 aSan Wang, Li-1 aWang, Ruiqi1 aWeinhold, Leonie1 aWiltfang, Jens1 aWindle, Gill1 aWoods, Bob1 aYannakoulia, Mary1 aZare, Habil1 aZhao, Yi1 aZhang, Xiaoling1 aZhu, Congcong1 aZulaica, Miren1 aFarrer, Lindsay, A1 aPsaty, Bruce, M1 aGhanbari, Mohsen1 aRaj, Towfique1 aSachdev, Perminder1 aMather, Karen1 aJessen, Frank1 aIkram, Arfan, M1 ade Mendonça, Alexandre1 aHort, Jakub1 aTsolaki, Magda1 aPericak-Vance, Margaret, A1 aAmouyel, Philippe1 aWilliams, Julie1 aFrikke-Schmidt, Ruth1 aClarimon, Jordi1 aDeleuze, Jean-Francois1 aRossi, Giacomina1 aSeshadri, Sudha1 aAndreassen, Ole, A1 aIngelsson, Martin1 aHiltunen, Mikko1 aSleegers, Kristel1 aSchellenberg, Gerard, D1 aDuijn, Cornelia, M1 aSims, Rebecca1 avan der Flier, Wiesje, M1 aRuiz, Agustin1 aRamirez, Alfredo1 aLambert, Jean-Charles1 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2023 eng d00aMulti-ancestry genome-wide study in >2.5 million individuals reveals heterogeneity in mechanistic pathways of type 2 diabetes and complications.0 aMultiancestry genomewide study in 25 million individuals reveals c2023 Mar 313 aType 2 diabetes (T2D) is a heterogeneous disease that develops through diverse pathophysiological processes. To characterise the genetic contribution to these processes across ancestry groups, we aggregate genome-wide association study (GWAS) data from 2,535,601 individuals (39.7% non-European ancestry), including 428,452 T2D cases. We identify 1,289 independent association signals at genome-wide significance (P<5×10 ) that map to 611 loci, of which 145 loci are previously unreported. We define eight non-overlapping clusters of T2D signals characterised by distinct profiles of cardiometabolic trait associations. These clusters are differentially enriched for cell-type specific regions of open chromatin, including pancreatic islets, adipocytes, endothelial, and enteroendocrine cells. We build cluster-specific partitioned genetic risk scores (GRS) in an additional 137,559 individuals of diverse ancestry, including 10,159 T2D cases, and test their association with T2D-related vascular outcomes. Cluster-specific partitioned GRS are more strongly associated with coronary artery disease and end-stage diabetic nephropathy than an overall T2D GRS across ancestry groups, highlighting the importance of obesity-related processes in the development of vascular outcomes. Our findings demonstrate the value of integrating multi-ancestry GWAS with single-cell epigenomics to disentangle the aetiological heterogeneity driving the development and progression of T2D, which may offer a route to optimise global access to genetically-informed diabetes care.
1 aSuzuki, Ken1 aHatzikotoulas, Konstantinos1 aSoutham, Lorraine1 aTaylor, Henry, J1 aYin, Xianyong1 aLorenz, Kim, M1 aMandla, Ravi1 aHuerta-Chagoya, Alicia1 aRayner, Nigel, W1 aBocher, Ozvan1 ade, S, V Arruda A1 aSonehara, Kyuto1 aNamba, Shinichi1 aLee, Simon, S K1 aPreuss, Michael, H1 aPetty, Lauren, E1 aSchroeder, Philip1 aVanderwerff, Brett1 aKals, Mart1 aBragg, Fiona1 aLin, Kuang1 aGuo, Xiuqing1 aZhang, Weihua1 aYao, Jie1 aKim, Young, Jin1 aGraff, Mariaelisa1 aTakeuchi, Fumihiko1 aNano, Jana1 aLamri, Amel1 aNakatochi, Masahiro1 aMoon, Sanghoon1 aScott, Robert, A1 aCook, James, P1 aLee, Jung-Jin1 aPan, Ian1 aTaliun, Daniel1 aParra, Esteban, J1 aChai, Jin-Fang1 aBielak, Lawrence, F1 aTabara, Yasuharu1 aHai, Yang1 aThorleifsson, Gudmar1 aGrarup, Niels1 aSofer, Tamar1 aWuttke, Matthias1 aSarnowski, Chloe1 aGieger, Christian1 aNousome, Darryl1 aTrompet, Stella1 aKwak, Soo-Heon1 aLong, Jirong1 aSun, Meng1 aTong, Lin1 aChen, Wei-Min1 aNongmaithem, Suraj, S1 aNoordam, Raymond1 aJ Y Lim, Victor1 aTam, Claudia, H T1 aJoo, Yoonjung, Yoonie1 aChen, Chien-Hsiun1 aRaffield, Laura, M1 aPrins, Bram, Peter1 aNicolas, Aude1 aYanek, Lisa, R1 aChen, Guanjie1 aBrody, Jennifer, A1 aKabagambe, Edmond1 aAn, Ping1 aXiang, Anny, H1 aChoi, Hyeok, Sun1 aCade, Brian, E1 aTan, Jingyi1 aBroadaway, Alaine1 aWilliamson, Alice1 aKamali, Zoha1 aCui, Jinrui1 aAdair, Linda, S1 aAdeyemo, Adebowale1 aAguilar-Salinas, Carlos, A1 aAhluwalia, Tarunveer, S1 aAnand, Sonia, S1 aBertoni, Alain1 aBork-Jensen, Jette1 aBrandslund, Ivan1 aBuchanan, Thomas, A1 aBurant, Charles, F1 aButterworth, Adam, S1 aCanouil, Mickaël1 aChan, Juliana, C N1 aChang, Li-Ching1 aChee, Miao-Li1 aChen, Ji1 aChen, Shyh-Huei1 aChen, Yuan-Tsong1 aChen, Zhengming1 aChuang, Lee-Ming1 aCushman, Mary1 aDanesh, John1 aDas, Swapan, K1 ade Silva, Janaka1 aDedoussis, George1 aDimitrov, Latchezar1 aDoumatey, Ayo, P1 aDu, Shufa1 aDuan, Qing1 aEckardt, Kai-Uwe1 aEmery, Leslie, S1 aEvans, Daniel, S1 aEvans, Michele, K1 aFischer, Krista1 aFloyd, James, S1 aFord, Ian1 aFranco, Oscar, H1 aFrayling, Timothy, M1 aFreedman, Barry, I1 aGenter, Pauline1 aGerstein, Hertzel, C1 aGiedraitis, Vilmantas1 aGonzález-Villalpando, Clicerio1 aGonzalez-Villalpando, Maria, Elena1 aGordon-Larsen, Penny1 aGross, Myron1 aGuare, Lindsay, A1 aHackinger, Sophie1 aHan, Sohee1 aHattersley, Andrew, T1 aHerder, Christian1 aHorikoshi, Momoko1 aHoward, Annie-Green1 aHsueh, Willa1 aHuang, Mengna1 aHuang, Wei1 aHung, Yi-Jen1 aHwang, Mi, Yeong1 aHwu, Chii-Min1 aIchihara, Sahoko1 aIkram, Mohammad, Arfan1 aIngelsson, Martin1 aIslam, Md, Tariqul1 aIsono, Masato1 aJang, Hye-Mi1 aJasmine, Farzana1 aJiang, Guozhi1 aJonas, Jost, B1 aJørgensen, Torben1 aKandeel, Fouad, R1 aKasturiratne, Anuradhani1 aKatsuya, Tomohiro1 aKaur, Varinderpal1 aKawaguchi, Takahisa1 aKeaton, Jacob, M1 aKho, Abel, N1 aKhor, Chiea-Chuen1 aKibriya, Muhammad, G1 aKim, Duk-Hwan1 aKronenberg, Florian1 aKuusisto, Johanna1 aLäll, Kristi1 aLange, Leslie, A1 aLee, Kyung, Min1 aLee, Myung-Shik1 aLee, Nanette, R1 aLeong, Aaron1 aLi, Liming1 aLi, Yun1 aLi-Gao, Ruifang1 aLithgart, Symen1 aLindgren, Cecilia, M1 aLinneberg, Allan1 aLiu, Ching-Ti1 aLiu, Jianjun1 aLocke, Adam, E1 aLouie, Tin1 aLuan, Jian'an1 aLuk, Andrea, O1 aLuo, Xi1 aLv, Jun1 aLynch, Julie, A1 aLyssenko, Valeriya1 aMaeda, Shiro1 aMamakou, Vasiliki1 aMansuri, Sohail, Rafik1 aMatsuda, Koichi1 aMeitinger, Thomas1 aMetspalu, Andres1 aMo, Huan1 aMorris, Andrew, D1 aNadler, Jerry, L1 aNalls, Michael, A1 aNayak, Uma1 aNtalla, Ioanna1 aOkada, Yukinori1 aOrozco, Lorena1 aPatel, Sanjay, R1 aPatil, Snehal1 aPei, Pei1 aPereira, Mark, A1 aPeters, Annette1 aPirie, Fraser, J1 aPolikowsky, Hannah, G1 aPorneala, Bianca1 aPrasad, Gauri1 aRasmussen-Torvik, Laura, J1 aReiner, Alexander, P1 aRoden, Michael1 aRohde, Rebecca1 aRoll, Katheryn1 aSabanayagam, Charumathi1 aSandow, Kevin1 aSankareswaran, Alagu1 aSattar, Naveed1 aSchönherr, Sebastian1 aShahriar, Mohammad1 aShen, Botong1 aShi, Jinxiu1 aShin, Dong, Mun1 aShojima, Nobuhiro1 aSmith, Jennifer, A1 aSo, Wing, Yee1 aStančáková, Alena1 aSteinthorsdottir, Valgerdur1 aStilp, Adrienne, M1 aStrauch, Konstantin1 aTaylor, Kent, D1 aThorand, Barbara1 aThorsteinsdottir, Unnur1 aTomlinson, Brian1 aTran, Tam, C1 aTsai, Fuu-Jen1 aTuomilehto, Jaakko1 aTusié-Luna, Teresa1 aUdler, Miriam, S1 aValladares-Salgado, Adan1 avan Dam, Rob, M1 avan Klinken, Jan, B1 aVarma, Rohit1 aWacher-Rodarte, Niels1 aWheeler, Eleanor1 aWickremasinghe, Ananda, R1 aDijk, Ko Willems1 aWitte, Daniel, R1 aYajnik, Chittaranjan, S1 aYamamoto, Ken1 aYamamoto, Kenichi1 aYoon, Kyungheon1 aYu, Canqing1 aYuan, Jian-Min1 aYusuf, Salim1 aZawistowski, Matthew1 aZhang, Liang1 aZheng, Wei1 aProject, Biobank, Japan1 aBioBank, Penn, Medicine1 aCenter, Regeneron, Genetics1 aConsortium, eMERGE1 aRaffel, Leslie, J1 aIgase, Michiya1 aIpp, Eli1 aRedline, Susan1 aCho, Yoon Shin1 aLind, Lars1 aProvince, Michael, A1 aFornage, Myriam1 aHanis, Craig, L1 aIngelsson, Erik1 aZonderman, Alan, B1 aPsaty, Bruce, M1 aWang, Ya-Xing1 aRotimi, Charles, N1 aBecker, Diane, M1 aMatsuda, Fumihiko1 aLiu, Yongmei1 aYokota, Mitsuhiro1 aKardia, Sharon, L R1 aPeyser, Patricia, A1 aPankow, James, S1 aEngert, James, C1 aBonnefond, Amélie1 aFroguel, Philippe1 aWilson, James, G1 aSheu, Wayne, H H1 aWu, Jer-Yuarn1 aHayes, Geoffrey1 aMa, Ronald, C W1 aWong, Tien-Yin1 aMook-Kanamori, Dennis, O1 aTuomi, Tiinamaija1 aChandak, Giriraj, R1 aCollins, Francis, S1 aBharadwaj, Dwaipayan1 aParé, Guillaume1 aSale, Michèle, M1 aAhsan, Habibul1 aMotala, Ayesha, A1 aShu, Xiao-Ou1 aPark, Kyong-Soo1 aJukema, Wouter1 aCruz, Miguel1 aChen, Yii-Der Ida1 aRich, Stephen, S1 aMcKean-Cowdin, Roberta1 aGrallert, Harald1 aCheng, Ching-Yu1 aGhanbari, Mohsen1 aTai, E-Shyong1 aDupuis, Josée1 aKato, Norihiro1 aLaakso, Markku1 aKöttgen, Anna1 aKoh, Woon-Puay1 aBowden, Donald, W1 aPalmer, Colin, N A1 aKooner, Jaspal, S1 aKooperberg, Charles1 aLiu, Simin1 aNorth, Kari, E1 aSaleheen, Danish1 aHansen, Torben1 aPedersen, Oluf1 aWareham, Nicholas, J1 aLee, Juyoung1 aKim, Bong-Jo1 aMillwood, Iona, Y1 aWalters, Robin, G1 aStefansson, Kari1 aGoodarzi, Mark, O1 aMohlke, Karen, L1 aLangenberg, Claudia1 aHaiman, Christopher, A1 aLoos, Ruth, J F1 aFlorez, Jose, C1 aRader, Daniel, J1 aRitchie, Marylyn, D1 aZöllner, Sebastian1 aMägi, Reedik1 aDenny, Joshua, C1 aYamauchi, Toshimasa1 aKadowaki, Takashi1 aChambers, John, C1 aC Y Ng, Maggie1 aSim, Xueling1 aBelow, Jennifer, E1 aTsao, Philip, S1 aChang, Kyong-Mi1 aMcCarthy, Mark, I1 aMeigs, James, B1 aMahajan, Anubha1 aSpracklen, Cassandra, N1 aMercader, Josep, M1 aBoehnke, Michael1 aRotter, Jerome, I1 aVujkovic, Marijana1 aVoight, Benjamin, F1 aMorris, Andrew, P1 aZeggini, Eleftheria1 aVA Million Veteran Program, AMED GRIFIN Diabetes Initiative Japan1 aInternational Consortium for Blood Pressure (ICBP)1 aMeta-Analyses of Glucose and Insulin-Related Traits Consortium (MAGIC) uhttps://chs-nhlbi.org/node/938505739nas a2200901 4500008004100000245012500041210006900166260001600235520316300251100002003414700003103434700002303465700002103488700001803509700001503527700002303542700001303565700001703578700002203595700001803617700001803635700002303653700001503676700002203691700001703713700001803730700002503748700001703773700001803790700002103808700001903829700002203848700002003870700001503890700002003905700001603925700002503941700002403966700001903990700002404009700002404033700002504057700002104082700002404103700002404127700002204151700002004173700002104193700002104214700003004235700002004265700002104285700001204306700002104318700001904339700002004358700001904378700002104397700002304418700002104441700001604462700002504478700002104503700002404524700001904548700002204567700002004589700002304609700002304632700002404655700001904679700002104698700002204719700001804741700002204759700002004781856003604801 2023 eng d00aTime-to-Event Genome-Wide Association Study for Incident Cardiovascular Disease in People with Type 2 Diabetes Mellitus.0 aTimetoEvent GenomeWide Association Study for Incident Cardiovasc c2023 Jul 283 aBACKGROUND: Type 2 diabetes mellitus (T2D) confers a two- to three-fold increased risk of cardiovascular disease (CVD). However, the mechanisms underlying increased CVD risk among people with T2D are only partially understood. We hypothesized that a genetic association study among people with T2D at risk for developing incident cardiovascular complications could provide insights into molecular genetic aspects underlying CVD.
METHODS: From 16 studies of the Cohorts for Heart & Aging Research in Genomic Epidemiology (CHARGE) Consortium, we conducted a multi-ancestry time-to-event genome-wide association study (GWAS) for incident CVD among people with T2D using Cox proportional hazards models. Incident CVD was defined based on a composite of coronary artery disease (CAD), stroke, and cardiovascular death that occurred at least one year after the diagnosis of T2D. Cohort-level estimated effect sizes were combined using inverse variance weighted fixed effects meta-analysis. We also tested 204 known CAD variants for association with incident CVD among patients with T2D.
RESULTS: A total of 49,230 participants with T2D were included in the analyses (31,118 European ancestries and 18,112 non-European ancestries) which consisted of 8,956 incident CVD cases over a range of mean follow-up duration between 3.2 and 33.7 years (event rate 18.2%). We identified three novel, distinct genetic loci for incident CVD among individuals with T2D that reached the threshold for genome-wide significance ( <5.0×10 ): rs147138607 (intergenic variant between and ) with a hazard ratio (HR) 1.23, 95% confidence interval (CI) 1.15 - 1.32, =3.6×10 , rs11444867 (intergenic variant near ) with HR 1.89, 95% CI 1.52 - 2.35, =9.9×10 , and rs335407 (intergenic variant between and ) HR 1.25, 95% CI 1.16 - 1.35, =1.5×10 . Among 204 known CAD loci, 32 were associated with incident CVD in people with T2D with <0.05, and 5 were significant after Bonferroni correction ( <0.00024, 0.05/204). A polygenic score of these 204 variants was significantly associated with incident CVD with HR 1.14 (95% CI 1.12 - 1.16) per 1 standard deviation increase ( =1.0×10 ).
CONCLUSIONS: The data point to novel and known genomic regions associated with incident CVD among individuals with T2D.
CLINICAL PERSPECTIVE: We conducted a large-scale multi-ancestry time-to-event GWAS to identify genetic variants associated with CVD among people with T2D. Three variants were significantly associated with incident CVD in people with T2D: rs147138607 (intergenic variant between and ), rs11444867 (intergenic variant near ), and rs335407 (intergenic variant between and ). A polygenic score composed of known CAD variants identified in the general population was significantly associated with the risk of CVD in people with T2D. There are genetic risk factors specific to T2D that could at least partially explain the excess risk of CVD in people with T2D.In addition, we show that people with T2D have enrichment of known CAD association signals which could also explain the excess risk of CVD.
1 aKwak, Soo, Heon1 aHernandez-Cancela, Ryan, B1 aDiCorpo, Daniel, A1 aCondon, David, E1 aMerino, Jordi1 aWu, Peitao1 aBrody, Jennifer, A1 aYao, Jie1 aGuo, Xiuqing1 aAhmadizar, Fariba1 aMeyer, Mariah1 aSincan, Murat1 aMercader, Josep, M1 aLee, Sujin1 aHaessler, Jeffrey1 aVy, Ha, My T1 aLin, Zhaotong1 aArmstrong, Nicole, D1 aGu, Shaopeng1 aTsao, Noah, L1 aLange, Leslie, A1 aWang, Ningyuan1 aWiggins, Kerri, L1 aTrompet, Stella1 aLiu, Simin1 aLoos, Ruth, J F1 aJudy, Renae1 aSchroeder, Philip, H1 aHasbani, Natalie, R1 aBos, Maxime, M1 aMorrison, Alanna, C1 aJackson, Rebecca, D1 aReiner, Alexander, P1 aManson, JoAnn, E1 aChaudhary, Ninad, S1 aCarmichael, Lynn, K1 aChen, Yii-Der Ida1 aTaylor, Kent, D1 aGhanbari, Mohsen1 avan Meurs, Joyce1 aPitsillides, Achilleas, N1 aPsaty, Bruce, M1 aNoordam, Raymond1 aDo, Ron1 aPark, Kyong, Soo1 aJukema, Wouter1 aKavousi, Maryam1 aCorrea, Adolfo1 aRich, Stephen, S1 aDamrauer, Scott, M1 aHajek, Catherine1 aCho, Nam, H1 aIrvin, Marguerite, R1 aPankow, James, S1 aNadkarni, Girish, N1 aSladek, Robert1 aGoodarzi, Mark, O1 aFlorez, Jose, C1 aChasman, Daniel, I1 aHeckbert, Susan, R1 aKooperberg, Charles1 aDupuis, Josée1 aMalhotra, Rajeev1 ade Vries, Paul, S1 aLiu, Ching-Ti1 aRotter, Jerome, I1 aMeigs, James, B uhttps://chs-nhlbi.org/node/945007212nas a2201753 4500008004100000245012700041210006900168260001600237520220800253100002502461700001902486700001602505700001902521700002302540700001902563700002302582700002102605700001802626700002002644700002402664700002302688700002902711700002302740700002002763700002102783700002102804700002102825700002402846700002202870700001902892700001502911700002102926700002002947700001802967700001902985700002103004700002503025700002603050700002103076700001903097700001903116700002803135700002203163700002203185700001903207700002003226700001803246700001703264700001503281700002003296700002803316700001703344700001703361700002703378700002503405700002003430700002003450700002003470700002403490700001203514700001603526700002003542700002803562700001603590700002103606700001903627700002103646700002703667700002103694700002403715700001603739700002203755700002403777700002503801700001703826700001403843700002103857700002003878700002203898700001903920700002003939700001503959700002003974700002203994700002404016700002004040700001804060700002004078700002704098700001804125700001704143700002104160700001604181700001804197700002404215700002004239700002004259700002604279700001904305700002004324700002304344700002304367700002504390700002004415700003004435700001804465700002304483700001804506700002104524700001904545700002004564700001804584700001904602700002304621700002204644700002004666700001904686700002204705700002004727700001904747700002304766700002104789700002004810700002304830700002504853700002904878700002904907700001904936700002604955700001904981700002205000700002005022700002405042700002005066700001705086700001805103700002105121700001305142700003205155700002305187700002205210700002205232700002505254700002405279700002305303710003105326710006505357856003605422 2023 eng d00aWhole genome analysis of plasma fibrinogen reveals population-differentiated genetic regulators with putative liver roles.0 aWhole genome analysis of plasma fibrinogen reveals populationdif c2023 Jun 123 aUNLABELLED: Genetic studies have identified numerous regions associated with plasma fibrinogen levels in Europeans, yet missing heritability and limited inclusion of non-Europeans necessitates further studies with improved power and sensitivity. Compared with array-based genotyping, whole genome sequencing (WGS) data provides better coverage of the genome and better representation of non-European variants. To better understand the genetic landscape regulating plasma fibrinogen levels, we meta-analyzed WGS data from the NHLBI's Trans-Omics for Precision Medicine (TOPMed) program (n=32,572), with array-based genotype data from the Cohorts for Heart and Aging Research in Genomic Epidemiology (CHARGE) Consortium (n=131,340) imputed to the TOPMed or Haplotype Reference Consortium panel. We identified 18 loci that have not been identified in prior genetic studies of fibrinogen. Of these, four are driven by common variants of small effect with reported MAF at least 10% higher in African populations. Three ( , and signals contain predicted deleterious missense variants. Two loci, and , each harbor two conditionally distinct, non-coding variants. The gene region encoding the protein chain subunits ( ), contains 7 distinct signals, including one novel signal driven by rs28577061, a variant common (MAF=0.180) in African reference panels but extremely rare (MAF=0.008) in Europeans. Through phenome-wide association studies in the VA Million Veteran Program, we found associations between fibrinogen polygenic risk scores and thrombotic and inflammatory disease phenotypes, including an association with gout. Our findings demonstrate the utility of WGS to augment genetic discovery in diverse populations and offer new insights for putative mechanisms of fibrinogen regulation.
KEY POINTS: Largest and most diverse genetic study of plasma fibrinogen identifies 54 regions (18 novel), housing 69 conditionally distinct variants (20 novel).Sufficient power achieved to identify signal driven by African population variant.Links to (1) liver enzyme, blood cell and lipid genetic signals, (2) liver regulatory elements, and (3) thrombotic and inflammatory disease.
1 aHuffman, Jennifer, E1 aNicolas, Jayna1 aHahn, Julie1 aHeath, Adam, S1 aRaffield, Laura, M1 aYanek, Lisa, R1 aBrody, Jennifer, A1 aThibord, Florian1 aAlmasy, Laura1 aBartz, Traci, M1 aBielak, Lawrence, F1 aBowler, Russell, P1 aCarrasquilla, Germán, D1 aChasman, Daniel, I1 aChen, Ming-Huei1 aEmmert, David, B1 aGhanbari, Mohsen1 aHaessle, Jeffery1 aHottenga, Jouke-Jan1 aKleber, Marcus, E1 aLe, Ngoc-Quynh1 aLee, Jiwon1 aLewis, Joshua, P1 aLi-Gao, Ruifang1 aLuan, Jian'an1 aMalmberg, Anni1 aMangino, Massimo1 aMarioni, Riccardo, E1 aMartinez-Perez, Angel1 aPankratz, Nathan1 aPolasek, Ozren1 aRichmond, Anne1 aRodriguez, Benjamin, At1 aRotter, Jerome, I1 aSteri, Maristella1 aSuchon, Pierre1 aTrompet, Stella1 aWeiss, Stefan1 aZare, Marjan1 aAuer, Paul1 aCho, Michael, H1 aChristofidou, Paraskevi1 aDavies, Gail1 ade Geus, Eco1 aDeleuze, Jean-Francois1 aDelgado, Graciela, E1 aEkunwe, Lynette1 aFaraday, Nauder1 aGögele, Martin1 aGreinacher, Andreas1 aHe, Gao1 aHoward, Tom1 aJoshi, Peter, K1 aKilpeläinen, Tuomas, O1 aLahti, Jari1 aLinneberg, Allan1 aNaitza, Silvia1 aNoordam, Raymond1 aPaüls-Vergés, Ferran1 aRich, Stephen, S1 aRosendaal, Frits, R1 aRudan, Igor1 aRyan, Kathleen, A1 aSouto, Juan, Carlos1 avan Rooij, Frank, Ja1 aWang, Heming1 aZhao, Wei1 aBecker, Lewis, C1 aBeswick, Andrew1 aBrown, Michael, R1 aCade, Brian, E1 aCampbell, Harry1 aCho, Kelly1 aCrapo, James, D1 aCurran, Joanne, E1 ade Maat, Moniek, Pm1 aDoyle, Margaret1 aElliott, Paul1 aFloyd, James, S1 aFuchsberger, Christian1 aGrarup, Niels1 aGuo, Xiuqing1 aHarris, Sarah, E1 aHou, Lifang1 aKolcic, Ivana1 aKooperberg, Charles1 aMenni, Cristina1 aNauck, Matthias1 aO'Connell, Jeffrey, R1 aOrrù, Valeria1 aPsaty, Bruce, M1 aRäikkönen, Katri1 aSmith, Jennifer, A1 aSoria, José, Manuel1 aStott, David, J1 aVlieg, Astrid, van Hylcka1 aWatkins, Hugh1 aWillemsen, Gonneke1 aWilson, Peter1 aBen-Shlomo, Yoav1 aBlangero, John1 aBoomsma, Dorret1 aCox, Simon, R1 aDehghan, Abbas1 aEriksson, Johan, G1 aFiorillo, Edoardo1 aFornage, Myriam1 aHansen, Torben1 aHayward, Caroline1 aIkram, Arfan, M1 aJukema, Wouter1 aKardia, Sharon, Lr1 aLange, Leslie, A1 aMärz, Winfried1 aMathias, Rasika, A1 aMitchell, Braxton, D1 aMook-Kanamori, Dennis, O1 aMorange, Pierre-Emmanuel1 aPedersen, Oluf1 aPramstaller, Peter, P1 aRedline, Susan1 aReiner, Alexander1 aRidker, Paul, M1 aSilverman, Edwin, K1 aSpector, Tim, D1 aVölker, Uwe1 aWareham, Nick1 aWilson, James, F1 aYao, Jie1 aTrégouët, David-Alexandre1 aJohnson, Andrew, D1 aWolberg, Alisa, S1 ade Vries, Paul, S1 aSabater-Lleal, Maria1 aMorrison, Alanna, C1 aSmith, Nicholas, L1 aVA Million Veteran Program1 aNHLBI Trans-Omics for Precision Medicine (TOPMed) Consortium uhttps://chs-nhlbi.org/node/944914002nas a2204477 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2024 eng d a1476-468700aGenetic drivers of heterogeneity in type 2 diabetes pathophysiology.0 aGenetic drivers of heterogeneity in type 2 diabetes pathophysiol c2024 Feb 193 aType 2 diabetes (T2D) is a heterogeneous disease that develops through diverse pathophysiological processes and molecular mechanisms that are often specific to cell type. Here, to characterize the genetic contribution to these processes across ancestry groups, we aggregate genome-wide association study data from 2,535,601 individuals (39.7% not of European ancestry), including 428,452 cases of T2D. We identify 1,289 independent association signals at genome-wide significance (P < 5 × 10) that map to 611 loci, of which 145 loci are, to our knowledge, previously unreported. We define eight non-overlapping clusters of T2D signals that are characterized by distinct profiles of cardiometabolic trait associations. These clusters are differentially enriched for cell-type-specific regions of open chromatin, including pancreatic islets, adipocytes, endothelial cells and enteroendocrine cells. We build cluster-specific partitioned polygenic scores in a further 279,552 individuals of diverse ancestry, including 30,288 cases of T2D, and test their association with T2D-related vascular outcomes. Cluster-specific partitioned polygenic scores are associated with coronary artery disease, peripheral artery disease and end-stage diabetic nephropathy across ancestry groups, highlighting the importance of obesity-related processes in the development of vascular outcomes. Our findings show the value of integrating multi-ancestry genome-wide association study data with single-cell epigenomics to disentangle the aetiological heterogeneity that drives the development and progression of T2D. This might offer a route to optimize global access to genetically informed diabetes care.
1 aSuzuki, Ken1 aHatzikotoulas, Konstantinos1 aSoutham, Lorraine1 aTaylor, Henry, J1 aYin, Xianyong1 aLorenz, Kim, M1 aMandla, Ravi1 aHuerta-Chagoya, Alicia1 aMelloni, Giorgio, E M1 aKanoni, Stavroula1 aRayner, Nigel, W1 aBocher, Ozvan1 aArruda, Ana, Luiza1 aSonehara, Kyuto1 aNamba, Shinichi1 aLee, Simon, S K1 aPreuss, Michael, H1 aPetty, Lauren, E1 aSchroeder, Philip1 aVanderwerff, Brett1 aKals, Mart1 aBragg, Fiona1 aLin, Kuang1 aGuo, Xiuqing1 aZhang, Weihua1 aYao, Jie1 aKim, Young, Jin1 aGraff, Mariaelisa1 aTakeuchi, Fumihiko1 aNano, Jana1 aLamri, Amel1 aNakatochi, Masahiro1 aMoon, Sanghoon1 aScott, Robert, A1 aCook, James, P1 aLee, Jung-Jin1 aPan, Ian1 aTaliun, Daniel1 aParra, Esteban, J1 aChai, Jin-Fang1 aBielak, Lawrence, F1 aTabara, Yasuharu1 aHai, Yang1 aThorleifsson, Gudmar1 aGrarup, Niels1 aSofer, Tamar1 aWuttke, Matthias1 aSarnowski, Chloe1 aGieger, Christian1 aNousome, Darryl1 aTrompet, Stella1 aKwak, Soo-Heon1 aLong, Jirong1 aSun, Meng1 aTong, Lin1 aChen, Wei-Min1 aNongmaithem, Suraj, S1 aNoordam, Raymond1 aJ Y Lim, Victor1 aTam, Claudia, H T1 aJoo, Yoonjung, Yoonie1 aChen, Chien-Hsiun1 aRaffield, Laura, M1 aPrins, Bram, Peter1 aNicolas, Aude1 aYanek, Lisa, R1 aChen, Guanjie1 aBrody, Jennifer, A1 aKabagambe, Edmond1 aAn, Ping1 aXiang, Anny, H1 aChoi, Hyeok, Sun1 aCade, Brian, E1 aTan, Jingyi1 aBroadaway, Alaine1 aWilliamson, Alice1 aKamali, Zoha1 aCui, Jinrui1 aThangam, Manonanthini1 aAdair, Linda, S1 aAdeyemo, Adebowale1 aAguilar-Salinas, Carlos, A1 aAhluwalia, Tarunveer, S1 aAnand, Sonia, S1 aBertoni, Alain1 aBork-Jensen, Jette1 aBrandslund, Ivan1 aBuchanan, Thomas, A1 aBurant, Charles, F1 aButterworth, Adam, S1 aCanouil, Mickaël1 aChan, Juliana, C N1 aChang, Li-Ching1 aChee, Miao-Li1 aChen, Ji1 aChen, Shyh-Huei1 aChen, Yuan-Tsong1 aChen, Zhengming1 aChuang, Lee-Ming1 aCushman, Mary1 aDanesh, John1 aDas, Swapan, K1 ade Silva, Janaka1 aDedoussis, George1 aDimitrov, Latchezar1 aDoumatey, Ayo, P1 aDu, Shufa1 aDuan, Qing1 aEckardt, Kai-Uwe1 aEmery, Leslie, S1 aEvans, Daniel, S1 aEvans, Michele, K1 aFischer, Krista1 aFloyd, James, S1 aFord, Ian1 aFranco, Oscar, H1 aFrayling, Timothy, M1 aFreedman, Barry, I1 aGenter, Pauline1 aGerstein, Hertzel, C1 aGiedraitis, Vilmantas1 aGonzález-Villalpando, Clicerio1 aGonzalez-Villalpando, Maria, Elena1 aGordon-Larsen, Penny1 aGross, Myron1 aGuare, Lindsay, A1 aHackinger, Sophie1 aHakaste, Liisa1 aHan, Sohee1 aHattersley, Andrew, T1 aHerder, Christian1 aHorikoshi, Momoko1 aHoward, Annie-Green1 aHsueh, Willa1 aHuang, Mengna1 aHuang, Wei1 aHung, Yi-Jen1 aHwang, Mi, Yeong1 aHwu, Chii-Min1 aIchihara, Sahoko1 aIkram, Mohammad, Arfan1 aIngelsson, Martin1 aIslam, Md, Tariqul1 aIsono, Masato1 aJang, Hye-Mi1 aJasmine, Farzana1 aJiang, Guozhi1 aJonas, Jost, B1 aJørgensen, Torben1 aKamanu, Frederick, K1 aKandeel, Fouad, R1 aKasturiratne, Anuradhani1 aKatsuya, Tomohiro1 aKaur, Varinderpal1 aKawaguchi, Takahisa1 aKeaton, Jacob, M1 aKho, Abel, N1 aKhor, Chiea-Chuen1 aKibriya, Muhammad, G1 aKim, Duk-Hwan1 aKronenberg, Florian1 aKuusisto, Johanna1 aLäll, Kristi1 aLange, Leslie, A1 aLee, Kyung, Min1 aLee, Myung-Shik1 aLee, Nanette, R1 aLeong, Aaron1 aLi, Liming1 aLi, Yun1 aLi-Gao, Ruifang1 aLigthart, Symen1 aLindgren, Cecilia, M1 aLinneberg, Allan1 aLiu, Ching-Ti1 aLiu, Jianjun1 aLocke, Adam, E1 aLouie, Tin1 aLuan, Jian'an1 aLuk, Andrea, O1 aLuo, Xi1 aLv, Jun1 aLynch, Julie, A1 aLyssenko, Valeriya1 aMaeda, Shiro1 aMamakou, Vasiliki1 aMansuri, Sohail, Rafik1 aMatsuda, Koichi1 aMeitinger, Thomas1 aMelander, Olle1 aMetspalu, Andres1 aMo, Huan1 aMorris, Andrew, D1 aMoura, Filipe, A1 aNadler, Jerry, L1 aNalls, Michael, A1 aNayak, Uma1 aNtalla, Ioanna1 aOkada, Yukinori1 aOrozco, Lorena1 aPatel, Sanjay, R1 aPatil, Snehal1 aPei, Pei1 aPereira, Mark, A1 aPeters, Annette1 aPirie, Fraser, J1 aPolikowsky, Hannah, G1 aPorneala, Bianca1 aPrasad, Gauri1 aRasmussen-Torvik, Laura, J1 aReiner, Alexander, P1 aRoden, Michael1 aRohde, Rebecca1 aRoll, Katheryn1 aSabanayagam, Charumathi1 aSandow, Kevin1 aSankareswaran, Alagu1 aSattar, Naveed1 aSchönherr, Sebastian1 aShahriar, Mohammad1 aShen, Botong1 aShi, Jinxiu1 aShin, Dong, Mun1 aShojima, Nobuhiro1 aSmith, Jennifer, A1 aSo, Wing, Yee1 aStančáková, Alena1 aSteinthorsdottir, Valgerdur1 aStilp, Adrienne, M1 aStrauch, Konstantin1 aTaylor, Kent, D1 aThorand, Barbara1 aThorsteinsdottir, Unnur1 aTomlinson, Brian1 aTran, Tam, C1 aTsai, Fuu-Jen1 aTuomilehto, Jaakko1 aTusié-Luna, Teresa1 aUdler, Miriam, S1 aValladares-Salgado, Adan1 avan Dam, Rob, M1 avan Klinken, Jan, B1 aVarma, Rohit1 aWacher-Rodarte, Niels1 aWheeler, Eleanor1 aWickremasinghe, Ananda, R1 aDijk, Ko Willems1 aWitte, Daniel, R1 aYajnik, Chittaranjan, S1 aYamamoto, Ken1 aYamamoto, Kenichi1 aYoon, Kyungheon1 aYu, Canqing1 aYuan, Jian-Min1 aYusuf, Salim1 aZawistowski, Matthew1 aZhang, Liang1 aZheng, Wei1 aRaffel, Leslie, J1 aIgase, Michiya1 aIpp, Eli1 aRedline, Susan1 aCho, Yoon Shin1 aLind, Lars1 aProvince, Michael, A1 aFornage, Myriam1 aHanis, Craig, L1 aIngelsson, Erik1 aZonderman, Alan, B1 aPsaty, Bruce, M1 aWang, Ya-Xing1 aRotimi, Charles, N1 aBecker, Diane, M1 aMatsuda, Fumihiko1 aLiu, Yongmei1 aYokota, Mitsuhiro1 aKardia, Sharon, L R1 aPeyser, Patricia, A1 aPankow, James, S1 aEngert, James, C1 aBonnefond, Amélie1 aFroguel, Philippe1 aWilson, James, G1 aSheu, Wayne, H H1 aWu, Jer-Yuarn1 aHayes, Geoffrey1 aMa, Ronald, C W1 aWong, Tien-Yin1 aMook-Kanamori, Dennis, O1 aTuomi, Tiinamaija1 aChandak, Giriraj, R1 aCollins, Francis, S1 aBharadwaj, Dwaipayan1 aParé, Guillaume1 aSale, Michèle, M1 aAhsan, Habibul1 aMotala, Ayesha, A1 aShu, Xiao-Ou1 aPark, Kyong-Soo1 aJukema, Wouter1 aCruz, Miguel1 aChen, Yii-Der Ida1 aRich, Stephen, S1 aMcKean-Cowdin, Roberta1 aGrallert, Harald1 aCheng, Ching-Yu1 aGhanbari, Mohsen1 aTai, E-Shyong1 aDupuis, Josée1 aKato, Norihiro1 aLaakso, Markku1 aKöttgen, Anna1 aKoh, Woon-Puay1 aBowden, Donald, W1 aPalmer, Colin, N A1 aKooner, Jaspal, S1 aKooperberg, Charles1 aLiu, Simin1 aNorth, Kari, E1 aSaleheen, Danish1 aHansen, Torben1 aPedersen, Oluf1 aWareham, Nicholas, J1 aLee, Juyoung1 aKim, Bong-Jo1 aMillwood, Iona, Y1 aWalters, Robin, G1 aStefansson, Kari1 aAhlqvist, Emma1 aGoodarzi, Mark, O1 aMohlke, Karen, L1 aLangenberg, Claudia1 aHaiman, Christopher, A1 aLoos, Ruth, J F1 aFlorez, Jose, C1 aRader, Daniel, J1 aRitchie, Marylyn, D1 aZöllner, Sebastian1 aMägi, Reedik1 aMarston, Nicholas, A1 aRuff, Christian, T1 avan Heel, David, A1 aFiner, Sarah1 aDenny, Joshua, C1 aYamauchi, Toshimasa1 aKadowaki, Takashi1 aChambers, John, C1 aC Y Ng, Maggie1 aSim, Xueling1 aBelow, Jennifer, E1 aTsao, Philip, S1 aChang, Kyong-Mi1 aMcCarthy, Mark, I1 aMeigs, James, B1 aMahajan, Anubha1 aSpracklen, Cassandra, N1 aMercader, Josep, M1 aBoehnke, Michael1 aRotter, Jerome, I1 aVujkovic, Marijana1 aVoight, Benjamin, F1 aMorris, Andrew, P1 aZeggini, Eleftheria1 aVA Million Veteran Program uhttps://chs-nhlbi.org/node/961904874nas a2201033 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2024 eng d a1758-919300aMulti-omics and pathway analyses of genome-wide associations implicate regulation and immunity in verbal declarative memory performance.0 aMultiomics and pathway analyses of genomewide associations impli c2024 Jan 20 a140 v163 aBACKGROUND: Uncovering the functional relevance underlying verbal declarative memory (VDM) genome-wide association study (GWAS) results may facilitate the development of interventions to reduce age-related memory decline and dementia.
METHODS: We performed multi-omics and pathway enrichment analyses of paragraph (PAR-dr) and word list (WL-dr) delayed recall GWAS from 29,076 older non-demented individuals of European descent. We assessed the relationship between single-variant associations and expression quantitative trait loci (eQTLs) in 44 tissues and methylation quantitative trait loci (meQTLs) in the hippocampus. We determined the relationship between gene associations and transcript levels in 53 tissues, annotation as immune genes, and regulation by transcription factors (TFs) and microRNAs. To identify significant pathways, gene set enrichment was tested in each cohort and meta-analyzed across cohorts. Analyses of differential expression in brain tissues were conducted for pathway component genes.
RESULTS: The single-variant associations of VDM showed significant linkage disequilibrium (LD) with eQTLs across all tissues and meQTLs within the hippocampus. Stronger WL-dr gene associations correlated with reduced expression in four brain tissues, including the hippocampus. More robust PAR-dr and/or WL-dr gene associations were intricately linked with immunity and were influenced by 31 TFs and 2 microRNAs. Six pathways, including type I diabetes, exhibited significant associations with both PAR-dr and WL-dr. These pathways included fifteen MHC genes intricately linked to VDM performance, showing diverse expression patterns based on cognitive status in brain tissues.
CONCLUSIONS: VDM genetic associations influence expression regulation via eQTLs and meQTLs. The involvement of TFs, microRNAs, MHC genes, and immune-related pathways contributes to VDM performance in older individuals.
10aAged10aCognition10aGenome-Wide Association Study10aHumans10aMemory10aMicroRNAs10aMultiomics10aPolymorphism, Single Nucleotide1 aMei, Hao1 aSimino, Jeannette1 aLi, Lianna1 aJiang, Fan1 aBis, Joshua, C1 aDavies, Gail1 aHill, David1 aXia, Charley1 aGudnason, Vilmundur1 aYang, Qiong1 aLahti, Jari1 aSmith, Jennifer, A1 aKirin, Mirna1 aDe Jager, Philip1 aArmstrong, Nicola, J1 aGhanbari, Mohsen1 aKolcic, Ivana1 aMoran, Christopher1 aTeumer, Alexander1 aSargurupremraj, Murali1 aMahmud, Shamsed1 aFornage, Myriam1 aZhao, Wei1 aSatizabal, Claudia, L1 aPolasek, Ozren1 aRäikkönen, Katri1 aLiewald, David, C1 aHomuth, Georg1 aCallisaya, Michele1 aMather, Karen, A1 aWindham, Gwen1 aZemunik, Tatijana1 aPalotie, Aarno1 aPattie, Alison1 avan der Auwera, Sandra1 aThalamuthu, Anbupalam1 aKnopman, David, S1 aRudan, Igor1 aStarr, John, M1 aWittfeld, Katharina1 aKochan, Nicole, A1 aGriswold, Michael, E1 aVitart, Veronique1 aBrodaty, Henry1 aGottesman, Rebecca1 aCox, Simon, R1 aPsaty, Bruce, M1 aBoerwinkle, Eric1 aChasman, Daniel, I1 aGrodstein, Francine1 aSachdev, Perminder, S1 aSrikanth, Velandai1 aHayward, Caroline1 aWilson, James, F1 aEriksson, Johan, G1 aKardia, Sharon, L R1 aGrabe, Hans, J1 aBennett, David, A1 aIkram, Arfan, M1 aDeary, Ian, J1 aDuijn, Cornelia, M1 aLauner, Lenore1 aFitzpatrick, Annette, L1 aSeshadri, Sudha1 aBressler, Jan1 aDebette, Stephanie1 aMosley, Thomas, H uhttps://chs-nhlbi.org/node/9578