TY - JOUR T1 - Discovery of Genetic Variation on Chromosome 5q22 Associated with Mortality in Heart Failure. JF - PLoS Genet Y1 - 2016 A1 - Smith, J Gustav A1 - Felix, Janine F A1 - Morrison, Alanna C A1 - Kalogeropoulos, Andreas A1 - Trompet, Stella A1 - Wilk, Jemma B A1 - Gidlöf, Olof A1 - Wang, Xinchen A1 - Morley, Michael A1 - Mendelson, Michael A1 - Joehanes, Roby A1 - Ligthart, Symen A1 - Shan, Xiaoyin A1 - Bis, Joshua C A1 - Wang, Ying A A1 - Sjögren, Marketa A1 - Ngwa, Julius A1 - Brandimarto, Jeffrey A1 - Stott, David J A1 - Aguilar, David A1 - Rice, Kenneth M A1 - Sesso, Howard D A1 - Demissie, Serkalem A1 - Buckley, Brendan M A1 - Taylor, Kent D A1 - Ford, Ian A1 - Yao, Chen A1 - Liu, Chunyu A1 - Sotoodehnia, Nona A1 - van der Harst, Pim A1 - Stricker, Bruno H Ch A1 - Kritchevsky, Stephen B A1 - Liu, Yongmei A1 - Gaziano, J Michael A1 - Hofman, Albert A1 - Moravec, Christine S A1 - Uitterlinden, André G A1 - Kellis, Manolis A1 - van Meurs, Joyce B A1 - Margulies, Kenneth B A1 - Dehghan, Abbas A1 - Levy, Daniel A1 - Olde, Björn A1 - Psaty, Bruce M A1 - Cupples, L Adrienne A1 - Jukema, J Wouter A1 - Djoussé, Luc A1 - Franco, Oscar H A1 - Boerwinkle, Eric A1 - Boyer, Laurie A A1 - Newton-Cheh, Christopher A1 - Butler, Javed A1 - Vasan, Ramachandran S A1 - Cappola, Thomas P A1 - Smith, Nicholas L AB -

Failure of the human heart to maintain sufficient output of blood for the demands of the body, heart failure, is a common condition with high mortality even with modern therapeutic alternatives. To identify molecular determinants of mortality in patients with new-onset heart failure, we performed a meta-analysis of genome-wide association studies and follow-up genotyping in independent populations. We identified and replicated an association for a genetic variant on chromosome 5q22 with 36% increased risk of death in subjects with heart failure (rs9885413, P = 2.7x10-9). We provide evidence from reporter gene assays, computational predictions and epigenomic marks that this polymorphism increases activity of an enhancer region active in multiple human tissues. The polymorphism was further reproducibly associated with a DNA methylation signature in whole blood (P = 4.5x10-40) that also associated with allergic sensitization and expression in blood of the cytokine TSLP (P = 1.1x10-4). Knockdown of the transcription factor predicted to bind the enhancer region (NHLH1) in a human cell line (HEK293) expressing NHLH1 resulted in lower TSLP expression. In addition, we observed evidence of recent positive selection acting on the risk allele in populations of African descent. Our findings provide novel genetic leads to factors that influence mortality in patients with heart failure.

VL - 12 IS - 5 U1 - http://www.ncbi.nlm.nih.gov/pubmed/27149122?dopt=Abstract ER - TY - JOUR T1 - DNA methylation signatures of chronic low-grade inflammation are associated with complex diseases. JF - Genome Biol Y1 - 2016 A1 - Ligthart, Symen A1 - Marzi, Carola A1 - Aslibekyan, Stella A1 - Mendelson, Michael M A1 - Conneely, Karen N A1 - Tanaka, Toshiko A1 - Colicino, Elena A1 - Waite, Lindsay L A1 - Joehanes, Roby A1 - Guan, Weihua A1 - Brody, Jennifer A A1 - Elks, Cathy A1 - Marioni, Riccardo A1 - Jhun, Min A A1 - Agha, Golareh A1 - Bressler, Jan A1 - Ward-Caviness, Cavin K A1 - Chen, Brian H A1 - Huan, Tianxiao A1 - Bakulski, Kelly A1 - Salfati, Elias L A1 - Fiorito, Giovanni A1 - Wahl, Simone A1 - Schramm, Katharina A1 - Sha, Jin A1 - Hernandez, Dena G A1 - Just, Allan C A1 - Smith, Jennifer A A1 - Sotoodehnia, Nona A1 - Pilling, Luke C A1 - Pankow, James S A1 - Tsao, Phil S A1 - Liu, Chunyu A1 - Zhao, Wei A1 - Guarrera, Simonetta A1 - Michopoulos, Vasiliki J A1 - Smith, Alicia K A1 - Peters, Marjolein J A1 - Melzer, David A1 - Vokonas, Pantel A1 - Fornage, Myriam A1 - Prokisch, Holger A1 - Bis, Joshua C A1 - Chu, Audrey Y A1 - Herder, Christian A1 - Grallert, Harald A1 - Yao, Chen A1 - Shah, Sonia A1 - McRae, Allan F A1 - Lin, Honghuang A1 - Horvath, Steve A1 - Fallin, Daniele A1 - Hofman, Albert A1 - Wareham, Nicholas J A1 - Wiggins, Kerri L A1 - Feinberg, Andrew P A1 - Starr, John M A1 - Visscher, Peter M A1 - Murabito, Joanne M A1 - Kardia, Sharon L R A1 - Absher, Devin M A1 - Binder, Elisabeth B A1 - Singleton, Andrew B A1 - Bandinelli, Stefania A1 - Peters, Annette A1 - Waldenberger, Melanie A1 - Matullo, Giuseppe A1 - Schwartz, Joel D A1 - Demerath, Ellen W A1 - Uitterlinden, André G A1 - van Meurs, Joyce B J A1 - Franco, Oscar H A1 - Chen, Yii-Der Ida A1 - Levy, Daniel A1 - Turner, Stephen T A1 - Deary, Ian J A1 - Ressler, Kerry J A1 - Dupuis, Josée A1 - Ferrucci, Luigi A1 - Ong, Ken K A1 - Assimes, Themistocles L A1 - Boerwinkle, Eric A1 - Koenig, Wolfgang A1 - Arnett, Donna K A1 - Baccarelli, Andrea A A1 - Benjamin, Emelia J A1 - Dehghan, Abbas AB -

BACKGROUND: Chronic low-grade inflammation reflects a subclinical immune response implicated in the pathogenesis of complex diseases. Identifying genetic loci where DNA methylation is associated with chronic low-grade inflammation may reveal novel pathways or therapeutic targets for inflammation.

RESULTS: We performed a meta-analysis of epigenome-wide association studies (EWAS) of serum C-reactive protein (CRP), which is a sensitive marker of low-grade inflammation, in a large European population (n = 8863) and trans-ethnic replication in African Americans (n = 4111). We found differential methylation at 218 CpG sites to be associated with CRP (P < 1.15 × 10(-7)) in the discovery panel of European ancestry and replicated (P < 2.29 × 10(-4)) 58 CpG sites (45 unique loci) among African Americans. To further characterize the molecular and clinical relevance of the findings, we examined the association with gene expression, genetic sequence variants, and clinical outcomes. DNA methylation at nine (16%) CpG sites was associated with whole blood gene expression in cis (P < 8.47 × 10(-5)), ten (17%) CpG sites were associated with a nearby genetic variant (P < 2.50 × 10(-3)), and 51 (88%) were also associated with at least one related cardiometabolic entity (P < 9.58 × 10(-5)). An additive weighted score of replicated CpG sites accounted for up to 6% inter-individual variation (R2) of age-adjusted and sex-adjusted CRP, independent of known CRP-related genetic variants.

CONCLUSION: We have completed an EWAS of chronic low-grade inflammation and identified many novel genetic loci underlying inflammation that may serve as targets for the development of novel therapeutic interventions for inflammation.

VL - 17 IS - 1 ER - TY - JOUR T1 - Comparison of HapMap and 1000 Genomes Reference Panels in a Large-Scale Genome-Wide Association Study. JF - PLoS One Y1 - 2017 A1 - de Vries, Paul S A1 - Sabater-Lleal, Maria A1 - Chasman, Daniel I A1 - Trompet, Stella A1 - Ahluwalia, Tarunveer S A1 - Teumer, Alexander A1 - Kleber, Marcus E A1 - Chen, Ming-Huei A1 - Wang, Jie Jin A1 - Attia, John R A1 - Marioni, Riccardo E A1 - Steri, Maristella A1 - Weng, Lu-Chen A1 - Pool, Rene A1 - Grossmann, Vera A1 - Brody, Jennifer A A1 - Venturini, Cristina A1 - Tanaka, Toshiko A1 - Rose, Lynda M A1 - Oldmeadow, Christopher A1 - Mazur, Johanna A1 - Basu, Saonli A1 - Frånberg, Mattias A1 - Yang, Qiong A1 - Ligthart, Symen A1 - Hottenga, Jouke J A1 - Rumley, Ann A1 - Mulas, Antonella A1 - de Craen, Anton J M A1 - Grotevendt, Anne A1 - Taylor, Kent D A1 - Delgado, Graciela E A1 - Kifley, Annette A1 - Lopez, Lorna M A1 - Berentzen, Tina L A1 - Mangino, Massimo A1 - Bandinelli, Stefania A1 - Morrison, Alanna C A1 - Hamsten, Anders A1 - Tofler, Geoffrey A1 - de Maat, Moniek P M A1 - Draisma, Harmen H M A1 - Lowe, Gordon D A1 - Zoledziewska, Magdalena A1 - Sattar, Naveed A1 - Lackner, Karl J A1 - Völker, Uwe A1 - McKnight, Barbara A1 - Huang, Jie A1 - Holliday, Elizabeth G A1 - McEvoy, Mark A A1 - Starr, John M A1 - Hysi, Pirro G A1 - Hernandez, Dena G A1 - Guan, Weihua A1 - Rivadeneira, Fernando A1 - McArdle, Wendy L A1 - Slagboom, P Eline A1 - Zeller, Tanja A1 - Psaty, Bruce M A1 - Uitterlinden, André G A1 - de Geus, Eco J C A1 - Stott, David J A1 - Binder, Harald A1 - Hofman, Albert A1 - Franco, Oscar H A1 - Rotter, Jerome I A1 - Ferrucci, Luigi A1 - Spector, Tim D A1 - Deary, Ian J A1 - März, Winfried A1 - Greinacher, Andreas A1 - Wild, Philipp S A1 - Cucca, Francesco A1 - Boomsma, Dorret I A1 - Watkins, Hugh A1 - Tang, Weihong A1 - Ridker, Paul M A1 - Jukema, Jan W A1 - Scott, Rodney J A1 - Mitchell, Paul A1 - Hansen, Torben A1 - O'Donnell, Christopher J A1 - Smith, Nicholas L A1 - Strachan, David P A1 - Dehghan, Abbas AB -

An increasing number of genome-wide association (GWA) studies are now using the higher resolution 1000 Genomes Project reference panel (1000G) for imputation, with the expectation that 1000G imputation will lead to the discovery of additional associated loci when compared to HapMap imputation. In order to assess the improvement of 1000G over HapMap imputation in identifying associated loci, we compared the results of GWA studies of circulating fibrinogen based on the two reference panels. Using both HapMap and 1000G imputation we performed a meta-analysis of 22 studies comprising the same 91,953 individuals. We identified six additional signals using 1000G imputation, while 29 loci were associated using both HapMap and 1000G imputation. One locus identified using HapMap imputation was not significant using 1000G imputation. The genome-wide significance threshold of 5×10-8 is based on the number of independent statistical tests using HapMap imputation, and 1000G imputation may lead to further independent tests that should be corrected for. When using a stricter Bonferroni correction for the 1000G GWA study (P-value < 2.5×10-8), the number of loci significant only using HapMap imputation increased to 4 while the number of loci significant only using 1000G decreased to 5. In conclusion, 1000G imputation enabled the identification of 20% more loci than HapMap imputation, although the advantage of 1000G imputation became less clear when a stricter Bonferroni correction was used. More generally, our results provide insights that are applicable to the implementation of other dense reference panels that are under development.

VL - 12 IS - 1 ER - TY - JOUR T1 - DNA Methylation Analysis Identifies Loci for Blood Pressure Regulation. JF - Am J Hum Genet Y1 - 2017 A1 - Richard, Melissa A A1 - Huan, Tianxiao A1 - Ligthart, Symen A1 - Gondalia, Rahul A1 - Jhun, Min A A1 - Brody, Jennifer A A1 - Irvin, Marguerite R A1 - Marioni, Riccardo A1 - Shen, Jincheng A1 - Tsai, Pei-Chien A1 - Montasser, May E A1 - Jia, Yucheng A1 - Syme, Catriona A1 - Salfati, Elias L A1 - Boerwinkle, Eric A1 - Guan, Weihua A1 - Mosley, Thomas H A1 - Bressler, Jan A1 - Morrison, Alanna C A1 - Liu, Chunyu A1 - Mendelson, Michael M A1 - Uitterlinden, André G A1 - van Meurs, Joyce B A1 - Franco, Oscar H A1 - Zhang, Guosheng A1 - Li, Yun A1 - Stewart, James D A1 - Bis, Joshua C A1 - Psaty, Bruce M A1 - Chen, Yii-Der Ida A1 - Kardia, Sharon L R A1 - Zhao, Wei A1 - Turner, Stephen T A1 - Absher, Devin A1 - Aslibekyan, Stella A1 - Starr, John M A1 - McRae, Allan F A1 - Hou, Lifang A1 - Just, Allan C A1 - Schwartz, Joel D A1 - Vokonas, Pantel S A1 - Menni, Cristina A1 - Spector, Tim D A1 - Shuldiner, Alan A1 - Damcott, Coleen M A1 - Rotter, Jerome I A1 - Palmas, Walter A1 - Liu, Yongmei A1 - Paus, Tomáš A1 - Horvath, Steve A1 - O'Connell, Jeffrey R A1 - Guo, Xiuqing A1 - Pausova, Zdenka A1 - Assimes, Themistocles L A1 - Sotoodehnia, Nona A1 - Smith, Jennifer A A1 - Arnett, Donna K A1 - Deary, Ian J A1 - Baccarelli, Andrea A A1 - Bell, Jordana T A1 - Whitsel, Eric A1 - Dehghan, Abbas A1 - Levy, Daniel A1 - Fornage, Myriam KW - Aged KW - Blood Pressure KW - CpG Islands KW - Cross-Sectional Studies KW - DNA Methylation KW - Epigenesis, Genetic KW - Genetic Variation KW - Genome-Wide Association Study KW - Humans KW - Mendelian Randomization Analysis KW - Middle Aged KW - Nerve Tissue Proteins KW - Quantitative Trait Loci KW - Tetraspanins AB -

Genome-wide association studies have identified hundreds of genetic variants associated with blood pressure (BP), but sequence variation accounts for a small fraction of the phenotypic variance. Epigenetic changes may alter the expression of genes involved in BP regulation and explain part of the missing heritability. We therefore conducted a two-stage meta-analysis of the cross-sectional associations of systolic and diastolic BP with blood-derived genome-wide DNA methylation measured on the Infinium HumanMethylation450 BeadChip in 17,010 individuals of European, African American, and Hispanic ancestry. Of 31 discovery-stage cytosine-phosphate-guanine (CpG) dinucleotides, 13 replicated after Bonferroni correction (discovery: N = 9,828, p < 1.0 × 10-7; replication: N = 7,182, p < 1.6 × 10-3). The replicated methylation sites are heritable (h2 > 30%) and independent of known BP genetic variants, explaining an additional 1.4% and 2.0% of the interindividual variation in systolic and diastolic BP, respectively. Bidirectional Mendelian randomization among up to 4,513 individuals of European ancestry from 4 cohorts suggested that methylation at cg08035323 (TAF1B-YWHAQ) influences BP, while BP influences methylation at cg00533891 (ZMIZ1), cg00574958 (CPT1A), and cg02711608 (SLC1A5). Gene expression analyses further identified six genes (TSPAN2, SLC7A11, UNC93B1, CPT1A, PTMS, and LPCAT3) with evidence of triangular associations between methylation, gene expression, and BP. Additional integrative Mendelian randomization analyses of gene expression and DNA methylation suggested that the expression of TSPAN2 is a putative mediator of association between DNA methylation at cg23999170 and BP. These findings suggest that heritable DNA methylation plays a role in regulating BP independently of previously known genetic variants.

VL - 101 IS - 6 ER - TY - JOUR T1 - Genome Analyses of >200,000 Individuals Identify 58 Loci for Chronic Inflammation and Highlight Pathways that Link Inflammation and Complex Disorders. JF - Am J Hum Genet Y1 - 2018 A1 - Ligthart, Symen A1 - Vaez, Ahmad A1 - Võsa, Urmo A1 - Stathopoulou, Maria G A1 - de Vries, Paul S A1 - Prins, Bram P A1 - van der Most, Peter J A1 - Tanaka, Toshiko A1 - Naderi, Elnaz A1 - Rose, Lynda M A1 - Wu, Ying A1 - Karlsson, Robert A1 - Barbalic, Maja A1 - Lin, Honghuang A1 - Pool, Rene A1 - Zhu, Gu A1 - Mace, Aurelien A1 - Sidore, Carlo A1 - Trompet, Stella A1 - Mangino, Massimo A1 - Sabater-Lleal, Maria A1 - Kemp, John P A1 - Abbasi, Ali A1 - Kacprowski, Tim A1 - Verweij, Niek A1 - Smith, Albert V A1 - Huang, Tao A1 - Marzi, Carola A1 - Feitosa, Mary F A1 - Lohman, Kurt K A1 - Kleber, Marcus E A1 - Milaneschi, Yuri A1 - Mueller, Christian A1 - Huq, Mahmudul A1 - Vlachopoulou, Efthymia A1 - Lyytikäinen, Leo-Pekka A1 - Oldmeadow, Christopher A1 - Deelen, Joris A1 - Perola, Markus A1 - Zhao, Jing Hua A1 - Feenstra, Bjarke A1 - Amini, Marzyeh A1 - Lahti, Jari A1 - Schraut, Katharina E A1 - Fornage, Myriam A1 - Suktitipat, Bhoom A1 - Chen, Wei-Min A1 - Li, Xiaohui A1 - Nutile, Teresa A1 - Malerba, Giovanni A1 - Luan, Jian'an A1 - Bak, Tom A1 - Schork, Nicholas A1 - del Greco M, Fabiola A1 - Thiering, Elisabeth A1 - Mahajan, Anubha A1 - Marioni, Riccardo E A1 - Mihailov, Evelin A1 - Eriksson, Joel A1 - Ozel, Ayse Bilge A1 - Zhang, Weihua A1 - Nethander, Maria A1 - Cheng, Yu-Ching A1 - Aslibekyan, Stella A1 - Ang, Wei A1 - Gandin, Ilaria A1 - Yengo, Loic A1 - Portas, Laura A1 - Kooperberg, Charles A1 - Hofer, Edith A1 - Rajan, Kumar B A1 - Schurmann, Claudia A1 - den Hollander, Wouter A1 - Ahluwalia, Tarunveer S A1 - Zhao, Jing A1 - Draisma, Harmen H M A1 - Ford, Ian A1 - Timpson, Nicholas A1 - Teumer, Alexander A1 - Huang, Hongyan A1 - Wahl, Simone A1 - Liu, Yongmei A1 - Huang, Jie A1 - Uh, Hae-Won A1 - Geller, Frank A1 - Joshi, Peter K A1 - Yanek, Lisa R A1 - Trabetti, Elisabetta A1 - Lehne, Benjamin A1 - Vozzi, Diego A1 - Verbanck, Marie A1 - Biino, Ginevra A1 - Saba, Yasaman A1 - Meulenbelt, Ingrid A1 - O'Connell, Jeff R A1 - Laakso, Markku A1 - Giulianini, Franco A1 - Magnusson, Patrik K E A1 - Ballantyne, Christie M A1 - Hottenga, Jouke Jan A1 - Montgomery, Grant W A1 - Rivadineira, Fernando A1 - Rueedi, Rico A1 - Steri, Maristella A1 - Herzig, Karl-Heinz A1 - Stott, David J A1 - Menni, Cristina A1 - Frånberg, Mattias A1 - St Pourcain, Beate A1 - Felix, Stephan B A1 - Pers, Tune H A1 - Bakker, Stephan J L A1 - Kraft, Peter A1 - Peters, Annette A1 - Vaidya, Dhananjay A1 - Delgado, Graciela A1 - Smit, Johannes H A1 - Großmann, Vera A1 - Sinisalo, Juha A1 - Seppälä, Ilkka A1 - Williams, Stephen R A1 - Holliday, Elizabeth G A1 - Moed, Matthijs A1 - Langenberg, Claudia A1 - Räikkönen, Katri A1 - Ding, Jingzhong A1 - Campbell, Harry A1 - Sale, Michèle M A1 - Chen, Yii-der I A1 - James, Alan L A1 - Ruggiero, Daniela A1 - Soranzo, Nicole A1 - Hartman, Catharina A A1 - Smith, Erin N A1 - Berenson, Gerald S A1 - Fuchsberger, Christian A1 - Hernandez, Dena A1 - Tiesler, Carla M T A1 - Giedraitis, Vilmantas A1 - Liewald, David A1 - Fischer, Krista A1 - Mellström, Dan A1 - Larsson, Anders A1 - Wang, Yunmei A1 - Scott, William R A1 - Lorentzon, Matthias A1 - Beilby, John A1 - Ryan, Kathleen A A1 - Pennell, Craig E A1 - Vuckovic, Dragana A1 - Balkau, Beverly A1 - Concas, Maria Pina A1 - Schmidt, Reinhold A1 - Mendes de Leon, Carlos F A1 - Bottinger, Erwin P A1 - Kloppenburg, Margreet A1 - Paternoster, Lavinia A1 - Boehnke, Michael A1 - Musk, A W A1 - Willemsen, Gonneke A1 - Evans, David M A1 - Madden, Pamela A F A1 - Kähönen, Mika A1 - Kutalik, Zoltán A1 - Zoledziewska, Magdalena A1 - Karhunen, Ville A1 - Kritchevsky, Stephen B A1 - Sattar, Naveed A1 - Lachance, Genevieve A1 - Clarke, Robert A1 - Harris, Tamara B A1 - Raitakari, Olli T A1 - Attia, John R A1 - van Heemst, Diana A1 - Kajantie, Eero A1 - Sorice, Rossella A1 - Gambaro, Giovanni A1 - Scott, Robert A A1 - Hicks, Andrew A A1 - Ferrucci, Luigi A1 - Standl, Marie A1 - Lindgren, Cecilia M A1 - Starr, John M A1 - Karlsson, Magnus A1 - Lind, Lars A1 - Li, Jun Z A1 - Chambers, John C A1 - Mori, Trevor A A1 - de Geus, Eco J C N A1 - Heath, Andrew C A1 - Martin, Nicholas G A1 - Auvinen, Juha A1 - Buckley, Brendan M A1 - de Craen, Anton J M A1 - Waldenberger, Melanie A1 - Strauch, Konstantin A1 - Meitinger, Thomas A1 - Scott, Rodney J A1 - McEvoy, Mark A1 - Beekman, Marian A1 - Bombieri, Cristina A1 - Ridker, Paul M A1 - Mohlke, Karen L A1 - Pedersen, Nancy L A1 - Morrison, Alanna C A1 - Boomsma, Dorret I A1 - Whitfield, John B A1 - Strachan, David P A1 - Hofman, Albert A1 - Vollenweider, Peter A1 - Cucca, Francesco A1 - Jarvelin, Marjo-Riitta A1 - Jukema, J Wouter A1 - Spector, Tim D A1 - Hamsten, Anders A1 - Zeller, Tanja A1 - Uitterlinden, André G A1 - Nauck, Matthias A1 - Gudnason, Vilmundur A1 - Qi, Lu A1 - Grallert, Harald A1 - Borecki, Ingrid B A1 - Rotter, Jerome I A1 - März, Winfried A1 - Wild, Philipp S A1 - Lokki, Marja-Liisa A1 - Boyle, Michael A1 - Salomaa, Veikko A1 - Melbye, Mads A1 - Eriksson, Johan G A1 - Wilson, James F A1 - Penninx, Brenda W J H A1 - Becker, Diane M A1 - Worrall, Bradford B A1 - Gibson, Greg A1 - Krauss, Ronald M A1 - Ciullo, Marina A1 - Zaza, Gianluigi A1 - Wareham, Nicholas J A1 - Oldehinkel, Albertine J A1 - Palmer, Lyle J A1 - Murray, Sarah S A1 - Pramstaller, Peter P A1 - Bandinelli, Stefania A1 - Heinrich, Joachim A1 - Ingelsson, Erik A1 - Deary, Ian J A1 - Mägi, Reedik A1 - Vandenput, Liesbeth A1 - van der Harst, Pim A1 - Desch, Karl C A1 - Kooner, Jaspal S A1 - Ohlsson, Claes A1 - Hayward, Caroline A1 - Lehtimäki, Terho A1 - Shuldiner, Alan R A1 - Arnett, Donna K A1 - Beilin, Lawrence J A1 - Robino, Antonietta A1 - Froguel, Philippe A1 - Pirastu, Mario A1 - Jess, Tine A1 - Koenig, Wolfgang A1 - Loos, Ruth J F A1 - Evans, Denis A A1 - Schmidt, Helena A1 - Smith, George Davey A1 - Slagboom, P Eline A1 - Eiriksdottir, Gudny A1 - Morris, Andrew P A1 - Psaty, Bruce M A1 - Tracy, Russell P A1 - Nolte, Ilja M A1 - Boerwinkle, Eric A1 - Visvikis-Siest, Sophie A1 - Reiner, Alex P A1 - Gross, Myron A1 - Bis, Joshua C A1 - Franke, Lude A1 - Franco, Oscar H A1 - Benjamin, Emelia J A1 - Chasman, Daniel I A1 - Dupuis, Josée A1 - Snieder, Harold A1 - Dehghan, Abbas A1 - Alizadeh, Behrooz Z AB -

C-reactive protein (CRP) is a sensitive biomarker of chronic low-grade inflammation and is associated with multiple complex diseases. The genetic determinants of chronic inflammation remain largely unknown, and the causal role of CRP in several clinical outcomes is debated. We performed two genome-wide association studies (GWASs), on HapMap and 1000 Genomes imputed data, of circulating amounts of CRP by using data from 88 studies comprising 204,402 European individuals. Additionally, we performed in silico functional analyses and Mendelian randomization analyses with several clinical outcomes. The GWAS meta-analyses of CRP revealed 58 distinct genetic loci (p < 5 × 10). After adjustment for body mass index in the regression analysis, the associations at all except three loci remained. The lead variants at the distinct loci explained up to 7.0% of the variance in circulating amounts of CRP. We identified 66 gene sets that were organized in two substantially correlated clusters, one mainly composed of immune pathways and the other characterized by metabolic pathways in the liver. Mendelian randomization analyses revealed a causal protective effect of CRP on schizophrenia and a risk-increasing effect on bipolar disorder. Our findings provide further insights into the biology of inflammation and could lead to interventions for treating inflammation and its clinical consequences.

VL - 103 IS - 5 ER - TY - JOUR T1 - Refining the accuracy of validated target identification through coding variant fine-mapping in type 2 diabetes. JF - Nat Genet Y1 - 2018 A1 - Mahajan, Anubha A1 - Wessel, Jennifer A1 - Willems, Sara M A1 - Zhao, Wei A1 - Robertson, Neil R A1 - Chu, Audrey Y A1 - Gan, Wei A1 - Kitajima, Hidetoshi A1 - Taliun, Daniel A1 - Rayner, N William A1 - Guo, Xiuqing A1 - Lu, Yingchang A1 - Li, Man A1 - Jensen, Richard A A1 - Hu, Yao A1 - Huo, Shaofeng A1 - Lohman, Kurt K A1 - Zhang, Weihua A1 - Cook, James P A1 - Prins, Bram Peter A1 - Flannick, Jason A1 - Grarup, Niels A1 - Trubetskoy, Vassily Vladimirovich A1 - Kravic, Jasmina A1 - Kim, Young Jin A1 - Rybin, Denis V A1 - Yaghootkar, Hanieh A1 - Müller-Nurasyid, Martina A1 - Meidtner, Karina A1 - Li-Gao, Ruifang A1 - Varga, Tibor V A1 - Marten, Jonathan A1 - Li, Jin A1 - Smith, Albert Vernon A1 - An, Ping A1 - Ligthart, Symen A1 - Gustafsson, Stefan A1 - Malerba, Giovanni A1 - Demirkan, Ayse A1 - Tajes, Juan Fernandez A1 - Steinthorsdottir, Valgerdur A1 - Wuttke, Matthias A1 - Lecoeur, Cécile A1 - Preuss, Michael A1 - Bielak, Lawrence F A1 - Graff, Marielisa A1 - Highland, Heather M A1 - Justice, Anne E A1 - Liu, Dajiang J A1 - Marouli, Eirini A1 - Peloso, Gina Marie A1 - Warren, Helen R A1 - Afaq, Saima A1 - Afzal, Shoaib A1 - Ahlqvist, Emma A1 - Almgren, Peter A1 - Amin, Najaf A1 - Bang, Lia B A1 - Bertoni, Alain G A1 - Bombieri, Cristina A1 - Bork-Jensen, Jette A1 - Brandslund, Ivan A1 - Brody, Jennifer A A1 - Burtt, Noel P A1 - Canouil, Mickaël A1 - Chen, Yii-Der Ida A1 - Cho, Yoon Shin A1 - Christensen, Cramer A1 - Eastwood, Sophie V A1 - Eckardt, Kai-Uwe A1 - Fischer, Krista A1 - Gambaro, Giovanni A1 - Giedraitis, Vilmantas A1 - Grove, Megan L A1 - de Haan, Hugoline G A1 - Hackinger, Sophie A1 - Hai, Yang A1 - Han, Sohee A1 - Tybjærg-Hansen, Anne A1 - Hivert, Marie-France A1 - Isomaa, Bo A1 - Jäger, Susanne A1 - Jørgensen, Marit E A1 - Jørgensen, Torben A1 - Käräjämäki, AnneMari A1 - Kim, Bong-Jo A1 - Kim, Sung Soo A1 - Koistinen, Heikki A A1 - Kovacs, Peter A1 - Kriebel, Jennifer A1 - Kronenberg, Florian A1 - Läll, Kristi A1 - Lange, Leslie A A1 - Lee, Jung-Jin A1 - Lehne, Benjamin A1 - Li, Huaixing A1 - Lin, Keng-Hung A1 - Linneberg, Allan A1 - Liu, Ching-Ti A1 - Liu, Jun A1 - Loh, Marie A1 - Mägi, Reedik A1 - Mamakou, Vasiliki A1 - McKean-Cowdin, Roberta A1 - Nadkarni, Girish A1 - Neville, Matt A1 - Nielsen, Sune F A1 - Ntalla, Ioanna A1 - Peyser, Patricia A A1 - Rathmann, Wolfgang A1 - Rice, Kenneth A1 - Rich, Stephen S A1 - Rode, Line A1 - Rolandsson, Olov A1 - Schönherr, Sebastian A1 - Selvin, Elizabeth A1 - Small, Kerrin S A1 - Stančáková, Alena A1 - Surendran, Praveen A1 - Taylor, Kent D A1 - Teslovich, Tanya M A1 - Thorand, Barbara A1 - Thorleifsson, Gudmar A1 - Tin, Adrienne A1 - Tönjes, Anke A1 - Varbo, Anette A1 - Witte, Daniel R A1 - Wood, Andrew R A1 - Yajnik, Pranav A1 - Yao, Jie A1 - Yengo, Loic A1 - Young, Robin A1 - Amouyel, Philippe A1 - Boeing, Heiner A1 - Boerwinkle, Eric A1 - Bottinger, Erwin P A1 - Chowdhury, Rajiv A1 - Collins, Francis S A1 - Dedoussis, George A1 - Dehghan, Abbas A1 - Deloukas, Panos A1 - Ferrario, Marco M A1 - Ferrieres, Jean A1 - Florez, Jose C A1 - Frossard, Philippe A1 - Gudnason, Vilmundur A1 - Harris, Tamara B A1 - Heckbert, Susan R A1 - Howson, Joanna M M A1 - Ingelsson, Martin A1 - Kathiresan, Sekar A1 - Kee, Frank A1 - Kuusisto, Johanna A1 - Langenberg, Claudia A1 - Launer, Lenore J A1 - Lindgren, Cecilia M A1 - Männistö, Satu A1 - Meitinger, Thomas A1 - Melander, Olle A1 - Mohlke, Karen L A1 - Moitry, Marie A1 - Morris, Andrew D A1 - Murray, Alison D A1 - de Mutsert, Renée A1 - Orho-Melander, Marju A1 - Owen, Katharine R A1 - Perola, Markus A1 - Peters, Annette A1 - Province, Michael A A1 - Rasheed, Asif A1 - Ridker, Paul M A1 - Rivadineira, Fernando A1 - Rosendaal, Frits R A1 - Rosengren, Anders H A1 - Salomaa, Veikko A1 - Sheu, Wayne H-H A1 - Sladek, Rob A1 - Smith, Blair H A1 - Strauch, Konstantin A1 - Uitterlinden, André G A1 - Varma, Rohit A1 - Willer, Cristen J A1 - Blüher, Matthias A1 - Butterworth, Adam S A1 - Chambers, John Campbell A1 - Chasman, Daniel I A1 - Danesh, John A1 - van Duijn, Cornelia A1 - Dupuis, Josée A1 - Franco, Oscar H A1 - Franks, Paul W A1 - Froguel, Philippe A1 - Grallert, Harald A1 - Groop, Leif A1 - Han, Bok-Ghee A1 - Hansen, Torben A1 - Hattersley, Andrew T A1 - Hayward, Caroline A1 - Ingelsson, Erik A1 - Kardia, Sharon L R A1 - Karpe, Fredrik A1 - Kooner, Jaspal Singh A1 - Köttgen, Anna A1 - Kuulasmaa, Kari A1 - Laakso, Markku A1 - Lin, Xu A1 - Lind, Lars A1 - Liu, Yongmei A1 - Loos, Ruth J F A1 - Marchini, Jonathan A1 - Metspalu, Andres A1 - Mook-Kanamori, Dennis A1 - Nordestgaard, Børge G A1 - Palmer, Colin N A A1 - Pankow, James S A1 - Pedersen, Oluf A1 - Psaty, Bruce M A1 - Rauramaa, Rainer A1 - Sattar, Naveed A1 - Schulze, Matthias B A1 - Soranzo, Nicole A1 - Spector, Timothy D A1 - Stefansson, Kari A1 - Stumvoll, Michael A1 - Thorsteinsdottir, Unnur A1 - Tuomi, Tiinamaija A1 - Tuomilehto, Jaakko A1 - Wareham, Nicholas J A1 - Wilson, James G A1 - Zeggini, Eleftheria A1 - Scott, Robert A A1 - Barroso, Inês A1 - Frayling, Timothy M A1 - Goodarzi, Mark O A1 - Meigs, James B A1 - Boehnke, Michael A1 - Saleheen, Danish A1 - Morris, Andrew P A1 - Rotter, Jerome I A1 - McCarthy, Mark I AB -

We aggregated coding variant data for 81,412 type 2 diabetes cases and 370,832 controls of diverse ancestry, identifying 40 coding variant association signals (P < 2.2 × 10); of these, 16 map outside known risk-associated loci. We make two important observations. First, only five of these signals are driven by low-frequency variants: even for these, effect sizes are modest (odds ratio ≤1.29). Second, when we used large-scale genome-wide association data to fine-map the associated variants in their regional context, accounting for the global enrichment of complex trait associations in coding sequence, compelling evidence for coding variant causality was obtained for only 16 signals. At 13 others, the associated coding variants clearly represent 'false leads' with potential to generate erroneous mechanistic inference. Coding variant associations offer a direct route to biological insight for complex diseases and identification of validated therapeutic targets; however, appropriate mechanistic inference requires careful specification of their causal contribution to disease predisposition.

VL - 50 IS - 4 ER - TY - JOUR T1 - Blood Leukocyte DNA Methylation Predicts Risk of Future Myocardial Infarction and Coronary Heart Disease. JF - Circulation Y1 - 2019 A1 - Agha, Golareh A1 - Mendelson, Michael M A1 - Ward-Caviness, Cavin K A1 - Joehanes, Roby A1 - Huan, Tianxiao A1 - Gondalia, Rahul A1 - Salfati, Elias A1 - Brody, Jennifer A A1 - Fiorito, Giovanni A1 - Bressler, Jan A1 - Chen, Brian H A1 - Ligthart, Symen A1 - Guarrera, Simonetta A1 - Colicino, Elena A1 - Just, Allan C A1 - Wahl, Simone A1 - Gieger, Christian A1 - Vandiver, Amy R A1 - Tanaka, Toshiko A1 - Hernandez, Dena G A1 - Pilling, Luke C A1 - Singleton, Andrew B A1 - Sacerdote, Carlotta A1 - Krogh, Vittorio A1 - Panico, Salvatore A1 - Tumino, Rosario A1 - Li, Yun A1 - Zhang, Guosheng A1 - Stewart, James D A1 - Floyd, James S A1 - Wiggins, Kerri L A1 - Rotter, Jerome I A1 - Multhaup, Michael A1 - Bakulski, Kelly A1 - Horvath, Steven A1 - Tsao, Philip S A1 - Absher, Devin M A1 - Vokonas, Pantel A1 - Hirschhorn, Joel A1 - Fallin, M Daniele A1 - Liu, Chunyu A1 - Bandinelli, Stefania A1 - Boerwinkle, Eric A1 - Dehghan, Abbas A1 - Schwartz, Joel D A1 - Psaty, Bruce M A1 - Feinberg, Andrew P A1 - Hou, Lifang A1 - Ferrucci, Luigi A1 - Sotoodehnia, Nona A1 - Matullo, Giuseppe A1 - Peters, Annette A1 - Fornage, Myriam A1 - Assimes, Themistocles L A1 - Whitsel, Eric A A1 - Levy, Daniel A1 - Baccarelli, Andrea A KW - Adult KW - Aged KW - Cohort Studies KW - Coronary Disease KW - CpG Islands KW - DNA Methylation KW - Europe KW - Female KW - Genome-Wide Association Study KW - Humans KW - Incidence KW - Leukocytes KW - Male KW - Middle Aged KW - Myocardial Infarction KW - Population Groups KW - Prognosis KW - Prospective Studies KW - Risk KW - United States AB -

BACKGROUND: DNA methylation is implicated in coronary heart disease (CHD), but current evidence is based on small, cross-sectional studies. We examined blood DNA methylation in relation to incident CHD across multiple prospective cohorts.

METHODS: Nine population-based cohorts from the United States and Europe profiled epigenome-wide blood leukocyte DNA methylation using the Illumina Infinium 450k microarray, and prospectively ascertained CHD events including coronary insufficiency/unstable angina, recognized myocardial infarction, coronary revascularization, and coronary death. Cohorts conducted race-specific analyses adjusted for age, sex, smoking, education, body mass index, blood cell type proportions, and technical variables. We conducted fixed-effect meta-analyses across cohorts.

RESULTS: Among 11 461 individuals (mean age 64 years, 67% women, 35% African American) free of CHD at baseline, 1895 developed CHD during a mean follow-up of 11.2 years. Methylation levels at 52 CpG (cytosine-phosphate-guanine) sites were associated with incident CHD or myocardial infarction (false discovery rate<0.05). These CpGs map to genes with key roles in calcium regulation (ATP2B2, CASR, GUCA1B, HPCAL1), and genes identified in genome- and epigenome-wide studies of serum calcium (CASR), serum calcium-related risk of CHD (CASR), coronary artery calcified plaque (PTPRN2), and kidney function (CDH23, HPCAL1), among others. Mendelian randomization analyses supported a causal effect of DNA methylation on incident CHD; these CpGs map to active regulatory regions proximal to long non-coding RNA transcripts.

CONCLUSION: Methylation of blood-derived DNA is associated with risk of future CHD across diverse populations and may serve as an informative tool for gaining further insight on the development of CHD.

VL - 140 IS - 8 ER - TY - JOUR T1 - Meta-analysis of epigenome-wide association studies of carotid intima-media thickness. JF - Eur J Epidemiol Y1 - 2021 A1 - Portilla-Fernández, Eliana A1 - Hwang, Shih-Jen A1 - Wilson, Rory A1 - Maddock, Jane A1 - Hill, W David A1 - Teumer, Alexander A1 - Mishra, Pashupati P A1 - Brody, Jennifer A A1 - Joehanes, Roby A1 - Ligthart, Symen A1 - Ghanbari, Mohsen A1 - Kavousi, Maryam A1 - Roks, Anton J M A1 - Danser, A H Jan A1 - Levy, Daniel A1 - Peters, Annette A1 - Ghasemi, Sahar A1 - Schminke, Ulf A1 - Dörr, Marcus A1 - Grabe, Hans J A1 - Lehtimäki, Terho A1 - Kähönen, Mika A1 - Hurme, Mikko A A1 - Bartz, Traci M A1 - Sotoodehnia, Nona A1 - Bis, Joshua C A1 - Thiery, Joachim A1 - Koenig, Wolfgang A1 - Ong, Ken K A1 - Bell, Jordana T A1 - Meisinger, Christine A1 - Wardlaw, Joanna M A1 - Starr, John M A1 - Seissler, Jochen A1 - Then, Cornelia A1 - Rathmann, Wolfgang A1 - Ikram, M Arfan A1 - Psaty, Bruce M A1 - Raitakari, Olli T A1 - Völzke, Henry A1 - Deary, Ian J A1 - Wong, Andrew A1 - Waldenberger, Melanie A1 - O'Donnell, Christopher J A1 - Dehghan, Abbas AB -

Common 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.

ER - TY - JOUR T1 - Multi-ancestry genetic study of type 2 diabetes highlights the power of diverse populations for discovery and translation. JF - Nat Genet Y1 - 2022 A1 - Mahajan, Anubha A1 - Spracklen, Cassandra N A1 - Zhang, Weihua A1 - Ng, Maggie C Y A1 - Petty, Lauren E A1 - Kitajima, Hidetoshi A1 - Yu, Grace Z A1 - Rüeger, Sina A1 - Speidel, Leo A1 - Kim, Young Jin A1 - Horikoshi, Momoko A1 - Mercader, Josep M A1 - Taliun, Daniel A1 - Moon, Sanghoon A1 - Kwak, Soo-Heon A1 - Robertson, Neil R A1 - Rayner, Nigel W A1 - Loh, Marie A1 - Kim, Bong-Jo A1 - Chiou, Joshua A1 - Miguel-Escalada, Irene A1 - Della Briotta Parolo, Pietro A1 - Lin, Kuang A1 - Bragg, Fiona A1 - Preuss, Michael H A1 - Takeuchi, Fumihiko A1 - Nano, Jana A1 - Guo, Xiuqing A1 - Lamri, Amel A1 - Nakatochi, Masahiro A1 - Scott, Robert A A1 - Lee, Jung-Jin A1 - Huerta-Chagoya, Alicia A1 - Graff, Mariaelisa A1 - Chai, Jin-Fang A1 - Parra, Esteban J A1 - Yao, Jie A1 - Bielak, Lawrence F A1 - Tabara, Yasuharu A1 - Hai, Yang A1 - Steinthorsdottir, Valgerdur A1 - Cook, James P A1 - Kals, Mart A1 - Grarup, Niels A1 - Schmidt, Ellen M A1 - Pan, Ian A1 - Sofer, Tamar A1 - Wuttke, Matthias A1 - Sarnowski, Chloe A1 - Gieger, Christian A1 - Nousome, Darryl A1 - Trompet, Stella A1 - Long, Jirong A1 - Sun, Meng A1 - Tong, Lin A1 - Chen, Wei-Min A1 - Ahmad, Meraj A1 - Noordam, Raymond A1 - Lim, Victor J Y A1 - Tam, Claudia H T A1 - Joo, Yoonjung Yoonie A1 - Chen, Chien-Hsiun A1 - Raffield, Laura M A1 - Lecoeur, Cécile A1 - Prins, Bram Peter A1 - Nicolas, Aude A1 - Yanek, Lisa R A1 - Chen, Guanjie A1 - Jensen, Richard A A1 - Tajuddin, Salman A1 - Kabagambe, Edmond K A1 - An, Ping A1 - Xiang, Anny H A1 - Choi, Hyeok Sun A1 - Cade, Brian E A1 - Tan, Jingyi A1 - Flanagan, Jack A1 - Abaitua, Fernando A1 - Adair, Linda S A1 - Adeyemo, Adebowale A1 - Aguilar-Salinas, Carlos A A1 - Akiyama, Masato A1 - Anand, Sonia S A1 - Bertoni, Alain A1 - Bian, Zheng A1 - Bork-Jensen, Jette A1 - Brandslund, Ivan A1 - Brody, Jennifer A A1 - Brummett, Chad M A1 - Buchanan, Thomas A A1 - Canouil, Mickaël A1 - Chan, Juliana C N A1 - Chang, Li-Ching A1 - Chee, Miao-Li A1 - Chen, Ji A1 - Chen, Shyh-Huei A1 - Chen, Yuan-Tsong A1 - Chen, Zhengming A1 - Chuang, Lee-Ming A1 - Cushman, Mary A1 - Das, Swapan K A1 - de Silva, H Janaka A1 - Dedoussis, George A1 - Dimitrov, Latchezar A1 - Doumatey, Ayo P A1 - Du, Shufa A1 - Duan, Qing A1 - Eckardt, Kai-Uwe A1 - Emery, Leslie S A1 - Evans, Daniel S A1 - Evans, Michele K A1 - Fischer, Krista A1 - Floyd, James S A1 - Ford, Ian A1 - Fornage, Myriam A1 - Franco, Oscar H A1 - Frayling, Timothy M A1 - Freedman, Barry I A1 - Fuchsberger, Christian A1 - Genter, Pauline A1 - Gerstein, Hertzel C A1 - Giedraitis, Vilmantas A1 - González-Villalpando, Clicerio A1 - Gonzalez-Villalpando, Maria Elena A1 - Goodarzi, Mark O A1 - Gordon-Larsen, Penny A1 - Gorkin, David A1 - Gross, Myron A1 - Guo, Yu A1 - Hackinger, Sophie A1 - Han, Sohee A1 - Hattersley, Andrew T A1 - Herder, Christian A1 - Howard, Annie-Green A1 - Hsueh, Willa A1 - Huang, Mengna A1 - Huang, Wei A1 - Hung, Yi-Jen A1 - Hwang, Mi Yeong A1 - Hwu, Chii-Min A1 - Ichihara, Sahoko A1 - Ikram, Mohammad Arfan A1 - Ingelsson, Martin A1 - Islam, Md Tariqul A1 - Isono, Masato A1 - Jang, Hye-Mi A1 - Jasmine, Farzana A1 - Jiang, Guozhi A1 - Jonas, Jost B A1 - Jørgensen, Marit E A1 - Jørgensen, Torben A1 - Kamatani, Yoichiro A1 - Kandeel, Fouad R A1 - Kasturiratne, Anuradhani A1 - Katsuya, Tomohiro A1 - Kaur, Varinderpal A1 - Kawaguchi, Takahisa A1 - Keaton, Jacob M A1 - Kho, Abel N A1 - Khor, Chiea-Chuen A1 - Kibriya, Muhammad G A1 - Kim, Duk-Hwan A1 - Kohara, Katsuhiko A1 - Kriebel, Jennifer A1 - Kronenberg, Florian A1 - Kuusisto, Johanna A1 - Läll, Kristi A1 - Lange, Leslie A A1 - Lee, Myung-Shik A1 - Lee, Nanette R A1 - Leong, Aaron A1 - Li, Liming A1 - Li, Yun A1 - Li-Gao, Ruifang A1 - Ligthart, Symen A1 - Lindgren, Cecilia M A1 - Linneberg, Allan A1 - Liu, Ching-Ti A1 - Liu, Jianjun A1 - Locke, Adam E A1 - Louie, Tin A1 - Luan, Jian'an A1 - Luk, Andrea O A1 - Luo, Xi A1 - Lv, Jun A1 - Lyssenko, Valeriya A1 - Mamakou, Vasiliki A1 - Mani, K Radha A1 - Meitinger, Thomas A1 - Metspalu, Andres A1 - Morris, Andrew D A1 - Nadkarni, Girish N A1 - Nadler, Jerry L A1 - Nalls, Michael A A1 - Nayak, Uma A1 - Nongmaithem, Suraj S A1 - Ntalla, Ioanna A1 - Okada, Yukinori A1 - Orozco, Lorena A1 - Patel, Sanjay R A1 - Pereira, Mark A A1 - Peters, Annette A1 - Pirie, Fraser J A1 - Porneala, Bianca A1 - Prasad, Gauri A1 - Preissl, Sebastian A1 - Rasmussen-Torvik, Laura J A1 - Reiner, Alexander P A1 - Roden, Michael A1 - Rohde, Rebecca A1 - Roll, Kathryn A1 - Sabanayagam, Charumathi A1 - Sander, Maike A1 - Sandow, Kevin A1 - Sattar, Naveed A1 - Schönherr, Sebastian A1 - Schurmann, Claudia A1 - Shahriar, Mohammad A1 - Shi, Jinxiu A1 - Shin, Dong Mun A1 - Shriner, Daniel A1 - Smith, Jennifer A A1 - So, Wing Yee A1 - Stančáková, Alena A1 - Stilp, Adrienne M A1 - Strauch, Konstantin A1 - Suzuki, Ken A1 - Takahashi, Atsushi A1 - Taylor, Kent D A1 - Thorand, Barbara A1 - Thorleifsson, Gudmar A1 - Thorsteinsdottir, Unnur A1 - Tomlinson, Brian A1 - Torres, Jason M A1 - Tsai, Fuu-Jen A1 - Tuomilehto, Jaakko A1 - Tusié-Luna, Teresa A1 - Udler, Miriam S A1 - Valladares-Salgado, Adan A1 - van Dam, Rob M A1 - van Klinken, Jan B A1 - Varma, Rohit A1 - Vujkovic, Marijana A1 - Wacher-Rodarte, Niels A1 - Wheeler, Eleanor A1 - Whitsel, Eric A A1 - Wickremasinghe, Ananda R A1 - van Dijk, Ko Willems A1 - Witte, Daniel R A1 - Yajnik, Chittaranjan S A1 - Yamamoto, Ken A1 - Yamauchi, Toshimasa A1 - Yengo, Loic A1 - Yoon, Kyungheon A1 - Yu, Canqing A1 - Yuan, Jian-Min A1 - Yusuf, Salim A1 - Zhang, Liang A1 - Zheng, Wei A1 - Raffel, Leslie J A1 - Igase, Michiya A1 - Ipp, Eli A1 - Redline, Susan A1 - Cho, Yoon Shin A1 - Lind, Lars A1 - Province, Michael A A1 - Hanis, Craig L A1 - Peyser, Patricia A A1 - Ingelsson, Erik A1 - Zonderman, Alan B A1 - Psaty, Bruce M A1 - Wang, Ya-Xing A1 - Rotimi, Charles N A1 - Becker, Diane M A1 - Matsuda, Fumihiko A1 - Liu, Yongmei A1 - Zeggini, Eleftheria A1 - Yokota, Mitsuhiro A1 - Rich, Stephen S A1 - Kooperberg, Charles A1 - Pankow, James S A1 - Engert, James C A1 - Chen, Yii-Der Ida A1 - Froguel, Philippe A1 - Wilson, James G A1 - Sheu, Wayne H H A1 - Kardia, Sharon L R A1 - Wu, Jer-Yuarn A1 - Hayes, M Geoffrey A1 - Ma, Ronald C W A1 - Wong, Tien-Yin A1 - Groop, Leif A1 - Mook-Kanamori, Dennis O A1 - Chandak, Giriraj R A1 - Collins, Francis S A1 - Bharadwaj, Dwaipayan A1 - Paré, Guillaume A1 - Sale, Michèle M A1 - Ahsan, Habibul A1 - Motala, Ayesha A A1 - Shu, Xiao-Ou A1 - Park, Kyong-Soo A1 - Jukema, J Wouter A1 - Cruz, Miguel A1 - McKean-Cowdin, Roberta A1 - Grallert, Harald A1 - Cheng, Ching-Yu A1 - Bottinger, Erwin P A1 - Dehghan, Abbas A1 - Tai, E-Shyong A1 - Dupuis, Josée A1 - Kato, Norihiro A1 - Laakso, Markku A1 - Köttgen, Anna A1 - Koh, Woon-Puay A1 - Palmer, Colin N A A1 - Liu, Simin A1 - Abecasis, Goncalo A1 - Kooner, Jaspal S A1 - Loos, Ruth J F A1 - North, Kari E A1 - Haiman, Christopher A A1 - Florez, Jose C A1 - Saleheen, Danish A1 - Hansen, Torben A1 - Pedersen, Oluf A1 - Mägi, Reedik A1 - Langenberg, Claudia A1 - Wareham, Nicholas J A1 - Maeda, Shiro A1 - Kadowaki, Takashi A1 - Lee, Juyoung A1 - Millwood, Iona Y A1 - Walters, Robin G A1 - Stefansson, Kari A1 - Myers, Simon R A1 - Ferrer, Jorge A1 - Gaulton, Kyle J A1 - Meigs, James B A1 - Mohlke, Karen L A1 - Gloyn, Anna L A1 - Bowden, Donald W A1 - Below, Jennifer E A1 - Chambers, John C A1 - Sim, Xueling A1 - Boehnke, Michael A1 - Rotter, Jerome I A1 - McCarthy, Mark I A1 - Morris, Andrew P KW - Diabetes Mellitus, Type 2 KW - Ethnicity KW - Genetic Predisposition to Disease KW - Genome-Wide Association Study KW - Humans KW - Polymorphism, Single Nucleotide KW - Risk Factors AB -

We assembled an ancestrally diverse collection of genome-wide association studies (GWAS) of type 2 diabetes (T2D) in 180,834 affected individuals and 1,159,055 controls (48.9% non-European descent) through the Diabetes Meta-Analysis of Trans-Ethnic association studies (DIAMANTE) Consortium. Multi-ancestry GWAS meta-analysis identified 237 loci attaining stringent genome-wide significance (P < 5 × 10), which were delineated to 338 distinct association signals. Fine-mapping of these signals was enhanced by the increased sample size and expanded population diversity of the multi-ancestry meta-analysis, which localized 54.4% of T2D associations to a single variant with >50% posterior probability. This improved fine-mapping enabled systematic assessment of candidate causal genes and molecular mechanisms through which T2D associations are mediated, laying the foundations for functional investigations. Multi-ancestry genetic risk scores enhanced transferability of T2D prediction across diverse populations. Our study provides a step toward more effective clinical translation of T2D GWAS to improve global health for all, irrespective of genetic background.

VL - 54 IS - 5 ER - TY - JOUR T1 - Genetic drivers of heterogeneity in type 2 diabetes pathophysiology. JF - Nature Y1 - 2024 A1 - Suzuki, Ken A1 - Hatzikotoulas, Konstantinos A1 - Southam, Lorraine A1 - Taylor, Henry J A1 - Yin, Xianyong A1 - Lorenz, Kim M A1 - Mandla, Ravi A1 - Huerta-Chagoya, Alicia A1 - Melloni, Giorgio E M A1 - Kanoni, Stavroula A1 - Rayner, Nigel W A1 - Bocher, Ozvan A1 - Arruda, Ana Luiza A1 - Sonehara, Kyuto A1 - Namba, Shinichi A1 - Lee, Simon S K A1 - Preuss, Michael H A1 - Petty, Lauren E A1 - Schroeder, Philip A1 - Vanderwerff, Brett A1 - Kals, Mart A1 - Bragg, Fiona A1 - Lin, Kuang A1 - Guo, Xiuqing A1 - Zhang, Weihua A1 - Yao, Jie A1 - Kim, Young Jin A1 - Graff, Mariaelisa A1 - Takeuchi, Fumihiko A1 - Nano, Jana A1 - Lamri, Amel A1 - Nakatochi, Masahiro A1 - Moon, Sanghoon A1 - Scott, Robert A A1 - Cook, James P A1 - Lee, Jung-Jin A1 - Pan, Ian A1 - Taliun, Daniel A1 - Parra, Esteban J A1 - Chai, Jin-Fang A1 - Bielak, Lawrence F A1 - Tabara, Yasuharu A1 - Hai, Yang A1 - Thorleifsson, Gudmar A1 - Grarup, Niels A1 - Sofer, Tamar A1 - Wuttke, Matthias A1 - Sarnowski, Chloe A1 - Gieger, Christian A1 - Nousome, Darryl A1 - Trompet, Stella A1 - Kwak, Soo-Heon A1 - Long, Jirong A1 - Sun, Meng A1 - Tong, Lin A1 - Chen, Wei-Min A1 - Nongmaithem, Suraj S A1 - Noordam, Raymond A1 - Lim, Victor J Y A1 - Tam, Claudia H T A1 - Joo, Yoonjung Yoonie A1 - Chen, Chien-Hsiun A1 - Raffield, Laura M A1 - Prins, Bram Peter A1 - Nicolas, Aude A1 - Yanek, Lisa R A1 - Chen, Guanjie A1 - Brody, Jennifer A A1 - Kabagambe, Edmond A1 - An, Ping A1 - Xiang, Anny H A1 - Choi, Hyeok Sun A1 - Cade, Brian E A1 - Tan, Jingyi A1 - Broadaway, K Alaine A1 - Williamson, Alice A1 - Kamali, Zoha A1 - Cui, Jinrui A1 - Thangam, Manonanthini A1 - Adair, Linda S A1 - Adeyemo, Adebowale A1 - Aguilar-Salinas, Carlos A A1 - Ahluwalia, Tarunveer S A1 - Anand, Sonia S A1 - Bertoni, Alain A1 - Bork-Jensen, Jette A1 - Brandslund, Ivan A1 - Buchanan, Thomas A A1 - Burant, Charles F A1 - Butterworth, Adam S A1 - Canouil, Mickaël A1 - Chan, Juliana C N A1 - Chang, Li-Ching A1 - Chee, Miao-Li A1 - Chen, Ji A1 - Chen, Shyh-Huei A1 - Chen, Yuan-Tsong A1 - Chen, Zhengming A1 - Chuang, Lee-Ming A1 - Cushman, Mary A1 - Danesh, John A1 - Das, Swapan K A1 - de Silva, H Janaka A1 - Dedoussis, George A1 - Dimitrov, Latchezar A1 - Doumatey, Ayo P A1 - Du, Shufa A1 - Duan, Qing A1 - Eckardt, Kai-Uwe A1 - Emery, Leslie S A1 - Evans, Daniel S A1 - Evans, Michele K A1 - Fischer, Krista A1 - Floyd, James S A1 - Ford, Ian A1 - Franco, Oscar H A1 - Frayling, Timothy M A1 - Freedman, Barry I A1 - Genter, Pauline A1 - Gerstein, Hertzel C A1 - Giedraitis, Vilmantas A1 - González-Villalpando, Clicerio A1 - Gonzalez-Villalpando, Maria Elena A1 - Gordon-Larsen, Penny A1 - Gross, Myron A1 - Guare, Lindsay A A1 - Hackinger, Sophie A1 - Hakaste, Liisa A1 - Han, Sohee A1 - Hattersley, Andrew T A1 - Herder, Christian A1 - Horikoshi, Momoko A1 - Howard, Annie-Green A1 - Hsueh, Willa A1 - Huang, Mengna A1 - Huang, Wei A1 - Hung, Yi-Jen A1 - Hwang, Mi Yeong A1 - Hwu, Chii-Min A1 - Ichihara, Sahoko A1 - Ikram, Mohammad Arfan A1 - Ingelsson, Martin A1 - Islam, Md Tariqul A1 - Isono, Masato A1 - Jang, Hye-Mi A1 - Jasmine, Farzana A1 - Jiang, Guozhi A1 - Jonas, Jost B A1 - Jørgensen, Torben A1 - Kamanu, Frederick K A1 - Kandeel, Fouad R A1 - Kasturiratne, Anuradhani A1 - Katsuya, Tomohiro A1 - Kaur, Varinderpal A1 - Kawaguchi, Takahisa A1 - Keaton, Jacob M A1 - Kho, Abel N A1 - Khor, Chiea-Chuen A1 - Kibriya, Muhammad G A1 - Kim, Duk-Hwan A1 - Kronenberg, Florian A1 - Kuusisto, Johanna A1 - Läll, Kristi A1 - Lange, Leslie A A1 - Lee, Kyung Min A1 - Lee, Myung-Shik A1 - Lee, Nanette R A1 - Leong, Aaron A1 - Li, Liming A1 - Li, Yun A1 - Li-Gao, Ruifang A1 - Ligthart, Symen A1 - Lindgren, Cecilia M A1 - Linneberg, Allan A1 - Liu, Ching-Ti A1 - Liu, Jianjun A1 - Locke, Adam E A1 - Louie, Tin A1 - Luan, Jian'an A1 - Luk, Andrea O A1 - Luo, Xi A1 - Lv, Jun A1 - Lynch, Julie A A1 - Lyssenko, Valeriya A1 - Maeda, Shiro A1 - Mamakou, Vasiliki A1 - Mansuri, Sohail Rafik A1 - Matsuda, Koichi A1 - Meitinger, Thomas A1 - Melander, Olle A1 - Metspalu, Andres A1 - Mo, Huan A1 - Morris, Andrew D A1 - Moura, Filipe A A1 - Nadler, Jerry L A1 - Nalls, Michael A A1 - Nayak, Uma A1 - Ntalla, Ioanna A1 - Okada, Yukinori A1 - Orozco, Lorena A1 - Patel, Sanjay R A1 - Patil, Snehal A1 - Pei, Pei A1 - Pereira, Mark A A1 - Peters, Annette A1 - Pirie, Fraser J A1 - Polikowsky, Hannah G A1 - Porneala, Bianca A1 - Prasad, Gauri A1 - Rasmussen-Torvik, Laura J A1 - Reiner, Alexander P A1 - Roden, Michael A1 - Rohde, Rebecca A1 - Roll, Katheryn A1 - Sabanayagam, Charumathi A1 - Sandow, Kevin A1 - Sankareswaran, Alagu A1 - Sattar, Naveed A1 - Schönherr, Sebastian A1 - Shahriar, Mohammad A1 - Shen, Botong A1 - Shi, Jinxiu A1 - Shin, Dong Mun A1 - Shojima, Nobuhiro A1 - Smith, Jennifer A A1 - So, Wing Yee A1 - Stančáková, Alena A1 - Steinthorsdottir, Valgerdur A1 - Stilp, Adrienne M A1 - Strauch, Konstantin A1 - Taylor, Kent D A1 - Thorand, Barbara A1 - Thorsteinsdottir, Unnur A1 - Tomlinson, Brian A1 - Tran, Tam C A1 - Tsai, Fuu-Jen A1 - Tuomilehto, Jaakko A1 - Tusié-Luna, Teresa A1 - Udler, Miriam S A1 - Valladares-Salgado, Adan A1 - van Dam, Rob M A1 - van Klinken, Jan B A1 - Varma, Rohit A1 - Wacher-Rodarte, Niels A1 - Wheeler, Eleanor A1 - Wickremasinghe, Ananda R A1 - van Dijk, Ko Willems A1 - Witte, Daniel R A1 - Yajnik, Chittaranjan S A1 - Yamamoto, Ken A1 - Yamamoto, Kenichi A1 - Yoon, Kyungheon A1 - Yu, Canqing A1 - Yuan, Jian-Min A1 - Yusuf, Salim A1 - Zawistowski, Matthew A1 - Zhang, Liang A1 - Zheng, Wei A1 - Raffel, Leslie J A1 - Igase, Michiya A1 - Ipp, Eli A1 - Redline, Susan A1 - Cho, Yoon Shin A1 - Lind, Lars A1 - Province, Michael A A1 - Fornage, Myriam A1 - Hanis, Craig L A1 - Ingelsson, Erik A1 - Zonderman, Alan B A1 - Psaty, Bruce M A1 - Wang, Ya-Xing A1 - Rotimi, Charles N A1 - Becker, Diane M A1 - Matsuda, Fumihiko A1 - Liu, Yongmei A1 - Yokota, Mitsuhiro A1 - Kardia, Sharon L R A1 - Peyser, Patricia A A1 - Pankow, James S A1 - Engert, James C A1 - Bonnefond, Amélie A1 - Froguel, Philippe A1 - Wilson, James G A1 - Sheu, Wayne H H A1 - Wu, Jer-Yuarn A1 - Hayes, M Geoffrey A1 - Ma, Ronald C W A1 - Wong, Tien-Yin A1 - Mook-Kanamori, Dennis O A1 - Tuomi, Tiinamaija A1 - Chandak, Giriraj R A1 - Collins, Francis S A1 - Bharadwaj, Dwaipayan A1 - Paré, Guillaume A1 - Sale, Michèle M A1 - Ahsan, Habibul A1 - Motala, Ayesha A A1 - Shu, Xiao-Ou A1 - Park, Kyong-Soo A1 - Jukema, J Wouter A1 - Cruz, Miguel A1 - Chen, Yii-Der Ida A1 - Rich, Stephen S A1 - McKean-Cowdin, Roberta A1 - Grallert, Harald A1 - Cheng, Ching-Yu A1 - Ghanbari, Mohsen A1 - Tai, E-Shyong A1 - Dupuis, Josée A1 - Kato, Norihiro A1 - Laakso, Markku A1 - Köttgen, Anna A1 - Koh, Woon-Puay A1 - Bowden, Donald W A1 - Palmer, Colin N A A1 - Kooner, Jaspal S A1 - Kooperberg, Charles A1 - Liu, Simin A1 - North, Kari E A1 - Saleheen, Danish A1 - Hansen, Torben A1 - Pedersen, Oluf A1 - Wareham, Nicholas J A1 - Lee, Juyoung A1 - Kim, Bong-Jo A1 - Millwood, Iona Y A1 - Walters, Robin G A1 - Stefansson, Kari A1 - Ahlqvist, Emma A1 - Goodarzi, Mark O A1 - Mohlke, Karen L A1 - Langenberg, Claudia A1 - Haiman, Christopher A A1 - Loos, Ruth J F A1 - Florez, Jose C A1 - Rader, Daniel J A1 - Ritchie, Marylyn D A1 - Zöllner, Sebastian A1 - Mägi, Reedik A1 - Marston, Nicholas A A1 - Ruff, Christian T A1 - van Heel, David A A1 - Finer, Sarah A1 - Denny, Joshua C A1 - Yamauchi, Toshimasa A1 - Kadowaki, Takashi A1 - Chambers, John C A1 - Ng, Maggie C Y A1 - Sim, Xueling A1 - Below, Jennifer E A1 - Tsao, Philip S A1 - Chang, Kyong-Mi A1 - McCarthy, Mark I A1 - Meigs, James B A1 - Mahajan, Anubha A1 - Spracklen, Cassandra N A1 - Mercader, Josep M A1 - Boehnke, Michael A1 - Rotter, Jerome I A1 - Vujkovic, Marijana A1 - Voight, Benjamin F A1 - Morris, Andrew P A1 - Zeggini, Eleftheria AB -

Type 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.

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