TY - JOUR T1 - A Large-Scale Multi-ancestry Genome-wide Study Accounting for Smoking Behavior Identifies Multiple Significant Loci for Blood Pressure. JF - Am J Hum Genet Y1 - 2018 A1 - Sung, Yun J A1 - Winkler, Thomas W A1 - de Las Fuentes, Lisa A1 - Bentley, Amy R A1 - Brown, Michael R A1 - Kraja, Aldi T A1 - Schwander, Karen A1 - Ntalla, Ioanna A1 - Guo, Xiuqing A1 - Franceschini, Nora A1 - Lu, Yingchang A1 - Cheng, Ching-Yu A1 - Sim, Xueling A1 - Vojinovic, Dina A1 - Marten, Jonathan A1 - Musani, Solomon K A1 - Li, Changwei A1 - Feitosa, Mary F A1 - Kilpeläinen, Tuomas O A1 - Richard, Melissa A A1 - Noordam, Raymond A1 - Aslibekyan, Stella A1 - Aschard, Hugues A1 - Bartz, Traci M A1 - Dorajoo, Rajkumar A1 - Liu, Yongmei A1 - Manning, Alisa K A1 - Rankinen, Tuomo A1 - Smith, Albert Vernon A1 - Tajuddin, Salman M A1 - Tayo, Bamidele O A1 - Warren, Helen R A1 - Zhao, Wei A1 - Zhou, Yanhua A1 - Matoba, Nana A1 - Sofer, Tamar A1 - Alver, Maris A1 - Amini, Marzyeh A1 - Boissel, Mathilde A1 - Chai, Jin Fang A1 - Chen, Xu A1 - Divers, Jasmin A1 - Gandin, Ilaria A1 - Gao, Chuan A1 - Giulianini, Franco A1 - Goel, Anuj A1 - Harris, Sarah E A1 - Hartwig, Fernando Pires A1 - Horimoto, Andrea R V R A1 - Hsu, Fang-Chi A1 - Jackson, Anne U A1 - Kähönen, Mika A1 - Kasturiratne, Anuradhani A1 - Kuhnel, Brigitte A1 - Leander, Karin A1 - Lee, Wen-Jane A1 - Lin, Keng-Hung A1 - 'an Luan, Jian A1 - McKenzie, Colin A A1 - Meian, He A1 - Nelson, Christopher P A1 - Rauramaa, Rainer A1 - Schupf, Nicole A1 - Scott, Robert A A1 - Sheu, Wayne H H A1 - Stančáková, Alena A1 - Takeuchi, Fumihiko A1 - van der Most, Peter J A1 - Varga, Tibor V A1 - Wang, Heming A1 - Wang, Yajuan A1 - Ware, Erin B A1 - Weiss, Stefan A1 - Wen, Wanqing A1 - Yanek, Lisa R A1 - Zhang, Weihua A1 - Zhao, Jing Hua A1 - Afaq, Saima A1 - Alfred, Tamuno A1 - Amin, Najaf A1 - Arking, Dan A1 - Aung, Tin A1 - Barr, R Graham A1 - Bielak, Lawrence F A1 - Boerwinkle, Eric A1 - Bottinger, Erwin P A1 - Braund, Peter S A1 - Brody, Jennifer A A1 - Broeckel, Ulrich A1 - Cabrera, Claudia P A1 - Cade, Brian A1 - Caizheng, Yu A1 - Campbell, Archie A1 - Canouil, Mickaël A1 - Chakravarti, Aravinda A1 - Chauhan, Ganesh A1 - Christensen, Kaare A1 - Cocca, Massimiliano A1 - Collins, Francis S A1 - Connell, John M A1 - de Mutsert, Renée A1 - de Silva, H Janaka A1 - Debette, Stephanie A1 - Dörr, Marcus A1 - Duan, Qing A1 - Eaton, Charles B A1 - Ehret, Georg A1 - Evangelou, Evangelos A1 - Faul, Jessica D A1 - Fisher, Virginia A A1 - Forouhi, Nita G A1 - Franco, Oscar H A1 - Friedlander, Yechiel A1 - Gao, He A1 - Gigante, Bruna A1 - Graff, Misa A1 - Gu, C Charles A1 - Gu, Dongfeng A1 - Gupta, Preeti A1 - Hagenaars, Saskia P A1 - Harris, Tamara B A1 - He, Jiang A1 - Heikkinen, Sami A1 - Heng, Chew-Kiat A1 - Hirata, Makoto A1 - Hofman, Albert A1 - Howard, Barbara V A1 - Hunt, Steven A1 - Irvin, Marguerite R A1 - Jia, Yucheng A1 - Joehanes, Roby A1 - Justice, Anne E A1 - Katsuya, Tomohiro A1 - Kaufman, Joel A1 - Kerrison, Nicola D A1 - Khor, Chiea Chuen A1 - Koh, Woon-Puay A1 - Koistinen, Heikki A A1 - Komulainen, Pirjo A1 - Kooperberg, Charles A1 - Krieger, Jose E A1 - Kubo, Michiaki A1 - Kuusisto, Johanna A1 - Langefeld, Carl D A1 - Langenberg, Claudia A1 - Launer, Lenore J A1 - Lehne, Benjamin A1 - Lewis, Cora E A1 - Li, Yize A1 - Lim, Sing Hui A1 - Lin, Shiow A1 - Liu, Ching-Ti A1 - Liu, Jianjun A1 - Liu, Jingmin A1 - Liu, Kiang A1 - Liu, Yeheng A1 - Loh, Marie A1 - Lohman, Kurt K A1 - Long, Jirong A1 - Louie, Tin A1 - Mägi, Reedik A1 - Mahajan, Anubha A1 - Meitinger, Thomas A1 - Metspalu, Andres A1 - Milani, Lili A1 - Momozawa, Yukihide A1 - Morris, Andrew P A1 - Mosley, Thomas H A1 - Munson, Peter A1 - Murray, Alison D A1 - Nalls, Mike A A1 - Nasri, Ubaydah A1 - Norris, Jill M A1 - North, Kari A1 - Ogunniyi, Adesola A1 - Padmanabhan, Sandosh A1 - Palmas, Walter R A1 - Palmer, Nicholette D A1 - Pankow, James S A1 - Pedersen, Nancy L A1 - Peters, Annette A1 - Peyser, Patricia A A1 - Polasek, Ozren A1 - Raitakari, Olli T A1 - Renstrom, Frida A1 - Rice, Treva K A1 - Ridker, Paul M A1 - Robino, Antonietta A1 - Robinson, Jennifer G A1 - Rose, Lynda M A1 - Rudan, Igor A1 - Sabanayagam, Charumathi A1 - Salako, Babatunde L A1 - Sandow, Kevin A1 - Schmidt, Carsten O A1 - Schreiner, Pamela J A1 - Scott, William R A1 - Seshadri, Sudha A1 - Sever, Peter A1 - Sitlani, Colleen M A1 - Smith, Jennifer A A1 - Snieder, Harold A1 - Starr, John M A1 - Strauch, Konstantin A1 - Tang, Hua A1 - Taylor, Kent D A1 - Teo, Yik Ying A1 - Tham, Yih Chung A1 - Uitterlinden, André G A1 - Waldenberger, Melanie A1 - Wang, Lihua A1 - Wang, Ya X A1 - Wei, Wen Bin A1 - Williams, Christine A1 - Wilson, Gregory A1 - Wojczynski, Mary K A1 - Yao, Jie A1 - Yuan, Jian-Min A1 - Zonderman, Alan B A1 - Becker, Diane M A1 - Boehnke, Michael A1 - Bowden, Donald W A1 - Chambers, John C A1 - Chen, Yii-Der Ida A1 - de Faire, Ulf A1 - Deary, Ian J A1 - Esko, Tõnu A1 - Farrall, Martin A1 - Forrester, Terrence A1 - Franks, Paul W A1 - Freedman, Barry I A1 - Froguel, Philippe A1 - Gasparini, Paolo A1 - Gieger, Christian A1 - Horta, Bernardo Lessa A1 - Hung, Yi-Jen A1 - Jonas, Jost B A1 - Kato, Norihiro A1 - Kooner, Jaspal S A1 - Laakso, Markku A1 - Lehtimäki, Terho A1 - Liang, Kae-Woei A1 - Magnusson, Patrik K E A1 - Newman, Anne B A1 - Oldehinkel, Albertine J A1 - Pereira, Alexandre C A1 - Redline, Susan A1 - Rettig, Rainer A1 - Samani, Nilesh J A1 - Scott, James A1 - Shu, Xiao-Ou A1 - van der Harst, Pim A1 - Wagenknecht, Lynne E A1 - Wareham, Nicholas J A1 - Watkins, Hugh A1 - Weir, David R A1 - Wickremasinghe, Ananda R A1 - Wu, Tangchun A1 - Zheng, Wei A1 - Kamatani, Yoichiro A1 - Laurie, Cathy C A1 - Bouchard, Claude A1 - Cooper, Richard S A1 - Evans, Michele K A1 - Gudnason, Vilmundur A1 - Kardia, Sharon L R A1 - Kritchevsky, Stephen B A1 - Levy, Daniel A1 - O'Connell, Jeff R A1 - Psaty, Bruce M A1 - van Dam, Rob M A1 - Sims, Mario A1 - Arnett, Donna K A1 - Mook-Kanamori, Dennis O A1 - Kelly, Tanika N A1 - Fox, Ervin R A1 - Hayward, Caroline A1 - Fornage, Myriam A1 - Rotimi, Charles N A1 - Province, Michael A A1 - van Duijn, Cornelia M A1 - Tai, E Shyong A1 - Wong, Tien Yin A1 - Loos, Ruth J F A1 - Reiner, Alex P A1 - Rotter, Jerome I A1 - Zhu, Xiaofeng A1 - Bierut, Laura J A1 - Gauderman, W James A1 - Caulfield, Mark J A1 - Elliott, Paul A1 - Rice, Kenneth A1 - Munroe, Patricia B A1 - Morrison, Alanna C A1 - Cupples, L Adrienne A1 - Rao, Dabeeru C A1 - Chasman, Daniel I AB -

Genome-wide association analysis advanced understanding of blood pressure (BP), a major risk factor for vascular conditions such as coronary heart disease and stroke. Accounting for smoking behavior may help identify BP loci and extend our knowledge of its genetic architecture. We performed genome-wide association meta-analyses of systolic and diastolic BP incorporating gene-smoking interactions in 610,091 individuals. Stage 1 analysis examined ∼18.8 million SNPs and small insertion/deletion variants in 129,913 individuals from four ancestries (European, African, Asian, and Hispanic) with follow-up analysis of promising variants in 480,178 additional individuals from five ancestries. We identified 15 loci that were genome-wide significant (p < 5 × 10) in stage 1 and formally replicated in stage 2. A combined stage 1 and 2 meta-analysis identified 66 additional genome-wide significant loci (13, 35, and 18 loci in European, African, and trans-ancestry, respectively). A total of 56 known BP loci were also identified by our results (p < 5 × 10). Of the newly identified loci, ten showed significant interaction with smoking status, but none of them were replicated in stage 2. Several loci were identified in African ancestry, highlighting the importance of genetic studies in diverse populations. The identified loci show strong evidence for regulatory features and support shared pathophysiology with cardiometabolic and addiction traits. They also highlight a role in BP regulation for biological candidates such as modulators of vascular structure and function (CDKN1B, BCAR1-CFDP1, PXDN, EEA1), ciliopathies (SDCCAG8, RPGRIP1L), telomere maintenance (TNKS, PINX1, AKTIP), and central dopaminergic signaling (MSRA, EBF2).

VL - 102 IS - 3 ER - TY - JOUR T1 - Novel genetic associations for blood pressure identified via gene-alcohol interaction in up to 570K individuals across multiple ancestries. JF - PLoS One Y1 - 2018 A1 - Feitosa, Mary F A1 - Kraja, Aldi T A1 - Chasman, Daniel I A1 - Sung, Yun J A1 - Winkler, Thomas W A1 - Ntalla, Ioanna A1 - Guo, Xiuqing A1 - Franceschini, Nora A1 - Cheng, Ching-Yu A1 - Sim, Xueling A1 - Vojinovic, Dina A1 - Marten, Jonathan A1 - Musani, Solomon K A1 - Li, Changwei A1 - Bentley, Amy R A1 - Brown, Michael R A1 - Schwander, Karen A1 - Richard, Melissa A A1 - Noordam, Raymond A1 - Aschard, Hugues A1 - Bartz, Traci M A1 - Bielak, Lawrence F A1 - Dorajoo, Rajkumar A1 - Fisher, Virginia A1 - Hartwig, Fernando P A1 - Horimoto, Andrea R V R A1 - Lohman, Kurt K A1 - Manning, Alisa K A1 - Rankinen, Tuomo A1 - Smith, Albert V A1 - Tajuddin, Salman M A1 - Wojczynski, Mary K A1 - Alver, Maris A1 - Boissel, Mathilde A1 - Cai, Qiuyin A1 - Campbell, Archie A1 - Chai, Jin Fang A1 - Chen, Xu A1 - Divers, Jasmin A1 - Gao, Chuan A1 - Goel, Anuj A1 - Hagemeijer, Yanick A1 - Harris, Sarah E A1 - He, Meian A1 - Hsu, Fang-Chi A1 - Jackson, Anne U A1 - Kähönen, Mika A1 - Kasturiratne, Anuradhani A1 - Komulainen, Pirjo A1 - Kuhnel, Brigitte A1 - Laguzzi, Federica A1 - Luan, Jian'an A1 - Matoba, Nana A1 - Nolte, Ilja M A1 - Padmanabhan, Sandosh A1 - Riaz, Muhammad A1 - Rueedi, Rico A1 - Robino, Antonietta A1 - Said, M Abdullah A1 - Scott, Robert A A1 - Sofer, Tamar A1 - Stančáková, Alena A1 - Takeuchi, Fumihiko A1 - Tayo, Bamidele O A1 - van der Most, Peter J A1 - Varga, Tibor V A1 - Vitart, Veronique A1 - Wang, Yajuan A1 - Ware, Erin B A1 - Warren, Helen R A1 - Weiss, Stefan A1 - Wen, Wanqing A1 - Yanek, Lisa R A1 - Zhang, Weihua A1 - Zhao, Jing Hua A1 - Afaq, Saima A1 - Amin, Najaf A1 - Amini, Marzyeh A1 - Arking, Dan E A1 - Aung, Tin A1 - Boerwinkle, Eric A1 - Borecki, Ingrid A1 - Broeckel, Ulrich A1 - Brown, Morris A1 - Brumat, Marco A1 - Burke, Gregory L A1 - Canouil, Mickaël A1 - Chakravarti, Aravinda A1 - Charumathi, Sabanayagam A1 - Ida Chen, Yii-Der A1 - Connell, John M A1 - Correa, Adolfo A1 - de Las Fuentes, Lisa A1 - de Mutsert, Renée A1 - de Silva, H Janaka A1 - Deng, Xuan A1 - Ding, Jingzhong A1 - Duan, Qing A1 - Eaton, Charles B A1 - Ehret, Georg A1 - Eppinga, Ruben N A1 - Evangelou, Evangelos A1 - Faul, Jessica D A1 - Felix, Stephan B A1 - Forouhi, Nita G A1 - Forrester, Terrence A1 - Franco, Oscar H A1 - Friedlander, Yechiel A1 - Gandin, Ilaria A1 - Gao, He A1 - Ghanbari, Mohsen A1 - Gigante, Bruna A1 - Gu, C Charles A1 - Gu, Dongfeng A1 - Hagenaars, Saskia P A1 - Hallmans, Göran A1 - Harris, Tamara B A1 - He, Jiang A1 - Heikkinen, Sami A1 - Heng, Chew-Kiat A1 - Hirata, Makoto A1 - Howard, Barbara V A1 - Ikram, M Arfan A1 - John, Ulrich A1 - Katsuya, Tomohiro A1 - Khor, Chiea Chuen A1 - Kilpeläinen, Tuomas O A1 - Koh, Woon-Puay A1 - Krieger, Jose E A1 - Kritchevsky, Stephen B A1 - Kubo, Michiaki A1 - Kuusisto, Johanna A1 - Lakka, Timo A A1 - Langefeld, Carl D A1 - Langenberg, Claudia A1 - Launer, Lenore J A1 - Lehne, Benjamin A1 - Lewis, Cora E A1 - Li, Yize A1 - Lin, Shiow A1 - Liu, Jianjun A1 - Liu, Jingmin A1 - Loh, Marie A1 - Louie, Tin A1 - Mägi, Reedik A1 - McKenzie, Colin A A1 - Meitinger, Thomas A1 - Metspalu, Andres A1 - Milaneschi, Yuri A1 - Milani, Lili A1 - Mohlke, Karen L A1 - Momozawa, Yukihide A1 - Nalls, Mike A A1 - Nelson, Christopher P A1 - Sotoodehnia, Nona A1 - Norris, Jill M A1 - O'Connell, Jeff R A1 - Palmer, Nicholette D A1 - Perls, Thomas A1 - Pedersen, Nancy L A1 - Peters, Annette A1 - Peyser, Patricia A A1 - Poulter, Neil A1 - Raffel, Leslie J A1 - Raitakari, Olli T A1 - Roll, Kathryn A1 - Rose, Lynda M A1 - Rosendaal, Frits R A1 - Rotter, Jerome I A1 - Schmidt, Carsten O A1 - Schreiner, Pamela J A1 - Schupf, Nicole A1 - Scott, William R A1 - Sever, Peter S A1 - Shi, Yuan A1 - Sidney, Stephen A1 - Sims, Mario A1 - Sitlani, Colleen M A1 - Smith, Jennifer A A1 - Snieder, Harold A1 - Starr, John M A1 - Strauch, Konstantin A1 - Stringham, Heather M A1 - Tan, Nicholas Y Q A1 - Tang, Hua A1 - Taylor, Kent D A1 - Teo, Yik Ying A1 - Tham, Yih Chung A1 - Turner, Stephen T A1 - Uitterlinden, André G A1 - Vollenweider, Peter A1 - Waldenberger, Melanie A1 - Wang, Lihua A1 - Wang, Ya Xing A1 - Wei, Wen Bin A1 - Williams, Christine A1 - Yao, Jie A1 - Yu, Caizheng A1 - Yuan, Jian-Min A1 - Zhao, Wei A1 - Zonderman, Alan B A1 - Becker, Diane M A1 - Boehnke, Michael A1 - Bowden, Donald W A1 - Chambers, John C A1 - Deary, Ian J A1 - Esko, Tõnu A1 - Farrall, Martin A1 - Franks, Paul W A1 - Freedman, Barry I A1 - Froguel, Philippe A1 - Gasparini, Paolo A1 - Gieger, Christian A1 - Jonas, Jost Bruno A1 - Kamatani, Yoichiro A1 - Kato, Norihiro A1 - Kooner, Jaspal S A1 - Kutalik, Zoltán A1 - Laakso, Markku A1 - Laurie, Cathy C A1 - Leander, Karin A1 - Lehtimäki, Terho A1 - Study, Lifelines Cohort A1 - Magnusson, Patrik K E A1 - Oldehinkel, Albertine J A1 - Penninx, Brenda W J H A1 - Polasek, Ozren A1 - Porteous, David J A1 - Rauramaa, Rainer A1 - Samani, Nilesh J A1 - Scott, James A1 - Shu, Xiao-Ou A1 - van der Harst, Pim A1 - Wagenknecht, Lynne E A1 - Wareham, Nicholas J A1 - Watkins, Hugh A1 - Weir, David R A1 - Wickremasinghe, Ananda R A1 - Wu, Tangchun A1 - Zheng, Wei A1 - Bouchard, Claude A1 - Christensen, Kaare A1 - Evans, Michele K A1 - Gudnason, Vilmundur A1 - Horta, Bernardo L A1 - Kardia, Sharon L R A1 - Liu, Yongmei A1 - Pereira, Alexandre C A1 - Psaty, Bruce M A1 - Ridker, Paul M A1 - van Dam, Rob M A1 - Gauderman, W James A1 - Zhu, Xiaofeng A1 - Mook-Kanamori, Dennis O A1 - Fornage, Myriam A1 - Rotimi, Charles N A1 - Cupples, L Adrienne A1 - Kelly, Tanika N A1 - Fox, Ervin R A1 - Hayward, Caroline A1 - van Duijn, Cornelia M A1 - Tai, E Shyong A1 - Wong, Tien Yin A1 - Kooperberg, Charles A1 - Palmas, Walter A1 - Rice, Kenneth A1 - Morrison, Alanna C A1 - Elliott, Paul A1 - Caulfield, Mark J A1 - Munroe, Patricia B A1 - Rao, Dabeeru C A1 - Province, Michael A A1 - Levy, Daniel AB -

Heavy 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.

VL - 13 IS - 6 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 - A catalog of genetic loci associated with kidney function from analyses of a million individuals. JF - Nat Genet Y1 - 2019 A1 - Wuttke, Matthias A1 - Li, Yong A1 - Li, Man A1 - Sieber, Karsten B A1 - Feitosa, Mary F A1 - Gorski, Mathias A1 - Tin, Adrienne A1 - Wang, Lihua A1 - Chu, Audrey Y A1 - Hoppmann, Anselm A1 - Kirsten, Holger A1 - Giri, Ayush A1 - Chai, Jin-Fang A1 - Sveinbjornsson, Gardar A1 - Tayo, Bamidele O A1 - Nutile, Teresa A1 - Fuchsberger, Christian A1 - Marten, Jonathan A1 - Cocca, Massimiliano A1 - Ghasemi, Sahar A1 - Xu, Yizhe A1 - Horn, Katrin A1 - Noce, Damia A1 - van der Most, Peter J A1 - Sedaghat, Sanaz A1 - Yu, Zhi A1 - Akiyama, Masato A1 - Afaq, Saima A1 - Ahluwalia, Tarunveer S A1 - Almgren, Peter A1 - Amin, Najaf A1 - Arnlöv, Johan A1 - Bakker, Stephan J L A1 - Bansal, Nisha A1 - Baptista, Daniela A1 - Bergmann, Sven A1 - Biggs, Mary L A1 - Biino, Ginevra A1 - Boehnke, Michael A1 - Boerwinkle, Eric A1 - Boissel, Mathilde A1 - Bottinger, Erwin P A1 - Boutin, Thibaud S A1 - Brenner, Hermann A1 - Brumat, Marco A1 - Burkhardt, Ralph A1 - Butterworth, Adam S A1 - Campana, Eric A1 - Campbell, Archie A1 - Campbell, Harry A1 - Canouil, Mickaël A1 - Carroll, Robert J A1 - Catamo, Eulalia A1 - Chambers, John C A1 - Chee, Miao-Ling A1 - Chee, Miao-Li A1 - Chen, Xu A1 - Cheng, Ching-Yu A1 - Cheng, Yurong A1 - Christensen, Kaare A1 - Cifkova, Renata A1 - Ciullo, Marina A1 - Concas, Maria Pina A1 - Cook, James P A1 - Coresh, Josef A1 - Corre, Tanguy A1 - Sala, Cinzia Felicita A1 - Cusi, Daniele A1 - Danesh, John A1 - Daw, E Warwick A1 - de Borst, Martin H A1 - De Grandi, Alessandro A1 - de Mutsert, Renée A1 - de Vries, Aiko P J A1 - Degenhardt, Frauke A1 - Delgado, Graciela A1 - Demirkan, Ayse A1 - Di Angelantonio, Emanuele A1 - Dittrich, Katalin A1 - Divers, Jasmin A1 - Dorajoo, Rajkumar A1 - Eckardt, Kai-Uwe A1 - Ehret, Georg A1 - Elliott, Paul A1 - Endlich, Karlhans A1 - Evans, Michele K A1 - Felix, Janine F A1 - Foo, Valencia Hui Xian A1 - Franco, Oscar H A1 - Franke, Andre A1 - Freedman, Barry I A1 - Freitag-Wolf, Sandra A1 - Friedlander, Yechiel A1 - Froguel, Philippe A1 - Gansevoort, Ron T A1 - Gao, He A1 - Gasparini, Paolo A1 - Gaziano, J Michael A1 - Giedraitis, Vilmantas A1 - Gieger, Christian A1 - Girotto, Giorgia A1 - Giulianini, Franco A1 - Gögele, Martin A1 - Gordon, Scott D A1 - Gudbjartsson, Daniel F A1 - Gudnason, Vilmundur A1 - Haller, Toomas A1 - Hamet, Pavel A1 - Harris, Tamara B A1 - Hartman, Catharina A A1 - Hayward, Caroline A1 - Hellwege, Jacklyn N A1 - Heng, Chew-Kiat A1 - Hicks, Andrew A A1 - Hofer, Edith A1 - Huang, Wei A1 - Hutri-Kähönen, Nina A1 - Hwang, Shih-Jen A1 - Ikram, M Arfan A1 - Indridason, Olafur S A1 - Ingelsson, Erik A1 - Ising, Marcus A1 - Jaddoe, Vincent W V A1 - Jakobsdottir, Johanna A1 - Jonas, Jost B A1 - Joshi, Peter K A1 - Josyula, Navya Shilpa A1 - Jung, Bettina A1 - Kähönen, Mika A1 - Kamatani, Yoichiro A1 - Kammerer, Candace M A1 - Kanai, Masahiro A1 - Kastarinen, Mika A1 - Kerr, Shona M A1 - Khor, Chiea-Chuen A1 - Kiess, Wieland A1 - Kleber, Marcus E A1 - Koenig, Wolfgang A1 - Kooner, Jaspal S A1 - Körner, Antje A1 - Kovacs, Peter A1 - Kraja, Aldi T A1 - Krajcoviechova, Alena A1 - Kramer, Holly A1 - Krämer, Bernhard K A1 - Kronenberg, Florian A1 - Kubo, Michiaki A1 - Kuhnel, Brigitte A1 - Kuokkanen, Mikko A1 - Kuusisto, Johanna A1 - La Bianca, Martina A1 - Laakso, Markku A1 - Lange, Leslie A A1 - Langefeld, Carl D A1 - Lee, Jeannette Jen-Mai A1 - Lehne, Benjamin A1 - Lehtimäki, Terho A1 - Lieb, Wolfgang A1 - Lim, Su-Chi A1 - Lind, Lars A1 - Lindgren, Cecilia M A1 - Liu, Jun A1 - Liu, Jianjun A1 - Loeffler, Markus A1 - Loos, Ruth J F A1 - Lucae, Susanne A1 - Lukas, Mary Ann A1 - Lyytikäinen, Leo-Pekka A1 - Mägi, Reedik A1 - Magnusson, Patrik K E A1 - Mahajan, Anubha A1 - Martin, Nicholas G A1 - Martins, Jade A1 - März, Winfried A1 - Mascalzoni, Deborah A1 - Matsuda, Koichi A1 - Meisinger, Christa A1 - Meitinger, Thomas A1 - Melander, Olle A1 - Metspalu, Andres A1 - Mikaelsdottir, Evgenia K A1 - Milaneschi, Yuri A1 - Miliku, Kozeta A1 - Mishra, Pashupati P A1 - Mohlke, Karen L A1 - Mononen, Nina A1 - Montgomery, Grant W A1 - Mook-Kanamori, Dennis O A1 - Mychaleckyj, Josyf C A1 - Nadkarni, Girish N A1 - Nalls, Mike A A1 - Nauck, Matthias A1 - Nikus, Kjell A1 - Ning, Boting A1 - Nolte, Ilja M A1 - Noordam, Raymond A1 - O'Connell, Jeffrey A1 - O'Donoghue, Michelle L A1 - Olafsson, Isleifur A1 - Oldehinkel, Albertine J A1 - Orho-Melander, Marju A1 - Ouwehand, Willem H A1 - Padmanabhan, Sandosh A1 - Palmer, Nicholette D A1 - Palsson, Runolfur A1 - Penninx, Brenda W J H A1 - Perls, Thomas A1 - Perola, Markus A1 - Pirastu, Mario A1 - Pirastu, Nicola A1 - Pistis, Giorgio A1 - Podgornaia, Anna I A1 - Polasek, Ozren A1 - Ponte, Belen A1 - Porteous, David J A1 - Poulain, Tanja A1 - Pramstaller, Peter P A1 - Preuss, Michael H A1 - Prins, Bram P A1 - Province, Michael A A1 - Rabelink, Ton J A1 - Raffield, Laura M A1 - Raitakari, Olli T A1 - Reilly, Dermot F A1 - Rettig, Rainer A1 - Rheinberger, Myriam A1 - Rice, Kenneth M A1 - Ridker, Paul M A1 - Rivadeneira, Fernando A1 - Rizzi, Federica A1 - Roberts, David J A1 - Robino, Antonietta A1 - Rossing, Peter A1 - Rudan, Igor A1 - Rueedi, Rico A1 - Ruggiero, Daniela A1 - Ryan, Kathleen A A1 - Saba, Yasaman A1 - Sabanayagam, Charumathi A1 - Salomaa, Veikko A1 - Salvi, Erika A1 - Saum, Kai-Uwe A1 - Schmidt, Helena A1 - Schmidt, Reinhold A1 - Schöttker, Ben A1 - Schulz, Christina-Alexandra A1 - Schupf, Nicole A1 - Shaffer, Christian M A1 - Shi, Yuan A1 - Smith, Albert V A1 - Smith, Blair H A1 - Soranzo, Nicole A1 - Spracklen, Cassandra N A1 - Strauch, Konstantin A1 - Stringham, Heather M A1 - Stumvoll, Michael A1 - Svensson, Per O A1 - Szymczak, Silke A1 - Tai, E-Shyong A1 - Tajuddin, Salman M A1 - Tan, Nicholas Y Q A1 - Taylor, Kent D A1 - Teren, Andrej A1 - Tham, Yih-Chung A1 - Thiery, Joachim A1 - Thio, Chris H L A1 - Thomsen, Hauke A1 - Thorleifsson, Gudmar A1 - Toniolo, Daniela A1 - Tönjes, Anke A1 - Tremblay, Johanne A1 - Tzoulaki, Ioanna A1 - Uitterlinden, André G A1 - Vaccargiu, Simona A1 - van Dam, Rob M A1 - van der Harst, Pim A1 - van Duijn, Cornelia M A1 - Velez Edward, Digna R A1 - Verweij, Niek A1 - Vogelezang, Suzanne A1 - Völker, Uwe A1 - Vollenweider, Peter A1 - Waeber, Gérard A1 - Waldenberger, Melanie A1 - Wallentin, Lars A1 - Wang, Ya Xing A1 - Wang, Chaolong A1 - Waterworth, Dawn M A1 - Bin Wei, Wen A1 - White, Harvey A1 - Whitfield, John B A1 - Wild, Sarah H A1 - Wilson, James F A1 - Wojczynski, Mary K A1 - Wong, Charlene A1 - Wong, Tien-Yin A1 - Xu, Liang A1 - Yang, Qiong A1 - Yasuda, Masayuki A1 - Yerges-Armstrong, Laura M A1 - Zhang, Weihua A1 - Zonderman, Alan B A1 - Rotter, Jerome I A1 - Bochud, Murielle A1 - Psaty, Bruce M A1 - Vitart, Veronique A1 - Wilson, James G A1 - Dehghan, Abbas A1 - Parsa, Afshin A1 - Chasman, Daniel I A1 - Ho, Kevin A1 - Morris, Andrew P A1 - Devuyst, Olivier A1 - Akilesh, Shreeram A1 - Pendergrass, Sarah A A1 - Sim, Xueling A1 - Böger, Carsten A A1 - Okada, Yukinori A1 - Edwards, Todd L A1 - Snieder, Harold A1 - Stefansson, Kari A1 - Hung, Adriana M A1 - Heid, Iris M A1 - Scholz, Markus A1 - Teumer, Alexander A1 - Köttgen, Anna A1 - Pattaro, Cristian KW - Chromosome Mapping KW - European Continental Ancestry Group KW - Genetic Association Studies KW - Genetic Predisposition to Disease KW - Genome-Wide Association Study KW - Glomerular Filtration Rate KW - Humans KW - Inheritance Patterns KW - Kidney Function Tests KW - Phenotype KW - Polymorphism, Single Nucleotide KW - Quantitative Trait Loci KW - Quantitative Trait, Heritable KW - Renal Insufficiency, Chronic KW - Uromodulin AB -

Chronic kidney disease (CKD) is responsible for a public health burden with multi-systemic complications. Through trans-ancestry meta-analysis of genome-wide association studies of estimated glomerular filtration rate (eGFR) and independent replication (n = 1,046,070), we identified 264 associated loci (166 new). Of these, 147 were likely to be relevant for kidney function on the basis of associations with the alternative kidney function marker blood urea nitrogen (n = 416,178). Pathway and enrichment analyses, including mouse models with renal phenotypes, support the kidney as the main target organ. A genetic risk score for lower eGFR was associated with clinically diagnosed CKD in 452,264 independent individuals. Colocalization analyses of associations with eGFR among 783,978 European-ancestry individuals and gene expression across 46 human tissues, including tubulo-interstitial and glomerular kidney compartments, identified 17 genes differentially expressed in kidney. Fine-mapping highlighted missense driver variants in 11 genes and kidney-specific regulatory variants. These results provide a comprehensive priority list of molecular targets for translational research.

VL - 51 IS - 6 ER - TY - JOUR T1 - Multi-Ancestry Genome-Wide Association Study of Lipid Levels Incorporating Gene-Alcohol Interactions. JF - Am J Epidemiol Y1 - 2019 A1 - de Vries, Paul S A1 - Brown, Michael R A1 - Bentley, Amy R A1 - Sung, Yun J A1 - Winkler, Thomas W A1 - Ntalla, Ioanna A1 - Schwander, Karen A1 - Kraja, Aldi T A1 - Guo, Xiuqing A1 - Franceschini, Nora A1 - Cheng, Ching-Yu A1 - Sim, Xueling A1 - Vojinovic, Dina A1 - Huffman, Jennifer E A1 - Musani, Solomon K A1 - Li, Changwei A1 - Feitosa, Mary F A1 - Richard, Melissa A A1 - Noordam, Raymond A1 - Aschard, Hugues A1 - Bartz, Traci M A1 - Bielak, Lawrence F A1 - Deng, Xuan A1 - Dorajoo, Rajkumar A1 - Lohman, Kurt K A1 - Manning, Alisa K A1 - Rankinen, Tuomo A1 - Smith, Albert V A1 - Tajuddin, Salman M A1 - Evangelou, Evangelos A1 - Graff, Mariaelisa A1 - Alver, Maris A1 - Boissel, Mathilde A1 - Chai, Jin Fang A1 - Chen, Xu A1 - Divers, Jasmin A1 - Gandin, Ilaria A1 - Gao, Chuan A1 - Goel, Anuj A1 - Hagemeijer, Yanick A1 - Harris, Sarah E A1 - Hartwig, Fernando P A1 - He, Meian A1 - Horimoto, Andrea R V R A1 - Hsu, Fang-Chi A1 - Jackson, Anne U A1 - Kasturiratne, Anuradhani A1 - Komulainen, Pirjo A1 - Kuhnel, Brigitte A1 - Laguzzi, Federica A1 - Lee, Joseph H A1 - Luan, Jian'an A1 - Lyytikäinen, Leo-Pekka A1 - Matoba, Nana A1 - Nolte, Ilja M A1 - Pietzner, Maik A1 - Riaz, Muhammad A1 - Said, M Abdullah A1 - Scott, Robert A A1 - Sofer, Tamar A1 - Stančáková, Alena A1 - Takeuchi, Fumihiko A1 - Tayo, Bamidele O A1 - van der Most, Peter J A1 - Varga, Tibor V A1 - Wang, Yajuan A1 - Ware, Erin B A1 - Wen, Wanqing A1 - Yanek, Lisa R A1 - Zhang, Weihua A1 - Zhao, Jing Hua A1 - Afaq, Saima A1 - Amin, Najaf A1 - Amini, Marzyeh A1 - Arking, Dan E A1 - Aung, Tin A1 - Ballantyne, Christie A1 - Boerwinkle, Eric A1 - Broeckel, Ulrich A1 - Campbell, Archie A1 - Canouil, Mickaël A1 - Charumathi, Sabanayagam A1 - Chen, Yii-Der Ida A1 - Connell, John M A1 - de Faire, Ulf A1 - de Las Fuentes, Lisa A1 - de Mutsert, Renée A1 - de Silva, H Janaka A1 - Ding, Jingzhong A1 - Dominiczak, Anna F A1 - Duan, Qing A1 - Eaton, Charles B A1 - Eppinga, Ruben N A1 - Faul, Jessica D A1 - Fisher, Virginia A1 - Forrester, Terrence A1 - Franco, Oscar H A1 - Friedlander, Yechiel A1 - Ghanbari, Mohsen A1 - Giulianini, Franco A1 - Grabe, Hans J A1 - Grove, Megan L A1 - Gu, C Charles A1 - Harris, Tamara B A1 - Heikkinen, Sami A1 - Heng, Chew-Kiat A1 - Hirata, Makoto A1 - Hixson, James E A1 - Howard, Barbara V A1 - Ikram, M Arfan A1 - Jacobs, David R A1 - Johnson, Craig A1 - Jonas, Jost Bruno A1 - Kammerer, Candace M A1 - Katsuya, Tomohiro A1 - Khor, Chiea Chuen A1 - Kilpeläinen, Tuomas O A1 - Koh, Woon-Puay A1 - Koistinen, Heikki A A1 - Kolcic, Ivana A1 - Kooperberg, Charles A1 - Krieger, Jose E A1 - Kritchevsky, Steve B A1 - Kubo, Michiaki A1 - Kuusisto, Johanna A1 - Lakka, Timo A A1 - Langefeld, Carl D A1 - Langenberg, Claudia A1 - Launer, Lenore J A1 - Lehne, Benjamin A1 - Lemaitre, Rozenn N A1 - Li, Yize A1 - Liang, Jingjing A1 - Liu, Jianjun A1 - Liu, Kiang A1 - Loh, Marie A1 - Louie, Tin A1 - Mägi, Reedik A1 - Manichaikul, Ani W A1 - McKenzie, Colin A A1 - Meitinger, Thomas A1 - Metspalu, Andres A1 - Milaneschi, Yuri A1 - Milani, Lili A1 - Mohlke, Karen L A1 - Mosley, Thomas H A1 - Mukamal, Kenneth J A1 - Nalls, Mike A A1 - Nauck, Matthias A1 - Nelson, Christopher P A1 - Sotoodehnia, Nona A1 - O'Connell, Jeff R A1 - Palmer, Nicholette D A1 - Pazoki, Raha A1 - Pedersen, Nancy L A1 - Peters, Annette A1 - Peyser, Patricia A A1 - Polasek, Ozren A1 - Poulter, Neil A1 - Raffel, Leslie J A1 - Raitakari, Olli T A1 - Reiner, Alex P A1 - Rice, Treva K A1 - Rich, Stephen S A1 - Robino, Antonietta A1 - Robinson, Jennifer G A1 - Rose, Lynda M A1 - Rudan, Igor A1 - Schmidt, Carsten O A1 - Schreiner, Pamela J A1 - Scott, William R A1 - Sever, Peter A1 - Shi, Yuan A1 - Sidney, Stephen A1 - Sims, Mario A1 - Smith, Blair H A1 - Smith, Jennifer A A1 - Snieder, Harold A1 - Starr, John M A1 - Strauch, Konstantin A1 - Tan, Nicholas A1 - Taylor, Kent D A1 - Teo, Yik Ying A1 - Tham, Yih Chung A1 - Uitterlinden, André G A1 - van Heemst, Diana A1 - Vuckovic, Dragana A1 - Waldenberger, Melanie A1 - Wang, Lihua A1 - Wang, Yujie A1 - Wang, Zhe A1 - Wei, Wen Bin A1 - Williams, Christine A1 - Wilson, Gregory A1 - Wojczynski, Mary K A1 - Yao, Jie A1 - Yu, Bing A1 - Yu, Caizheng A1 - Yuan, Jian-Min A1 - Zhao, Wei A1 - Zonderman, Alan B A1 - Becker, Diane M A1 - Boehnke, Michael A1 - Bowden, Donald W A1 - Chambers, John C A1 - Deary, Ian J A1 - Esko, Tõnu A1 - Farrall, Martin A1 - Franks, Paul W A1 - Freedman, Barry I A1 - Froguel, Philippe A1 - Gasparini, Paolo A1 - Gieger, Christian A1 - Horta, Bernardo L A1 - Kamatani, Yoichiro A1 - Kato, Norihiro A1 - Kooner, Jaspal S A1 - Laakso, Markku A1 - Leander, Karin A1 - Lehtimäki, Terho A1 - Magnusson, Patrik K E A1 - Penninx, Brenda A1 - Pereira, Alexandre C A1 - Rauramaa, Rainer A1 - Samani, Nilesh J A1 - Scott, James A1 - Shu, Xiao-Ou A1 - van der Harst, Pim A1 - Wagenknecht, Lynne E A1 - Wang, Ya Xing A1 - Wareham, Nicholas J A1 - Watkins, Hugh A1 - Weir, David R A1 - Wickremasinghe, Ananda R A1 - Zheng, Wei A1 - Elliott, Paul A1 - North, Kari E A1 - Bouchard, Claude A1 - Evans, Michele K A1 - Gudnason, Vilmundur A1 - Liu, Ching-Ti A1 - Liu, Yongmei A1 - Psaty, Bruce M A1 - Ridker, Paul M A1 - van Dam, Rob M A1 - Kardia, Sharon L R A1 - Zhu, Xiaofeng A1 - Rotimi, Charles N A1 - Mook-Kanamori, Dennis O A1 - Fornage, Myriam A1 - Kelly, Tanika N A1 - Fox, Ervin R A1 - Hayward, Caroline A1 - van Duijn, Cornelia M A1 - Tai, E Shyong A1 - Wong, Tien Yin A1 - Liu, Jingmin A1 - Rotter, Jerome I A1 - Gauderman, W James A1 - Province, Michael A A1 - Munroe, Patricia B A1 - Rice, Kenneth A1 - Chasman, Daniel I A1 - Cupples, L Adrienne A1 - Rao, Dabeeru C A1 - Morrison, Alanna C AB -

An 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.

ER - TY - JOUR T1 - Multi-ancestry genome-wide gene-smoking interaction study of 387,272 individuals identifies new loci associated with serum lipids. JF - Nat Genet Y1 - 2019 A1 - Bentley, Amy R A1 - Sung, Yun J A1 - Brown, Michael R A1 - Winkler, Thomas W A1 - Kraja, Aldi T A1 - Ntalla, Ioanna A1 - Schwander, Karen A1 - Chasman, Daniel I A1 - Lim, Elise A1 - Deng, Xuan A1 - Guo, Xiuqing A1 - Liu, Jingmin A1 - Lu, Yingchang A1 - Cheng, Ching-Yu A1 - Sim, Xueling A1 - Vojinovic, Dina A1 - Huffman, Jennifer E A1 - Musani, Solomon K A1 - Li, Changwei A1 - Feitosa, Mary F A1 - Richard, Melissa A A1 - Noordam, Raymond A1 - Baker, Jenna A1 - Chen, Guanjie A1 - Aschard, Hugues A1 - Bartz, Traci M A1 - Ding, Jingzhong A1 - Dorajoo, Rajkumar A1 - Manning, Alisa K A1 - Rankinen, Tuomo A1 - Smith, Albert V A1 - Tajuddin, Salman M A1 - Zhao, Wei A1 - Graff, Mariaelisa A1 - Alver, Maris A1 - Boissel, Mathilde A1 - Chai, Jin Fang A1 - Chen, Xu A1 - Divers, Jasmin A1 - Evangelou, Evangelos A1 - Gao, Chuan A1 - Goel, Anuj A1 - Hagemeijer, Yanick A1 - Harris, Sarah E A1 - Hartwig, Fernando P A1 - He, Meian A1 - Horimoto, Andrea R V R A1 - Hsu, Fang-Chi A1 - Hung, Yi-Jen A1 - Jackson, Anne U A1 - Kasturiratne, Anuradhani A1 - Komulainen, Pirjo A1 - Kuhnel, Brigitte A1 - Leander, Karin A1 - Lin, Keng-Hung A1 - Luan, Jian'an A1 - Lyytikäinen, Leo-Pekka A1 - Matoba, Nana A1 - Nolte, Ilja M A1 - Pietzner, Maik A1 - Prins, Bram A1 - Riaz, Muhammad A1 - Robino, Antonietta A1 - Said, M Abdullah A1 - Schupf, Nicole A1 - Scott, Robert A A1 - Sofer, Tamar A1 - Stančáková, Alena A1 - Takeuchi, Fumihiko A1 - Tayo, Bamidele O A1 - van der Most, Peter J A1 - Varga, Tibor V A1 - Wang, Tzung-Dau A1 - Wang, Yajuan A1 - Ware, Erin B A1 - Wen, Wanqing A1 - Xiang, Yong-Bing A1 - Yanek, Lisa R A1 - Zhang, Weihua A1 - Zhao, Jing Hua A1 - Adeyemo, Adebowale A1 - Afaq, Saima A1 - Amin, Najaf A1 - Amini, Marzyeh A1 - Arking, Dan E A1 - Arzumanyan, Zorayr A1 - Aung, Tin A1 - Ballantyne, Christie A1 - Barr, R Graham A1 - Bielak, Lawrence F A1 - Boerwinkle, Eric A1 - Bottinger, Erwin P A1 - Broeckel, Ulrich A1 - Brown, Morris A1 - Cade, Brian E A1 - Campbell, Archie A1 - Canouil, Mickaël A1 - Charumathi, Sabanayagam A1 - Chen, Yii-Der Ida A1 - Christensen, Kaare A1 - Concas, Maria Pina A1 - Connell, John M A1 - de Las Fuentes, Lisa A1 - de Silva, H Janaka A1 - de Vries, Paul S A1 - Doumatey, Ayo A1 - Duan, Qing A1 - Eaton, Charles B A1 - Eppinga, Ruben N A1 - Faul, Jessica D A1 - Floyd, James S A1 - Forouhi, Nita G A1 - Forrester, Terrence A1 - Friedlander, Yechiel A1 - Gandin, Ilaria A1 - Gao, He A1 - Ghanbari, Mohsen A1 - Gharib, Sina A A1 - Gigante, Bruna A1 - Giulianini, Franco A1 - Grabe, Hans J A1 - Gu, C Charles A1 - Harris, Tamara B A1 - Heikkinen, Sami A1 - Heng, Chew-Kiat A1 - Hirata, Makoto A1 - Hixson, James E A1 - Ikram, M Arfan A1 - Jia, Yucheng A1 - Joehanes, Roby A1 - Johnson, Craig A1 - Jonas, Jost Bruno A1 - Justice, Anne E A1 - Katsuya, Tomohiro A1 - Khor, Chiea Chuen A1 - Kilpeläinen, Tuomas O A1 - Koh, Woon-Puay A1 - Kolcic, Ivana A1 - Kooperberg, Charles A1 - Krieger, Jose E A1 - Kritchevsky, Stephen B A1 - Kubo, Michiaki A1 - Kuusisto, Johanna A1 - Lakka, Timo A A1 - Langefeld, Carl D A1 - Langenberg, Claudia A1 - Launer, Lenore J A1 - Lehne, Benjamin A1 - Lewis, Cora E A1 - Li, Yize A1 - Liang, Jingjing A1 - Lin, Shiow A1 - Liu, Ching-Ti A1 - Liu, Jianjun A1 - Liu, Kiang A1 - Loh, Marie A1 - Lohman, Kurt K A1 - Louie, Tin A1 - Luzzi, Anna A1 - Mägi, Reedik A1 - Mahajan, Anubha A1 - Manichaikul, Ani W A1 - McKenzie, Colin A A1 - Meitinger, Thomas A1 - Metspalu, Andres A1 - Milaneschi, Yuri A1 - Milani, Lili A1 - Mohlke, Karen L A1 - Momozawa, Yukihide A1 - Morris, Andrew P A1 - Murray, Alison D A1 - Nalls, Mike A A1 - Nauck, Matthias A1 - Nelson, Christopher P A1 - North, Kari E A1 - O'Connell, Jeffrey R A1 - Palmer, Nicholette D A1 - Papanicolau, George J A1 - Pedersen, Nancy L A1 - Peters, Annette A1 - Peyser, Patricia A A1 - Polasek, Ozren A1 - Poulter, Neil A1 - Raitakari, Olli T A1 - Reiner, Alex P A1 - Renstrom, Frida A1 - Rice, Treva K A1 - Rich, Stephen S A1 - Robinson, Jennifer G A1 - Rose, Lynda M A1 - Rosendaal, Frits R A1 - Rudan, Igor A1 - Schmidt, Carsten O A1 - Schreiner, Pamela J A1 - Scott, William R A1 - Sever, Peter A1 - Shi, Yuan A1 - Sidney, Stephen A1 - Sims, Mario A1 - Smith, Jennifer A A1 - Snieder, Harold A1 - Starr, John M A1 - Strauch, Konstantin A1 - Stringham, Heather M A1 - Tan, Nicholas Y Q A1 - Tang, Hua A1 - Taylor, Kent D A1 - Teo, Yik Ying A1 - Tham, Yih Chung A1 - Tiemeier, Henning A1 - Turner, Stephen T A1 - Uitterlinden, André G A1 - van Heemst, Diana A1 - Waldenberger, Melanie A1 - Wang, Heming A1 - Wang, Lan A1 - Wang, Lihua A1 - Wei, Wen Bin A1 - Williams, Christine A A1 - Wilson, Gregory A1 - Wojczynski, Mary K A1 - Yao, Jie A1 - Young, Kristin A1 - Yu, Caizheng A1 - Yuan, Jian-Min A1 - Zhou, Jie A1 - Zonderman, Alan B A1 - Becker, Diane M A1 - Boehnke, Michael A1 - Bowden, Donald W A1 - Chambers, John C A1 - Cooper, Richard S A1 - de Faire, Ulf A1 - Deary, Ian J A1 - Elliott, Paul A1 - Esko, Tõnu A1 - Farrall, Martin A1 - Franks, Paul W A1 - Freedman, Barry I A1 - Froguel, Philippe A1 - Gasparini, Paolo A1 - Gieger, Christian A1 - Horta, Bernardo L A1 - Juang, Jyh-Ming Jimmy A1 - Kamatani, Yoichiro A1 - Kammerer, Candace M A1 - Kato, Norihiro A1 - Kooner, Jaspal S A1 - Laakso, Markku A1 - Laurie, Cathy C A1 - Lee, I-Te A1 - Lehtimäki, Terho A1 - Magnusson, Patrik K E A1 - Oldehinkel, Albertine J A1 - Penninx, Brenda W J H A1 - Pereira, Alexandre C A1 - Rauramaa, Rainer A1 - Redline, Susan A1 - Samani, Nilesh J A1 - Scott, James A1 - Shu, Xiao-Ou A1 - van der Harst, Pim A1 - Wagenknecht, Lynne E A1 - Wang, Jun-Sing A1 - Wang, Ya Xing A1 - Wareham, Nicholas J A1 - Watkins, Hugh A1 - Weir, David R A1 - Wickremasinghe, Ananda R A1 - Wu, Tangchun A1 - Zeggini, Eleftheria A1 - Zheng, Wei A1 - Bouchard, Claude A1 - Evans, Michele K A1 - Gudnason, Vilmundur A1 - Kardia, Sharon L R A1 - Liu, Yongmei A1 - Psaty, Bruce M A1 - Ridker, Paul M A1 - van Dam, Rob M A1 - Mook-Kanamori, Dennis O A1 - Fornage, Myriam A1 - Province, Michael A A1 - Kelly, Tanika N A1 - Fox, Ervin R A1 - Hayward, Caroline A1 - van Duijn, Cornelia M A1 - Tai, E Shyong A1 - Wong, Tien Yin A1 - Loos, Ruth J F A1 - Franceschini, Nora A1 - Rotter, Jerome I A1 - Zhu, Xiaofeng A1 - Bierut, Laura J A1 - Gauderman, W James A1 - Rice, Kenneth A1 - Munroe, Patricia B A1 - Morrison, Alanna C A1 - Rao, Dabeeru C A1 - Rotimi, Charles N A1 - Cupples, L Adrienne AB -

The 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.

VL - 51 IS - 4 ER - TY - JOUR T1 - Multi-ancestry study of blood lipid levels identifies four loci interacting with physical activity. JF - Nat Commun Y1 - 2019 A1 - Kilpeläinen, Tuomas O A1 - Bentley, Amy R A1 - Noordam, Raymond A1 - Sung, Yun Ju A1 - Schwander, Karen A1 - Winkler, Thomas W A1 - Jakupović, Hermina A1 - Chasman, Daniel I A1 - Manning, Alisa A1 - Ntalla, Ioanna A1 - Aschard, Hugues A1 - Brown, Michael R A1 - de Las Fuentes, Lisa A1 - Franceschini, Nora A1 - Guo, Xiuqing A1 - Vojinovic, Dina A1 - Aslibekyan, Stella A1 - Feitosa, Mary F A1 - Kho, Minjung A1 - Musani, Solomon K A1 - Richard, Melissa A1 - Wang, Heming A1 - Wang, Zhe A1 - Bartz, Traci M A1 - Bielak, Lawrence F A1 - Campbell, Archie A1 - Dorajoo, Rajkumar A1 - Fisher, Virginia A1 - Hartwig, Fernando P A1 - Horimoto, Andrea R V R A1 - Li, Changwei A1 - Lohman, Kurt K A1 - Marten, Jonathan A1 - Sim, Xueling A1 - Smith, Albert V A1 - Tajuddin, Salman M A1 - Alver, Maris A1 - Amini, Marzyeh A1 - Boissel, Mathilde A1 - Chai, Jin Fang A1 - Chen, Xu A1 - Divers, Jasmin A1 - Evangelou, Evangelos A1 - Gao, Chuan A1 - Graff, Mariaelisa A1 - Harris, Sarah E A1 - He, Meian A1 - Hsu, Fang-Chi A1 - Jackson, Anne U A1 - Zhao, Jing Hua A1 - Kraja, Aldi T A1 - Kuhnel, Brigitte A1 - Laguzzi, Federica A1 - Lyytikäinen, Leo-Pekka A1 - Nolte, Ilja M A1 - Rauramaa, Rainer A1 - Riaz, Muhammad A1 - Robino, Antonietta A1 - Rueedi, Rico A1 - Stringham, Heather M A1 - Takeuchi, Fumihiko A1 - van der Most, Peter J A1 - Varga, Tibor V A1 - Verweij, Niek A1 - Ware, Erin B A1 - Wen, Wanqing A1 - Li, Xiaoyin A1 - Yanek, Lisa R A1 - Amin, Najaf A1 - Arnett, Donna K A1 - Boerwinkle, Eric A1 - Brumat, Marco A1 - Cade, Brian A1 - Canouil, Mickaël A1 - Chen, Yii-Der Ida A1 - Concas, Maria Pina A1 - Connell, John A1 - de Mutsert, Renée A1 - de Silva, H Janaka A1 - de Vries, Paul S A1 - Demirkan, Ayse A1 - Ding, Jingzhong A1 - Eaton, Charles B A1 - Faul, Jessica D A1 - Friedlander, Yechiel A1 - Gabriel, Kelley P A1 - Ghanbari, Mohsen A1 - Giulianini, Franco A1 - Gu, Chi Charles A1 - Gu, Dongfeng A1 - Harris, Tamara B A1 - He, Jiang A1 - Heikkinen, Sami A1 - Heng, Chew-Kiat A1 - Hunt, Steven C A1 - Ikram, M Arfan A1 - Jonas, Jost B A1 - Koh, Woon-Puay A1 - Komulainen, Pirjo A1 - Krieger, Jose E A1 - Kritchevsky, Stephen B A1 - Kutalik, Zoltán A1 - Kuusisto, Johanna A1 - Langefeld, Carl D A1 - Langenberg, Claudia A1 - Launer, Lenore J A1 - Leander, Karin A1 - Lemaitre, Rozenn N A1 - Lewis, Cora E A1 - Liang, Jingjing A1 - Liu, Jianjun A1 - Mägi, Reedik A1 - Manichaikul, Ani A1 - Meitinger, Thomas A1 - Metspalu, Andres A1 - Milaneschi, Yuri A1 - Mohlke, Karen L A1 - Mosley, Thomas H A1 - Murray, Alison D A1 - Nalls, Mike A A1 - Nang, Ei-Ei Khaing A1 - Nelson, Christopher P A1 - Nona, Sotoodehnia A1 - Norris, Jill M A1 - Nwuba, Chiamaka Vivian A1 - O'Connell, Jeff A1 - Palmer, Nicholette D A1 - Papanicolau, George J A1 - Pazoki, Raha A1 - Pedersen, Nancy L A1 - Peters, Annette A1 - Peyser, Patricia A A1 - Polasek, Ozren A1 - Porteous, David J A1 - Poveda, Alaitz A1 - Raitakari, Olli T A1 - Rich, Stephen S A1 - Risch, Neil A1 - Robinson, Jennifer G A1 - Rose, Lynda M A1 - Rudan, Igor A1 - Schreiner, Pamela J A1 - Scott, Robert A A1 - Sidney, Stephen S A1 - Sims, Mario A1 - Smith, Jennifer A A1 - Snieder, Harold A1 - Sofer, Tamar A1 - Starr, John M A1 - Sternfeld, Barbara A1 - Strauch, Konstantin A1 - Tang, Hua A1 - Taylor, Kent D A1 - Tsai, Michael Y A1 - Tuomilehto, Jaakko A1 - Uitterlinden, André G A1 - van der Ende, M Yldau A1 - van Heemst, Diana A1 - Voortman, Trudy A1 - Waldenberger, Melanie A1 - Wennberg, Patrik A1 - Wilson, Gregory A1 - Xiang, Yong-Bing A1 - Yao, Jie A1 - Yu, Caizheng A1 - Yuan, Jian-Min A1 - Zhao, Wei A1 - Zonderman, Alan B A1 - Becker, Diane M A1 - Boehnke, Michael A1 - Bowden, Donald W A1 - de Faire, Ulf A1 - Deary, Ian J A1 - Elliott, Paul A1 - Esko, Tõnu A1 - Freedman, Barry I A1 - Froguel, Philippe A1 - Gasparini, Paolo A1 - Gieger, Christian A1 - Kato, Norihiro A1 - Laakso, Markku A1 - Lakka, Timo A A1 - Lehtimäki, Terho A1 - Magnusson, Patrik K E A1 - Oldehinkel, Albertine J A1 - Penninx, Brenda W J H A1 - Samani, Nilesh J A1 - Shu, Xiao-Ou A1 - van der Harst, Pim A1 - van Vliet-Ostaptchouk, Jana V A1 - Vollenweider, Peter A1 - Wagenknecht, Lynne E A1 - Wang, Ya X A1 - Wareham, Nicholas J A1 - Weir, David R A1 - Wu, Tangchun A1 - Zheng, Wei A1 - Zhu, Xiaofeng A1 - Evans, Michele K A1 - Franks, Paul W A1 - Gudnason, Vilmundur A1 - Hayward, Caroline A1 - Horta, Bernardo L A1 - Kelly, Tanika N A1 - Liu, Yongmei A1 - North, Kari E A1 - Pereira, Alexandre C A1 - Ridker, Paul M A1 - Tai, E Shyong A1 - van Dam, Rob M A1 - Fox, Ervin R A1 - Kardia, Sharon L R A1 - Liu, Ching-Ti A1 - Mook-Kanamori, Dennis O A1 - Province, Michael A A1 - Redline, Susan A1 - van Duijn, Cornelia M A1 - Rotter, Jerome I A1 - Kooperberg, Charles B A1 - Gauderman, W James A1 - Psaty, Bruce M A1 - Rice, Kenneth A1 - Munroe, Patricia B A1 - Fornage, Myriam A1 - Cupples, L Adrienne A1 - Rotimi, Charles N A1 - Morrison, Alanna C A1 - Rao, Dabeeru C A1 - Loos, Ruth J F KW - Adolescent KW - Adult KW - African Continental Ancestry Group KW - Aged KW - Aged, 80 and over KW - Asian Continental Ancestry Group KW - Brazil KW - Calcium-Binding Proteins KW - Cholesterol KW - Cholesterol, HDL KW - Cholesterol, LDL KW - European Continental Ancestry Group KW - Exercise KW - Female KW - Genetic Loci KW - Genome-Wide Association Study KW - Genotype KW - Hispanic Americans KW - Humans KW - LIM-Homeodomain Proteins KW - Lipid Metabolism KW - Lipids KW - Male KW - Membrane Proteins KW - Microtubule-Associated Proteins KW - Middle Aged KW - Muscle Proteins KW - Nerve Tissue Proteins KW - Transcription Factors KW - Triglycerides KW - Young Adult AB -

Many 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.

VL - 10 IS - 1 ER - TY - JOUR T1 - Gene-educational attainment interactions in a multi-ancestry genome-wide meta-analysis identify novel blood pressure loci. JF - Mol Psychiatry Y1 - 2020 A1 - de Las Fuentes, Lisa A1 - Sung, Yun Ju A1 - Noordam, Raymond A1 - Winkler, Thomas A1 - Feitosa, Mary F A1 - Schwander, Karen A1 - Bentley, Amy R A1 - Brown, Michael R A1 - Guo, Xiuqing A1 - Manning, Alisa A1 - Chasman, Daniel I A1 - Aschard, Hugues A1 - Bartz, Traci M A1 - Bielak, Lawrence F A1 - Campbell, Archie A1 - Cheng, Ching-Yu A1 - Dorajoo, Rajkumar A1 - Hartwig, Fernando P A1 - Horimoto, A R V R A1 - Li, Changwei A1 - Li-Gao, Ruifang A1 - Liu, Yongmei A1 - Marten, Jonathan A1 - Musani, Solomon K A1 - Ntalla, Ioanna A1 - Rankinen, Tuomo A1 - Richard, Melissa A1 - Sim, Xueling A1 - Smith, Albert V A1 - Tajuddin, Salman M A1 - Tayo, Bamidele O A1 - Vojinovic, Dina A1 - Warren, Helen R A1 - Xuan, Deng A1 - Alver, Maris A1 - Boissel, Mathilde A1 - Chai, Jin-Fang A1 - Chen, Xu A1 - Christensen, Kaare A1 - Divers, Jasmin A1 - Evangelou, Evangelos A1 - Gao, Chuan A1 - Girotto, Giorgia A1 - Harris, Sarah E A1 - He, Meian A1 - Hsu, Fang-Chi A1 - Kuhnel, Brigitte A1 - Laguzzi, Federica A1 - Li, Xiaoyin A1 - Lyytikäinen, Leo-Pekka A1 - Nolte, Ilja M A1 - Poveda, Alaitz A1 - Rauramaa, Rainer A1 - Riaz, Muhammad A1 - Rueedi, Rico A1 - Shu, Xiao-Ou A1 - Snieder, Harold A1 - Sofer, Tamar A1 - Takeuchi, Fumihiko A1 - Verweij, Niek A1 - Ware, Erin B A1 - Weiss, Stefan A1 - Yanek, Lisa R A1 - Amin, Najaf A1 - Arking, Dan E A1 - Arnett, Donna K A1 - Bergmann, Sven A1 - Boerwinkle, Eric A1 - Brody, Jennifer A A1 - Broeckel, Ulrich A1 - Brumat, Marco A1 - Burke, Gregory A1 - Cabrera, Claudia P A1 - Canouil, Mickaël A1 - Chee, Miao Li A1 - Chen, Yii-Der Ida A1 - Cocca, Massimiliano A1 - Connell, John A1 - de Silva, H Janaka A1 - de Vries, Paul S A1 - Eiriksdottir, Gudny A1 - Faul, Jessica D A1 - Fisher, Virginia A1 - Forrester, Terrence A1 - Fox, Ervin F A1 - Friedlander, Yechiel A1 - Gao, He A1 - Gigante, Bruna A1 - Giulianini, Franco A1 - Gu, Chi Charles A1 - Gu, Dongfeng A1 - Harris, Tamara B A1 - He, Jiang A1 - Heikkinen, Sami A1 - Heng, Chew-Kiat A1 - Hunt, Steven A1 - Ikram, M Arfan A1 - Irvin, Marguerite R A1 - Kähönen, Mika A1 - Kavousi, Maryam A1 - Khor, Chiea Chuen A1 - Kilpeläinen, Tuomas O A1 - Koh, Woon-Puay A1 - Komulainen, Pirjo A1 - Kraja, Aldi T A1 - Krieger, J E A1 - Langefeld, Carl D A1 - Li, Yize A1 - Liang, Jingjing A1 - Liewald, David C M A1 - Liu, Ching-Ti A1 - Liu, Jianjun A1 - Lohman, Kurt K A1 - Mägi, Reedik A1 - McKenzie, Colin A A1 - Meitinger, Thomas A1 - Metspalu, Andres A1 - Milaneschi, Yuri A1 - Milani, Lili A1 - Mook-Kanamori, Dennis O A1 - Nalls, Mike A A1 - Nelson, Christopher P A1 - Norris, Jill M A1 - O'Connell, Jeff A1 - Ogunniyi, Adesola A1 - Padmanabhan, Sandosh A1 - Palmer, Nicholette D A1 - Pedersen, Nancy L A1 - Perls, Thomas A1 - Peters, Annette A1 - Petersmann, Astrid A1 - Peyser, Patricia A A1 - Polasek, Ozren A1 - Porteous, David J A1 - Raffel, Leslie J A1 - Rice, Treva K A1 - Rotter, Jerome I A1 - Rudan, Igor A1 - Rueda-Ochoa, Oscar-Leonel A1 - Sabanayagam, Charumathi A1 - Salako, Babatunde L A1 - Schreiner, Pamela J A1 - Shikany, James M A1 - Sidney, Stephen S A1 - Sims, Mario A1 - Sitlani, Colleen M A1 - Smith, Jennifer A A1 - Starr, John M A1 - Strauch, Konstantin A1 - Swertz, Morris A A1 - Teumer, Alexander A1 - Tham, Yih Chung A1 - Uitterlinden, André G A1 - Vaidya, Dhananjay A1 - van der Ende, M Yldau A1 - Waldenberger, Melanie A1 - Wang, Lihua A1 - Wang, Ya-Xing A1 - Wei, Wen-Bin A1 - Weir, David R A1 - Wen, Wanqing A1 - Yao, Jie A1 - Yu, Bing A1 - Yu, Caizheng A1 - Yuan, Jian-Min A1 - Zhao, Wei A1 - Zonderman, Alan B A1 - Becker, Diane M A1 - Bowden, Donald W A1 - Deary, Ian J A1 - Dörr, Marcus A1 - Esko, Tõnu A1 - Freedman, Barry I A1 - Froguel, Philippe A1 - Gasparini, Paolo A1 - Gieger, Christian A1 - Jonas, Jost Bruno A1 - Kammerer, Candace M A1 - Kato, Norihiro A1 - Lakka, Timo A A1 - Leander, Karin A1 - Lehtimäki, Terho A1 - Magnusson, Patrik K E A1 - Marques-Vidal, Pedro A1 - Penninx, Brenda W J H A1 - Samani, Nilesh J A1 - van der Harst, Pim A1 - Wagenknecht, Lynne E A1 - Wu, Tangchun A1 - Zheng, Wei A1 - Zhu, Xiaofeng A1 - Bouchard, Claude A1 - Cooper, Richard S A1 - Correa, Adolfo A1 - Evans, Michele K A1 - Gudnason, Vilmundur A1 - Hayward, Caroline A1 - Horta, Bernardo L A1 - Kelly, Tanika N A1 - Kritchevsky, Stephen B A1 - Levy, Daniel A1 - Palmas, Walter R A1 - Pereira, A C A1 - Province, Michael M A1 - Psaty, Bruce M A1 - Ridker, Paul M A1 - Rotimi, Charles N A1 - Tai, E Shyong A1 - van Dam, Rob M A1 - van Duijn, Cornelia M A1 - Wong, Tien Yin A1 - Rice, Kenneth A1 - Gauderman, W James A1 - Morrison, Alanna C A1 - North, Kari E A1 - Kardia, Sharon L R A1 - Caulfield, Mark J A1 - Elliott, Paul A1 - Munroe, Patricia B A1 - Franks, Paul W A1 - Rao, Dabeeru C A1 - Fornage, Myriam AB -

Educational attainment is widely used as a surrogate for socioeconomic status (SES). Low SES is a risk factor for hypertension and high blood pressure (BP). To identify novel BP loci, we performed multi-ancestry meta-analyses accounting for gene-educational attainment interactions using two variables, "Some College" (yes/no) and "Graduated College" (yes/no). Interactions were evaluated using both a 1 degree of freedom (DF) interaction term and a 2DF joint test of genetic and interaction effects. Analyses were performed for systolic BP, diastolic BP, mean arterial pressure, and pulse pressure. We pursued genome-wide interrogation in Stage 1 studies (N = 117 438) and follow-up on promising variants in Stage 2 studies (N = 293 787) in five ancestry groups. Through combined meta-analyses of Stages 1 and 2, we identified 84 known and 18 novel BP loci at genome-wide significance level (P < 5 × 10). Two novel loci were identified based on the 1DF test of interaction with educational attainment, while the remaining 16 loci were identified through the 2DF joint test of genetic and interaction effects. Ten novel loci were identified in individuals of African ancestry. Several novel loci show strong biological plausibility since they involve physiologic systems implicated in BP regulation. They include genes involved in the central nervous system-adrenal signaling axis (ZDHHC17, CADPS, PIK3C2G), vascular structure and function (GNB3, CDON), and renal function (HAS2 and HAS2-AS1, SLIT3). Collectively, these findings suggest a role of educational attainment or SES in further dissection of the genetic architecture of BP.

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 - Gene-educational attainment interactions in a multi-population genome-wide meta-analysis identify novel lipid loci. JF - Front Genet Y1 - 2023 A1 - de Las Fuentes, Lisa A1 - Schwander, Karen L A1 - Brown, Michael R A1 - Bentley, Amy R A1 - Winkler, Thomas W A1 - Sung, Yun Ju A1 - Munroe, Patricia B A1 - Miller, Clint L A1 - Aschard, Hugo A1 - Aslibekyan, Stella A1 - Bartz, Traci M A1 - Bielak, Lawrence F A1 - Chai, Jin Fang A1 - Cheng, Ching-Yu A1 - Dorajoo, Rajkumar A1 - Feitosa, Mary F A1 - Guo, Xiuqing A1 - Hartwig, Fernando P A1 - Horimoto, Andrea A1 - Kolcic, Ivana A1 - Lim, Elise A1 - Liu, Yongmei A1 - Manning, Alisa K A1 - Marten, Jonathan A1 - Musani, Solomon K A1 - Noordam, Raymond A1 - Padmanabhan, Sandosh A1 - Rankinen, Tuomo A1 - Richard, Melissa A A1 - Ridker, Paul M A1 - Smith, Albert V A1 - Vojinovic, Dina A1 - Zonderman, Alan B A1 - Alver, Maris A1 - Boissel, Mathilde A1 - Christensen, Kaare A1 - Freedman, Barry I A1 - Gao, Chuan A1 - Giulianini, Franco A1 - Harris, Sarah E A1 - He, Meian A1 - Hsu, Fang-Chi A1 - Kuhnel, Brigitte A1 - Laguzzi, Federica A1 - Li, Xiaoyin A1 - Lyytikäinen, Leo-Pekka A1 - Nolte, Ilja M A1 - Poveda, Alaitz A1 - Rauramaa, Rainer A1 - Riaz, Muhammad A1 - Robino, Antonietta A1 - Sofer, Tamar A1 - Takeuchi, Fumihiko A1 - Tayo, Bamidele O A1 - van der Most, Peter J A1 - Verweij, Niek A1 - Ware, Erin B A1 - Weiss, Stefan A1 - Wen, Wanqing A1 - Yanek, Lisa R A1 - Zhan, Yiqiang A1 - Amin, Najaf A1 - Arking, Dan E A1 - Ballantyne, Christie A1 - Boerwinkle, Eric A1 - Brody, Jennifer A A1 - Broeckel, Ulrich A1 - Campbell, Archie A1 - Canouil, Mickaël A1 - Chai, Xiaoran A1 - Chen, Yii-Der Ida A1 - Chen, Xu A1 - Chitrala, Kumaraswamy Naidu A1 - Concas, Maria Pina A1 - de Faire, Ulf A1 - de Mutsert, Renée A1 - de Silva, H Janaka A1 - de Vries, Paul S A1 - Do, Ahn A1 - Faul, Jessica D A1 - Fisher, Virginia A1 - Floyd, James S A1 - Forrester, Terrence A1 - Friedlander, Yechiel A1 - Girotto, Giorgia A1 - Gu, C Charles A1 - Hallmans, Göran A1 - Heikkinen, Sami A1 - Heng, Chew-Kiat A1 - Homuth, Georg A1 - Hunt, Steven A1 - Ikram, M Arfan A1 - Jacobs, David R A1 - Kavousi, Maryam A1 - Khor, Chiea Chuen A1 - Kilpeläinen, Tuomas O A1 - Koh, Woon-Puay A1 - Komulainen, Pirjo A1 - Langefeld, Carl D A1 - Liang, Jingjing A1 - Liu, Kiang A1 - Liu, Jianjun A1 - Lohman, Kurt A1 - Mägi, Reedik A1 - Manichaikul, Ani W A1 - McKenzie, Colin A A1 - Meitinger, Thomas A1 - Milaneschi, Yuri A1 - Nauck, Matthias A1 - Nelson, Christopher P A1 - O'Connell, Jeffrey R A1 - Palmer, Nicholette D A1 - Pereira, Alexandre C A1 - Perls, Thomas A1 - Peters, Annette A1 - Polasek, Ozren A1 - Raitakari, Olli T A1 - Rice, Kenneth A1 - Rice, Treva K A1 - Rich, Stephen S A1 - Sabanayagam, Charumathi A1 - Schreiner, Pamela J A1 - Shu, Xiao-Ou A1 - Sidney, Stephen A1 - Sims, Mario A1 - Smith, Jennifer A A1 - Starr, John M A1 - Strauch, Konstantin A1 - Tai, E Shyong A1 - Taylor, Kent D A1 - Tsai, Michael Y A1 - Uitterlinden, André G A1 - van Heemst, Diana A1 - Waldenberger, Melanie A1 - Wang, Ya-Xing A1 - Wei, Wen-Bin A1 - Wilson, Gregory A1 - Xuan, Deng A1 - Yao, Jie A1 - Yu, Caizheng A1 - Yuan, Jian-Min A1 - Zhao, Wei A1 - Becker, Diane M A1 - Bonnefond, Amélie A1 - Bowden, Donald W A1 - Cooper, Richard S A1 - Deary, Ian J A1 - Divers, Jasmin A1 - Esko, Tõnu A1 - Franks, Paul W A1 - Froguel, Philippe A1 - Gieger, Christian A1 - Jonas, Jost B A1 - Kato, Norihiro A1 - Lakka, Timo A A1 - Leander, Karin A1 - Lehtimäki, Terho A1 - Magnusson, Patrik K E A1 - North, Kari E A1 - Ntalla, Ioanna A1 - Penninx, Brenda A1 - Samani, Nilesh J A1 - Snieder, Harold A1 - Spedicati, Beatrice A1 - van der Harst, Pim A1 - Völzke, Henry A1 - Wagenknecht, Lynne E A1 - Weir, David R A1 - Wojczynski, Mary K A1 - Wu, Tangchun A1 - Zheng, Wei A1 - Zhu, Xiaofeng A1 - Bouchard, Claude A1 - Chasman, Daniel I A1 - Evans, Michele K A1 - Fox, Ervin R A1 - Gudnason, Vilmundur A1 - Hayward, Caroline A1 - Horta, Bernardo L A1 - Kardia, Sharon L R A1 - Krieger, Jose Eduardo A1 - Mook-Kanamori, Dennis O A1 - Peyser, Patricia A A1 - Province, Michael M A1 - Psaty, Bruce M A1 - Rudan, Igor A1 - Sim, Xueling A1 - Smith, Blair H A1 - van Dam, Rob M A1 - van Duijn, Cornelia M A1 - Wong, Tien Yin A1 - Arnett, Donna K A1 - Rao, Dabeeru C A1 - Gauderman, James A1 - Liu, Ching-Ti A1 - Morrison, Alanna C A1 - Rotter, Jerome I A1 - Fornage, Myriam AB -

Educational attainment, widely used in epidemiologic studies as a surrogate for socioeconomic status, is a predictor of cardiovascular health outcomes. A two-stage genome-wide meta-analysis of low-density lipoprotein cholesterol (LDL), high-density lipoprotein cholesterol (HDL), and triglyceride (TG) levels was performed while accounting for gene-educational attainment interactions in up to 226,315 individuals from five population groups. We considered two educational attainment variables: "Some College" (yes/no, for any education beyond high school) and "Graduated College" (yes/no, for completing a 4-year college degree). Genome-wide significant ( < 5 × 10) and suggestive ( < 1 × 10) variants were identified in Stage 1 (in up to 108,784 individuals) through genome-wide analysis, and those variants were followed up in Stage 2 studies (in up to 117,531 individuals). In combined analysis of Stages 1 and 2, we identified 18 novel lipid loci (nine for LDL, seven for HDL, and two for TG) by two degree-of-freedom (2 DF) joint tests of main and interaction effects. Four loci showed significant interaction with educational attainment. Two loci were significant only in cross-population analyses. Several loci include genes with known or suggested roles in adipose (), brain (), and liver () biology, highlighting the potential importance of brain-adipose-liver communication in the regulation of lipid metabolism. An investigation of the potential druggability of genes in identified loci resulted in five gene targets shown to interact with drugs approved by the Food and Drug Administration, including genes with roles in adipose and brain tissue. Genome-wide interaction analysis of educational attainment identified novel lipid loci not previously detected by analyses limited to main genetic effects.

VL - 14 ER - TY - JOUR T1 - Multi-ancestry genome-wide study in >2.5 million individuals reveals heterogeneity in mechanistic pathways of type 2 diabetes and complications. 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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 - Alaine Broadaway, K A1 - Williamson, Alice A1 - Kamali, Zoha A1 - Cui, Jinrui 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 - Janaka de Silva, H 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 - 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 - 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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 - Project, Biobank Japan A1 - BioBank, Penn Medicine A1 - Center, Regeneron Genetics A1 - Consortium, eMERGE 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 - Geoffrey Hayes, M 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 - 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 - 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. 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.

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 - 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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.

ER -