TY - JOUR T1 - SOS2 and ACP1 Loci Identified through Large-Scale Exome Chip Analysis Regulate Kidney Development and Function. JF - J Am Soc Nephrol Y1 - 2016 A1 - Li, Man A1 - Li, Yong A1 - Weeks, Olivia A1 - Mijatovic, Vladan A1 - Teumer, Alexander A1 - Huffman, Jennifer E A1 - Tromp, Gerard A1 - Fuchsberger, Christian A1 - Gorski, Mathias A1 - Lyytikäinen, Leo-Pekka A1 - Nutile, Teresa A1 - Sedaghat, Sanaz A1 - Sorice, Rossella A1 - Tin, Adrienne A1 - Yang, Qiong A1 - Ahluwalia, Tarunveer S A1 - Arking, Dan E A1 - Bihlmeyer, Nathan A A1 - Böger, Carsten A A1 - Carroll, Robert J A1 - Chasman, Daniel I A1 - Cornelis, Marilyn C A1 - Dehghan, Abbas A1 - Faul, Jessica D A1 - Feitosa, Mary F A1 - Gambaro, Giovanni A1 - Gasparini, Paolo A1 - Giulianini, Franco A1 - Heid, Iris A1 - Huang, Jinyan A1 - Imboden, Medea A1 - Jackson, Anne U A1 - Jeff, Janina A1 - Jhun, Min A A1 - Katz, Ronit A1 - Kifley, Annette A1 - Kilpeläinen, Tuomas O A1 - Kumar, Ashish A1 - Laakso, Markku A1 - Li-Gao, Ruifang A1 - Lohman, Kurt A1 - Lu, Yingchang A1 - Mägi, Reedik A1 - Malerba, Giovanni A1 - Mihailov, Evelin A1 - Mohlke, Karen L A1 - Mook-Kanamori, Dennis O A1 - Robino, Antonietta A1 - Ruderfer, Douglas A1 - Salvi, Erika A1 - Schick, Ursula M A1 - Schulz, Christina-Alexandra A1 - Smith, Albert V A1 - Smith, Jennifer A A1 - Traglia, Michela A1 - Yerges-Armstrong, Laura M A1 - Zhao, Wei A1 - Goodarzi, Mark O A1 - Kraja, Aldi T A1 - Liu, Chunyu A1 - Wessel, Jennifer A1 - Boerwinkle, Eric A1 - Borecki, Ingrid B A1 - Bork-Jensen, Jette A1 - Bottinger, Erwin P A1 - Braga, Daniele A1 - Brandslund, Ivan A1 - Brody, Jennifer A A1 - Campbell, Archie A1 - Carey, David J A1 - Christensen, Cramer A1 - Coresh, Josef A1 - Crook, Errol A1 - Curhan, Gary C A1 - Cusi, Daniele A1 - de Boer, Ian H A1 - de Vries, Aiko P J A1 - Denny, Joshua C A1 - Devuyst, Olivier A1 - Dreisbach, Albert W A1 - Endlich, Karlhans A1 - Esko, Tõnu A1 - Franco, Oscar H A1 - Fulop, Tibor A1 - Gerhard, Glenn S A1 - Glümer, Charlotte A1 - Gottesman, Omri A1 - Grarup, Niels A1 - Gudnason, Vilmundur A1 - Harris, Tamara B A1 - Hayward, Caroline A1 - Hocking, Lynne A1 - Hofman, Albert A1 - Hu, Frank B A1 - Husemoen, Lise Lotte N A1 - Jackson, Rebecca D A1 - Jørgensen, Torben A1 - Jørgensen, Marit E A1 - Kähönen, Mika A1 - Kardia, Sharon L R A1 - König, Wolfgang A1 - Kooperberg, Charles A1 - Kriebel, Jennifer A1 - Launer, Lenore J A1 - Lauritzen, Torsten A1 - Lehtimäki, Terho A1 - Levy, Daniel A1 - Linksted, Pamela A1 - Linneberg, Allan A1 - Liu, Yongmei A1 - Loos, Ruth J F A1 - Lupo, Antonio A1 - Meisinger, Christine A1 - Melander, Olle A1 - Metspalu, Andres A1 - Mitchell, Paul A1 - Nauck, Matthias A1 - Nürnberg, Peter A1 - Orho-Melander, Marju A1 - Parsa, Afshin A1 - Pedersen, Oluf A1 - Peters, Annette A1 - Peters, Ulrike A1 - Polasek, Ozren A1 - Porteous, David A1 - Probst-Hensch, Nicole M A1 - Psaty, Bruce M A1 - Qi, Lu A1 - Raitakari, Olli T A1 - Reiner, Alex P A1 - Rettig, Rainer A1 - Ridker, Paul M A1 - Rivadeneira, Fernando A1 - Rossouw, Jacques E A1 - Schmidt, Frank A1 - Siscovick, David A1 - Soranzo, Nicole A1 - Strauch, Konstantin A1 - Toniolo, Daniela A1 - Turner, Stephen T A1 - Uitterlinden, André G A1 - Ulivi, Sheila A1 - Velayutham, Dinesh A1 - Völker, Uwe A1 - Völzke, Henry A1 - Waldenberger, Melanie A1 - Wang, Jie Jin A1 - Weir, David R A1 - Witte, Daniel A1 - Kuivaniemi, Helena A1 - Fox, Caroline S A1 - Franceschini, Nora A1 - Goessling, Wolfram A1 - Köttgen, Anna A1 - Chu, Audrey Y AB -

Genome-wide association studies have identified >50 common variants associated with kidney function, but these variants do not fully explain the variation in eGFR. We performed a two-stage meta-analysis of associations between genotypes from the Illumina exome array and eGFR on the basis of serum creatinine (eGFRcrea) among participants of European ancestry from the CKDGen Consortium (nStage1: 111,666; nStage2: 48,343). In single-variant analyses, we identified single nucleotide polymorphisms at seven new loci associated with eGFRcrea (PPM1J, EDEM3, ACP1, SPEG, EYA4, CYP1A1, and ATXN2L; PStage1<3.7×10(-7)), of which most were common and annotated as nonsynonymous variants. Gene-based analysis identified associations of functional rare variants in three genes with eGFRcrea, including a novel association with the SOS Ras/Rho guanine nucleotide exchange factor 2 gene, SOS2 (P=5.4×10(-8) by sequence kernel association test). Experimental follow-up in zebrafish embryos revealed changes in glomerular gene expression and renal tubule morphology in the embryonic kidney of acp1- and sos2-knockdowns. These developmental abnormalities associated with altered blood clearance rate and heightened prevalence of edema. This study expands the number of loci associated with kidney function and identifies novel genes with potential roles in kidney formation.

ER - TY - JOUR T1 - Exome-wide association study of plasma lipids in >300,000 individuals. JF - Nat Genet Y1 - 2017 A1 - Liu, Dajiang J A1 - Peloso, Gina M A1 - Yu, Haojie A1 - Butterworth, Adam S A1 - Wang, Xiao A1 - Mahajan, Anubha A1 - Saleheen, Danish A1 - Emdin, Connor A1 - Alam, Dewan A1 - Alves, Alexessander Couto A1 - Amouyel, Philippe A1 - Di Angelantonio, Emanuele A1 - Arveiler, Dominique A1 - Assimes, Themistocles L A1 - Auer, Paul L A1 - Baber, Usman A1 - Ballantyne, Christie M A1 - Bang, Lia E A1 - Benn, Marianne A1 - Bis, Joshua C A1 - Boehnke, Michael A1 - Boerwinkle, Eric A1 - Bork-Jensen, Jette A1 - Bottinger, Erwin P A1 - Brandslund, Ivan A1 - Brown, Morris A1 - Busonero, Fabio A1 - Caulfield, Mark J A1 - Chambers, John C A1 - Chasman, Daniel I A1 - Chen, Y Eugene A1 - Chen, Yii-Der Ida A1 - Chowdhury, Rajiv A1 - Christensen, Cramer A1 - Chu, Audrey Y A1 - Connell, John M A1 - Cucca, Francesco A1 - Cupples, L Adrienne A1 - Damrauer, Scott M A1 - Davies, Gail A1 - Deary, Ian J A1 - Dedoussis, George A1 - Denny, Joshua C A1 - Dominiczak, Anna A1 - Dubé, Marie-Pierre A1 - Ebeling, Tapani A1 - Eiriksdottir, Gudny A1 - Esko, Tõnu A1 - Farmaki, Aliki-Eleni A1 - Feitosa, Mary F A1 - Ferrario, Marco A1 - Ferrieres, Jean A1 - Ford, Ian A1 - Fornage, Myriam A1 - Franks, Paul W A1 - Frayling, Timothy M A1 - Frikke-Schmidt, Ruth A1 - Fritsche, Lars G A1 - Frossard, Philippe A1 - Fuster, Valentin A1 - Ganesh, Santhi K A1 - Gao, Wei A1 - Garcia, Melissa E A1 - Gieger, Christian A1 - Giulianini, Franco A1 - Goodarzi, Mark O A1 - Grallert, Harald A1 - Grarup, Niels A1 - Groop, Leif A1 - Grove, Megan L A1 - Gudnason, Vilmundur A1 - Hansen, Torben A1 - Harris, Tamara B A1 - Hayward, Caroline A1 - Hirschhorn, Joel N A1 - Holmen, Oddgeir L A1 - Huffman, Jennifer A1 - Huo, Yong A1 - Hveem, Kristian A1 - Jabeen, Sehrish A1 - Jackson, Anne U A1 - Jakobsdottir, Johanna A1 - Jarvelin, Marjo-Riitta A1 - Jensen, Gorm B A1 - Jørgensen, Marit E A1 - Jukema, J Wouter A1 - Justesen, Johanne M A1 - Kamstrup, Pia R A1 - Kanoni, Stavroula A1 - Karpe, Fredrik A1 - Kee, Frank A1 - Khera, Amit V A1 - Klarin, Derek A1 - Koistinen, Heikki A A1 - Kooner, Jaspal S A1 - Kooperberg, Charles A1 - Kuulasmaa, Kari A1 - Kuusisto, Johanna A1 - Laakso, Markku A1 - Lakka, Timo A1 - Langenberg, Claudia A1 - Langsted, Anne A1 - Launer, Lenore J A1 - Lauritzen, Torsten A1 - Liewald, David C M A1 - Lin, Li An A1 - Linneberg, Allan A1 - Loos, Ruth J F A1 - Lu, Yingchang A1 - Lu, Xiangfeng A1 - Mägi, Reedik A1 - Mälarstig, Anders A1 - Manichaikul, Ani A1 - Manning, Alisa K A1 - Mäntyselkä, Pekka A1 - Marouli, Eirini A1 - Masca, Nicholas G D A1 - Maschio, Andrea A1 - Meigs, James B A1 - Melander, Olle A1 - Metspalu, Andres A1 - Morris, Andrew P A1 - Morrison, Alanna C A1 - Mulas, Antonella A1 - Müller-Nurasyid, Martina A1 - Munroe, Patricia B A1 - Neville, Matt J A1 - Nielsen, Jonas B A1 - Nielsen, Sune F A1 - Nordestgaard, Børge G A1 - Ordovas, Jose M A1 - Mehran, Roxana A1 - O'Donnell, Christoper J A1 - Orho-Melander, Marju A1 - Molony, Cliona M A1 - Muntendam, Pieter A1 - Padmanabhan, Sandosh A1 - Palmer, Colin N A A1 - Pasko, Dorota A1 - Patel, Aniruddh P A1 - Pedersen, Oluf A1 - Perola, Markus A1 - Peters, Annette A1 - Pisinger, Charlotta A1 - Pistis, Giorgio A1 - Polasek, Ozren A1 - Poulter, Neil A1 - Psaty, Bruce M A1 - Rader, Daniel J A1 - Rasheed, Asif A1 - Rauramaa, Rainer A1 - Reilly, Dermot F A1 - Reiner, Alex P A1 - Renstrom, Frida A1 - Rich, Stephen S A1 - Ridker, Paul M A1 - Rioux, John D A1 - Robertson, Neil R A1 - Roden, Dan M A1 - Rotter, Jerome I A1 - Rudan, Igor A1 - Salomaa, Veikko A1 - Samani, Nilesh J A1 - Sanna, Serena A1 - Sattar, Naveed A1 - Schmidt, Ellen M A1 - Scott, Robert A A1 - Sever, Peter A1 - Sevilla, Raquel S A1 - Shaffer, Christian M A1 - Sim, Xueling A1 - Sivapalaratnam, Suthesh A1 - Small, Kerrin S A1 - Smith, Albert V A1 - Smith, Blair H A1 - Somayajula, Sangeetha A1 - Southam, Lorraine A1 - Spector, Timothy D A1 - Speliotes, Elizabeth K A1 - Starr, John M A1 - Stirrups, Kathleen E A1 - Stitziel, Nathan A1 - Strauch, Konstantin A1 - Stringham, Heather M A1 - Surendran, Praveen A1 - Tada, Hayato A1 - Tall, Alan R A1 - Tang, Hua A1 - Tardif, Jean-Claude A1 - Taylor, Kent D A1 - Trompet, Stella A1 - Tsao, Philip S A1 - Tuomilehto, Jaakko A1 - Tybjaerg-Hansen, Anne A1 - van Zuydam, Natalie R A1 - Varbo, Anette A1 - Varga, Tibor V A1 - Virtamo, Jarmo A1 - Waldenberger, Melanie A1 - Wang, Nan A1 - Wareham, Nick J A1 - Warren, Helen R A1 - Weeke, Peter E A1 - Weinstock, Joshua A1 - Wessel, Jennifer A1 - Wilson, James G A1 - Wilson, Peter W F A1 - Xu, Ming A1 - Yaghootkar, Hanieh A1 - Young, Robin A1 - Zeggini, Eleftheria A1 - Zhang, He A1 - Zheng, Neil S A1 - Zhang, Weihua A1 - Zhang, Yan A1 - Zhou, Wei A1 - Zhou, Yanhua A1 - Zoledziewska, Magdalena A1 - Howson, Joanna M M A1 - Danesh, John A1 - McCarthy, Mark I A1 - Cowan, Chad A A1 - Abecasis, Goncalo A1 - Deloukas, Panos A1 - Musunuru, Kiran A1 - Willer, Cristen J A1 - Kathiresan, Sekar KW - Coronary Artery Disease KW - Diabetes Mellitus, Type 2 KW - Exome KW - Genetic Association Studies KW - Genetic Predisposition to Disease KW - Genetic Variation KW - Genotype KW - Humans KW - Lipids KW - Macular Degeneration KW - Phenotype KW - Risk Factors AB -

We screened variants on an exome-focused genotyping array in >300,000 participants (replication in >280,000 participants) and identified 444 independent variants in 250 loci significantly associated with total cholesterol (TC), high-density-lipoprotein cholesterol (HDL-C), low-density-lipoprotein cholesterol (LDL-C), and/or triglycerides (TG). At two loci (JAK2 and A1CF), experimental analysis in mice showed lipid changes consistent with the human data. We also found that: (i) beta-thalassemia trait carriers displayed lower TC and were protected from coronary artery disease (CAD); (ii) excluding the CETP locus, there was not a predictable relationship between plasma HDL-C and risk for age-related macular degeneration; (iii) only some mechanisms of lowering LDL-C appeared to increase risk for type 2 diabetes (T2D); and (iv) TG-lowering alleles involved in hepatic production of TG-rich lipoproteins (TM6SF2 and PNPLA3) tracked with higher liver fat, higher risk for T2D, and lower risk for CAD, whereas TG-lowering alleles involved in peripheral lipolysis (LPL and ANGPTL4) had no effect on liver fat but decreased risks for both T2D and CAD.

VL - 49 IS - 12 ER - TY - JOUR T1 - New Blood Pressure-Associated Loci Identified in Meta-Analyses of 475 000 Individuals. JF - Circ Cardiovasc Genet Y1 - 2017 A1 - Kraja, Aldi T A1 - Cook, James P A1 - Warren, Helen R A1 - Surendran, Praveen A1 - Liu, Chunyu A1 - Evangelou, Evangelos A1 - Manning, Alisa K A1 - Grarup, Niels A1 - Drenos, Fotios A1 - Sim, Xueling A1 - Smith, Albert Vernon A1 - Amin, Najaf A1 - Blakemore, Alexandra I F A1 - Bork-Jensen, Jette A1 - Brandslund, Ivan A1 - Farmaki, Aliki-Eleni A1 - Fava, Cristiano A1 - Ferreira, Teresa A1 - Herzig, Karl-Heinz A1 - Giri, Ayush A1 - Giulianini, Franco A1 - Grove, Megan L A1 - Guo, Xiuqing A1 - Harris, Sarah E A1 - Have, Christian T A1 - Havulinna, Aki S A1 - Zhang, He A1 - Jørgensen, Marit E A1 - Käräjämäki, AnneMari A1 - Kooperberg, Charles A1 - Linneberg, Allan A1 - Little, Louis A1 - Liu, Yongmei A1 - Bonnycastle, Lori L A1 - Lu, Yingchang A1 - Mägi, Reedik A1 - Mahajan, Anubha A1 - Malerba, Giovanni A1 - Marioni, Riccardo E A1 - Mei, Hao A1 - Menni, Cristina A1 - Morrison, Alanna C A1 - Padmanabhan, Sandosh A1 - Palmas, Walter A1 - Poveda, Alaitz A1 - Rauramaa, Rainer A1 - Rayner, Nigel William A1 - Riaz, Muhammad A1 - Rice, Ken A1 - Richard, Melissa A A1 - Smith, Jennifer A A1 - Southam, Lorraine A1 - Stančáková, Alena A1 - Stirrups, Kathleen E A1 - Tragante, Vinicius A1 - Tuomi, Tiinamaija A1 - Tzoulaki, Ioanna A1 - Varga, Tibor V A1 - Weiss, Stefan A1 - Yiorkas, Andrianos M A1 - Young, Robin A1 - Zhang, Weihua A1 - Barnes, Michael R A1 - Cabrera, Claudia P A1 - Gao, He A1 - Boehnke, Michael A1 - Boerwinkle, Eric A1 - Chambers, John C A1 - Connell, John M A1 - Christensen, Cramer K A1 - de Boer, Rudolf A A1 - Deary, Ian J A1 - Dedoussis, George A1 - Deloukas, Panos A1 - Dominiczak, Anna F A1 - Dörr, Marcus A1 - Joehanes, Roby A1 - Edwards, Todd L A1 - Esko, Tõnu A1 - Fornage, Myriam A1 - Franceschini, Nora A1 - Franks, Paul W A1 - Gambaro, Giovanni A1 - Groop, Leif A1 - Hallmans, Göran A1 - Hansen, Torben A1 - Hayward, Caroline A1 - Heikki, Oksa A1 - Ingelsson, Erik A1 - Tuomilehto, Jaakko A1 - Jarvelin, Marjo-Riitta A1 - Kardia, Sharon L R A1 - Karpe, Fredrik A1 - Kooner, Jaspal S A1 - Lakka, Timo A A1 - Langenberg, Claudia A1 - Lind, Lars A1 - Loos, Ruth J F A1 - Laakso, Markku A1 - McCarthy, Mark I A1 - Melander, Olle A1 - Mohlke, Karen L A1 - Morris, Andrew P A1 - Palmer, Colin N A A1 - Pedersen, Oluf A1 - Polasek, Ozren A1 - Poulter, Neil R A1 - Province, Michael A A1 - Psaty, Bruce M A1 - Ridker, Paul M A1 - Rotter, Jerome I A1 - Rudan, Igor A1 - Salomaa, Veikko A1 - Samani, Nilesh J A1 - Sever, Peter J A1 - Skaaby, Tea A1 - Stafford, Jeanette M A1 - Starr, John M A1 - van der Harst, Pim A1 - van der Meer, Peter A1 - van Duijn, Cornelia M A1 - Vergnaud, Anne-Claire A1 - Gudnason, Vilmundur A1 - Wareham, Nicholas J A1 - Wilson, James G A1 - Willer, Cristen J A1 - Witte, Daniel R A1 - Zeggini, Eleftheria A1 - Saleheen, Danish A1 - Butterworth, Adam S A1 - Danesh, John A1 - Asselbergs, Folkert W A1 - Wain, Louise V A1 - Ehret, Georg B A1 - Chasman, Daniel I A1 - Caulfield, Mark J A1 - Elliott, Paul A1 - Lindgren, Cecilia M A1 - Levy, Daniel A1 - Newton-Cheh, Christopher A1 - Munroe, Patricia B A1 - Howson, Joanna M M AB -

BACKGROUND: Genome-wide association studies have recently identified >400 loci that harbor DNA sequence variants that influence blood pressure (BP). Our earlier studies identified and validated 56 single nucleotide variants (SNVs) associated with BP from meta-analyses of exome chip genotype data. An additional 100 variants yielded suggestive evidence of association.

METHODS AND RESULTS: Here, we augment the sample with 140 886 European individuals from the UK Biobank, in whom 77 of the 100 suggestive SNVs were available for association analysis with systolic BP or diastolic BP or pulse pressure. We performed 2 meta-analyses, one in individuals of European, South Asian, African, and Hispanic descent (pan-ancestry, ≈475 000), and the other in the subset of individuals of European descent (≈423 000). Twenty-one SNVs were genome-wide significant (P<5×10-8) for BP, of which 4 are new BP loci: rs9678851 (missense, SLC4A1AP), rs7437940 (AFAP1), rs13303 (missense, STAB1), and rs1055144 (7p15.2). In addition, we identified a potentially independent novel BP-associated SNV, rs3416322 (missense, SYNPO2L) at a known locus, uncorrelated with the previously reported SNVs. Two SNVs are associated with expression levels of nearby genes, and SNVs at 3 loci are associated with other traits. One SNV with a minor allele frequency <0.01, (rs3025380 at DBH) was genome-wide significant.

CONCLUSIONS: We report 4 novel loci associated with BP regulation, and 1 independent variant at an established BP locus. This analysis highlights several candidate genes with variation that alter protein function or gene expression for potential follow-up.

VL - 10 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 - 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 - Multi-ancestry genome-wide study in >2.5 million individuals reveals heterogeneity in mechanistic pathways of type 2 diabetes and complications. JF - medRxiv Y1 - 2023 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 - Rayner, Nigel W A1 - Bocher, Ozvan A1 - Ana Luiza de, S V Arruda 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 - 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 - Jasmine, Farzana A1 - Jiang, Guozhi A1 - Jonas, Jost B A1 - Jørgensen, Torben 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 - Lithgart, 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 - Metspalu, Andres A1 - Mo, Huan A1 - Morris, Andrew D 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 - 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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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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