TY - JOUR T1 - Gene-age interactions in blood pressure regulation: a large-scale investigation with the CHARGE, Global BPgen, and ICBP Consortia. JF - Am J Hum Genet Y1 - 2014 A1 - Simino, Jeannette A1 - Shi, Gang A1 - Bis, Joshua C A1 - Chasman, Daniel I A1 - Ehret, Georg B A1 - Gu, Xiangjun A1 - Guo, Xiuqing A1 - Hwang, Shih-Jen A1 - Sijbrands, Eric A1 - Smith, Albert V A1 - Verwoert, Germaine C A1 - Bragg-Gresham, Jennifer L A1 - Cadby, Gemma A1 - Chen, Peng A1 - Cheng, Ching-Yu A1 - Corre, Tanguy A1 - de Boer, Rudolf A A1 - Goel, Anuj A1 - Johnson, Toby A1 - Khor, Chiea-Chuen A1 - Lluís-Ganella, Carla A1 - Luan, Jian'an A1 - Lyytikäinen, Leo-Pekka A1 - Nolte, Ilja M A1 - Sim, Xueling A1 - Sõber, Siim A1 - van der Most, Peter J A1 - Verweij, Niek A1 - Zhao, Jing Hua A1 - Amin, Najaf A1 - Boerwinkle, Eric A1 - Bouchard, Claude A1 - Dehghan, Abbas A1 - Eiriksdottir, Gudny A1 - Elosua, Roberto A1 - Franco, Oscar H A1 - Gieger, Christian A1 - Harris, Tamara B A1 - Hercberg, Serge A1 - Hofman, Albert A1 - James, Alan L A1 - Johnson, Andrew D A1 - Kähönen, Mika A1 - Khaw, Kay-Tee A1 - Kutalik, Zoltán A1 - Larson, Martin G A1 - Launer, Lenore J A1 - Li, Guo A1 - Liu, Jianjun A1 - Liu, Kiang A1 - Morrison, Alanna C A1 - Navis, Gerjan A1 - Ong, Rick Twee-Hee A1 - Papanicolau, George J A1 - Penninx, Brenda W A1 - Psaty, Bruce M A1 - Raffel, Leslie J A1 - Raitakari, Olli T A1 - Rice, Kenneth A1 - Rivadeneira, Fernando A1 - Rose, Lynda M A1 - Sanna, Serena A1 - Scott, Robert A A1 - Siscovick, David S A1 - Stolk, Ronald P A1 - Uitterlinden, André G A1 - Vaidya, Dhananjay A1 - van der Klauw, Melanie M A1 - Vasan, Ramachandran S A1 - Vithana, Eranga Nishanthie A1 - Völker, Uwe A1 - Völzke, Henry A1 - Watkins, Hugh A1 - Young, Terri L A1 - Aung, Tin A1 - Bochud, Murielle A1 - Farrall, Martin A1 - Hartman, Catharina A A1 - Laan, Maris A1 - Lakatta, Edward G A1 - Lehtimäki, Terho A1 - Loos, Ruth J F A1 - Lucas, Gavin A1 - Meneton, Pierre A1 - Palmer, Lyle J A1 - Rettig, Rainer A1 - Snieder, Harold A1 - Tai, E Shyong A1 - Teo, Yik-Ying A1 - van der Harst, Pim A1 - Wareham, Nicholas J A1 - Wijmenga, Cisca A1 - Wong, Tien Yin A1 - Fornage, Myriam A1 - Gudnason, Vilmundur A1 - Levy, Daniel A1 - Palmas, Walter A1 - Ridker, Paul M A1 - Rotter, Jerome I A1 - van Duijn, Cornelia M A1 - Witteman, Jacqueline C M A1 - Chakravarti, Aravinda A1 - Rao, Dabeeru C KW - Adolescent KW - Adult KW - Age Factors KW - Aged KW - Blood Pressure KW - Cohort Studies KW - Humans KW - Middle Aged KW - Young Adult AB -

Although age-dependent effects on blood pressure (BP) have been reported, they have not been systematically investigated in large-scale genome-wide association studies (GWASs). We leveraged the infrastructure of three well-established consortia (CHARGE, GBPgen, and ICBP) and a nonstandard approach (age stratification and metaregression) to conduct a genome-wide search of common variants with age-dependent effects on systolic (SBP), diastolic (DBP), mean arterial (MAP), and pulse (PP) pressure. In a two-staged design using 99,241 individuals of European ancestry, we identified 20 genome-wide significant (p ≤ 5 × 10(-8)) loci by using joint tests of the SNP main effect and SNP-age interaction. Nine of the significant loci demonstrated nominal evidence of age-dependent effects on BP by tests of the interactions alone. Index SNPs in the EHBP1L1 (DBP and MAP), CASZ1 (SBP and MAP), and GOSR2 (PP) loci exhibited the largest age interactions, with opposite directions of effect in the young versus the old. The changes in the genetic effects over time were small but nonnegligible (up to 1.58 mm Hg over 60 years). The EHBP1L1 locus was discovered through gene-age interactions only in whites but had DBP main effects replicated (p = 8.3 × 10(-4)) in 8,682 Asians from Singapore, indicating potential interethnic heterogeneity. A secondary analysis revealed 22 loci with evidence of age-specific effects (e.g., only in 20 to 29-year-olds). Age can be used to select samples with larger genetic effect sizes and more homogenous phenotypes, which may increase statistical power. Age-dependent effects identified through novel statistical approaches can provide insight into the biology and temporal regulation underlying BP associations.

VL - 95 IS - 1 U1 - http://www.ncbi.nlm.nih.gov/pubmed/24954895?dopt=Abstract ER - TY - JOUR T1 - Impact of common genetic determinants of Hemoglobin A1c on type 2 diabetes risk and diagnosis in ancestrally diverse populations: A transethnic genome-wide meta-analysis. JF - PLoS Med Y1 - 2017 A1 - Wheeler, Eleanor A1 - Leong, Aaron A1 - Liu, Ching-Ti A1 - Hivert, Marie-France A1 - Strawbridge, Rona J A1 - Podmore, Clara A1 - Li, Man A1 - Yao, Jie A1 - Sim, Xueling A1 - Hong, Jaeyoung A1 - Chu, Audrey Y A1 - Zhang, Weihua A1 - Wang, Xu A1 - Chen, Peng A1 - Maruthur, Nisa M A1 - Porneala, Bianca C A1 - Sharp, Stephen J A1 - Jia, Yucheng A1 - Kabagambe, Edmond K A1 - Chang, Li-Ching A1 - Chen, Wei-Min A1 - Elks, Cathy E A1 - Evans, Daniel S A1 - Fan, Qiao A1 - Giulianini, Franco A1 - Go, Min Jin A1 - Hottenga, Jouke-Jan A1 - Hu, Yao A1 - Jackson, Anne U A1 - Kanoni, Stavroula A1 - Kim, Young Jin A1 - Kleber, Marcus E A1 - Ladenvall, Claes A1 - Lecoeur, Cécile A1 - Lim, Sing-Hui A1 - Lu, Yingchang A1 - Mahajan, Anubha A1 - Marzi, Carola A1 - Nalls, Mike A A1 - Navarro, Pau A1 - Nolte, Ilja M A1 - Rose, Lynda M A1 - Rybin, Denis V A1 - Sanna, Serena A1 - Shi, Yuan A1 - Stram, Daniel O A1 - Takeuchi, Fumihiko A1 - Tan, Shu Pei A1 - van der Most, Peter J A1 - van Vliet-Ostaptchouk, Jana V A1 - Wong, Andrew A1 - Yengo, Loic A1 - Zhao, Wanting A1 - Goel, Anuj A1 - Martinez Larrad, Maria Teresa A1 - Radke, Dörte A1 - Salo, Perttu A1 - Tanaka, Toshiko A1 - van Iperen, Erik P A A1 - Abecasis, Goncalo A1 - Afaq, Saima A1 - Alizadeh, Behrooz Z A1 - Bertoni, Alain G A1 - Bonnefond, Amélie A1 - Böttcher, Yvonne A1 - Bottinger, Erwin P A1 - Campbell, Harry A1 - Carlson, Olga D A1 - Chen, Chien-Hsiun A1 - Cho, Yoon Shin A1 - Garvey, W Timothy A1 - Gieger, Christian A1 - Goodarzi, Mark O A1 - Grallert, Harald A1 - Hamsten, Anders A1 - Hartman, Catharina A A1 - Herder, Christian A1 - Hsiung, Chao Agnes A1 - Huang, Jie A1 - Igase, Michiya A1 - Isono, Masato A1 - Katsuya, Tomohiro A1 - Khor, Chiea-Chuen A1 - Kiess, Wieland A1 - Kohara, Katsuhiko A1 - Kovacs, Peter A1 - Lee, Juyoung A1 - Lee, Wen-Jane A1 - Lehne, Benjamin A1 - Li, Huaixing A1 - Liu, Jianjun A1 - Lobbens, Stephane A1 - Luan, Jian'an A1 - Lyssenko, Valeriya A1 - Meitinger, Thomas A1 - Miki, Tetsuro A1 - Miljkovic, Iva A1 - Moon, Sanghoon A1 - Mulas, Antonella A1 - Müller, Gabriele A1 - Müller-Nurasyid, Martina A1 - Nagaraja, Ramaiah A1 - Nauck, Matthias A1 - Pankow, James S A1 - Polasek, Ozren A1 - Prokopenko, Inga A1 - Ramos, Paula S A1 - Rasmussen-Torvik, Laura A1 - Rathmann, Wolfgang A1 - Rich, Stephen S A1 - Robertson, Neil R A1 - Roden, Michael A1 - Roussel, Ronan A1 - Rudan, Igor A1 - Scott, Robert A A1 - Scott, William R A1 - Sennblad, Bengt A1 - Siscovick, David S A1 - Strauch, Konstantin A1 - Sun, Liang A1 - Swertz, Morris A1 - Tajuddin, Salman M A1 - Taylor, Kent D A1 - Teo, Yik-Ying A1 - Tham, Yih Chung A1 - Tönjes, Anke A1 - Wareham, Nicholas J A1 - Willemsen, Gonneke A1 - Wilsgaard, Tom A1 - Hingorani, Aroon D A1 - Egan, Josephine A1 - Ferrucci, Luigi A1 - Hovingh, G Kees A1 - Jula, Antti A1 - Kivimaki, Mika A1 - Kumari, Meena A1 - Njølstad, Inger A1 - Palmer, Colin N A A1 - Serrano Ríos, Manuel A1 - Stumvoll, Michael A1 - Watkins, Hugh A1 - Aung, Tin A1 - Blüher, Matthias A1 - Boehnke, Michael A1 - Boomsma, Dorret I A1 - Bornstein, Stefan R A1 - Chambers, John C A1 - Chasman, Daniel I A1 - Chen, Yii-Der Ida A1 - Chen, Yduan-Tsong A1 - Cheng, Ching-Yu A1 - Cucca, Francesco A1 - de Geus, Eco J C A1 - Deloukas, Panos A1 - Evans, Michele K A1 - Fornage, Myriam A1 - Friedlander, Yechiel A1 - Froguel, Philippe A1 - Groop, Leif A1 - Gross, Myron D A1 - Harris, Tamara B A1 - Hayward, Caroline A1 - Heng, Chew-Kiat A1 - Ingelsson, Erik A1 - Kato, Norihiro A1 - Kim, Bong-Jo A1 - Koh, Woon-Puay A1 - Kooner, Jaspal S A1 - Körner, Antje A1 - Kuh, Diana A1 - Kuusisto, Johanna A1 - Laakso, Markku A1 - Lin, Xu A1 - Liu, Yongmei A1 - Loos, Ruth J F A1 - Magnusson, Patrik K E A1 - März, Winfried A1 - McCarthy, Mark I A1 - Oldehinkel, Albertine J A1 - Ong, Ken K A1 - Pedersen, Nancy L A1 - Pereira, Mark A A1 - Peters, Annette A1 - Ridker, Paul M A1 - Sabanayagam, Charumathi A1 - Sale, Michele A1 - Saleheen, Danish A1 - Saltevo, Juha A1 - Schwarz, Peter Eh A1 - Sheu, Wayne H H A1 - Snieder, Harold A1 - Spector, Timothy D A1 - Tabara, Yasuharu A1 - Tuomilehto, Jaakko A1 - van Dam, Rob M A1 - Wilson, James G A1 - Wilson, James F A1 - Wolffenbuttel, Bruce H R A1 - Wong, Tien Yin A1 - Wu, Jer-Yuarn A1 - Yuan, Jian-Min A1 - Zonderman, Alan B A1 - Soranzo, Nicole A1 - Guo, Xiuqing A1 - Roberts, David J A1 - Florez, Jose C A1 - Sladek, Robert A1 - Dupuis, Josée A1 - Morris, Andrew P A1 - Tai, E-Shyong A1 - Selvin, Elizabeth A1 - Rotter, Jerome I A1 - Langenberg, Claudia A1 - Barroso, Inês A1 - Meigs, James B KW - Diabetes Mellitus, Type 2 KW - Genetic Variation KW - Genome-Wide Association Study KW - Glycated Hemoglobin A KW - Humans KW - Phenotype KW - Risk AB -

BACKGROUND: Glycated hemoglobin (HbA1c) is used to diagnose type 2 diabetes (T2D) and assess glycemic control in patients with diabetes. Previous genome-wide association studies (GWAS) have identified 18 HbA1c-associated genetic variants. These variants proved to be classifiable by their likely biological action as erythrocytic (also associated with erythrocyte traits) or glycemic (associated with other glucose-related traits). In this study, we tested the hypotheses that, in a very large scale GWAS, we would identify more genetic variants associated with HbA1c and that HbA1c variants implicated in erythrocytic biology would affect the diagnostic accuracy of HbA1c. We therefore expanded the number of HbA1c-associated loci and tested the effect of genetic risk-scores comprised of erythrocytic or glycemic variants on incident diabetes prediction and on prevalent diabetes screening performance. Throughout this multiancestry study, we kept a focus on interancestry differences in HbA1c genetics performance that might influence race-ancestry differences in health outcomes.

METHODS & FINDINGS: Using genome-wide association meta-analyses in up to 159,940 individuals from 82 cohorts of European, African, East Asian, and South Asian ancestry, we identified 60 common genetic variants associated with HbA1c. We classified variants as implicated in glycemic, erythrocytic, or unclassified biology and tested whether additive genetic scores of erythrocytic variants (GS-E) or glycemic variants (GS-G) were associated with higher T2D incidence in multiethnic longitudinal cohorts (N = 33,241). Nineteen glycemic and 22 erythrocytic variants were associated with HbA1c at genome-wide significance. GS-G was associated with higher T2D risk (incidence OR = 1.05, 95% CI 1.04-1.06, per HbA1c-raising allele, p = 3 × 10-29); whereas GS-E was not (OR = 1.00, 95% CI 0.99-1.01, p = 0.60). In Europeans and Asians, erythrocytic variants in aggregate had only modest effects on the diagnostic accuracy of HbA1c. Yet, in African Americans, the X-linked G6PD G202A variant (T-allele frequency 11%) was associated with an absolute decrease in HbA1c of 0.81%-units (95% CI 0.66-0.96) per allele in hemizygous men, and 0.68%-units (95% CI 0.38-0.97) in homozygous women. The G6PD variant may cause approximately 2% (N = 0.65 million, 95% CI 0.55-0.74) of African American adults with T2D to remain undiagnosed when screened with HbA1c. Limitations include the smaller sample sizes for non-European ancestries and the inability to classify approximately one-third of the variants. Further studies in large multiethnic cohorts with HbA1c, glycemic, and erythrocytic traits are required to better determine the biological action of the unclassified variants.

CONCLUSIONS: As G6PD deficiency can be clinically silent until illness strikes, we recommend investigation of the possible benefits of screening for the G6PD genotype along with using HbA1c to diagnose T2D in populations of African ancestry or groups where G6PD deficiency is common. Screening with direct glucose measurements, or genetically-informed HbA1c diagnostic thresholds in people with G6PD deficiency, may be required to avoid missed or delayed diagnoses.

VL - 14 IS - 9 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 - Meta-analysis uncovers genome-wide significant variants for rapid kidney function decline. JF - Kidney Int Y1 - 2020 A1 - Gorski, Mathias A1 - Jung, Bettina A1 - Li, Yong A1 - Matias-Garcia, Pamela R A1 - Wuttke, Matthias A1 - Coassin, Stefan A1 - Thio, Chris H L A1 - Kleber, Marcus E A1 - Winkler, Thomas W A1 - Wanner, Veronika A1 - Chai, Jin-Fang A1 - Chu, Audrey Y A1 - Cocca, Massimiliano A1 - Feitosa, Mary F A1 - Ghasemi, Sahar A1 - Hoppmann, Anselm A1 - Horn, Katrin A1 - Li, Man A1 - Nutile, Teresa A1 - Scholz, Markus A1 - Sieber, Karsten B A1 - Teumer, Alexander A1 - Tin, Adrienne A1 - Wang, Judy A1 - Tayo, Bamidele O A1 - Ahluwalia, Tarunveer S A1 - Almgren, Peter A1 - Bakker, Stephan J L A1 - Banas, Bernhard A1 - Bansal, Nisha A1 - Biggs, Mary L A1 - Boerwinkle, Eric A1 - Bottinger, Erwin P A1 - Brenner, Hermann A1 - Carroll, Robert J A1 - Chalmers, John A1 - Chee, Miao-Li A1 - Chee, Miao-Ling A1 - Cheng, Ching-Yu A1 - Coresh, Josef A1 - de Borst, Martin H A1 - Degenhardt, Frauke A1 - Eckardt, Kai-Uwe A1 - Endlich, Karlhans A1 - Franke, Andre A1 - Freitag-Wolf, Sandra A1 - Gampawar, Piyush A1 - Gansevoort, Ron T A1 - Ghanbari, Mohsen A1 - Gieger, Christian A1 - Hamet, Pavel A1 - Ho, Kevin A1 - Hofer, Edith A1 - Holleczek, Bernd A1 - Xian Foo, Valencia Hui A1 - Hutri-Kähönen, Nina A1 - Hwang, Shih-Jen A1 - Ikram, M Arfan A1 - Josyula, Navya Shilpa A1 - Kähönen, Mika A1 - Khor, Chiea-Chuen A1 - Koenig, Wolfgang A1 - Kramer, Holly A1 - Krämer, Bernhard K A1 - Kuhnel, Brigitte A1 - Lange, Leslie A A1 - Lehtimäki, Terho A1 - Lieb, Wolfgang A1 - Loos, Ruth J F A1 - Lukas, Mary Ann A1 - Lyytikäinen, Leo-Pekka A1 - Meisinger, Christa A1 - Meitinger, Thomas A1 - Melander, Olle A1 - Milaneschi, Yuri A1 - Mishra, Pashupati P A1 - Mononen, Nina A1 - Mychaleckyj, Josyf C A1 - Nadkarni, Girish N A1 - Nauck, Matthias A1 - Nikus, Kjell A1 - Ning, Boting A1 - Nolte, Ilja M A1 - O'Donoghue, Michelle L A1 - Orho-Melander, Marju A1 - Pendergrass, Sarah A A1 - Penninx, Brenda W J H A1 - Preuss, Michael H A1 - Psaty, Bruce M A1 - Raffield, Laura M A1 - Raitakari, Olli T A1 - Rettig, Rainer A1 - Rheinberger, Myriam A1 - Rice, Kenneth M A1 - Rosenkranz, Alexander R A1 - Rossing, Peter A1 - Rotter, Jerome I A1 - Sabanayagam, Charumathi A1 - Schmidt, Helena A1 - Schmidt, Reinhold A1 - Schöttker, Ben A1 - Schulz, Christina-Alexandra A1 - Sedaghat, Sanaz A1 - Shaffer, Christian M A1 - Strauch, Konstantin A1 - Szymczak, Silke A1 - Taylor, Kent D A1 - Tremblay, Johanne A1 - Chaker, Layal A1 - van der Harst, Pim A1 - van der Most, Peter J A1 - Verweij, Niek A1 - Völker, Uwe A1 - Waldenberger, Melanie A1 - Wallentin, Lars A1 - Waterworth, Dawn M A1 - White, Harvey D A1 - Wilson, James G A1 - Wong, Tien-Yin A1 - Woodward, Mark A1 - Yang, Qiong A1 - Yasuda, Masayuki A1 - Yerges-Armstrong, Laura M A1 - Zhang, Yan A1 - Snieder, Harold A1 - Wanner, Christoph A1 - Böger, Carsten A A1 - Köttgen, Anna A1 - Kronenberg, Florian A1 - Pattaro, Cristian A1 - Heid, Iris M AB -

Rapid decline of glomerular filtration rate estimated from creatinine (eGFRcrea) is associated with severe clinical endpoints. In contrast to cross-sectionally assessed eGFRcrea, the genetic basis for rapid eGFRcrea decline is largely unknown. To help define this, we meta-analyzed 42 genome-wide association studies from the Chronic Kidney Diseases Genetics Consortium and United Kingdom Biobank to identify genetic loci for rapid eGFRcrea decline. Two definitions of eGFRcrea decline were used: 3 mL/min/1.73m/year or more ("Rapid3"; encompassing 34,874 cases, 107,090 controls) and eGFRcrea decline 25% or more and eGFRcrea under 60 mL/min/1.73m at follow-up among those with eGFRcrea 60 mL/min/1.73m or more at baseline ("CKDi25"; encompassing 19,901 cases, 175,244 controls). Seven independent variants were identified across six loci for Rapid3 and/or CKDi25: consisting of five variants at four loci with genome-wide significance (near UMOD-PDILT (2), PRKAG2, WDR72, OR2S2) and two variants among 265 known eGFRcrea variants (near GATM, LARP4B). All these loci were novel for Rapid3 and/or CKDi25 and our bioinformatic follow-up prioritized variants and genes underneath these loci. The OR2S2 locus is novel for any eGFRcrea trait including interesting candidates. For the five genome-wide significant lead variants, we found supporting effects for annual change in blood urea nitrogen or cystatin-based eGFR, but not for GATM or LARP4B. Individuals at high compared to those at low genetic risk (8-14 vs 0-5 adverse alleles) had a 1.20-fold increased risk of acute kidney injury (95% confidence interval 1.08-1.33). Thus, our identified loci for rapid kidney function decline may help prioritize therapeutic targets and identify mechanisms and individuals at risk for sustained deterioration of kidney function.

ER - TY - JOUR T1 - Differential and shared genetic effects on kidney function between diabetic and non-diabetic individuals. JF - Commun Biol Y1 - 2022 A1 - Winkler, Thomas W A1 - Rasheed, Humaira A1 - Teumer, Alexander A1 - Gorski, Mathias A1 - Rowan, Bryce X A1 - Stanzick, Kira J A1 - Thomas, Laurent F A1 - Tin, Adrienne A1 - Hoppmann, Anselm A1 - Chu, Audrey Y A1 - Tayo, Bamidele A1 - Thio, Chris H L A1 - Cusi, Daniele A1 - Chai, Jin-Fang A1 - Sieber, Karsten B A1 - Horn, Katrin A1 - Li, Man A1 - Scholz, Markus A1 - Cocca, Massimiliano A1 - Wuttke, Matthias A1 - van der Most, Peter J A1 - Yang, Qiong A1 - Ghasemi, Sahar A1 - Nutile, Teresa A1 - Li, Yong A1 - Pontali, Giulia A1 - Günther, Felix A1 - Dehghan, Abbas A1 - Correa, Adolfo A1 - Parsa, Afshin A1 - Feresin, Agnese A1 - de Vries, Aiko P J A1 - Zonderman, Alan B A1 - Smith, Albert V A1 - Oldehinkel, Albertine J A1 - De Grandi, Alessandro A1 - Rosenkranz, Alexander R A1 - Franke, Andre A1 - Teren, Andrej A1 - Metspalu, Andres A1 - Hicks, Andrew A A1 - Morris, Andrew P A1 - Tönjes, Anke A1 - Morgan, Anna A1 - Podgornaia, Anna I A1 - Peters, Annette A1 - Körner, Antje A1 - Mahajan, Anubha A1 - Campbell, Archie A1 - Freedman, Barry I A1 - Spedicati, Beatrice A1 - Ponte, Belen A1 - Schöttker, Ben A1 - Brumpton, Ben A1 - Banas, Bernhard A1 - Krämer, Bernhard K A1 - Jung, Bettina A1 - Åsvold, Bjørn Olav A1 - Smith, Blair H A1 - Ning, Boting A1 - Penninx, Brenda W J H A1 - Vanderwerff, Brett R A1 - Psaty, Bruce M A1 - Kammerer, Candace M A1 - Langefeld, Carl D A1 - Hayward, Caroline A1 - Spracklen, Cassandra N A1 - Robinson-Cohen, Cassianne A1 - Hartman, Catharina A A1 - Lindgren, Cecilia M A1 - Wang, Chaolong A1 - Sabanayagam, Charumathi A1 - Heng, Chew-Kiat A1 - Lanzani, Chiara A1 - Khor, Chiea-Chuen A1 - Cheng, Ching-Yu A1 - Fuchsberger, Christian A1 - Gieger, Christian A1 - Shaffer, Christian M A1 - Schulz, Christina-Alexandra A1 - Willer, Cristen J A1 - Chasman, Daniel I A1 - Gudbjartsson, Daniel F A1 - Ruggiero, Daniela A1 - Toniolo, Daniela A1 - Czamara, Darina A1 - Porteous, David J A1 - Waterworth, Dawn M A1 - Mascalzoni, Deborah A1 - Mook-Kanamori, Dennis O A1 - Reilly, Dermot F A1 - Daw, E Warwick A1 - Hofer, Edith A1 - Boerwinkle, Eric A1 - Salvi, Erika A1 - Bottinger, Erwin P A1 - Tai, E-Shyong A1 - Catamo, Eulalia A1 - Rizzi, Federica A1 - Guo, Feng A1 - Rivadeneira, Fernando A1 - Guilianini, Franco A1 - Sveinbjornsson, Gardar A1 - Ehret, Georg A1 - Waeber, Gérard A1 - Biino, Ginevra A1 - Girotto, Giorgia A1 - Pistis, Giorgio A1 - Nadkarni, Girish N A1 - Delgado, Graciela E A1 - Montgomery, Grant W A1 - Snieder, Harold A1 - Campbell, Harry A1 - White, Harvey D A1 - Gao, He A1 - Stringham, Heather M A1 - Schmidt, Helena A1 - Li, Hengtong A1 - Brenner, Hermann A1 - Holm, Hilma A1 - Kirsten, Holgen A1 - Kramer, Holly A1 - Rudan, Igor A1 - Nolte, Ilja M A1 - Tzoulaki, Ioanna A1 - Olafsson, Isleifur A1 - Martins, Jade A1 - Cook, James P A1 - Wilson, James F A1 - Halbritter, Jan A1 - Felix, Janine F A1 - Divers, Jasmin A1 - Kooner, Jaspal S A1 - Lee, Jeannette Jen-Mai A1 - O'Connell, Jeffrey A1 - Rotter, Jerome I A1 - Liu, Jianjun A1 - Xu, Jie A1 - Thiery, Joachim A1 - Arnlöv, Johan A1 - Kuusisto, Johanna A1 - Jakobsdottir, Johanna A1 - Tremblay, Johanne A1 - Chambers, John C A1 - Whitfield, John B A1 - Gaziano, John M A1 - Marten, Jonathan A1 - Coresh, Josef A1 - Jonas, Jost B A1 - Mychaleckyj, Josyf C A1 - Christensen, Kaare A1 - Eckardt, Kai-Uwe A1 - Mohlke, Karen L A1 - Endlich, Karlhans A1 - Dittrich, Katalin A1 - Ryan, Kathleen A A1 - Rice, Kenneth M A1 - Taylor, Kent D A1 - Ho, Kevin A1 - Nikus, Kjell A1 - Matsuda, Koichi A1 - Strauch, Konstantin A1 - Miliku, Kozeta A1 - Hveem, Kristian A1 - Lind, Lars A1 - Wallentin, Lars A1 - Yerges-Armstrong, Laura M A1 - Raffield, Laura M A1 - Phillips, Lawrence S A1 - Launer, Lenore J A1 - Lyytikäinen, Leo-Pekka A1 - Lange, Leslie A A1 - Citterio, Lorena A1 - Klaric, Lucija A1 - Ikram, M Arfan A1 - Ising, Marcus A1 - Kleber, Marcus E A1 - Francescatto, Margherita A1 - Concas, Maria Pina A1 - Ciullo, Marina A1 - Piratsu, Mario A1 - Orho-Melander, Marju A1 - Laakso, Markku A1 - Loeffler, Markus A1 - Perola, Markus A1 - de Borst, Martin H A1 - Gögele, Martin A1 - Bianca, Martina La A1 - Lukas, Mary Ann A1 - Feitosa, Mary F A1 - Biggs, Mary L A1 - Wojczynski, Mary K A1 - Kavousi, Maryam A1 - Kanai, Masahiro A1 - Akiyama, Masato A1 - Yasuda, Masayuki A1 - Nauck, Matthias A1 - Waldenberger, Melanie A1 - Chee, Miao-Li A1 - Chee, Miao-Ling A1 - Boehnke, Michael A1 - Preuss, Michael H A1 - Stumvoll, Michael A1 - Province, Michael A A1 - Evans, Michele K A1 - O'Donoghue, Michelle L A1 - Kubo, Michiaki A1 - Kähönen, Mika A1 - Kastarinen, Mika A1 - Nalls, Mike A A1 - Kuokkanen, Mikko A1 - Ghanbari, Mohsen A1 - Bochud, Murielle A1 - Josyula, Navya Shilpa A1 - Martin, Nicholas G A1 - Tan, Nicholas Y Q A1 - Palmer, Nicholette D A1 - Pirastu, Nicola A1 - Schupf, Nicole A1 - Verweij, Niek A1 - Hutri-Kähönen, Nina A1 - Mononen, Nina A1 - Bansal, Nisha A1 - Devuyst, Olivier A1 - Melander, Olle A1 - Raitakari, Olli T A1 - Polasek, Ozren A1 - Manunta, Paolo A1 - Gasparini, Paolo A1 - Mishra, Pashupati P A1 - Sulem, Patrick A1 - Magnusson, Patrik K E A1 - Elliott, Paul A1 - Ridker, Paul M A1 - Hamet, Pavel A1 - Svensson, Per O A1 - Joshi, Peter K A1 - Kovacs, Peter A1 - Pramstaller, Peter P A1 - Rossing, Peter A1 - Vollenweider, Peter A1 - van der Harst, Pim A1 - Dorajoo, Rajkumar A1 - Sim, Ralene Z H A1 - Burkhardt, Ralph A1 - Tao, Ran A1 - Noordam, Raymond A1 - Mägi, Reedik A1 - Schmidt, Reinhold A1 - de Mutsert, Renée A1 - Rueedi, Rico A1 - van Dam, Rob M A1 - Carroll, Robert J A1 - Gansevoort, Ron T A1 - Loos, Ruth J F A1 - Felicita, Sala Cinzia A1 - Sedaghat, Sanaz A1 - Padmanabhan, Sandosh A1 - Freitag-Wolf, Sandra A1 - Pendergrass, Sarah A A1 - Graham, Sarah E A1 - Gordon, Scott D A1 - Hwang, Shih-Jen A1 - Kerr, Shona M A1 - Vaccargiu, Simona A1 - Patil, Snehal B A1 - Hallan, Stein A1 - Bakker, Stephan J L A1 - Lim, Su-Chi A1 - Lucae, Susanne A1 - Vogelezang, Suzanne A1 - Bergmann, Sven A1 - Corre, Tanguy A1 - Ahluwalia, Tarunveer S A1 - Lehtimäki, Terho A1 - Boutin, Thibaud S A1 - Meitinger, Thomas A1 - Wong, Tien-Yin A1 - Bergler, Tobias A1 - Rabelink, Ton J A1 - Esko, Tõnu A1 - Haller, Toomas A1 - Thorsteinsdottir, Unnur A1 - Völker, Uwe A1 - Foo, Valencia Hui Xian A1 - Salomaa, Veikko A1 - Vitart, Veronique A1 - Giedraitis, Vilmantas A1 - Gudnason, Vilmundur A1 - Jaddoe, Vincent W V A1 - Huang, Wei A1 - Zhang, Weihua A1 - Wei, Wen Bin A1 - Kiess, Wieland A1 - März, Winfried A1 - Koenig, Wolfgang A1 - Lieb, Wolfgang A1 - Gào, Xīn A1 - Sim, Xueling A1 - Wang, Ya Xing A1 - Friedlander, Yechiel A1 - Tham, Yih-Chung A1 - Kamatani, Yoichiro A1 - Okada, Yukinori A1 - Milaneschi, Yuri A1 - Yu, Zhi A1 - Stark, Klaus J A1 - Stefansson, Kari A1 - Böger, Carsten A A1 - Hung, Adriana M A1 - Kronenberg, Florian A1 - Köttgen, Anna A1 - Pattaro, Cristian A1 - Heid, Iris M KW - Creatinine KW - Diabetes Mellitus KW - Diabetic Nephropathies KW - Genome-Wide Association Study KW - Glomerular Filtration Rate KW - Humans KW - Kidney AB -

Reduced glomerular filtration rate (GFR) can progress to kidney failure. Risk factors include genetics and diabetes mellitus (DM), but little is known about their interaction. We conducted genome-wide association meta-analyses for estimated GFR based on serum creatinine (eGFR), separately for individuals with or without DM (n = 178,691, n = 1,296,113). Our genome-wide searches identified (i) seven eGFR loci with significant DM/noDM-difference, (ii) four additional novel loci with suggestive difference and (iii) 28 further novel loci (including CUBN) by allowing for potential difference. GWAS on eGFR among DM individuals identified 2 known and 27 potentially responsible loci for diabetic kidney disease. Gene prioritization highlighted 18 genes that may inform reno-protective drug development. We highlight the existence of DM-only and noDM-only effects, which can inform about the target group, if respective genes are advanced as drug targets. Largely shared effects suggest that most drug interventions to alter eGFR should be effective in DM and noDM.

VL - 5 IS - 1 ER - TY - JOUR T1 - Genetic loci and prioritization of genes for kidney function decline derived from a meta-analysis of 62 longitudinal genome-wide association studies. JF - Kidney Int Y1 - 2022 A1 - Gorski, Mathias A1 - Rasheed, Humaira A1 - Teumer, Alexander A1 - Thomas, Laurent F A1 - Graham, Sarah E A1 - Sveinbjornsson, Gardar A1 - Winkler, Thomas W A1 - Günther, Felix A1 - Stark, Klaus J A1 - Chai, Jin-Fang A1 - Tayo, Bamidele O A1 - Wuttke, Matthias A1 - Li, Yong A1 - Tin, Adrienne A1 - Ahluwalia, Tarunveer S A1 - Arnlöv, Johan A1 - Åsvold, Bjørn Olav A1 - Bakker, Stephan J L A1 - Banas, Bernhard A1 - Bansal, Nisha A1 - Biggs, Mary L A1 - Biino, Ginevra A1 - Böhnke, Michael A1 - Boerwinkle, Eric A1 - Bottinger, Erwin P A1 - Brenner, Hermann A1 - Brumpton, Ben A1 - Carroll, Robert J A1 - Chaker, Layal A1 - Chalmers, John A1 - Chee, Miao-Li A1 - Chee, Miao-Ling A1 - Cheng, Ching-Yu A1 - Chu, Audrey Y A1 - Ciullo, Marina A1 - Cocca, Massimiliano A1 - Cook, James P A1 - Coresh, Josef A1 - Cusi, Daniele A1 - de Borst, Martin H A1 - Degenhardt, Frauke A1 - Eckardt, Kai-Uwe A1 - Endlich, Karlhans A1 - Evans, Michele K A1 - Feitosa, Mary F A1 - Franke, Andre A1 - Freitag-Wolf, Sandra A1 - Fuchsberger, Christian A1 - Gampawar, Piyush A1 - Gansevoort, Ron T A1 - Ghanbari, Mohsen A1 - Ghasemi, Sahar A1 - Giedraitis, Vilmantas A1 - Gieger, Christian A1 - Gudbjartsson, Daniel F A1 - Hallan, Stein A1 - Hamet, Pavel A1 - Hishida, Asahi A1 - Ho, Kevin A1 - Hofer, Edith A1 - Holleczek, Bernd A1 - Holm, Hilma A1 - Hoppmann, Anselm A1 - Horn, Katrin A1 - Hutri-Kähönen, Nina A1 - Hveem, Kristian A1 - Hwang, Shih-Jen A1 - Ikram, M Arfan A1 - Josyula, Navya Shilpa A1 - Jung, Bettina A1 - Kähönen, Mika A1 - Karabegović, Irma A1 - Khor, Chiea-Chuen A1 - Koenig, Wolfgang A1 - Kramer, Holly A1 - Krämer, Bernhard K A1 - Kuhnel, Brigitte A1 - Kuusisto, Johanna A1 - Laakso, Markku A1 - Lange, Leslie A A1 - Lehtimäki, Terho A1 - Li, Man A1 - Lieb, Wolfgang A1 - Lind, Lars A1 - Lindgren, Cecilia M A1 - Loos, Ruth J F A1 - Lukas, Mary Ann A1 - Lyytikäinen, Leo-Pekka A1 - Mahajan, Anubha A1 - Matias-Garcia, Pamela R A1 - Meisinger, Christa A1 - Meitinger, Thomas A1 - Melander, Olle A1 - Milaneschi, Yuri A1 - Mishra, Pashupati P A1 - Mononen, Nina A1 - Morris, Andrew P A1 - Mychaleckyj, Josyf C A1 - Nadkarni, Girish N A1 - Naito, Mariko A1 - Nakatochi, Masahiro A1 - Nalls, Mike A A1 - Nauck, Matthias A1 - Nikus, Kjell A1 - Ning, Boting A1 - Nolte, Ilja M A1 - Nutile, Teresa A1 - O'Donoghue, Michelle L A1 - O'Connell, Jeffrey A1 - Olafsson, Isleifur A1 - Orho-Melander, Marju A1 - Parsa, Afshin A1 - Pendergrass, Sarah A A1 - Penninx, Brenda W J H A1 - Pirastu, Mario A1 - Preuss, Michael H A1 - Psaty, Bruce M A1 - Raffield, Laura M A1 - Raitakari, Olli T A1 - Rheinberger, Myriam A1 - Rice, Kenneth M A1 - Rizzi, Federica A1 - Rosenkranz, Alexander R A1 - Rossing, Peter A1 - Rotter, Jerome I A1 - Ruggiero, Daniela A1 - Ryan, Kathleen A A1 - Sabanayagam, Charumathi A1 - Salvi, Erika A1 - Schmidt, Helena A1 - Schmidt, Reinhold A1 - Scholz, Markus A1 - Schöttker, Ben A1 - Schulz, Christina-Alexandra A1 - Sedaghat, Sanaz A1 - Shaffer, Christian M A1 - Sieber, Karsten B A1 - Sim, Xueling A1 - Sims, Mario A1 - Snieder, Harold A1 - Stanzick, Kira J A1 - Thorsteinsdottir, Unnur A1 - Stocker, Hannah A1 - Strauch, Konstantin A1 - Stringham, Heather M A1 - Sulem, Patrick A1 - Szymczak, Silke A1 - Taylor, Kent D A1 - Thio, Chris H L A1 - Tremblay, Johanne A1 - Vaccargiu, Simona A1 - van der Harst, Pim A1 - van der Most, Peter J A1 - Verweij, Niek A1 - Völker, Uwe A1 - Wakai, Kenji A1 - Waldenberger, Melanie A1 - Wallentin, Lars A1 - Wallner, Stefan A1 - Wang, Judy A1 - Waterworth, Dawn M A1 - White, Harvey D A1 - Willer, Cristen J A1 - Wong, Tien-Yin A1 - Woodward, Mark A1 - Yang, Qiong A1 - Yerges-Armstrong, Laura M A1 - Zimmermann, Martina A1 - Zonderman, Alan B A1 - Bergler, Tobias A1 - Stefansson, Kari A1 - Böger, Carsten A A1 - Pattaro, Cristian A1 - Köttgen, Anna A1 - Kronenberg, Florian A1 - Heid, Iris M AB -

Estimated glomerular filtration rate (eGFR) reflects kidney function. Progressive eGFR-decline can lead to kidney failure, necessitating dialysis or transplantation. Hundreds of loci from genome-wide association studies (GWAS) for eGFR help explain population cross section variability. Since the contribution of these or other loci to eGFR-decline remains largely unknown, we derived GWAS for annual eGFR-decline and meta-analyzed 62 longitudinal studies with eGFR assessed twice over time in all 343,339 individuals and in high-risk groups. We also explored different covariate adjustment. Twelve genome-wide significant independent variants for eGFR-decline unadjusted or adjusted for eGFR-baseline (11 novel, one known for this phenotype), including nine variants robustly associated across models were identified. All loci for eGFR-decline were known for cross-sectional eGFR and thus distinguished a subgroup of eGFR loci. Seven of the nine variants showed variant-by-age interaction on eGFR cross section (further about 350,000 individuals), which linked genetic associations for eGFR-decline with age-dependency of genetic cross-section associations. Clinically important were two to four-fold greater genetic effects on eGFR-decline in high-risk subgroups. Five variants associated also with chronic kidney disease progression mapped to genes with functional in-silico evidence (UMOD, SPATA7, GALNTL5, TPPP). An unfavorable versus favorable nine-variant genetic profile showed increased risk odds ratios of 1.35 for kidney failure (95% confidence intervals 1.03-1.77) and 1.27 for acute kidney injury (95% confidence intervals 1.08-1.50) in over 2000 cases each, with matched controls). Thus, we provide a large data resource, genetic loci, and prioritized genes for kidney function decline, which help inform drug development pipelines revealing important insights into the age-dependency of kidney function genetics.

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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