Multi-ethnic genome-wide association study for atrial fibrillation

Carolina Roselli, Mark D Chaffin, Lu-Chen Weng, Stefanie Aeschbacher, Gustav Ahlberg, Christine M Albert, Peter Almgren, Alvaro Alonso, Christopher D Anderson, Krishna G Aragam, Dan E Arking, John Barnard, Traci M Bartz, Emelia J Benjamin, Nathan A Bihlmeyer, Joshua C Bis, Heather L Bloom, Eric Boerwinkle, Erwin B Bottinger, Jennifer A Brody, Hugh Calkins, Archie Campbell, Thomas P Cappola, John Carlquist, Daniel I Chasman, Lin Y Chen, Yii-Der Ida Chen, Eue-Keun Choi, Seung Hoan Choi, Ingrid E Christophersen, Mina K Chung, John W Cole, David Conen, James Cook, Harry J Crijns, Michael J Cutler, Scott M Damrauer, Brian R Daniels, Dawood Darbar, Graciela Delgado, Joshua C Denny, Martin Dichgans, Marcus Dörr, Elton A Dudink, Samuel C Dudley, Nada Esa, Tonu Esko, Markku Eskola, Diane Fatkin, Stephan B Felix, Ian Ford, Oscar H Franco, Bastiaan Geelhoed, Raji P Grewal, Vilmundur Gudnason, Xiuqing Guo, Namrata Gupta, Stefan Gustafsson, Rebecca Gutmann, Anders Hamsten, Tamara B Harris, Caroline Hayward, Susan R Heckbert, Jussi Hernesniemi, Lynne J Hocking, Albert Hofman, Andrea R V R Horimoto, Jie Huang, Paul L Huang, Jennifer Huffman, Erik Ingelsson, Esra Gucuk Ipek, Kaoru Ito, Jordi Jimenez-Conde, Renee Johnson, J Wouter Jukema, Stefan Kääb, Mika Kähönen, Yoichiro Kamatani, John P Kane, Adnan Kastrati, Sekar Kathiresan, Petra Katschnig-Winter, Maryam Kavousi, Thorsten Kessler, Bas L Kietselaer, Paulus Kirchhof, Marcus E Kleber, Stacey Knight, Jose E Krieger, Michiaki Kubo, Lenore J Launer, Jari Laurikka, Terho Lehtimäki, Kirsten Leineweber, Rozenn N Lemaitre, Man Li, Hong Euy Lim, Henry J Lin, Honghuang Lin, Lars Lind, Cecilia M Lindgren, Marja-Liisa Lokki, Barry London, Ruth J F Loos, Siew-Kee Low, Yingchang Lu, Leo-Pekka Lyytikäinen, Peter W Macfarlane, Patrik K Magnusson, Anubha Mahajan, Rainer Malik, Alfredo J Mansur, Gregory M Marcus, Lauren Margolin, Kenneth B Margulies, Winfried März, David D McManus, Olle Melander, Sanghamitra Mohanty, Jay A Montgomery, Michael P Morley, Andrew P Morris, Martina Müller-Nurasyid, Andrea Natale, Saman Nazarian, Benjamin Neumann, Christopher Newton-Cheh, Maartje N Niemeijer, Kjell Nikus, Peter Nilsson, Raymond Noordam, Heidi Oellers, Morten S Olesen, Marju Orho-Melander, Sandosh Padmanabhan, Hui-Nam Pak, Guillaume Paré, Nancy L Pedersen, Joanna Pera, Alexandre Pereira, David Porteous, Bruce M Psaty, Sara L Pulit, Clive R Pullinger, Daniel J Rader, Lena Refsgaard, Marta Ribasés, Paul M Ridker, Michiel Rienstra, Lorenz Risch, Dan M Roden, Jonathan Rosand, Michael A Rosenberg, Natalia Rost, Jerome I Rotter, Samir Saba, Roopinder K Sandhu, Renate B Schnabel, Katharina Schramm, Heribert Schunkert, Claudia Schurman, Stuart A Scott, Ilkka Seppälä, Christian Shaffer, Svati Shah, Alaa A Shalaby, Jaemin Shim, M Benjamin Shoemaker, Joylene E Siland, Juha Sinisalo, Moritz F Sinner, Agnieszka Slowik, Albert V Smith, Blair H Smith, J Gustav Smith, Jonathan D Smith, Nicholas L Smith, Elsayed Z Soliman, Nona Sotoodehnia, Bruno H Stricker, Albert Sun, Han Sun, Jesper H Svendsen, Toshihiro Tanaka, Kahraman Tanriverdi, Kent D Taylor, Maris Teder-Laving, Alexander Teumer, Sébastien Thériault, Stella Trompet, Nathan R Tucker, Arnljot Tveit, Andre G Uitterlinden, Pim Van Der Harst, Isabelle C Van Gelder, David R Van Wagoner, Niek Verweij, Efthymia Vlachopoulou, Uwe Völker, Biqi Wang, Peter E Weeke, Bob Weijs, Raul Weiss, Stefan Weiss, Quinn S Wells, Kerri L Wiggins, Jorge A Wong, Daniel Woo, Bradford B Worrall, Pil-Sung Yang, Jie Yao, Zachary T Yoneda, Tanja Zeller, Lingyao Zeng, Steven A Lubitz, Kathryn L Lunetta, Patrick T Ellinor, Carolina Roselli, Mark D Chaffin, Lu-Chen Weng, Stefanie Aeschbacher, Gustav Ahlberg, Christine M Albert, Peter Almgren, Alvaro Alonso, Christopher D Anderson, Krishna G Aragam, Dan E Arking, John Barnard, Traci M Bartz, Emelia J Benjamin, Nathan A Bihlmeyer, Joshua C Bis, Heather L Bloom, Eric Boerwinkle, Erwin B Bottinger, Jennifer A Brody, Hugh Calkins, Archie Campbell, Thomas P Cappola, John Carlquist, Daniel I Chasman, Lin Y Chen, Yii-Der Ida Chen, Eue-Keun Choi, Seung Hoan Choi, Ingrid E Christophersen, Mina K Chung, John W Cole, David Conen, James Cook, Harry J Crijns, Michael J Cutler, Scott M Damrauer, Brian R Daniels, Dawood Darbar, Graciela Delgado, Joshua C Denny, Martin Dichgans, Marcus Dörr, Elton A Dudink, Samuel C Dudley, Nada Esa, Tonu Esko, Markku Eskola, Diane Fatkin, Stephan B Felix, Ian Ford, Oscar H Franco, Bastiaan Geelhoed, Raji P Grewal, Vilmundur Gudnason, Xiuqing Guo, Namrata Gupta, Stefan Gustafsson, Rebecca Gutmann, Anders Hamsten, Tamara B Harris, Caroline Hayward, Susan R Heckbert, Jussi Hernesniemi, Lynne J Hocking, Albert Hofman, Andrea R V R Horimoto, Jie Huang, Paul L Huang, Jennifer Huffman, Erik Ingelsson, Esra Gucuk Ipek, Kaoru Ito, Jordi Jimenez-Conde, Renee Johnson, J Wouter Jukema, Stefan Kääb, Mika Kähönen, Yoichiro Kamatani, John P Kane, Adnan Kastrati, Sekar Kathiresan, Petra Katschnig-Winter, Maryam Kavousi, Thorsten Kessler, Bas L Kietselaer, Paulus Kirchhof, Marcus E Kleber, Stacey Knight, Jose E Krieger, Michiaki Kubo, Lenore J Launer, Jari Laurikka, Terho Lehtimäki, Kirsten Leineweber, Rozenn N Lemaitre, Man Li, Hong Euy Lim, Henry J Lin, Honghuang Lin, Lars Lind, Cecilia M Lindgren, Marja-Liisa Lokki, Barry London, Ruth J F Loos, Siew-Kee Low, Yingchang Lu, Leo-Pekka Lyytikäinen, Peter W Macfarlane, Patrik K Magnusson, Anubha Mahajan, Rainer Malik, Alfredo J Mansur, Gregory M Marcus, Lauren Margolin, Kenneth B Margulies, Winfried März, David D McManus, Olle Melander, Sanghamitra Mohanty, Jay A Montgomery, Michael P Morley, Andrew P Morris, Martina Müller-Nurasyid, Andrea Natale, Saman Nazarian, Benjamin Neumann, Christopher Newton-Cheh, Maartje N Niemeijer, Kjell Nikus, Peter Nilsson, Raymond Noordam, Heidi Oellers, Morten S Olesen, Marju Orho-Melander, Sandosh Padmanabhan, Hui-Nam Pak, Guillaume Paré, Nancy L Pedersen, Joanna Pera, Alexandre Pereira, David Porteous, Bruce M Psaty, Sara L Pulit, Clive R Pullinger, Daniel J Rader, Lena Refsgaard, Marta Ribasés, Paul M Ridker, Michiel Rienstra, Lorenz Risch, Dan M Roden, Jonathan Rosand, Michael A Rosenberg, Natalia Rost, Jerome I Rotter, Samir Saba, Roopinder K Sandhu, Renate B Schnabel, Katharina Schramm, Heribert Schunkert, Claudia Schurman, Stuart A Scott, Ilkka Seppälä, Christian Shaffer, Svati Shah, Alaa A Shalaby, Jaemin Shim, M Benjamin Shoemaker, Joylene E Siland, Juha Sinisalo, Moritz F Sinner, Agnieszka Slowik, Albert V Smith, Blair H Smith, J Gustav Smith, Jonathan D Smith, Nicholas L Smith, Elsayed Z Soliman, Nona Sotoodehnia, Bruno H Stricker, Albert Sun, Han Sun, Jesper H Svendsen, Toshihiro Tanaka, Kahraman Tanriverdi, Kent D Taylor, Maris Teder-Laving, Alexander Teumer, Sébastien Thériault, Stella Trompet, Nathan R Tucker, Arnljot Tveit, Andre G Uitterlinden, Pim Van Der Harst, Isabelle C Van Gelder, David R Van Wagoner, Niek Verweij, Efthymia Vlachopoulou, Uwe Völker, Biqi Wang, Peter E Weeke, Bob Weijs, Raul Weiss, Stefan Weiss, Quinn S Wells, Kerri L Wiggins, Jorge A Wong, Daniel Woo, Bradford B Worrall, Pil-Sung Yang, Jie Yao, Zachary T Yoneda, Tanja Zeller, Lingyao Zeng, Steven A Lubitz, Kathryn L Lunetta, Patrick T Ellinor

Abstract

Atrial fibrillation (AF) affects more than 33 million individuals worldwide1 and has a complex heritability2. We conducted the largest meta-analysis of genome-wide association studies (GWAS) for AF to date, consisting of more than half a million individuals, including 65,446 with AF. In total, we identified 97 loci significantly associated with AF, including 67 that were novel in a combined-ancestry analysis, and 3 that were novel in a European-specific analysis. We sought to identify AF-associated genes at the GWAS loci by performing RNA-sequencing and expression quantitative trait locus analyses in 101 left atrial samples, the most relevant tissue for AF. We also performed transcriptome-wide analyses that identified 57 AF-associated genes, 42 of which overlap with GWAS loci. The identified loci implicate genes enriched within cardiac developmental, electrophysiological, contractile and structural pathways. These results extend our understanding of the biological pathways underlying AF and may facilitate the development of therapeutics for AF.

Conflict of interest statement

Competing financial interests

Dr. Ellinor is the PI on a grant from Bayer to the Broad Institute focused on the genetics and therapeutics of atrial fibrillation. Dr. Psaty serves on the DSMB of a clinical trial funded by Zoll LifeCor and on the Steering Committee of the Yale Open Data Access Project funded by Johnson & Johnson. Dr. Kirchhof receives research support from European Union, British Heart Foundation, Leducq Foundation, Medical Research Council (UK), and German Centre for Cardiovascular Research, from several drug and device companies active in atrial fibrillation, and has received honoraria from several such companies. Dr. Kirchhof is also listed as inventor on two patents held by University of Birmingham (Atrial Fibrillation Therapy WO 2015140571, Markers for Atrial Fibrillation WO 2016012783). Dr. Leineweber is an employee of Bayer. The genotyping of participants in the Broad AF Study and the expression analysis of left atrial tissue samples were supported by a grant from Bayer to the Broad Institute. Dr. Nazarian is a consultant to Biosense Webster, Siemens, and Cardiosolv. Dr. Nazarian also receives research grants from NIH/NHLBI, Siemens, Biosense Webster, and Imricor. S. Kathiresan has received grant support from Bayer and Amarin; holds equity in San Therapeutics and Catabasis; and has received personal fees for participation in scientific advisory boards for Catabasis, Regeneron Genetics Center, Merck, Celera, Genomics PLC, Corvidia Therapeutics, Novo Ventures. S. Kathiresan also received personal fees from consulting services from Novartis, AstraZeneca, Alnylam, Eli Lilly Company, Leerink Partners, Merck, Noble Insights, Bayer, Ionis Pharmaceuticals, Novo Ventures, Haug Partners LLC. Genetic Modifiers Newco, Inc. Dr. Lubitz receives sponsored research support from Bristol Myers Squibb, Bayer, Biotronik, and Boehringer Ingelheim, and has consulted for St. Jude Medical / Abbott and Quest Diagnostics. The remaining authors have no disclosures.

Figures

Figure 1.. Study and analysis flowchart
Figure 1.. Study and analysis flowchart
Top, overview of the participating studies, number of AF cases and referents, and the percent of samples imputed with each reference panel. Middle, summary of the primary analyses and the newly discovered loci for AF. Bottom, overview of the secondary analyses to evaluate AF risk variants and loci.
Figure 2.. Manhattan plot of combined-ancestry meta-analysis
Figure 2.. Manhattan plot of combined-ancestry meta-analysis
The plot shows 67 novel (red) and 27 known (blue) genetic loci associated with AF at a significance level of P −8 (dashed line), for the combined-ancestry meta-analysis (n=588,190). The significance level accounts for multiple testing of independent variants with MAF ≥0.1% using a Bonferroni correction. P-values (two-sided) were derived from a meta-analysis using a fixed effects model with an inverse-variance weighted approach. The y-axis has a break between –log10(P) of 30 and 510 to emphasize the novel loci
Figure 3.. Volcano plot of transcriptome-wide analysis…
Figure 3.. Volcano plot of transcriptome-wide analysis from human heart tissues
The plots show the results from the transcriptome-wide analysis based on left ventricle (a, n=190) and right atrial appendage (b, n=159) tissue from GTEx, calculated with the MetaXcan method based on the combined-ancestry summary level results (n=588,190). Each plotted point represents the association results for an individual gene. The x-axis shows the effect size for associations of predicted gene expression and AF risk for each tested gene. The y-axis shows the –log10(P) for the associations per gene. Genes with positive effect (red) showed an association of increased predicted gene expression with AF risk. Genes with negative effect (blue) showed an association of decreased predicted gene expression with AF risk. The highlighted genes are significant after Bonferroni correction for all tested genes and tissues with a P-value -6. The result for one gene for right atrial appendage (b) is not shown (SNX4, Effect = 6.94, P = 0.2).
Figure 4.. Cross-trait associations of AF risk…
Figure 4.. Cross-trait associations of AF risk variants with AF risk factors in the UK Biobank
The heatmap shows associations of novel and known sentinel variants at AF risk loci from the combined-ancestry meta-analysis. Shown are variants and phenotypes with significant associations after correcting for 12 phenotypes via Bonferroni with P -3. P-values (two-sided) were derived from linear and logistic regression models. Listed next to each trait is the number of cases for binary traits or total sample size for quantitative traits. Hierarchical clustering was performed on a variant level using the complete linkage method based on Euclidian distance. Coloring represents Z-scores for each respective trait or disease, oriented toward the AF risk allele. Red indicates an increase in the trait or disease risk while blue indicates a decrease in the trait or disease risk. Abbreviations, BMI, body-mass index, CAD, coronary artery disease, PVD, pulmonary vascular disease.

Source: PubMed

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