Stroke genetics informs drug discovery and risk prediction across ancestries

Mishra, Aniket, Malik, Rainer, Hachiya, Tsuyoshi, Jurgenson, Tuuli, Namba, Shinichi, Posner, Daniel C, Kamanu, Frederick K, Koido, Masaru, Le Grand, Quentin, Shi, Mingyang, He, Yunye, Georgakis, Marios K, Caro, Ilana, Krebs, Kristi, Liaw, Yi-Ching, Vaura, Felix C, Lin, Kuang, Winsvold, Bendik Slagsvold, Srinivasasainagendra, Vinodh, Parodi, Livia, Bae, Hee-Joon, Chauhan, Ganesh, Chong, Michael R, Tomppo, Liisa, Akinyemi, Rufus, Roshchupkin, Gennady V, Habib, Naomi, Jee, Yon Ho, Thomassen, Jesper Qvist, Abedi, Vida, Carcel-Marquez, Jara, Nygaard, Marianne, Leonard, Hampton L, Yang, Chaojie, Yonova-Doing, Ekaterina, Knol, Maria J, Lewis, Adam J, Judy, Renae L, Ago, Tetsuro, Amouyel, Philippe, Armstrong, Nicole D, Bakker, Mark K, Bartz, Traci M, Bennett, David A, Bis, Joshua C, Bordes, Constance, Borte, Sigrid, Cain, Anael, Ridker, Paul M, Cho, Kelly, Chen, Zhengming, Cruchaga, Carlos, Cole, John W, de Jager, Phil L, de Cid, Rafael, Endres, Matthias, Ferreira, Leslie E, Geerlings, Mirjam I, Gasca, Natalie C, Gudnason, Vilmundur, Hata, Jun, He, Jing, Heath, Alicia K, Ho, Yuk-Lam, Havulinna, Aki S, Hopewell, Jemma C, Hyacinth, Hyacinth I, Inouye, Michael, Jacob, Mina A, Jeon, Christina E, Jern, Christina, Kamouchi, Masahiro, Keene, Keith L, Kitazono, Takanari, Kittner, Steven J, Konuma, Takahiro, Kumar, Amit, Lacaze, Paul, Launer, Lenore J, Lee, Keon-Joo, Lepik, Kaido, Li, Jiang, Li, Liming, Manichaikul, Ani, Markus, Hugh S, Marston, Nicholas A, Meitinger, Thomas, Mitchell, Braxton D, Montellano, Felipe A, Morisaki, Takayuki, Mosley, Thomas H, Nalls, Mike A, Nordestgaard, Borge G, O'Donnell, Martin J, Okada, Yukinori, Onland-Moret, N Charlotte, Ovbiagele, Bruce, Peters, Annette, Psaty, Bruce M, Rich, Stephen S, Rosand, Jonathan, Sabatine, Marc S, Sacco, Ralph L, Saleheen, Danish, Sandset, Else Charlotte, Salomaa, Veikko, Sargurupremraj, Muralidharan, Sasaki, Makoto, Satizabal, Claudia L, Schmidt, Carsten O, Shimizu, Atsushi, Smith, Nicholas L, Sloane, Kelly L, Sutoh, Yoichi, Sun, Yan V, Tanno, Kozo, Tiedt, Steffen, Tatlisumak, Turgut, Torres-Aguila, Nuria P, Tiwari, Hemant K, Tregouet, David-Alexandre, Trompet, Stella, Tuladhar, Anil Man, Tybjaerg-Hansen, Anne, van Vugt, Marion, Vibo, Riina, Verma, Shefali S, Wiggins, Kerri L, Wennberg, Patrik, Woo, Daniel, Wilson, Peter WF, Xu, Huichun, Yang, Qiong, Yoon, Kyungheon, Bis, Joshua C, Bis, Joshua C, Lee, Jin-Moo, Cheng, Yu-Ching, Meschia, James F, Chen, Wei Min, Sale, Michele M, Zonderman, Alan B, Evans, Michele K, Wilson, James G, Correa, Adolfo, Traylor, Matthew, Lewis, Cathryn M, Carty, Cara L, Reiner, Alexander, Haessler, Jeffrey, Langefeld, Carl D, Gottesman, Rebecca F, Yaffe, Kristine, Liu, Yong Mei, Kooperberg, Charles, Lange, Leslie A, Furie, Karen L, Arnett, Donna K, Benavente, Oscar R, Grewal, Raji P, Peddareddygari, Leema Reddy, Kooperberg, Charles, Kooperberg, Charles, Hveem, Kristian, Lindstrom, Sara, Wang, Lu, Smith, Erin N, Gordon, William, van Hylckama Vlieg, Astrid, de Andrade, 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Frank-Erik, Levi, Christopher R, Maguire, Jane, Jimenez-Conde, Jordi, Sharma, Pankaj, Sudlow, Cathie LM, Rannikmae, Kristiina, Schmidt, Reinhold, Slowik, Agnieszka, Pera, Joanna, Thijs, Vincent NS, Lindgren, Arne G, Ilinca, Andreea, Melander, Olle, Engstrom, Gunnar, Rexrode, Kathryn M, Rothwell, Peter M, Stanne, Tara M, Johnson, Julie A, Danesh, John, Butterworth, Adam S, Heitsch, Laura, Boncoraglio, Giorgio B, Kubo, Michiaki, Pezzini, Alessandro, Rolfs, Arndt, Giese, Anne-Katrin, Weir, David, Jackson, Rebecca D, Ross, Owen A, Lemmons, Robin, Soderholm, Martin, Cushman, Mary, Jood, Katarina, McDonough, Caitrin W, Bell, Steven, Linkohr, Birgit, Lee, Tsong-Hai, Putaala, Jukka, Anderson, Christopher D, Anderson, Christopher D, Lopez, Oscar L, Jian, Xueqiu, Schminke, Ulf, Cullell, Natalia, Delgado, Pilar, Ibanez, Laura, Krupinski, Jerzy ORCID: https://orcid.org/0000-0002-5136-8898, Lioutas, Vasileios, Matsuda, Koichi, Montaner, Joan, Muino, Elena, Roquer, Jaume, Sarnowski, Chloe, Sattar, 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Wong, Quenna, Yamaji, Taiki, Sanghera, Dharambir K, Stefansson, Kari, Taylor, Kent D, Martinez-Majander, Nicolas, Sobue, Kenji, Soriano-Tarraga, Carolina, Volzke, Henry, Akpa, Onoja, Akpa, Onoja, Sarfo, Fred S, Akpalu, Albert, Obiako, Reginald, Wahab, Kolawole, Osaigbovo, Godwin, Owolabi, Lukman, Komolafe, Morenikeji, Jenkins, Carolyn, Arulogun, Oyedunni, Ogbole, Godwin, Adeoye, Abiodun M, Akinyemi, Joshua, Agunloye, Atinuke, Fakunle, Adekunle G, Uvere, Ezinne, Olalere, Abimbola, Adebajo, Olayinka J, Chen, Junshi, Chen, Junshi, Clarke, Robert, Collins, Rory, Guo, Yu, Wang, Chen, Lv, Jun, Peto, Richard, Chen, Yiping, Fairhurst-Hunter, Zammy, Hill, Michael, Pozarickij, Alfred, Schmidt, Dan, Stevens, Becky, Turnbull, Iain, Yu, Canqing, Le Grand, Quentin, Le Grand, Quentin, Ferreira, Leslie E, Nagai, Akiko, Nagai, Akiko, Murakami, Yoishinori, Geerlings, Mirjam I, Geerlings, Mirjam I, Gasca, Natalie C, Gudnason, Vilmundur, van Vugt, Marion, Gottesman, Rebecca F, Shiroma, Eric J, Sigurdsson, Sigurdur, Ghanbari, Mohsen, Boerwinkle, Eric, Beiser, Alexa S, Fongang, Bernard, Wang, Ruiqi, Ikram, Mohammad K, Volker, Uwe, de Jager, Phil L, de Jager, Phil L, de Cid, Rafael, Nordestgaard, Borge G, Sargurupremraj, Muralidharan, Verma, Shefali S, de Laat, Karlijn F, de Laat, Karlijn F, van Norden, Anouk GW, de Kort, Paul L, Vermeer, Sarah E, Brouwers, Paul JAM, Gons, Rob AR, Nederkoorn, Paul J, den Heijer, Tom, van Dijk, Gert W, van Rooij, Frank GW, Aamodt, Anne H, Aamodt, Anne H, Skogholt, Anne H, Brumpton, Ben M, Willer, Cristen J, Heuch, Ingrid, Hagen, Knut, Fritsche, Lars G, Pedersen, Linda M, Gabrielsen, Maiken E, Ellekjaer, Hanne, Zhou, Wei, Martinsen, Amy E, Kristoffersen, Espen S, Nielsen, Jonas B, Hveem, Kristian, Thomas, Laurent F, Kleinschnitz, Christoph, Kleinschnitz, Christoph, Frantz, Stefan, Ungethum, Kathrin, Gallego-Fabrega, Cristina, Gallego-Fabrega, Cristina, Lledos, Miquel, Llucia-Carol, Laia, Sobrino, Tomas, Campos, Francisco, Castillo, Jose, Freijo, Marimar, Arenillas, Juan Francisco, Obach, Victor, Alvarez-Sabin, Jose, Molina, Carlos A, Ribo, Marc, Munoz-Narbona, Lucia, Lopez-Cancio, Elena, Millan, Monica, Diaz-Navarro, Rosa, Vives-Bauza, Cristofol, Serrano-Heras, Gemma, Segura, Tomas, Delgado, Pilar, Dhar, Rajat, Delgado-Mederos, Raquel, Prats-Sanchez, Luis, Camps-Renom, Pol, Blay, Natalia, Sumoy, Lauro, Marti-Fabregas, Joan, Schnohr, Peter, Schnohr, Peter, Jensen, Gorm B, Benn, Marianne, Afzal, Shoaib, Kamstrup, Pia R, van Setten, Jessica, van Setten, Jessica, van der Laan, Sander W, Vonk, Jet MJ, Kim, Bong-Jo, Kim, Bong-Jo, Curtze, Sami, Curtze, Sami, Tiainen, Marjaana, Kinnunen, Janne, Menon, Vilas, Menon, Vilas, Sung, Yun Ju, Yang, Chengran, Saillour-Glenisson, Florence, Gravel, Simon, Onland-Moret, N Charlotte, Onland-Moret, N Charlotte, Heath, Alicia K, Millwood, Iona Y, Gieger, Christian, Ninomiya, Toshiharu, Grabe, Hans J, Jukema, J Wouter, Rissanen, Ina L, Strbian, Daniel, Kim, Young Jin, Chen, Pei-Hsin, Mayerhofer, Ernst, Howson, Joanna MM, Irvin, Marguerite R, Adams, Hieab, Wassertheil-Smoller, Sylvia, Christensen, Kaare, Ikram, Mohammad A, Rundek, Tatjana, Worrall, Bradford B, Lathrop, G Mark, Riaz, Moeen, Simonsick, Eleanor M, Korv, Janika, Franca, Paulo HC, Zand, Ramin, Prasad, Kameshwar, Frikke-Schmidt, Ruth, de Leeuw, Frank-Erik, Liman, Thomas, Haeusler, Karl Georg, Ruigrok, Ynte M, Heuschmann, Peter Ulrich, Longstreth, WT, Jung, Keum Ji, Bastarache, Lisa, Pare, Guillaume, Damrauer, Scott M, Chasman, Daniel I, Rotter, Jerome I, Anderson, Christopher D, Zwart, John-Anker, Niiranen, Teemu J, Fornage, Myriam, Liaw, Yung-Po, Seshadri, Sudha, Fernandez-Cadenas, Israel, Walters, Robin G, Ruff, Christian T, Owolabi, Mayowa O, Huffman, Jennifer E, Milani, Lili, Kamatani, Yoichiro, Dichgans, Martin and Debette, Stephanie (2022) Stroke genetics informs drug discovery and risk prediction across ancestries. Nature, 611 (7934). pp. 115-123. ISSN 0028-0836

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Abstract

Previous genome-wide association studies (GWASs) of stroke — the second leading cause of death worldwide — were conducted predominantly in populations of European ancestry1,2. Here, in cross-ancestry GWAS meta-analyses of 110,182 patients who have had a stroke (five ancestries, 33% non-European) and 1,503,898 control individuals, we identify association signals for stroke and its subtypes at 89 (61 new) independent loci: 60 in primary inverse-variance-weighted analyses and 29 in secondary meta-regression and multitrait analyses. On the basis of internal cross-ancestry validation and an independent follow-up in 89,084 additional cases of stroke (30% non-European) and 1,013,843 control individuals, 87% of the primary stroke risk loci and 60% of the secondary stroke risk loci were replicated (P < 0.05). Effect sizes were highly correlated across ancestries. Cross-ancestry fine-mapping, in silico mutagenesis analysis3, and transcriptome-wide and proteome-wide association analyses revealed putative causal genes (such as SH3PXD2A and FURIN) and variants (such as at GRK5 and NOS3). Using a three-pronged approach4, we provide genetic evidence for putative drug effects, highlighting F11, KLKB1, PROC, GP1BA, LAMC2 and VCAM1 as possible targets, with drugs already under investigation for stroke for F11 and PROC. A polygenic score integrating cross-ancestry and ancestry-specific stroke GWASs with vascular-risk factor GWASs (integrative polygenic scores) strongly predicted ischaemic stroke in populations of European, East Asian and African ancestry5. Stroke genetic risk scores were predictive of ischaemic stroke independent of clinical risk factors in 52,600 clinical-trial participants with cardiometabolic disease. Our results provide insights to inform biology, reveal potential drug targets and derive genetic risk prediction tools across ancestries.