%0 Journal Article %J Mol Psychiatry %D 2021 %T Gene-educational attainment interactions in a multi-ancestry genome-wide meta-analysis identify novel blood pressure loci. %A de Las Fuentes, Lisa %A Sung, Yun Ju %A Noordam, Raymond %A Winkler, Thomas %A Feitosa, Mary F %A Schwander, Karen %A Bentley, Amy R %A Brown, Michael R %A Guo, Xiuqing %A Manning, Alisa %A Chasman, Daniel I %A Aschard, Hugues %A Bartz, Traci M %A Bielak, Lawrence F %A Campbell, Archie %A Cheng, Ching-Yu %A Dorajoo, Rajkumar %A Hartwig, Fernando P %A Horimoto, A R V R %A Li, Changwei %A Li-Gao, Ruifang %A Liu, Yongmei %A Marten, Jonathan %A Musani, Solomon K %A Ntalla, Ioanna %A Rankinen, Tuomo %A Richard, Melissa %A Sim, Xueling %A Smith, Albert V %A Tajuddin, Salman M %A Tayo, Bamidele O %A Vojinovic, Dina %A Warren, Helen R %A Xuan, Deng %A Alver, Maris %A Boissel, Mathilde %A Chai, Jin-Fang %A Chen, Xu %A Christensen, Kaare %A Divers, Jasmin %A Evangelou, Evangelos %A Gao, Chuan %A Girotto, Giorgia %A Harris, Sarah E %A He, Meian %A Hsu, Fang-Chi %A Kühnel, Brigitte %A Laguzzi, Federica %A Li, Xiaoyin %A Lyytikäinen, Leo-Pekka %A Nolte, Ilja M %A Poveda, Alaitz %A Rauramaa, Rainer %A Riaz, Muhammad %A Rueedi, Rico %A Shu, Xiao-Ou %A Snieder, Harold %A Sofer, Tamar %A Takeuchi, Fumihiko %A Verweij, Niek %A Ware, Erin B %A Weiss, Stefan %A Yanek, Lisa R %A Amin, Najaf %A Arking, Dan E %A Arnett, Donna K %A Bergmann, Sven %A Eric Boerwinkle %A Brody, Jennifer A %A Broeckel, Ulrich %A Brumat, Marco %A Burke, Gregory %A Cabrera, Claudia P %A Canouil, Mickaël %A Chee, Miao Li %A Chen, Yii-Der Ida %A Cocca, Massimiliano %A Connell, John %A de Silva, H Janaka %A de Vries, Paul S %A Eiriksdottir, Gudny %A Faul, Jessica D %A Fisher, Virginia %A Forrester, Terrence %A Fox, Ervin F %A Friedlander, Yechiel %A Gao, He %A Gigante, Bruna %A Giulianini, Franco %A Gu, Chi Charles %A Gu, Dongfeng %A Harris, Tamara B %A He, Jiang %A Heikkinen, Sami %A Heng, Chew-Kiat %A Hunt, Steven %A Ikram, M Arfan %A Irvin, Marguerite R %A Kähönen, Mika %A Kavousi, Maryam %A Khor, Chiea Chuen %A Kilpeläinen, Tuomas O %A Koh, Woon-Puay %A Komulainen, Pirjo %A Kraja, Aldi T %A Krieger, J E %A Langefeld, Carl D %A Li, Yize %A Liang, Jingjing %A Liewald, David C M %A Liu, Ching-Ti %A Liu, Jianjun %A Lohman, Kurt K %A Mägi, Reedik %A McKenzie, Colin A %A Meitinger, Thomas %A Metspalu, Andres %A Milaneschi, Yuri %A Milani, Lili %A Mook-Kanamori, Dennis O %A Nalls, Mike A %A Nelson, Christopher P %A Norris, Jill M %A O'Connell, Jeff %A Ogunniyi, Adesola %A Padmanabhan, Sandosh %A Palmer, Nicholette D %A Pedersen, Nancy L %A Perls, Thomas %A Peters, Annette %A Petersmann, Astrid %A Peyser, Patricia A %A Polasek, Ozren %A Porteous, David J %A Raffel, Leslie J %A Rice, Treva K %A Rotter, Jerome I %A Rudan, Igor %A Rueda-Ochoa, Oscar-Leonel %A Sabanayagam, Charumathi %A Salako, Babatunde L %A Schreiner, Pamela J %A Shikany, James M %A Sidney, Stephen S %A Sims, Mario %A Sitlani, Colleen M %A Smith, Jennifer A %A Starr, John M %A Strauch, Konstantin %A Swertz, Morris A %A Teumer, Alexander %A Tham, Yih Chung %A Uitterlinden, André G %A Vaidya, Dhananjay %A van der Ende, M Yldau %A Waldenberger, Melanie %A Wang, Lihua %A Wang, Ya-Xing %A Wei, Wen-Bin %A Weir, David R %A Wen, Wanqing %A Yao, Jie %A Yu, Bing %A Yu, Caizheng %A Yuan, Jian-Min %A Zhao, Wei %A Zonderman, Alan B %A Becker, Diane M %A Bowden, Donald W %A Deary, Ian J %A Dörr, Marcus %A Esko, Tõnu %A Freedman, Barry I %A Froguel, Philippe %A Gasparini, Paolo %A Gieger, Christian %A Jonas, Jost Bruno %A Kammerer, Candace M %A Kato, Norihiro %A Lakka, Timo A %A Leander, Karin %A Lehtimäki, Terho %A Magnusson, Patrik K E %A Marques-Vidal, Pedro %A Penninx, Brenda W J H %A Samani, Nilesh J %A van der Harst, Pim %A Wagenknecht, Lynne E %A Wu, Tangchun %A Zheng, Wei %A Zhu, Xiaofeng %A Bouchard, Claude %A Cooper, Richard S %A Correa, Adolfo %A Evans, Michele K %A Gudnason, Vilmundur %A Hayward, Caroline %A Horta, Bernardo L %A Kelly, Tanika N %A Kritchevsky, Stephen B %A Levy, Daniel %A Palmas, Walter R %A Pereira, A C %A Province, Michael M %A Psaty, Bruce M %A Ridker, Paul M %A Rotimi, Charles N %A Tai, E Shyong %A van Dam, Rob M %A van Duijn, Cornelia M %A Wong, Tien Yin %A Rice, Kenneth %A Gauderman, W James %A Morrison, Alanna C %A North, Kari E %A Kardia, Sharon L R %A Caulfield, Mark J %A Elliott, Paul %A Munroe, Patricia B %A Franks, Paul W %A Rao, Dabeeru C %A Fornage, Myriam %K Blood Pressure %K Epistasis, Genetic %K Genetic Loci %K Genome-Wide Association Study %K Humans %K Hypertension %K Polymorphism, Single Nucleotide %X

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

%B Mol Psychiatry %V 26 %P 2111-2125 %8 2021 Jun %G eng %N 6 %1 https://www.ncbi.nlm.nih.gov/pubmed/32372009?dopt=Abstract %R 10.1038/s41380-020-0719-3 %0 Journal Article %J Nat Genet %D 2021 %T Publisher Correction: Discovery of rare variants associated with blood pressure regulation through meta-analysis of 1.3 million individuals. %A Surendran, Praveen %A Feofanova, Elena V %A Lahrouchi, Najim %A Ntalla, Ioanna %A Karthikeyan, Savita %A Cook, James %A Chen, Lingyan %A Mifsud, Borbala %A Yao, Chen %A Kraja, Aldi T %A Cartwright, James H %A Hellwege, Jacklyn N %A Giri, Ayush %A Tragante, Vinicius %A Thorleifsson, Gudmar %A Liu, Dajiang J %A Prins, Bram P %A Stewart, Isobel D %A Cabrera, Claudia P %A Eales, James M %A Akbarov, Artur %A Auer, Paul L %A Bielak, Lawrence F %A Bis, Joshua C %A Braithwaite, Vickie S %A Brody, Jennifer A %A Daw, E Warwick %A Warren, Helen R %A Drenos, Fotios %A Nielsen, Sune Fallgaard %A Faul, Jessica D %A Fauman, Eric B %A Fava, Cristiano %A Ferreira, Teresa %A Foley, Christopher N %A Franceschini, Nora %A Gao, He %A Giannakopoulou, Olga %A Giulianini, Franco %A Gudbjartsson, Daniel F %A Guo, Xiuqing %A Harris, Sarah E %A Havulinna, Aki S %A Helgadottir, Anna %A Huffman, Jennifer E %A Hwang, Shih-Jen %A Kanoni, Stavroula %A Kontto, Jukka %A Larson, Martin G %A Li-Gao, Ruifang %A Lindström, Jaana %A Lotta, Luca A %A Lu, Yingchang %A Luan, Jian'an %A Mahajan, Anubha %A Malerba, Giovanni %A Masca, Nicholas G D %A Mei, Hao %A Menni, Cristina %A Mook-Kanamori, Dennis O %A Mosen-Ansorena, David %A Müller-Nurasyid, Martina %A Paré, Guillaume %A Paul, Dirk S %A Perola, Markus %A Poveda, Alaitz %A Rauramaa, Rainer %A Richard, Melissa %A Richardson, Tom G %A Sepúlveda, Nuno %A Sim, Xueling %A Smith, Albert V %A Smith, Jennifer A %A Staley, James R %A Stanáková, Alena %A Sulem, Patrick %A Thériault, Sébastien %A Thorsteinsdottir, Unnur %A Trompet, Stella %A Varga, Tibor V %A Velez Edwards, Digna R %A Veronesi, Giovanni %A Weiss, Stefan %A Willems, Sara M %A Yao, Jie %A Young, Robin %A Yu, Bing %A Zhang, Weihua %A Zhao, Jing-Hua %A Zhao, Wei %A Zhao, Wei %A Evangelou, Evangelos %A Aeschbacher, Stefanie %A Asllanaj, Eralda %A Blankenberg, Stefan %A Bonnycastle, Lori L %A Bork-Jensen, Jette %A Brandslund, Ivan %A Braund, Peter S %A Burgess, Stephen %A Cho, Kelly %A Christensen, Cramer %A Connell, John %A Mutsert, Renée de %A Dominiczak, Anna F %A Dörr, Marcus %A Eiriksdottir, Gudny %A Farmaki, Aliki-Eleni %A Gaziano, J Michael %A Grarup, Niels %A Grove, Megan L %A Hallmans, Goran %A Hansen, Torben %A Have, Christian T %A Heiss, Gerardo %A Jørgensen, Marit E %A Jousilahti, Pekka %A Kajantie, Eero %A Kamat, Mihir %A Käräjämäki, Annemari %A Karpe, Fredrik %A Koistinen, Heikki A %A Kovesdy, Csaba P %A Kuulasmaa, Kari %A Laatikainen, Tiina %A Lannfelt, Lars %A Lee, I-Te %A Lee, Wen-Jane %A Linneberg, Allan %A Martin, Lisa W %A Moitry, Marie %A Nadkarni, Girish %A Neville, Matt J %A Palmer, Colin N A %A Papanicolaou, George J %A Pedersen, Oluf %A Peters, James %A Poulter, Neil %A Rasheed, Asif %A Rasmussen, Katrine L %A Rayner, N William %A Mägi, Reedik %A Renstrom, Frida %A Rettig, Rainer %A Rossouw, Jacques %A Schreiner, Pamela J %A Sever, Peter S %A Sigurdsson, Emil L %A Skaaby, Tea %A Sun, Yan V %A Sundström, Johan %A Thorgeirsson, Gudmundur %A Esko, Tõnu %A Trabetti, Elisabetta %A Tsao, Philip S %A Tuomi, Tiinamaija %A Turner, Stephen T %A Tzoulaki, Ioanna %A Vaartjes, Ilonca %A Vergnaud, Anne-Claire %A Willer, Cristen J %A Wilson, Peter W F %A Witte, Daniel R %A Yonova-Doing, Ekaterina %A Zhang, He %A Aliya, Naheed %A Almgren, Peter %A Amouyel, Philippe %A Asselbergs, Folkert W %A Barnes, Michael R %A Blakemore, Alexandra I %A Boehnke, Michael %A Bots, Michiel L %A Bottinger, Erwin P %A Buring, Julie E %A Chambers, John C %A Chen, Yii-Der Ida %A Chowdhury, Rajiv %A Conen, David %A Correa, Adolfo %A Davey Smith, George %A Boer, Rudolf A de %A Deary, Ian J %A Dedoussis, George %A Deloukas, Panos %A Di Angelantonio, Emanuele %A Elliott, Paul %A Felix, Stephan B %A Ferrieres, Jean %A Ford, Ian %A Fornage, Myriam %A Franks, Paul W %A Franks, Stephen %A Frossard, Philippe %A Gambaro, Giovanni %A Gaunt, Tom R %A Groop, Leif %A Gudnason, Vilmundur %A Harris, Tamara B %A Hayward, Caroline %A Hennig, Branwen J %A Herzig, Karl-Heinz %A Ingelsson, Erik %A Tuomilehto, Jaakko %A Jarvelin, Marjo-Riitta %A Jukema, J Wouter %A Kardia, Sharon L R %A Kee, Frank %A Kooner, Jaspal S %A Kooperberg, Charles %A Launer, Lenore J %A Lind, Lars %A Loos, Ruth J F %A Majumder, Abdulla Al Shafi %A Laakso, Markku %A McCarthy, Mark I %A Melander, Olle %A Mohlke, Karen L %A Murray, Alison D %A Nordestgaard, Børge Grønne %A Orho-Melander, Marju %A Packard, Chris J %A Padmanabhan, Sandosh %A Palmas, Walter %A Polasek, Ozren %A Porteous, David J %A Prentice, Andrew M %A Province, Michael A %A Relton, Caroline L %A Rice, Kenneth %A Ridker, Paul M %A Rolandsson, Olov %A Rosendaal, Frits R %A Rotter, Jerome I %A Rudan, Igor %A Salomaa, Veikko %A Samani, Nilesh J %A Sattar, Naveed %A Sheu, Wayne H-H %A Smith, Blair H %A Soranzo, Nicole %A Spector, Timothy D %A Starr, John M %A Sebert, Sylvain %A Taylor, Kent D %A Lakka, Timo A %A Timpson, Nicholas J %A Tobin, Martin D %A van der Harst, Pim %A van der Meer, Peter %A Ramachandran, Vasan S %A Verweij, Niek %A Virtamo, Jarmo %A Völker, Uwe %A Weir, David R %A Zeggini, Eleftheria %A Charchar, Fadi J %A Wareham, Nicholas J %A Langenberg, Claudia %A Tomaszewski, Maciej %A Butterworth, Adam S %A Caulfield, Mark J %A Danesh, John %A Edwards, Todd L %A Holm, Hilma %A Hung, Adriana M %A Lindgren, Cecilia M %A Liu, Chunyu %A Manning, Alisa K %A Morris, Andrew P %A Morrison, Alanna C %A O'Donnell, Christopher J %A Psaty, Bruce M %A Saleheen, Danish %A Stefansson, Kari %A Eric Boerwinkle %A Chasman, Daniel I %A Levy, Daniel %A Newton-Cheh, Christopher %A Munroe, Patricia B %A Howson, Joanna M M %B Nat Genet %V 53 %P 762 %8 2021 May %G eng %N 5 %1 https://www.ncbi.nlm.nih.gov/pubmed/33727701?dopt=Abstract %R 10.1038/s41588-021-00832-z %0 Journal Article %J Nat Genet %D 2020 %T Discovery of rare variants associated with blood pressure regulation through meta-analysis of 1.3 million individuals. %A Surendran, Praveen %A Feofanova, Elena V %A Lahrouchi, Najim %A Ntalla, Ioanna %A Karthikeyan, Savita %A Cook, James %A Chen, Lingyan %A Mifsud, Borbala %A Yao, Chen %A Kraja, Aldi T %A Cartwright, James H %A Hellwege, Jacklyn N %A Giri, Ayush %A Tragante, Vinicius %A Thorleifsson, Gudmar %A Liu, Dajiang J %A Prins, Bram P %A Stewart, Isobel D %A Cabrera, Claudia P %A Eales, James M %A Akbarov, Artur %A Auer, Paul L %A Bielak, Lawrence F %A Bis, Joshua C %A Braithwaite, Vickie S %A Brody, Jennifer A %A Daw, E Warwick %A Warren, Helen R %A Drenos, Fotios %A Nielsen, Sune Fallgaard %A Faul, Jessica D %A Fauman, Eric B %A Fava, Cristiano %A Ferreira, Teresa %A Foley, Christopher N %A Franceschini, Nora %A Gao, He %A Giannakopoulou, Olga %A Giulianini, Franco %A Gudbjartsson, Daniel F %A Guo, Xiuqing %A Harris, Sarah E %A Havulinna, Aki S %A Helgadottir, Anna %A Huffman, Jennifer E %A Hwang, Shih-Jen %A Kanoni, Stavroula %A Kontto, Jukka %A Larson, Martin G %A Li-Gao, Ruifang %A Lindström, Jaana %A Lotta, Luca A %A Lu, Yingchang %A Luan, Jian'an %A Mahajan, Anubha %A Malerba, Giovanni %A Masca, Nicholas G D %A Mei, Hao %A Menni, Cristina %A Mook-Kanamori, Dennis O %A Mosen-Ansorena, David %A Müller-Nurasyid, Martina %A Paré, Guillaume %A Paul, Dirk S %A Perola, Markus %A Poveda, Alaitz %A Rauramaa, Rainer %A Richard, Melissa %A Richardson, Tom G %A Sepúlveda, Nuno %A Sim, Xueling %A Smith, Albert V %A Smith, Jennifer A %A Staley, James R %A Stanáková, Alena %A Sulem, Patrick %A Thériault, Sébastien %A Thorsteinsdottir, Unnur %A Trompet, Stella %A Varga, Tibor V %A Velez Edwards, Digna R %A Veronesi, Giovanni %A Weiss, Stefan %A Willems, Sara M %A Yao, Jie %A Young, Robin %A Yu, Bing %A Zhang, Weihua %A Zhao, Jing-Hua %A Zhao, Wei %A Zhao, Wei %A Evangelou, Evangelos %A Aeschbacher, Stefanie %A Asllanaj, Eralda %A Blankenberg, Stefan %A Bonnycastle, Lori L %A Bork-Jensen, Jette %A Brandslund, Ivan %A Braund, Peter S %A Burgess, Stephen %A Cho, Kelly %A Christensen, Cramer %A Connell, John %A Mutsert, Renée de %A Dominiczak, Anna F %A Dörr, Marcus %A Eiriksdottir, Gudny %A Farmaki, Aliki-Eleni %A Gaziano, J Michael %A Grarup, Niels %A Grove, Megan L %A Hallmans, Goran %A Hansen, Torben %A Have, Christian T %A Heiss, Gerardo %A Jørgensen, Marit E %A Jousilahti, Pekka %A Kajantie, Eero %A Kamat, Mihir %A Käräjämäki, Annemari %A Karpe, Fredrik %A Koistinen, Heikki A %A Kovesdy, Csaba P %A Kuulasmaa, Kari %A Laatikainen, Tiina %A Lannfelt, Lars %A Lee, I-Te %A Lee, Wen-Jane %A Linneberg, Allan %A Martin, Lisa W %A Moitry, Marie %A Nadkarni, Girish %A Neville, Matt J %A Palmer, Colin N A %A Papanicolaou, George J %A Pedersen, Oluf %A Peters, James %A Poulter, Neil %A Rasheed, Asif %A Rasmussen, Katrine L %A Rayner, N William %A Mägi, Reedik %A Renstrom, Frida %A Rettig, Rainer %A Rossouw, Jacques %A Schreiner, Pamela J %A Sever, Peter S %A Sigurdsson, Emil L %A Skaaby, Tea %A Sun, Yan V %A Sundström, Johan %A Thorgeirsson, Gudmundur %A Esko, Tõnu %A Trabetti, Elisabetta %A Tsao, Philip S %A Tuomi, Tiinamaija %A Turner, Stephen T %A Tzoulaki, Ioanna %A Vaartjes, Ilonca %A Vergnaud, Anne-Claire %A Willer, Cristen J %A Wilson, Peter W F %A Witte, Daniel R %A Yonova-Doing, Ekaterina %A Zhang, He %A Aliya, Naheed %A Almgren, Peter %A Amouyel, Philippe %A Asselbergs, Folkert W %A Barnes, Michael R %A Blakemore, Alexandra I %A Boehnke, Michael %A Bots, Michiel L %A Bottinger, Erwin P %A Buring, Julie E %A Chambers, John C %A Chen, Yii-Der Ida %A Chowdhury, Rajiv %A Conen, David %A Correa, Adolfo %A Davey Smith, George %A Boer, Rudolf A de %A Deary, Ian J %A Dedoussis, George %A Deloukas, Panos %A Di Angelantonio, Emanuele %A Elliott, Paul %A Felix, Stephan B %A Ferrieres, Jean %A Ford, Ian %A Fornage, Myriam %A Franks, Paul W %A Franks, Stephen %A Frossard, Philippe %A Gambaro, Giovanni %A Gaunt, Tom R %A Groop, Leif %A Gudnason, Vilmundur %A Harris, Tamara B %A Hayward, Caroline %A Hennig, Branwen J %A Herzig, Karl-Heinz %A Ingelsson, Erik %A Tuomilehto, Jaakko %A Jarvelin, Marjo-Riitta %A Jukema, J Wouter %A Kardia, Sharon L R %A Kee, Frank %A Kooner, Jaspal S %A Kooperberg, Charles %A Launer, Lenore J %A Lind, Lars %A Loos, Ruth J F %A Majumder, Abdulla Al Shafi %A Laakso, Markku %A McCarthy, Mark I %A Melander, Olle %A Mohlke, Karen L %A Murray, Alison D %A Nordestgaard, Børge Grønne %A Orho-Melander, Marju %A Packard, Chris J %A Padmanabhan, Sandosh %A Palmas, Walter %A Polasek, Ozren %A Porteous, David J %A Prentice, Andrew M %A Province, Michael A %A Relton, Caroline L %A Rice, Kenneth %A Ridker, Paul M %A Rolandsson, Olov %A Rosendaal, Frits R %A Rotter, Jerome I %A Rudan, Igor %A Salomaa, Veikko %A Samani, Nilesh J %A Sattar, Naveed %A Sheu, Wayne H-H %A Smith, Blair H %A Soranzo, Nicole %A Spector, Timothy D %A Starr, John M %A Sebert, Sylvain %A Taylor, Kent D %A Lakka, Timo A %A Timpson, Nicholas J %A Tobin, Martin D %A van der Harst, Pim %A van der Meer, Peter %A Ramachandran, Vasan S %A Verweij, Niek %A Virtamo, Jarmo %A Völker, Uwe %A Weir, David R %A Zeggini, Eleftheria %A Charchar, Fadi J %A Wareham, Nicholas J %A Langenberg, Claudia %A Tomaszewski, Maciej %A Butterworth, Adam S %A Caulfield, Mark J %A Danesh, John %A Edwards, Todd L %A Holm, Hilma %A Hung, Adriana M %A Lindgren, Cecilia M %A Liu, Chunyu %A Manning, Alisa K %A Morris, Andrew P %A Morrison, Alanna C %A O'Donnell, Christopher J %A Psaty, Bruce M %A Saleheen, Danish %A Stefansson, Kari %A Eric Boerwinkle %A Chasman, Daniel I %A Levy, Daniel %A Newton-Cheh, Christopher %A Munroe, Patricia B %A Howson, Joanna M M %K Blood Pressure %K GATA5 Transcription Factor %K Gene Frequency %K Genetic Predisposition to Disease %K Genome-Wide Association Study %K Genotype %K Humans %K Hypertension %K Mutation %K Phospholipase C beta %K Polymorphism, Single Nucleotide %X

Genetic studies of blood pressure (BP) to date have mainly analyzed common variants (minor allele frequency > 0.05). In a meta-analysis of up to ~1.3 million participants, we discovered 106 new BP-associated genomic regions and 87 rare (minor allele frequency ≤ 0.01) variant BP associations (P < 5 × 10), of which 32 were in new BP-associated loci and 55 were independent BP-associated single-nucleotide variants within known BP-associated regions. Average effects of rare variants (44% coding) were ~8 times larger than common variant effects and indicate potential candidate causal genes at new and known loci (for example, GATA5 and PLCB3). BP-associated variants (including rare and common) were enriched in regions of active chromatin in fetal tissues, potentially linking fetal development with BP regulation in later life. Multivariable Mendelian randomization suggested possible inverse effects of elevated systolic and diastolic BP on large artery stroke. Our study demonstrates the utility of rare-variant analyses for identifying candidate genes and the results highlight potential therapeutic targets.

%B Nat Genet %V 52 %P 1314-1332 %8 2020 Dec %G eng %N 12 %1 https://www.ncbi.nlm.nih.gov/pubmed/33230300?dopt=Abstract %R 10.1038/s41588-020-00713-x %0 Journal Article %J Am J Epidemiol %D 2019 %T Multiancestry Genome-Wide Association Study of Lipid Levels Incorporating Gene-Alcohol Interactions. %A de Vries, Paul S %A Brown, Michael R %A Bentley, Amy R %A Sung, Yun J %A Winkler, Thomas W %A Ntalla, Ioanna %A Schwander, Karen %A Kraja, Aldi T %A Guo, Xiuqing %A Franceschini, Nora %A Cheng, Ching-Yu %A Sim, Xueling %A Vojinovic, Dina %A Huffman, Jennifer E %A Musani, Solomon K %A Li, Changwei %A Feitosa, Mary F %A Richard, Melissa A %A Noordam, Raymond %A Aschard, Hugues %A Bartz, Traci M %A Bielak, Lawrence F %A Deng, Xuan %A Dorajoo, Rajkumar %A Lohman, Kurt K %A Manning, Alisa K %A Rankinen, Tuomo %A Smith, Albert V %A Tajuddin, Salman M %A Evangelou, Evangelos %A Graff, Mariaelisa %A Alver, Maris %A Boissel, Mathilde %A Chai, Jin Fang %A Chen, Xu %A Divers, Jasmin %A Gandin, Ilaria %A Gao, Chuan %A Goel, Anuj %A Hagemeijer, Yanick %A Harris, Sarah E %A Hartwig, Fernando P %A He, Meian %A Horimoto, Andrea R V R %A Hsu, Fang-Chi %A Jackson, Anne U %A Kasturiratne, Anuradhani %A Komulainen, Pirjo %A Kühnel, Brigitte %A Laguzzi, Federica %A Lee, Joseph H %A Luan, Jian'an %A Lyytikäinen, Leo-Pekka %A Matoba, Nana %A Nolte, Ilja M %A Pietzner, Maik %A Riaz, Muhammad %A Said, M Abdullah %A Scott, Robert A %A Sofer, Tamar %A Stančáková, Alena %A Takeuchi, Fumihiko %A Tayo, Bamidele O %A van der Most, Peter J %A Varga, Tibor V %A Wang, Yajuan %A Ware, Erin B %A Wen, Wanqing %A Yanek, Lisa R %A Zhang, Weihua %A Zhao, Jing Hua %A Afaq, Saima %A Amin, Najaf %A Amini, Marzyeh %A Arking, Dan E %A Aung, Tin %A Ballantyne, Christie %A Eric Boerwinkle %A Broeckel, Ulrich %A Campbell, Archie %A Canouil, Mickaël %A Charumathi, Sabanayagam %A Chen, Yii-Der Ida %A Connell, John M %A de Faire, Ulf %A de Las Fuentes, Lisa %A de Mutsert, Renée %A de Silva, H Janaka %A Ding, Jingzhong %A Dominiczak, Anna F %A Duan, Qing %A Eaton, Charles B %A Eppinga, Ruben N %A Faul, Jessica D %A Fisher, Virginia %A Forrester, Terrence %A Franco, Oscar H %A Friedlander, Yechiel %A Ghanbari, Mohsen %A Giulianini, Franco %A Grabe, Hans J %A Grove, Megan L %A Gu, C Charles %A Harris, Tamara B %A Heikkinen, Sami %A Heng, Chew-Kiat %A Hirata, Makoto %A Hixson, James E %A Howard, Barbara V %A Ikram, M Arfan %A Jacobs, David R %A Johnson, Craig %A Jonas, Jost Bruno %A Kammerer, Candace M %A Katsuya, Tomohiro %A Khor, Chiea Chuen %A Kilpeläinen, Tuomas O %A Koh, Woon-Puay %A Koistinen, Heikki A %A Kolcic, Ivana %A Kooperberg, Charles %A Krieger, Jose E %A Kritchevsky, Steve B %A Kubo, Michiaki %A Kuusisto, Johanna %A Lakka, Timo A %A Langefeld, Carl D %A Langenberg, Claudia %A Launer, Lenore J %A Lehne, Benjamin %A Lemaitre, Rozenn N %A Li, Yize %A Liang, Jingjing %A Liu, Jianjun %A Liu, Kiang %A Loh, Marie %A Louie, Tin %A Mägi, Reedik %A Manichaikul, Ani W %A McKenzie, Colin A %A Meitinger, Thomas %A Metspalu, Andres %A Milaneschi, Yuri %A Milani, Lili %A Mohlke, Karen L %A Mosley, Thomas H %A Mukamal, Kenneth J %A Nalls, Mike A %A Nauck, Matthias %A Nelson, Christopher P %A Sotoodehnia, Nona %A O'Connell, Jeff R %A Palmer, Nicholette D %A Pazoki, Raha %A Pedersen, Nancy L %A Peters, Annette %A Peyser, Patricia A %A Polasek, Ozren %A Poulter, Neil %A Raffel, Leslie J %A Raitakari, Olli T %A Reiner, Alex P %A Rice, Treva K %A Rich, Stephen S %A Robino, Antonietta %A Robinson, Jennifer G %A Rose, Lynda M %A Rudan, Igor %A Schmidt, Carsten O %A Schreiner, Pamela J %A Scott, William R %A Sever, Peter %A Shi, Yuan %A Sidney, Stephen %A Sims, Mario %A Smith, Blair H %A Smith, Jennifer A %A Snieder, Harold %A Starr, John M %A Strauch, Konstantin %A Tan, Nicholas %A Taylor, Kent D %A Teo, Yik Ying %A Tham, Yih Chung %A Uitterlinden, André G %A van Heemst, Diana %A Vuckovic, Dragana %A Waldenberger, Melanie %A Wang, Lihua %A Wang, Yujie %A Wang, Zhe %A Wei, Wen Bin %A Williams, Christine %A Wilson, Gregory %A Wojczynski, Mary K %A Yao, Jie %A Yu, Bing %A Yu, Caizheng %A Yuan, Jian-Min %A Zhao, Wei %A Zonderman, Alan B %A Becker, Diane M %A Boehnke, Michael %A Bowden, Donald W %A Chambers, John C %A Deary, Ian J %A Esko, Tõnu %A Farrall, Martin %A Franks, Paul W %A Freedman, Barry I %A Froguel, Philippe %A Gasparini, Paolo %A Gieger, Christian %A Horta, Bernardo L %A Kamatani, Yoichiro %A Kato, Norihiro %A Kooner, Jaspal S %A Laakso, Markku %A Leander, Karin %A Lehtimäki, Terho %A Magnusson, Patrik K E %A Penninx, Brenda %A Pereira, Alexandre C %A Rauramaa, Rainer %A Samani, Nilesh J %A Scott, James %A Shu, Xiao-Ou %A van der Harst, Pim %A Wagenknecht, Lynne E %A Wang, Ya Xing %A Wareham, Nicholas J %A Watkins, Hugh %A Weir, David R %A Wickremasinghe, Ananda R %A Zheng, Wei %A Elliott, Paul %A North, Kari E %A Bouchard, Claude %A Evans, Michele K %A Gudnason, Vilmundur %A Liu, Ching-Ti %A Liu, Yongmei %A Psaty, Bruce M %A Ridker, Paul M %A van Dam, Rob M %A Kardia, Sharon L R %A Zhu, Xiaofeng %A Rotimi, Charles N %A Mook-Kanamori, Dennis O %A Fornage, Myriam %A Kelly, Tanika N %A Fox, Ervin R %A Hayward, Caroline %A van Duijn, Cornelia M %A Tai, E Shyong %A Wong, Tien Yin %A Liu, Jingmin %A Rotter, Jerome I %A Gauderman, W James %A Province, Michael A %A Munroe, Patricia B %A Rice, Kenneth %A Chasman, Daniel I %A Cupples, L Adrienne %A Rao, Dabeeru C %A Morrison, Alanna C %K Adolescent %K Adult %K Aged %K Alcohol Drinking %K Cholesterol, HDL %K Cholesterol, LDL %K Female %K Genome-Wide Association Study %K Genotype %K Humans %K Life Style %K Lipids %K Male %K Middle Aged %K Phenotype %K Racial Groups %K Triglycerides %K Vascular Endothelial Growth Factor B %K Young Adult %X

A person's lipid profile is influenced by genetic variants and alcohol consumption, but the contribution of interactions between these exposures has not been studied. We therefore incorporated gene-alcohol interactions into a multiancestry genome-wide association study of levels of high-density lipoprotein cholesterol, low-density lipoprotein cholesterol, and triglycerides. We included 45 studies in stage 1 (genome-wide discovery) and 66 studies in stage 2 (focused follow-up), for a total of 394,584 individuals from 5 ancestry groups. Analyses covered the period July 2014-November 2017. Genetic main effects and interaction effects were jointly assessed by means of a 2-degrees-of-freedom (df) test, and a 1-df test was used to assess the interaction effects alone. Variants at 495 loci were at least suggestively associated (P < 1 × 10-6) with lipid levels in stage 1 and were evaluated in stage 2, followed by combined analyses of stage 1 and stage 2. In the combined analysis of stages 1 and 2, a total of 147 independent loci were associated with lipid levels at P < 5 × 10-8 using 2-df tests, of which 18 were novel. No genome-wide-significant associations were found testing the interaction effect alone. The novel loci included several genes (proprotein convertase subtilisin/kexin type 5 (PCSK5), vascular endothelial growth factor B (VEGFB), and apolipoprotein B mRNA editing enzyme, catalytic polypeptide 1 (APOBEC1) complementation factor (A1CF)) that have a putative role in lipid metabolism on the basis of existing evidence from cellular and experimental models.

%B Am J Epidemiol %V 188 %P 1033-1054 %8 2019 Jun 01 %G eng %N 6 %1 https://www.ncbi.nlm.nih.gov/pubmed/30698716?dopt=Abstract %R 10.1093/aje/kwz005 %0 Journal Article %J Nat Genet %D 2019 %T Multi-ancestry genome-wide gene-smoking interaction study of 387,272 individuals identifies new loci associated with serum lipids. %A Bentley, Amy R %A Sung, Yun J %A Brown, Michael R %A Winkler, Thomas W %A Kraja, Aldi T %A Ntalla, Ioanna %A Schwander, Karen %A Chasman, Daniel I %A Lim, Elise %A Deng, Xuan %A Guo, Xiuqing %A Liu, Jingmin %A Lu, Yingchang %A Cheng, Ching-Yu %A Sim, Xueling %A Vojinovic, Dina %A Huffman, Jennifer E %A Musani, Solomon K %A Li, Changwei %A Feitosa, Mary F %A Richard, Melissa A %A Noordam, Raymond %A Baker, Jenna %A Chen, Guanjie %A Aschard, Hugues %A Bartz, Traci M %A Ding, Jingzhong %A Dorajoo, Rajkumar %A Manning, Alisa K %A Rankinen, Tuomo %A Smith, Albert V %A Tajuddin, Salman M %A Zhao, Wei %A Graff, Mariaelisa %A Alver, Maris %A Boissel, Mathilde %A Chai, Jin Fang %A Chen, Xu %A Divers, Jasmin %A Evangelou, Evangelos %A Gao, Chuan %A Goel, Anuj %A Hagemeijer, Yanick %A Harris, Sarah E %A Hartwig, Fernando P %A He, Meian %A Horimoto, Andrea R V R %A Hsu, Fang-Chi %A Hung, Yi-Jen %A Jackson, Anne U %A Kasturiratne, Anuradhani %A Komulainen, Pirjo %A Kühnel, Brigitte %A Leander, Karin %A Lin, Keng-Hung %A Luan, Jian'an %A Lyytikäinen, Leo-Pekka %A Matoba, Nana %A Nolte, Ilja M %A Pietzner, Maik %A Prins, Bram %A Riaz, Muhammad %A Robino, Antonietta %A Said, M Abdullah %A Schupf, Nicole %A Scott, Robert A %A Sofer, Tamar %A Stančáková, Alena %A Takeuchi, Fumihiko %A Tayo, Bamidele O %A van der Most, Peter J %A Varga, Tibor V %A Wang, Tzung-Dau %A Wang, Yajuan %A Ware, Erin B %A Wen, Wanqing %A Xiang, Yong-Bing %A Yanek, Lisa R %A Zhang, Weihua %A Zhao, Jing Hua %A Adeyemo, Adebowale %A Afaq, Saima %A Amin, Najaf %A Amini, Marzyeh %A Arking, Dan E %A Arzumanyan, Zorayr %A Aung, Tin %A Ballantyne, Christie %A Barr, R Graham %A Bielak, Lawrence F %A Eric Boerwinkle %A Bottinger, Erwin P %A Broeckel, Ulrich %A Brown, Morris %A Cade, Brian E %A Campbell, Archie %A Canouil, Mickaël %A Charumathi, Sabanayagam %A Chen, Yii-Der Ida %A Christensen, Kaare %A Concas, Maria Pina %A Connell, John M %A de Las Fuentes, Lisa %A de Silva, H Janaka %A de Vries, Paul S %A Doumatey, Ayo %A Duan, Qing %A Eaton, Charles B %A Eppinga, Ruben N %A Faul, Jessica D %A Floyd, James S %A Forouhi, Nita G %A Forrester, Terrence %A Friedlander, Yechiel %A Gandin, Ilaria %A Gao, He %A Ghanbari, Mohsen %A Gharib, Sina A %A Gigante, Bruna %A Giulianini, Franco %A Grabe, Hans J %A Gu, C Charles %A Harris, Tamara B %A Heikkinen, Sami %A Heng, Chew-Kiat %A Hirata, Makoto %A Hixson, James E %A Ikram, M Arfan %A Jia, Yucheng %A Joehanes, Roby %A Johnson, Craig %A Jonas, Jost Bruno %A Justice, Anne E %A Katsuya, Tomohiro %A Khor, Chiea Chuen %A Kilpeläinen, Tuomas O %A Koh, Woon-Puay %A Kolcic, Ivana %A Kooperberg, Charles %A Krieger, Jose E %A Kritchevsky, Stephen B %A Kubo, Michiaki %A Kuusisto, Johanna %A Lakka, Timo A %A Langefeld, Carl D %A Langenberg, Claudia %A Launer, Lenore J %A Lehne, Benjamin %A Lewis, Cora E %A Li, Yize %A Liang, Jingjing %A Lin, Shiow %A Liu, Ching-Ti %A Liu, Jianjun %A Liu, Kiang %A Loh, Marie %A Lohman, Kurt K %A Louie, Tin %A Luzzi, Anna %A Mägi, Reedik %A Mahajan, Anubha %A Manichaikul, Ani W %A McKenzie, Colin A %A Meitinger, Thomas %A Metspalu, Andres %A Milaneschi, Yuri %A Milani, Lili %A Mohlke, Karen L %A Momozawa, Yukihide %A Morris, Andrew P %A Murray, Alison D %A Nalls, Mike A %A Nauck, Matthias %A Nelson, Christopher P %A North, Kari E %A O'Connell, Jeffrey R %A Palmer, Nicholette D %A Papanicolau, George J %A Pedersen, Nancy L %A Peters, Annette %A Peyser, Patricia A %A Polasek, Ozren %A Poulter, Neil %A Raitakari, Olli T %A Reiner, Alex P %A Renstrom, Frida %A Rice, Treva K %A Rich, Stephen S %A Robinson, Jennifer G %A Rose, Lynda M %A Rosendaal, Frits R %A Rudan, Igor %A Schmidt, Carsten O %A Schreiner, Pamela J %A Scott, William R %A Sever, Peter %A Shi, Yuan %A Sidney, Stephen %A Sims, Mario %A Smith, Jennifer A %A Snieder, Harold %A Starr, John M %A Strauch, Konstantin %A Stringham, Heather M %A Tan, Nicholas Y Q %A Tang, Hua %A Taylor, Kent D %A Teo, Yik Ying %A Tham, Yih Chung %A Tiemeier, Henning %A Turner, Stephen T %A Uitterlinden, André G %A van Heemst, Diana %A Waldenberger, Melanie %A Wang, Heming %A Wang, Lan %A Wang, Lihua %A Wei, Wen Bin %A Williams, Christine A %A Wilson, Gregory %A Wojczynski, Mary K %A Yao, Jie %A Young, Kristin %A Yu, Caizheng %A Yuan, Jian-Min %A Zhou, Jie %A Zonderman, Alan B %A Becker, Diane M %A Boehnke, Michael %A Bowden, Donald W %A Chambers, John C %A Cooper, Richard S %A de Faire, Ulf %A Deary, Ian J %A Elliott, Paul %A Esko, Tõnu %A Farrall, Martin %A Franks, Paul W %A Freedman, Barry I %A Froguel, Philippe %A Gasparini, Paolo %A Gieger, Christian %A Horta, Bernardo L %A Juang, Jyh-Ming Jimmy %A Kamatani, Yoichiro %A Kammerer, Candace M %A Kato, Norihiro %A Kooner, Jaspal S %A Laakso, Markku %A Laurie, Cathy C %A Lee, I-Te %A Lehtimäki, Terho %A Magnusson, Patrik K E %A Oldehinkel, Albertine J %A Penninx, Brenda W J H %A Pereira, Alexandre C %A Rauramaa, Rainer %A Redline, Susan %A Samani, Nilesh J %A Scott, James %A Shu, Xiao-Ou %A van der Harst, Pim %A Wagenknecht, Lynne E %A Wang, Jun-Sing %A Wang, Ya Xing %A Wareham, Nicholas J %A Watkins, Hugh %A Weir, David R %A Wickremasinghe, Ananda R %A Wu, Tangchun %A Zeggini, Eleftheria %A Zheng, Wei %A Bouchard, Claude %A Evans, Michele K %A Gudnason, Vilmundur %A Kardia, Sharon L R %A Liu, Yongmei %A Psaty, Bruce M %A Ridker, Paul M %A van Dam, Rob M %A Mook-Kanamori, Dennis O %A Fornage, Myriam %A Province, Michael A %A Kelly, Tanika N %A Fox, Ervin R %A Hayward, Caroline %A van Duijn, Cornelia M %A Tai, E Shyong %A Wong, Tien Yin %A Loos, Ruth J F %A Franceschini, Nora %A Rotter, Jerome I %A Zhu, Xiaofeng %A Bierut, Laura J %A Gauderman, W James %A Rice, Kenneth %A Munroe, Patricia B %A Morrison, Alanna C %A Rao, Dabeeru C %A Rotimi, Charles N %A Cupples, L Adrienne %K Adolescent %K Adult %K Aged %K Aged, 80 and over %K Female %K Genome-Wide Association Study %K Genotype %K Humans %K Life Style %K Linkage Disequilibrium %K Lipids %K Male %K Middle Aged %K Smoking %K Young Adult %X

The concentrations of high- and low-density-lipoprotein cholesterol and triglycerides are influenced by smoking, but it is unknown whether genetic associations with lipids may be modified by smoking. We conducted a multi-ancestry genome-wide gene-smoking interaction study in 133,805 individuals with follow-up in an additional 253,467 individuals. Combined meta-analyses identified 13 new loci associated with lipids, some of which were detected only because association differed by smoking status. Additionally, we demonstrate the importance of including diverse populations, particularly in studies of interactions with lifestyle factors, where genomic and lifestyle differences by ancestry may contribute to novel findings.

%B Nat Genet %V 51 %P 636-648 %8 2019 Apr %G eng %N 4 %1 https://www.ncbi.nlm.nih.gov/pubmed/30926973?dopt=Abstract %R 10.1038/s41588-019-0378-y %0 Journal Article %J Hum Mol Genet %D 2019 %T A multi-ancestry genome-wide study incorporating gene-smoking interactions identifies multiple new loci for pulse pressure and mean arterial pressure. %A Sung, Yun Ju %A de Las Fuentes, Lisa %A Winkler, Thomas W %A Chasman, Daniel I %A Bentley, Amy R %A Kraja, Aldi T %A Ntalla, Ioanna %A Warren, Helen R %A Guo, Xiuqing %A Schwander, Karen %A Manning, Alisa K %A Brown, Michael R %A Aschard, Hugues %A Feitosa, Mary F %A Franceschini, Nora %A Lu, Yingchang %A Cheng, Ching-Yu %A Sim, Xueling %A Vojinovic, Dina %A Marten, Jonathan %A Musani, Solomon K %A Kilpeläinen, Tuomas O %A Richard, Melissa A %A Aslibekyan, Stella %A Bartz, Traci M %A Dorajoo, Rajkumar %A Li, Changwei %A Liu, Yongmei %A Rankinen, Tuomo %A Smith, Albert Vernon %A Tajuddin, Salman M %A Tayo, Bamidele O %A Zhao, Wei %A Zhou, Yanhua %A Matoba, Nana %A Sofer, Tamar %A Alver, Maris %A Amini, Marzyeh %A Boissel, Mathilde %A Chai, Jin Fang %A Chen, Xu %A Divers, Jasmin %A Gandin, Ilaria %A Gao, Chuan %A Giulianini, Franco %A Goel, Anuj %A Harris, Sarah E %A Hartwig, Fernando P %A He, Meian %A Horimoto, Andrea R V R %A Hsu, Fang-Chi %A Jackson, Anne U %A Kammerer, Candace M %A Kasturiratne, Anuradhani %A Komulainen, Pirjo %A Kühnel, Brigitte %A Leander, Karin %A Lee, Wen-Jane %A Lin, Keng-Hung %A Luan, Jian'an %A Lyytikäinen, Leo-Pekka %A McKenzie, Colin A %A Nelson, Christopher P %A Noordam, Raymond %A Scott, Robert A %A Sheu, Wayne H H %A Stančáková, Alena %A Takeuchi, Fumihiko %A van der Most, Peter J %A Varga, Tibor V %A Waken, Robert J %A Wang, Heming %A Wang, Yajuan %A Ware, Erin B %A Weiss, Stefan %A Wen, Wanqing %A Yanek, Lisa R %A Zhang, Weihua %A Zhao, Jing Hua %A Afaq, Saima %A Alfred, Tamuno %A Amin, Najaf %A Arking, Dan E %A Aung, Tin %A Barr, R Graham %A Bielak, Lawrence F %A Eric Boerwinkle %A Bottinger, Erwin P %A Braund, Peter S %A Brody, Jennifer A %A Broeckel, Ulrich %A Cade, Brian %A Campbell, Archie %A Canouil, Mickaël %A Chakravarti, Aravinda %A Cocca, Massimiliano %A Collins, Francis S %A Connell, John M %A de Mutsert, Renée %A de Silva, H Janaka %A Dörr, Marcus %A Duan, Qing %A Eaton, Charles B %A Ehret, Georg %A Evangelou, Evangelos %A Faul, Jessica D %A Forouhi, Nita G %A Franco, Oscar H %A Friedlander, Yechiel %A Gao, He %A Gigante, Bruna %A Gu, C Charles %A Gupta, Preeti %A Hagenaars, Saskia P %A Harris, Tamara B %A He, Jiang %A Heikkinen, Sami %A Heng, Chew-Kiat %A Hofman, Albert %A Howard, Barbara V %A Hunt, Steven C %A Irvin, Marguerite R %A Jia, Yucheng %A Katsuya, Tomohiro %A Kaufman, Joel %A Kerrison, Nicola D %A Khor, Chiea Chuen %A Koh, Woon-Puay %A Koistinen, Heikki A %A Kooperberg, Charles B %A Krieger, Jose E %A Kubo, Michiaki %A Kutalik, Zoltán %A Kuusisto, Johanna %A Lakka, Timo A %A Langefeld, Carl D %A Langenberg, Claudia %A Launer, Lenore J %A Lee, Joseph H %A Lehne, Benjamin %A Levy, Daniel %A Lewis, Cora E %A Li, Yize %A Lim, Sing Hui %A Liu, Ching-Ti %A Liu, Jianjun %A Liu, Jingmin %A Liu, Yeheng %A Loh, Marie %A Lohman, Kurt K %A Louie, Tin %A Mägi, Reedik %A Matsuda, Koichi %A Meitinger, Thomas %A Metspalu, Andres %A Milani, Lili %A Momozawa, Yukihide %A Mosley, Thomas H %A Nalls, Mike A %A Nasri, Ubaydah %A O'Connell, Jeff R %A Ogunniyi, Adesola %A Palmas, Walter R %A Palmer, Nicholette D %A Pankow, James S %A Pedersen, Nancy L %A Peters, Annette %A Peyser, Patricia A %A Polasek, Ozren %A Porteous, David %A Raitakari, Olli T %A Renstrom, Frida %A Rice, Treva K %A Ridker, Paul M %A Robino, Antonietta %A Robinson, Jennifer G %A Rose, Lynda M %A Rudan, Igor %A Sabanayagam, Charumathi %A Salako, Babatunde L %A Sandow, Kevin %A Schmidt, Carsten O %A Schreiner, Pamela J %A Scott, William R %A Sever, Peter %A Sims, Mario %A Sitlani, Colleen M %A Smith, Blair H %A Smith, Jennifer A %A Snieder, Harold %A Starr, John M %A Strauch, Konstantin %A Tang, Hua %A Taylor, Kent D %A Teo, Yik Ying %A Tham, Yih Chung %A Uitterlinden, André G %A Waldenberger, Melanie %A Wang, Lihua %A Wang, Ya Xing %A Wei, Wen Bin %A Wilson, Gregory %A Wojczynski, Mary K %A Xiang, Yong-Bing %A Yao, Jie %A Yuan, Jian-Min %A Zonderman, Alan B %A Becker, Diane M %A Boehnke, Michael %A Bowden, Donald W %A Chambers, John C %A Chen, Yii-Der Ida %A Weir, David R %A de Faire, Ulf %A Deary, Ian J %A Esko, Tõnu %A Farrall, Martin %A Forrester, Terrence %A Freedman, Barry I %A Froguel, Philippe %A Gasparini, Paolo %A Gieger, Christian %A Horta, Bernardo Lessa %A Hung, Yi-Jen %A Jonas, Jost Bruno %A Kato, Norihiro %A Kooner, Jaspal S %A Laakso, Markku %A Lehtimäki, Terho %A Liang, Kae-Woei %A Magnusson, Patrik K E %A Oldehinkel, Albertine J %A Pereira, Alexandre C %A Perls, Thomas %A Rauramaa, Rainer %A Redline, Susan %A Rettig, Rainer %A Samani, Nilesh J %A Scott, James %A Shu, Xiao-Ou %A van der Harst, Pim %A Wagenknecht, Lynne E %A Wareham, Nicholas J %A Watkins, Hugh %A Wickremasinghe, Ananda R %A Wu, Tangchun %A Kamatani, Yoichiro %A Laurie, Cathy C %A Bouchard, Claude %A Cooper, Richard S %A Evans, Michele K %A Gudnason, Vilmundur %A Hixson, James %A Kardia, Sharon L R %A Kritchevsky, Stephen B %A Psaty, Bruce M %A van Dam, Rob M %A Arnett, Donna K %A Mook-Kanamori, Dennis O %A Fornage, Myriam %A Fox, Ervin R %A Hayward, Caroline %A van Duijn, Cornelia M %A Tai, E Shyong %A Wong, Tien Yin %A Loos, Ruth J F %A Reiner, Alex P %A Rotimi, Charles N %A Bierut, Laura J %A Zhu, Xiaofeng %A Cupples, L Adrienne %A Province, Michael A %A Rotter, Jerome I %A Franks, Paul W %A Rice, Kenneth %A Elliott, Paul %A Caulfield, Mark J %A Gauderman, W James %A Munroe, Patricia B %A Rao, Dabeeru C %A Morrison, Alanna C %K Adolescent %K Adult %K Aged %K Aged, 80 and over %K Antiporters %K Arterial Pressure %K Blood Pressure %K Caspase 9 %K Ethnicity %K Female %K Gene-Environment Interaction %K Genome-Wide Association Study %K Humans %K Hypertension %K Male %K Membrane Proteins %K Middle Aged %K Polymorphism, Genetic %K Racial Groups %K Receptors, Vasopressin %K Smoking %K Sulfate Transporters %K Tumor Suppressor Proteins %K Young Adult %X

Elevated blood pressure (BP), a leading cause of global morbidity and mortality, is influenced by both genetic and lifestyle factors. Cigarette smoking is one such lifestyle factor. Across five ancestries, we performed a genome-wide gene-smoking interaction study of mean arterial pressure (MAP) and pulse pressure (PP) in 129 913 individuals in stage 1 and follow-up analysis in 480 178 additional individuals in stage 2. We report here 136 loci significantly associated with MAP and/or PP. Of these, 61 were previously published through main-effect analysis of BP traits, 37 were recently reported by us for systolic BP and/or diastolic BP through gene-smoking interaction analysis and 38 were newly identified (P < 5 × 10-8, false discovery rate < 0.05). We also identified nine new signals near known loci. Of the 136 loci, 8 showed significant interaction with smoking status. They include CSMD1 previously reported for insulin resistance and BP in the spontaneously hypertensive rats. Many of the 38 new loci show biologic plausibility for a role in BP regulation. SLC26A7 encodes a chloride/bicarbonate exchanger expressed in the renal outer medullary collecting duct. AVPR1A is widely expressed, including in vascular smooth muscle cells, kidney, myocardium and brain. FHAD1 is a long non-coding RNA overexpressed in heart failure. TMEM51 was associated with contractile function in cardiomyocytes. CASP9 plays a central role in cardiomyocyte apoptosis. Identified only in African ancestry were 30 novel loci. Our findings highlight the value of multi-ancestry investigations, particularly in studies of interaction with lifestyle factors, where genomic and lifestyle differences may contribute to novel findings.

%B Hum Mol Genet %V 28 %P 2615-2633 %8 2019 Aug 01 %G eng %N 15 %1 https://www.ncbi.nlm.nih.gov/pubmed/31127295?dopt=Abstract %R 10.1093/hmg/ddz070 %0 Journal Article %J Nat Commun %D 2019 %T Multi-ancestry study of blood lipid levels identifies four loci interacting with physical activity. %A Kilpeläinen, Tuomas O %A Bentley, Amy R %A Noordam, Raymond %A Sung, Yun Ju %A Schwander, Karen %A Winkler, Thomas W %A Jakupović, Hermina %A Chasman, Daniel I %A Manning, Alisa %A Ntalla, Ioanna %A Aschard, Hugues %A Brown, Michael R %A de Las Fuentes, Lisa %A Franceschini, Nora %A Guo, Xiuqing %A Vojinovic, Dina %A Aslibekyan, Stella %A Feitosa, Mary F %A Kho, Minjung %A Musani, Solomon K %A Richard, Melissa %A Wang, Heming %A Wang, Zhe %A Bartz, Traci M %A Bielak, Lawrence F %A Campbell, Archie %A Dorajoo, Rajkumar %A Fisher, Virginia %A Hartwig, Fernando P %A Horimoto, Andrea R V R %A Li, Changwei %A Lohman, Kurt K %A Marten, Jonathan %A Sim, Xueling %A Smith, Albert V %A Tajuddin, Salman M %A Alver, Maris %A Amini, Marzyeh %A Boissel, Mathilde %A Chai, Jin Fang %A Chen, Xu %A Divers, Jasmin %A Evangelou, Evangelos %A Gao, Chuan %A Graff, Mariaelisa %A Harris, Sarah E %A He, Meian %A Hsu, Fang-Chi %A Jackson, Anne U %A Zhao, Jing Hua %A Kraja, Aldi T %A Kühnel, Brigitte %A Laguzzi, Federica %A Lyytikäinen, Leo-Pekka %A Nolte, Ilja M %A Rauramaa, Rainer %A Riaz, Muhammad %A Robino, Antonietta %A Rueedi, Rico %A Stringham, Heather M %A Takeuchi, Fumihiko %A van der Most, Peter J %A Varga, Tibor V %A Verweij, Niek %A Ware, Erin B %A Wen, Wanqing %A Li, Xiaoyin %A Yanek, Lisa R %A Amin, Najaf %A Arnett, Donna K %A Eric Boerwinkle %A Brumat, Marco %A Cade, Brian %A Canouil, Mickaël %A Chen, Yii-Der Ida %A Concas, Maria Pina %A Connell, John %A de Mutsert, Renée %A de Silva, H Janaka %A de Vries, Paul S %A Demirkan, Ayse %A Ding, Jingzhong %A Eaton, Charles B %A Faul, Jessica D %A Friedlander, Yechiel %A Gabriel, Kelley P %A Ghanbari, Mohsen %A Giulianini, Franco %A Gu, Chi Charles %A Gu, Dongfeng %A Harris, Tamara B %A He, Jiang %A Heikkinen, Sami %A Heng, Chew-Kiat %A Hunt, Steven C %A Ikram, M Arfan %A Jonas, Jost B %A Koh, Woon-Puay %A Komulainen, Pirjo %A Krieger, Jose E %A Kritchevsky, Stephen B %A Kutalik, Zoltán %A Kuusisto, Johanna %A Langefeld, Carl D %A Langenberg, Claudia %A Launer, Lenore J %A Leander, Karin %A Lemaitre, Rozenn N %A Lewis, Cora E %A Liang, Jingjing %A Liu, Jianjun %A Mägi, Reedik %A Manichaikul, Ani %A Meitinger, Thomas %A Metspalu, Andres %A Milaneschi, Yuri %A Mohlke, Karen L %A Mosley, Thomas H %A Murray, Alison D %A Nalls, Mike A %A Nang, Ei-Ei Khaing %A Nelson, Christopher P %A Nona, Sotoodehnia %A Norris, Jill M %A Nwuba, Chiamaka Vivian %A O'Connell, Jeff %A Palmer, Nicholette D %A Papanicolau, George J %A Pazoki, Raha %A Pedersen, Nancy L %A Peters, Annette %A Peyser, Patricia A %A Polasek, Ozren %A Porteous, David J %A Poveda, Alaitz %A Raitakari, Olli T %A Rich, Stephen S %A Risch, Neil %A Robinson, Jennifer G %A Rose, Lynda M %A Rudan, Igor %A Schreiner, Pamela J %A Scott, Robert A %A Sidney, Stephen S %A Sims, Mario %A Smith, Jennifer A %A Snieder, Harold %A Sofer, Tamar %A Starr, John M %A Sternfeld, Barbara %A Strauch, Konstantin %A Tang, Hua %A Taylor, Kent D %A Tsai, Michael Y %A Tuomilehto, Jaakko %A Uitterlinden, André G %A van der Ende, M Yldau %A van Heemst, Diana %A Voortman, Trudy %A Waldenberger, Melanie %A Wennberg, Patrik %A Wilson, Gregory %A Xiang, Yong-Bing %A Yao, Jie %A Yu, Caizheng %A Yuan, Jian-Min %A Zhao, Wei %A Zonderman, Alan B %A Becker, Diane M %A Boehnke, Michael %A Bowden, Donald W %A de Faire, Ulf %A Deary, Ian J %A Elliott, Paul %A Esko, Tõnu %A Freedman, Barry I %A Froguel, Philippe %A Gasparini, Paolo %A Gieger, Christian %A Kato, Norihiro %A Laakso, Markku %A Lakka, Timo A %A Lehtimäki, Terho %A Magnusson, Patrik K E %A Oldehinkel, Albertine J %A Penninx, Brenda W J H %A Samani, Nilesh J %A Shu, Xiao-Ou %A van der Harst, Pim %A Van Vliet-Ostaptchouk, Jana V %A Vollenweider, Peter %A Wagenknecht, Lynne E %A Wang, Ya X %A Wareham, Nicholas J %A Weir, David R %A Wu, Tangchun %A Zheng, Wei %A Zhu, Xiaofeng %A Evans, Michele K %A Franks, Paul W %A Gudnason, Vilmundur %A Hayward, Caroline %A Horta, Bernardo L %A Kelly, Tanika N %A Liu, Yongmei %A North, Kari E %A Pereira, Alexandre C %A Ridker, Paul M %A Tai, E Shyong %A van Dam, Rob M %A Fox, Ervin R %A Kardia, Sharon L R %A Liu, Ching-Ti %A Mook-Kanamori, Dennis O %A Province, Michael A %A Redline, Susan %A van Duijn, Cornelia M %A Rotter, Jerome I %A Kooperberg, Charles B %A Gauderman, W James %A Psaty, Bruce M %A Rice, Kenneth %A Munroe, Patricia B %A Fornage, Myriam %A Cupples, L Adrienne %A Rotimi, Charles N %A Morrison, Alanna C %A Rao, Dabeeru C %A Loos, Ruth J F %K Adolescent %K Adult %K Aged %K Aged, 80 and over %K Asian People %K Black People %K Brazil %K Calcium-Binding Proteins %K Cholesterol %K Cholesterol, HDL %K Cholesterol, LDL %K Exercise %K Female %K Genetic Loci %K Genome-Wide Association Study %K Genotype %K Hispanic or Latino %K Humans %K LIM-Homeodomain Proteins %K Lipid Metabolism %K Lipids %K Male %K Membrane Proteins %K Microtubule-Associated Proteins %K Middle Aged %K Muscle Proteins %K Nerve Tissue Proteins %K Transcription Factors %K Triglycerides %K White People %K Young Adult %X

Many genetic loci affect circulating lipid levels, but it remains unknown whether lifestyle factors, such as physical activity, modify these genetic effects. To identify lipid loci interacting with physical activity, we performed genome-wide analyses of circulating HDL cholesterol, LDL cholesterol, and triglyceride levels in up to 120,979 individuals of European, African, Asian, Hispanic, and Brazilian ancestry, with follow-up of suggestive associations in an additional 131,012 individuals. We find four loci, in/near CLASP1, LHX1, SNTA1, and CNTNAP2, that are associated with circulating lipid levels through interaction with physical activity; higher levels of physical activity enhance the HDL cholesterol-increasing effects of the CLASP1, LHX1, and SNTA1 loci and attenuate the LDL cholesterol-increasing effect of the CNTNAP2 locus. The CLASP1, LHX1, and SNTA1 regions harbor genes linked to muscle function and lipid metabolism. Our results elucidate the role of physical activity interactions in the genetic contribution to blood lipid levels.

%B Nat Commun %V 10 %P 376 %8 2019 Jan 22 %G eng %N 1 %1 https://www.ncbi.nlm.nih.gov/pubmed/30670697?dopt=Abstract %R 10.1038/s41467-018-08008-w %0 Journal Article %J PLoS One %D 2018 %T Novel genetic associations for blood pressure identified via gene-alcohol interaction in up to 570K individuals across multiple ancestries. %A Feitosa, Mary F %A Kraja, Aldi T %A Chasman, Daniel I %A Sung, Yun J %A Winkler, Thomas W %A Ntalla, Ioanna %A Guo, Xiuqing %A Franceschini, Nora %A Cheng, Ching-Yu %A Sim, Xueling %A Vojinovic, Dina %A Marten, Jonathan %A Musani, Solomon K %A Li, Changwei %A Bentley, Amy R %A Brown, Michael R %A Schwander, Karen %A Richard, Melissa A %A Noordam, Raymond %A Aschard, Hugues %A Bartz, Traci M %A Bielak, Lawrence F %A Dorajoo, Rajkumar %A Fisher, Virginia %A Hartwig, Fernando P %A Horimoto, Andrea R V R %A Lohman, Kurt K %A Manning, Alisa K %A Rankinen, Tuomo %A Smith, Albert V %A Tajuddin, Salman M %A Wojczynski, Mary K %A Alver, Maris %A Boissel, Mathilde %A Cai, Qiuyin %A Campbell, Archie %A Chai, Jin Fang %A Chen, Xu %A Divers, Jasmin %A Gao, Chuan %A Goel, Anuj %A Hagemeijer, Yanick %A Harris, Sarah E %A He, Meian %A Hsu, Fang-Chi %A Jackson, Anne U %A Kähönen, Mika %A Kasturiratne, Anuradhani %A Komulainen, Pirjo %A Kühnel, Brigitte %A Laguzzi, Federica %A Luan, Jian'an %A Matoba, Nana %A Nolte, Ilja M %A Padmanabhan, Sandosh %A Riaz, Muhammad %A Rueedi, Rico %A Robino, Antonietta %A Said, M Abdullah %A Scott, Robert A %A Sofer, Tamar %A Stančáková, Alena %A Takeuchi, Fumihiko %A Tayo, Bamidele O %A van der Most, Peter J %A Varga, Tibor V %A Vitart, Veronique %A Wang, Yajuan %A Ware, Erin B %A Warren, Helen R %A Weiss, Stefan %A Wen, Wanqing %A Yanek, Lisa R %A Zhang, Weihua %A Zhao, Jing Hua %A Afaq, Saima %A Amin, Najaf %A Amini, Marzyeh %A Arking, Dan E %A Aung, Tin %A Boerwinkle, Eric %A Borecki, Ingrid %A Broeckel, Ulrich %A Brown, Morris %A Brumat, Marco %A Burke, Gregory L %A Canouil, Mickaël %A Chakravarti, Aravinda %A Charumathi, Sabanayagam %A Ida Chen, Yii-Der %A Connell, John M %A Correa, Adolfo %A de Las Fuentes, Lisa %A de Mutsert, Renée %A de Silva, H Janaka %A Deng, Xuan %A Ding, Jingzhong %A Duan, Qing %A Eaton, Charles B %A Ehret, Georg %A Eppinga, Ruben N %A Evangelou, Evangelos %A Faul, Jessica D %A Felix, Stephan B %A Forouhi, Nita G %A Forrester, Terrence %A Franco, Oscar H %A Friedlander, Yechiel %A Gandin, Ilaria %A Gao, He %A Ghanbari, Mohsen %A Gigante, Bruna %A Gu, C Charles %A Gu, Dongfeng %A Hagenaars, Saskia P %A Hallmans, Goran %A Harris, Tamara B %A He, Jiang %A Heikkinen, Sami %A Heng, Chew-Kiat %A Hirata, Makoto %A Howard, Barbara V %A Ikram, M Arfan %A John, Ulrich %A Katsuya, Tomohiro %A Khor, Chiea Chuen %A Kilpeläinen, Tuomas O %A Koh, Woon-Puay %A Krieger, Jose E %A Kritchevsky, Stephen B %A Kubo, Michiaki %A Kuusisto, Johanna %A Lakka, Timo A %A Langefeld, Carl D %A Langenberg, Claudia %A Launer, Lenore J %A Lehne, Benjamin %A Lewis, Cora E %A Li, Yize %A Lin, Shiow %A Liu, Jianjun %A Liu, Jingmin %A Loh, Marie %A Louie, Tin %A Mägi, Reedik %A McKenzie, Colin A %A Meitinger, Thomas %A Metspalu, Andres %A Milaneschi, Yuri %A Milani, Lili %A Mohlke, Karen L %A Momozawa, Yukihide %A Nalls, Mike A %A Nelson, Christopher P %A Sotoodehnia, Nona %A Norris, Jill M %A O'Connell, Jeff R %A Palmer, Nicholette D %A Perls, Thomas %A Pedersen, Nancy L %A Peters, Annette %A Peyser, Patricia A %A Poulter, Neil %A Raffel, Leslie J %A Raitakari, Olli T %A Roll, Kathryn %A Rose, Lynda M %A Rosendaal, Frits R %A Rotter, Jerome I %A Schmidt, Carsten O %A Schreiner, Pamela J %A Schupf, Nicole %A Scott, William R %A Sever, Peter S %A Shi, Yuan %A Sidney, Stephen %A Sims, Mario %A Sitlani, Colleen M %A Smith, Jennifer A %A Snieder, Harold %A Starr, John M %A Strauch, Konstantin %A Stringham, Heather M %A Tan, Nicholas Y Q %A Tang, Hua %A Taylor, Kent D %A Teo, Yik Ying %A Tham, Yih Chung %A Turner, Stephen T %A Uitterlinden, André G %A Vollenweider, Peter %A Waldenberger, Melanie %A Wang, Lihua %A Wang, Ya Xing %A Wei, Wen Bin %A Williams, Christine %A Yao, Jie %A Yu, Caizheng %A Yuan, Jian-Min %A Zhao, Wei %A Zonderman, Alan B %A Becker, Diane M %A Boehnke, Michael %A Bowden, Donald W %A Chambers, John C %A Deary, Ian J %A Esko, Tõnu %A Farrall, Martin %A Franks, Paul W %A Freedman, Barry I %A Froguel, Philippe %A Gasparini, Paolo %A Gieger, Christian %A Jonas, Jost Bruno %A Kamatani, Yoichiro %A Kato, Norihiro %A Kooner, Jaspal S %A Kutalik, Zoltán %A Laakso, Markku %A Laurie, Cathy C %A Leander, Karin %A Lehtimäki, Terho %A Study, Lifelines Cohort %A Magnusson, Patrik K E %A Oldehinkel, Albertine J %A Penninx, Brenda W J H %A Polasek, Ozren %A Porteous, David J %A Rauramaa, Rainer %A Samani, Nilesh J %A Scott, James %A Shu, Xiao-Ou %A van der Harst, Pim %A Wagenknecht, Lynne E %A Wareham, Nicholas J %A Watkins, Hugh %A Weir, David R %A Wickremasinghe, Ananda R %A Wu, Tangchun %A Zheng, Wei %A Bouchard, Claude %A Christensen, Kaare %A Evans, Michele K %A Gudnason, Vilmundur %A Horta, Bernardo L %A Kardia, Sharon L R %A Liu, Yongmei %A Pereira, Alexandre C %A Psaty, Bruce M %A Ridker, Paul M %A van Dam, Rob M %A Gauderman, W James %A Zhu, Xiaofeng %A Mook-Kanamori, Dennis O %A Fornage, Myriam %A Rotimi, Charles N %A Cupples, L Adrienne %A Kelly, Tanika N %A Fox, Ervin R %A Hayward, Caroline %A van Duijn, Cornelia M %A Tai, E Shyong %A Wong, Tien Yin %A Kooperberg, Charles %A Palmas, Walter %A Rice, Kenneth %A Morrison, Alanna C %A Elliott, Paul %A Caulfield, Mark J %A Munroe, Patricia B %A Rao, Dabeeru C %A Province, Michael A %A Levy, Daniel %K Adolescent %K Adult %K Aged %K Aged, 80 and over %K Alcohol Drinking %K Blood Pressure %K Cohort Studies %K Female %K Gene-Environment Interaction %K Genetic Predisposition to Disease %K Genome-Wide Association Study %K Humans %K Hypertension %K Male %K Middle Aged %K Pedigree %K Polymorphism, Single Nucleotide %K Racial Groups %K Young Adult %X

Heavy alcohol consumption is an established risk factor for hypertension; the mechanism by which alcohol consumption impact blood pressure (BP) regulation remains unknown. We hypothesized that a genome-wide association study accounting for gene-alcohol consumption interaction for BP might identify additional BP loci and contribute to the understanding of alcohol-related BP regulation. We conducted a large two-stage investigation incorporating joint testing of main genetic effects and single nucleotide variant (SNV)-alcohol consumption interactions. In Stage 1, genome-wide discovery meta-analyses in ≈131K individuals across several ancestry groups yielded 3,514 SNVs (245 loci) with suggestive evidence of association (P < 1.0 x 10-5). In Stage 2, these SNVs were tested for independent external replication in ≈440K individuals across multiple ancestries. We identified and replicated (at Bonferroni correction threshold) five novel BP loci (380 SNVs in 21 genes) and 49 previously reported BP loci (2,159 SNVs in 109 genes) in European ancestry, and in multi-ancestry meta-analyses (P < 5.0 x 10-8). For African ancestry samples, we detected 18 potentially novel BP loci (P < 5.0 x 10-8) in Stage 1 that warrant further replication. Additionally, correlated meta-analysis identified eight novel BP loci (11 genes). Several genes in these loci (e.g., PINX1, GATA4, BLK, FTO and GABBR2) have been previously reported to be associated with alcohol consumption. These findings provide insights into the role of alcohol consumption in the genetic architecture of hypertension.

%B PLoS One %V 13 %P e0198166 %8 2018 %G eng %N 6 %1 https://www.ncbi.nlm.nih.gov/pubmed/29912962?dopt=Abstract %R 10.1371/journal.pone.0198166 %0 Journal Article %J Genet Epidemiol %D 2016 %T An Empirical Comparison of Joint and Stratified Frameworks for Studying G × E Interactions: Systolic Blood Pressure and Smoking in the CHARGE Gene-Lifestyle Interactions Working Group. %A Sung, Yun Ju %A Winkler, Thomas W %A Manning, Alisa K %A Aschard, Hugues %A Gudnason, Vilmundur %A Harris, Tamara B %A Smith, Albert V %A Boerwinkle, Eric %A Brown, Michael R %A Morrison, Alanna C %A Fornage, Myriam %A Lin, Li-An %A Richard, Melissa %A Bartz, Traci M %A Psaty, Bruce M %A Hayward, Caroline %A Polasek, Ozren %A Marten, Jonathan %A Rudan, Igor %A Feitosa, Mary F %A Kraja, Aldi T %A Province, Michael A %A Deng, Xuan %A Fisher, Virginia A %A Zhou, Yanhua %A Bielak, Lawrence F %A Smith, Jennifer %A Huffman, Jennifer E %A Padmanabhan, Sandosh %A Smith, Blair H %A Ding, Jingzhong %A Liu, Yongmei %A Lohman, Kurt %A Bouchard, Claude %A Rankinen, Tuomo %A Rice, Treva K %A Arnett, Donna %A Schwander, Karen %A Guo, Xiuqing %A Palmas, Walter %A Rotter, Jerome I %A Alfred, Tamuno %A Bottinger, Erwin P %A Loos, Ruth J F %A Amin, Najaf %A Franco, Oscar H %A van Duijn, Cornelia M %A Vojinovic, Dina %A Chasman, Daniel I %A Ridker, Paul M %A Rose, Lynda M %A Kardia, Sharon %A Zhu, Xiaofeng %A Rice, Kenneth %A Borecki, Ingrid B %A Rao, Dabeeru C %A Gauderman, W James %A Cupples, L Adrienne %K Blood Pressure %K Cohort Studies %K Databases, Factual %K Family %K Gene Frequency %K Gene-Environment Interaction %K Genome-Wide Association Study %K Genotype %K Humans %K Phenotype %K Smoking %X

Studying gene-environment (G × E) interactions is important, as they extend our knowledge of the genetic architecture of complex traits and may help to identify novel variants not detected via analysis of main effects alone. The main statistical framework for studying G × E interactions uses a single regression model that includes both the genetic main and G × E interaction effects (the "joint" framework). The alternative "stratified" framework combines results from genetic main-effect analyses carried out separately within the exposed and unexposed groups. Although there have been several investigations using theory and simulation, an empirical comparison of the two frameworks is lacking. Here, we compare the two frameworks using results from genome-wide association studies of systolic blood pressure for 3.2 million low frequency and 6.5 million common variants across 20 cohorts of European ancestry, comprising 79,731 individuals. Our cohorts have sample sizes ranging from 456 to 22,983 and include both family-based and population-based samples. In cohort-specific analyses, the two frameworks provided similar inference for population-based cohorts. The agreement was reduced for family-based cohorts. In meta-analyses, agreement between the two frameworks was less than that observed in cohort-specific analyses, despite the increased sample size. In meta-analyses, agreement depended on (1) the minor allele frequency, (2) inclusion of family-based cohorts in meta-analysis, and (3) filtering scheme. The stratified framework appears to approximate the joint framework well only for common variants in population-based cohorts. We conclude that the joint framework is the preferred approach and should be used to control false positives when dealing with low-frequency variants and/or family-based cohorts.

%B Genet Epidemiol %V 40 %P 404-15 %8 2016 Jul %G eng %N 5 %1 https://www.ncbi.nlm.nih.gov/pubmed/27230302?dopt=Abstract %R 10.1002/gepi.21978 %0 Journal Article %J Sci Transl Med %D 2016 %T A genomic approach to therapeutic target validation identifies a glucose-lowering GLP1R variant protective for coronary heart disease. %A Scott, Robert A %A Freitag, Daniel F %A Li, Li %A Chu, Audrey Y %A Surendran, Praveen %A Young, Robin %A Grarup, Niels %A Stančáková, Alena %A Chen, Yuning %A Varga, Tibor V %A Yaghootkar, Hanieh %A Luan, Jian'an %A Zhao, Jing Hua %A Willems, Sara M %A Wessel, Jennifer %A Wang, Shuai %A Maruthur, Nisa %A Michailidou, Kyriaki %A Pirie, Ailith %A van der Lee, Sven J %A Gillson, Christopher %A Al Olama, Ali Amin %A Amouyel, Philippe %A Arriola, Larraitz %A Arveiler, Dominique %A Aviles-Olmos, Iciar %A Balkau, Beverley %A Barricarte, Aurelio %A Barroso, Inês %A Garcia, Sara Benlloch %A Bis, Joshua C %A Blankenberg, Stefan %A Boehnke, Michael %A Boeing, Heiner %A Boerwinkle, Eric %A Borecki, Ingrid B %A Bork-Jensen, Jette %A Bowden, Sarah %A Caldas, Carlos %A Caslake, Muriel %A Cupples, L Adrienne %A Cruchaga, Carlos %A Czajkowski, Jacek %A den Hoed, Marcel %A Dunn, Janet A %A Earl, Helena M %A Ehret, Georg B %A Ferrannini, Ele %A Ferrieres, Jean %A Foltynie, Thomas %A Ford, Ian %A Forouhi, Nita G %A Gianfagna, Francesco %A Gonzalez, Carlos %A Grioni, Sara %A Hiller, Louise %A Jansson, Jan-Håkan %A Jørgensen, Marit E %A Jukema, J Wouter %A Kaaks, Rudolf %A Kee, Frank %A Kerrison, Nicola D %A Key, Timothy J %A Kontto, Jukka %A Kote-Jarai, Zsofia %A Kraja, Aldi T %A Kuulasmaa, Kari %A Kuusisto, Johanna %A Linneberg, Allan %A Liu, Chunyu %A Marenne, Gaëlle %A Mohlke, Karen L %A Morris, Andrew P %A Muir, Kenneth %A Müller-Nurasyid, Martina %A Munroe, Patricia B %A Navarro, Carmen %A Nielsen, Sune F %A Nilsson, Peter M %A Nordestgaard, Børge G %A Packard, Chris J %A Palli, Domenico %A Panico, Salvatore %A Peloso, Gina M %A Perola, Markus %A Peters, Annette %A Poole, Christopher J %A Quirós, J Ramón %A Rolandsson, Olov %A Sacerdote, Carlotta %A Salomaa, Veikko %A Sánchez, María-José %A Sattar, Naveed %A Sharp, Stephen J %A Sims, Rebecca %A Slimani, Nadia %A Smith, Jennifer A %A Thompson, Deborah J %A Trompet, Stella %A Tumino, Rosario %A van der A, Daphne L %A van der Schouw, Yvonne T %A Virtamo, Jarmo %A Walker, Mark %A Walter, Klaudia %A Abraham, Jean E %A Amundadottir, Laufey T %A Aponte, Jennifer L %A Butterworth, Adam S %A Dupuis, Josée %A Easton, Douglas F %A Eeles, Rosalind A %A Erdmann, Jeanette %A Franks, Paul W %A Frayling, Timothy M %A Hansen, Torben %A Howson, Joanna M M %A Jørgensen, Torben %A Kooner, Jaspal %A Laakso, Markku %A Langenberg, Claudia %A McCarthy, Mark I %A Pankow, James S %A Pedersen, Oluf %A Riboli, Elio %A Rotter, Jerome I %A Saleheen, Danish %A Samani, Nilesh J %A Schunkert, Heribert %A Vollenweider, Peter %A O'Rahilly, Stephen %A Deloukas, Panos %A Danesh, John %A Goodarzi, Mark O %A Kathiresan, Sekar %A Meigs, James B %A Ehm, Margaret G %A Wareham, Nicholas J %A Waterworth, Dawn M %K Alleles %K Coronary Disease %K Diabetes Mellitus, Type 2 %K Dipeptidyl Peptidase 4 %K Genotype %K Glucagon-Like Peptide-1 Receptor %K Humans %K Obesity %K Receptor, Cannabinoid, CB2 %K Receptor, Serotonin, 5-HT2C %K Receptors, Somatostatin %K Sodium-Glucose Transporter 1 %X

Regulatory authorities have indicated that new drugs to treat type 2 diabetes (T2D) should not be associated with an unacceptable increase in cardiovascular risk. Human genetics may be able to guide development of antidiabetic therapies by predicting cardiovascular and other health endpoints. We therefore investigated the association of variants in six genes that encode drug targets for obesity or T2D with a range of metabolic traits in up to 11,806 individuals by targeted exome sequencing and follow-up in 39,979 individuals by targeted genotyping, with additional in silico follow-up in consortia. We used these data to first compare associations of variants in genes encoding drug targets with the effects of pharmacological manipulation of those targets in clinical trials. We then tested the association of those variants with disease outcomes, including coronary heart disease, to predict cardiovascular safety of these agents. A low-frequency missense variant (Ala316Thr; rs10305492) in the gene encoding glucagon-like peptide-1 receptor (GLP1R), the target of GLP1R agonists, was associated with lower fasting glucose and T2D risk, consistent with GLP1R agonist therapies. The minor allele was also associated with protection against heart disease, thus providing evidence that GLP1R agonists are not likely to be associated with an unacceptable increase in cardiovascular risk. Our results provide an encouraging signal that these agents may be associated with benefit, a question currently being addressed in randomized controlled trials. Genetic variants associated with metabolic traits and multiple disease outcomes can be used to validate therapeutic targets at an early stage in the drug development process.

%B Sci Transl Med %V 8 %P 341ra76 %8 2016 Jun 01 %G eng %N 341 %1 https://www.ncbi.nlm.nih.gov/pubmed/27252175?dopt=Abstract %R 10.1126/scitranslmed.aad3744 %0 Journal Article %J Nat Commun %D 2015 %T Low-frequency and rare exome chip variants associate with fasting glucose and type 2 diabetes susceptibility. %A Wessel, Jennifer %A Chu, Audrey Y %A Willems, Sara M %A Wang, Shuai %A Yaghootkar, Hanieh %A Brody, Jennifer A %A Dauriz, Marco %A Hivert, Marie-France %A Raghavan, Sridharan %A Lipovich, Leonard %A Hidalgo, Bertha %A Fox, Keolu %A Huffman, Jennifer E %A An, Ping %A Lu, Yingchang %A Rasmussen-Torvik, Laura J %A Grarup, Niels %A Ehm, Margaret G %A Li, Li %A Baldridge, Abigail S %A Stančáková, Alena %A Abrol, Ravinder %A Besse, Céline %A Boland, Anne %A Bork-Jensen, Jette %A Fornage, Myriam %A Freitag, Daniel F %A Garcia, Melissa E %A Guo, Xiuqing %A Hara, Kazuo %A Isaacs, Aaron %A Jakobsdottir, Johanna %A Lange, Leslie A %A Layton, Jill C %A Li, Man %A Hua Zhao, Jing %A Meidtner, Karina %A Morrison, Alanna C %A Nalls, Mike A %A Peters, Marjolein J %A Sabater-Lleal, Maria %A Schurmann, Claudia %A Silveira, Angela %A Smith, Albert V %A Southam, Lorraine %A Stoiber, Marcus H %A Strawbridge, Rona J %A Taylor, Kent D %A Varga, Tibor V %A Allin, Kristine H %A Amin, Najaf %A Aponte, Jennifer L %A Aung, Tin %A Barbieri, Caterina %A Bihlmeyer, Nathan A %A Boehnke, Michael %A Bombieri, Cristina %A Bowden, Donald W %A Burns, Sean M %A Chen, Yuning %A Chen, Yii-DerI %A Cheng, Ching-Yu %A Correa, Adolfo %A Czajkowski, Jacek %A Dehghan, Abbas %A Ehret, Georg B %A Eiriksdottir, Gudny %A Escher, Stefan A %A Farmaki, Aliki-Eleni %A Frånberg, Mattias %A Gambaro, Giovanni %A Giulianini, Franco %A Goddard, William A %A Goel, Anuj %A Gottesman, Omri %A Grove, Megan L %A Gustafsson, Stefan %A Hai, Yang %A Hallmans, Goran %A Heo, Jiyoung %A Hoffmann, Per %A Ikram, Mohammad K %A Jensen, Richard A %A Jørgensen, Marit E %A Jørgensen, Torben %A Karaleftheri, Maria %A Khor, Chiea C %A Kirkpatrick, Andrea %A Kraja, Aldi T %A Kuusisto, Johanna %A Lange, Ethan M %A Lee, I T %A Lee, Wen-Jane %A Leong, Aaron %A Liao, Jiemin %A Liu, Chunyu %A Liu, Yongmei %A Lindgren, Cecilia M %A Linneberg, Allan %A Malerba, Giovanni %A Mamakou, Vasiliki %A Marouli, Eirini %A Maruthur, Nisa M %A Matchan, Angela %A McKean-Cowdin, Roberta %A McLeod, Olga %A Metcalf, Ginger A %A Mohlke, Karen L %A Muzny, Donna M %A Ntalla, Ioanna %A Palmer, Nicholette D %A Pasko, Dorota %A Peter, Andreas %A Rayner, Nigel W %A Renstrom, Frida %A Rice, Ken %A Sala, Cinzia F %A Sennblad, Bengt %A Serafetinidis, Ioannis %A Smith, Jennifer A %A Soranzo, Nicole %A Speliotes, Elizabeth K %A Stahl, Eli A %A Stirrups, Kathleen %A Tentolouris, Nikos %A Thanopoulou, Anastasia %A Torres, Mina %A Traglia, Michela %A Tsafantakis, Emmanouil %A Javad, Sundas %A Yanek, Lisa R %A Zengini, Eleni %A Becker, Diane M %A Bis, Joshua C %A Brown, James B %A Cupples, L Adrienne %A Hansen, Torben %A Ingelsson, Erik %A Karter, Andrew J %A Lorenzo, Carlos %A Mathias, Rasika A %A Norris, Jill M %A Peloso, Gina M %A Sheu, Wayne H-H %A Toniolo, Daniela %A Vaidya, Dhananjay %A Varma, Rohit %A Wagenknecht, Lynne E %A Boeing, Heiner %A Bottinger, Erwin P %A Dedoussis, George %A Deloukas, Panos %A Ferrannini, Ele %A Franco, Oscar H %A Franks, Paul W %A Gibbs, Richard A %A Gudnason, Vilmundur %A Hamsten, Anders %A Harris, Tamara B %A Hattersley, Andrew T %A Hayward, Caroline %A Hofman, Albert %A Jansson, Jan-Håkan %A Langenberg, Claudia %A Launer, Lenore J %A Levy, Daniel %A Oostra, Ben A %A O'Donnell, Christopher J %A O'Rahilly, Stephen %A Padmanabhan, Sandosh %A Pankow, James S %A Polasek, Ozren %A Province, Michael A %A Rich, Stephen S %A Ridker, Paul M %A Rudan, Igor %A Schulze, Matthias B %A Smith, Blair H %A Uitterlinden, André G %A Walker, Mark %A Watkins, Hugh %A Wong, Tien Y %A Zeggini, Eleftheria %A Laakso, Markku %A Borecki, Ingrid B %A Chasman, Daniel I %A Pedersen, Oluf %A Psaty, Bruce M %A Tai, E Shyong %A van Duijn, Cornelia M %A Wareham, Nicholas J %A Waterworth, Dawn M %A Boerwinkle, Eric %A Kao, W H Linda %A Florez, Jose C %A Loos, Ruth J F %A Wilson, James G %A Frayling, Timothy M %A Siscovick, David S %A Dupuis, Josée %A Rotter, Jerome I %A Meigs, James B %A Scott, Robert A %A Goodarzi, Mark O %K Black People %K Blood Glucose %K Diabetes Mellitus, Type 2 %K Exome %K Fasting %K Genetic Association Studies %K Genetic Loci %K Genetic Predisposition to Disease %K Genetic Variation %K Glucagon-Like Peptide-1 Receptor %K Glucose-6-Phosphatase %K Humans %K Insulin %K Mutation Rate %K Oligonucleotide Array Sequence Analysis %K Polymorphism, Single Nucleotide %K White People %X

Fasting glucose and insulin are intermediate traits for type 2 diabetes. Here we explore the role of coding variation on these traits by analysis of variants on the HumanExome BeadChip in 60,564 non-diabetic individuals and in 16,491 T2D cases and 81,877 controls. We identify a novel association of a low-frequency nonsynonymous SNV in GLP1R (A316T; rs10305492; MAF=1.4%) with lower FG (β=-0.09±0.01 mmol l(-1), P=3.4 × 10(-12)), T2D risk (OR[95%CI]=0.86[0.76-0.96], P=0.010), early insulin secretion (β=-0.07±0.035 pmolinsulin mmolglucose(-1), P=0.048), but higher 2-h glucose (β=0.16±0.05 mmol l(-1), P=4.3 × 10(-4)). We identify a gene-based association with FG at G6PC2 (pSKAT=6.8 × 10(-6)) driven by four rare protein-coding SNVs (H177Y, Y207S, R283X and S324P). We identify rs651007 (MAF=20%) in the first intron of ABO at the putative promoter of an antisense lncRNA, associating with higher FG (β=0.02±0.004 mmol l(-1), P=1.3 × 10(-8)). Our approach identifies novel coding variant associations and extends the allelic spectrum of variation underlying diabetes-related quantitative traits and T2D susceptibility.

%B Nat Commun %V 6 %P 5897 %8 2015 Jan 29 %G eng %1 https://www.ncbi.nlm.nih.gov/pubmed/25631608?dopt=Abstract %R 10.1038/ncomms6897 %0 Journal Article %J Atherosclerosis %D 2014 %T Linkage analysis incorporating gene-age interactions identifies seven novel lipid loci: the Family Blood Pressure Program. %A Simino, Jeannette %A Kume, Rezart %A Kraja, Aldi T %A Turner, Stephen T %A Hanis, Craig L %A Sheu, Wayne %A Chen, Ida %A Jaquish, Cashell %A Cooper, Richard S %A Chakravarti, Aravinda %A Quertermous, Thomas %A Boerwinkle, Eric %A Hunt, Steven C %A Rao, D C %K Adult %K Age Factors %K Asian %K Asian People %K Black or African American %K Black People %K Blood Pressure %K Cholesterol %K Cholesterol, HDL %K Cholesterol, LDL %K Coronary Disease %K Ethnicity %K Family Health %K Female %K Genetic Linkage %K Genetic Markers %K Genetic Variation %K Genome-Wide Association Study %K Genotype %K Humans %K Lipids %K Male %K Mexican Americans %K Middle Aged %K Phenotype %K Quantitative Trait Loci %K White People %X

OBJECTIVE: To detect novel loci with age-dependent effects on fasting (≥ 8 h) levels of total cholesterol, high-density lipoprotein, low-density lipoprotein, and triglycerides using 3600 African Americans, 1283 Asians, 3218 European Americans, and 2026 Mexican Americans from the Family Blood Pressure Program (FBPP).

METHODS: Within each subgroup (defined by network, race, and sex), we employed stepwise linear regression (retention p ≤ 0.05) to adjust lipid levels for age, age-squared, age-cubed, body-mass-index, current smoking status, current drinking status, field center, estrogen therapy (females only), as well as antidiabetic, antihypertensive, and antilipidemic medication use. For each trait, we pooled the standardized male and female residuals within each network and race and fit a generalized variance components model that incorporated gene-age interactions. We conducted FBPP-wide and race-specific meta-analyses by combining the p-values of each linkage marker across subgroups using a modified Fisher's method.

RESULTS: We identified seven novel loci with age-dependent effects; four total cholesterol loci from the meta-analysis of Mexican Americans (on chromosomes 2q24.1, 4q21.21, 8q22.2, and 12p11.23) and three high-density lipoprotein loci from the meta-analysis of all FBPP subgroups (on chromosomes 1p12, 14q11.2, and 21q21.1). These loci lacked significant genome-wide linkage or association evidence in the literature and had logarithm of odds (LOD) score ≥ 3 in the meta-analysis with LOD ≥ 1 in at least two network and race subgroups (exclusively of non-European descent).

CONCLUSION: Incorporating gene-age interactions into the analysis of lipids using multi-ethnic cohorts can enhance gene discovery. These interaction loci can guide the selection of families for sequencing studies of lipid-associated variants.

%B Atherosclerosis %V 235 %P 84-93 %8 2014 Jul %G eng %N 1 %1 https://www.ncbi.nlm.nih.gov/pubmed/24819747?dopt=Abstract %R 10.1016/j.atherosclerosis.2014.04.008