@article {7363, title = {Discovery of novel heart rate-associated loci using the Exome Chip.}, journal = {Hum Mol Genet}, year = {2017}, month = {2017 Apr 03}, abstract = {

Background Resting heart rate is a heritable trait, and an increase in heart rate is associated with increased mortality risk. GWAS analyses have found loci associated with resting heart rate, at the time of our study these loci explained 0.9\% of the variation.Aim To discover new genetic loci associated with heart rate from Exome Chip meta-analyses.Methods Heart rate was measured from either elecrtrocardiograms or pulse recordings. We meta-analysed heart rate association results from 104,452 European-ancestry individuals from 30 cohorts, genotyped using the Exome Chip. Twenty-four variants were selected for follow-up in an independent dataset (UK Biobank, N = 134,251). Conditional and gene-based testing was undertaken, and variants were investigated with bioinformatics methods.Results We discovered five novel heart rate loci, and one new independent low-frequency non-synonymous variant in an established heart rate locus (KIAA1755). Lead variants in four of the novel loci are non-synonymous variants in the genes C10orf71, DALDR3, TESK2, SEC31B. The variant at SEC31B is significantly associated with SEC31B expression in heart and tibial nerve tissue. Further candidate genes were detected from long range regulatory chromatin interactions in heart tissue (SCD, SLF2, MAPK8). We observed significant enrichment in DNase I hypersensitive sites in fetal heart and lung. Moreover, enrichment was seen for the first time in human neuronal progenitor cells (derived from embryonic stem cells) and fetal muscle samples by including our novel variants.Conclusion Our findings advance the knowledge of the genetic architecture of heart rate, and indicate new candidate genes for follow-up functional studies.

}, issn = {1460-2083}, doi = {10.1093/hmg/ddx113}, author = {van den Berg, Marten E and Warren, Helen R and Cabrera, Claudia P and Verweij, Niek and Mifsud, Borbala and Haessler, Jeffrey and Bihlmeyer, Nathan A and Fu, Yi-Ping and Weiss, Stefan and Lin, Henry J and Grarup, Niels and Li-Gao, Ruifang and Pistis, Giorgio and Shah, Nabi and Brody, Jennifer A and M{\"u}ller-Nurasyid, Martina and Lin, Honghuang and Mei, Hao and Smith, Albert V and Lyytik{\"a}inen, Leo-Pekka and Hall, Leanne M and van Setten, Jessica and Trompet, Stella and Prins, Bram P and Isaacs, Aaron and Radmanesh, Farid and Marten, Jonathan and Entwistle, Aiman and Kors, Jan A and Silva, Claudia T and Alonso, Alvaro and Bis, Joshua C and de Boer, Rudolf and de Haan, Hugoline G and de Mutsert, Ren{\'e}e and Dedoussis, George and Dominiczak, Anna F and Doney, Alex S F and Ellinor, Patrick T and Eppinga, Ruben N and Felix, Stephan B and Guo, Xiuqing and Hagemeijer, Yanick and Hansen, Torben and Harris, Tamara B and Heckbert, Susan R and Huang, Paul L and Hwang, Shih-Jen and K{\"a}h{\"o}nen, Mika and Kanters, J{\o}rgen K and Kolcic, Ivana and Launer, Lenore J and Li, Man and Yao, Jie and Linneberg, Allan and Liu, Simin and Macfarlane, Peter W and Mangino, Massimo and Morris, Andrew D and Mulas, Antonella and Murray, Alison D and Nelson, Christopher P and Orr{\`u}, Marco and Padmanabhan, Sandosh and Peters, Annette and Porteous, David J and Poulter, Neil and Psaty, Bruce M and Qi, Lihong and Raitakari, Olli T and Rivadeneira, Fernando and Roselli, Carolina and Rudan, Igor and Sattar, Naveed and Sever, Peter and Sinner, Moritz F and Soliman, Elsayed Z and Spector, Timothy D and Stanton, Alice V and Stirrups, Kathleen E and Taylor, Kent D and Tobin, Martin D and Uitterlinden, Andre and Vaartjes, Ilonca and Hoes, Arno W and van der Meer, Peter and V{\"o}lker, Uwe and Waldenberger, Melanie and Xie, Zhijun and Zoledziewska, Magdalena and Tinker, Andrew and Polasek, Ozren and Rosand, Jonathan and Jamshidi, Yalda and van Duijn, Cornelia M and Zeggini, Eleftheria and Wouter Jukema, J and Asselbergs, Folkert W and Samani, Nilesh J and Lehtim{\"a}ki, Terho and Gudnason, Vilmundur and Wilson, James and Lubitz, Steven A and K{\"a}{\"a}b, Stefan and Sotoodehnia, Nona and Caulfield, Mark J and Palmer, Colin N A and Sanna, Serena and Mook-Kanamori, Dennis O and Deloukas, Panos and Pedersen, Oluf and Rotter, Jerome I and D{\"o}rr, Marcus and O{\textquoteright}Donnell, Chris J and Hayward, Caroline and Arking, Dan E and Kooperberg, Charles and van der Harst, Pim and Eijgelsheim, Mark and Stricker, Bruno H and Munroe, Patricia B} } @article {7595, title = {Genetic Interactions with Age, Sex, Body Mass Index, and Hypertension in Relation to Atrial Fibrillation: The AFGen Consortium.}, journal = {Sci Rep}, volume = {7}, year = {2017}, month = {2017 Sep 12}, pages = {11303}, abstract = {

It is unclear whether genetic markers interact with risk factors to influence atrial fibrillation (AF) risk. We performed genome-wide interaction analyses between genetic variants and age, sex, hypertension, and body mass index in the AFGen Consortium. Study-specific results were combined using meta-analysis (88,383 individuals of European descent, including 7,292 with AF). Variants with nominal interaction associations in the discovery analysis were tested for association in four independent studies (131,441 individuals, including 5,722 with AF). In the discovery analysis, the AF risk associated with the minor rs6817105 allele (at the PITX2 locus) was greater among subjects <= 65 years of age than among those > 65 years (interaction p-value = 4.0 {\texttimes} 10-5). The interaction p-value exceeded genome-wide significance in combined discovery and replication analyses (interaction p-value = 1.7 {\texttimes} 10-8). We observed one genome-wide significant interaction with body mass index and several suggestive interactions with age, sex, and body mass index in the discovery analysis. However, none was replicated in the independent sample. Our findings suggest that the pathogenesis of AF may differ according to age in individuals of European descent, but we did not observe evidence of statistically significant genetic interactions with sex, body mass index, or hypertension on AF risk.

}, issn = {2045-2322}, doi = {10.1038/s41598-017-09396-7}, author = {Weng, Lu-Chen and Lunetta, Kathryn L and M{\"u}ller-Nurasyid, Martina and Smith, Albert Vernon and Th{\'e}riault, S{\'e}bastien and Weeke, Peter E and Barnard, John and Bis, Joshua C and Lyytik{\"a}inen, Leo-Pekka and Kleber, Marcus E and Martinsson, Andreas and Lin, Henry J and Rienstra, Michiel and Trompet, Stella and Krijthe, Bouwe P and D{\"o}rr, Marcus and Klarin, Derek and Chasman, Daniel I and Sinner, Moritz F and Waldenberger, Melanie and Launer, Lenore J and Harris, Tamara B and Soliman, Elsayed Z and Alonso, Alvaro and Par{\'e}, Guillaume and Teixeira, Pedro L and Denny, Joshua C and Shoemaker, M Benjamin and Van Wagoner, David R and Smith, Jonathan D and Psaty, Bruce M and Sotoodehnia, Nona and Taylor, Kent D and K{\"a}h{\"o}nen, Mika and Nikus, Kjell and Delgado, Graciela E and Melander, Olle and Engstr{\"o}m, Gunnar and Yao, Jie and Guo, Xiuqing and Christophersen, Ingrid E and Ellinor, Patrick T and Geelhoed, Bastiaan and Verweij, Niek and Macfarlane, Peter and Ford, Ian and Heeringa, Jan and Franco, Oscar H and Uitterlinden, Andr{\'e} G and V{\"o}lker, Uwe and Teumer, Alexander and Rose, Lynda M and K{\"a}{\"a}b, Stefan and Gudnason, Vilmundur and Arking, Dan E and Conen, David and Roden, Dan M and Chung, Mina K and Heckbert, Susan R and Benjamin, Emelia J and Lehtim{\"a}ki, Terho and M{\"a}rz, Winfried and Smith, J Gustav and Rotter, Jerome I and van der Harst, Pim and Jukema, J Wouter and Stricker, Bruno H and Felix, Stephan B and Albert, Christine M and Lubitz, Steven A} } @article {7579, title = {Genetic loci associated with heart rate variability and their effects on cardiac disease risk.}, journal = {Nat Commun}, volume = {8}, year = {2017}, month = {2017 Jun 14}, pages = {15805}, abstract = {

Reduced cardiac vagal control reflected in low heart rate variability (HRV) is associated with greater risks for cardiac morbidity and mortality. In two-stage meta-analyses of genome-wide association studies for three HRV traits in up to 53,174 individuals of European ancestry, we detect 17 genome-wide significant SNPs in eight loci. HRV SNPs tag non-synonymous SNPs (in NDUFA11 and KIAA1755), expression quantitative trait loci (eQTLs) (influencing GNG11, RGS6 and NEO1), or are located in genes preferentially expressed in the sinoatrial node (GNG11, RGS6 and HCN4). Genetic risk scores account for 0.9 to 2.6\% of the HRV variance. Significant genetic correlation is found for HRV with heart rate (-0.74}, issn = {2041-1723}, doi = {10.1038/ncomms15805}, author = {Nolte, Ilja M and Munoz, M Loretto and Tragante, Vinicius and Amare, Azmeraw T and Jansen, Rick and Vaez, Ahmad and von der Heyde, Benedikt and Avery, Christy L and Bis, Joshua C and Dierckx, Bram and van Dongen, Jenny and Gogarten, Stephanie M and Goyette, Philippe and Hernesniemi, Jussi and Huikari, Ville and Hwang, Shih-Jen and Jaju, Deepali and Kerr, Kathleen F and Kluttig, Alexander and Krijthe, Bouwe P and Kumar, Jitender and van der Laan, Sander W and Lyytik{\"a}inen, Leo-Pekka and Maihofer, Adam X and Minassian, Arpi and van der Most, Peter J and M{\"u}ller-Nurasyid, Martina and Nivard, Michel and Salvi, Erika and Stewart, James D and Thayer, Julian F and Verweij, Niek and Wong, Andrew and Zabaneh, Delilah and Zafarmand, Mohammad H and Abdellaoui, Abdel and Albarwani, Sulayma and Albert, Christine and Alonso, Alvaro and Ashar, Foram and Auvinen, Juha and Axelsson, Tomas and Baker, Dewleen G and de Bakker, Paul I W and Barcella, Matteo and Bayoumi, Riad and Bieringa, Rob J and Boomsma, Dorret and Boucher, Gabrielle and Britton, Annie R and Christophersen, Ingrid and Dietrich, Andrea and Ehret, George B and Ellinor, Patrick T and Eskola, Markku and Felix, Janine F and Floras, John S and Franco, Oscar H and Friberg, Peter and Gademan, Maaike G J and Geyer, Mark A and Giedraitis, Vilmantas and Hartman, Catharina A and Hemerich, Daiane and Hofman, Albert and Hottenga, Jouke-Jan and Huikuri, Heikki and Hutri-K{\"a}h{\"o}nen, Nina and Jouven, Xavier and Junttila, Juhani and Juonala, Markus and Kiviniemi, Antti M and Kors, Jan A and Kumari, Meena and Kuznetsova, Tatiana and Laurie, Cathy C and Lefrandt, Joop D and Li, Yong and Li, Yun and Liao, Duanping and Limacher, Marian C and Lin, Henry J and Lindgren, Cecilia M and Lubitz, Steven A and Mahajan, Anubha and McKnight, Barbara and Zu Schwabedissen, Henriette Meyer and Milaneschi, Yuri and Mononen, Nina and Morris, Andrew P and Nalls, Mike A and Navis, Gerjan and Neijts, Melanie and Nikus, Kjell and North, Kari E and O{\textquoteright}Connor, Daniel T and Ormel, Johan and Perz, Siegfried and Peters, Annette and Psaty, Bruce M and Raitakari, Olli T and Risbrough, Victoria B and Sinner, Moritz F and Siscovick, David and Smit, Johannes H and Smith, Nicholas L and Soliman, Elsayed Z and Sotoodehnia, Nona and Staessen, Jan A and Stein, Phyllis K and Stilp, Adrienne M and Stolarz-Skrzypek, Katarzyna and Strauch, Konstantin and Sundstr{\"o}m, Johan and Swenne, Cees A and Syv{\"a}nen, Ann-Christine and Tardif, Jean-Claude and Taylor, Kent D and Teumer, Alexander and Thornton, Timothy A and Tinker, Lesley E and Uitterlinden, Andr{\'e} G and van Setten, Jessica and Voss, Andreas and Waldenberger, Melanie and Wilhelmsen, Kirk C and Willemsen, Gonneke and Wong, Quenna and Zhang, Zhu-Ming and Zonderman, Alan B and Cusi, Daniele and Evans, Michele K and Greiser, Halina K and van der Harst, Pim and Hassan, Mohammad and Ingelsson, Erik and Jarvelin, Marjo-Riitta and K{\"a}{\"a}b, Stefan and K{\"a}h{\"o}nen, Mika and Kivimaki, Mika and Kooperberg, Charles and Kuh, Diana and Lehtim{\"a}ki, Terho and Lind, Lars and Nievergelt, Caroline M and O{\textquoteright}Donnell, Chris J and Oldehinkel, Albertine J and Penninx, Brenda and Reiner, Alexander P and Riese, Harri{\"e}tte and van Roon, Arie M and Rioux, John D and Rotter, Jerome I and Sofer, Tamar and Stricker, Bruno H and Tiemeier, Henning and Vrijkotte, Tanja G M and Asselbergs, Folkert W and Brundel, Bianca J J M and Heckbert, Susan R and Whitsel, Eric A and den Hoed, Marcel and Snieder, Harold and de Geus, Eco J C} } @article {7353, title = {A genome-wide interaction analysis of tricyclic/tetracyclic antidepressants and RR and QT intervals: a pharmacogenomics study from the Cohorts for Heart and Aging Research in Genomic Epidemiology (CHARGE) consortium.}, journal = {J Med Genet}, volume = {54}, year = {2017}, month = {2017 May}, pages = {313-323}, abstract = {

BACKGROUND: Increased heart rate and a prolonged QT interval are important risk factors for cardiovascular morbidity and mortality, and can be influenced by the use of various medications, including tricyclic/tetracyclic antidepressants (TCAs). We aim to identify genetic loci that modify the association between TCA use and RR and QT intervals.

METHODS AND RESULTS: We conducted race/ethnic-specific genome-wide interaction analyses (with HapMap phase II imputed reference panel imputation) of TCAs and resting RR and QT intervals in cohorts of European (n=45 706; n=1417 TCA users), African (n=10 235; n=296 TCA users) and Hispanic/Latino (n=13 808; n=147 TCA users) ancestry, adjusted for clinical covariates. Among the populations of European ancestry, two genome-wide significant loci were identified for RR interval: rs6737205 in BRE (β=56.3, pinteraction=3.9e(-9)) and rs9830388 in UBE2E2 (β=25.2, pinteraction=1.7e(-8)). In Hispanic/Latino cohorts, rs2291477 in TGFBR3 significantly modified the association between TCAs and QT intervals (β=9.3, pinteraction=2.55e(-8)). In the meta-analyses of the other ethnicities, these loci either were excluded from the meta-analyses (as part of quality control), or their effects did not reach the level of nominal statistical significance (pinteraction>0.05). No new variants were identified in these ethnicities. No additional loci were identified after inverse-variance-weighted meta-analysis of the three ancestries.

CONCLUSIONS: Among Europeans, TCA interactions with variants in BRE and UBE2E2 were identified in relation to RR intervals. Among Hispanic/Latinos, variants in TGFBR3 modified the relation between TCAs and QT intervals. Future studies are required to confirm our results.

}, issn = {1468-6244}, doi = {10.1136/jmedgenet-2016-104112}, author = {Noordam, Raymond and Sitlani, Colleen M and Avery, Christy L and Stewart, James D and Gogarten, Stephanie M and Wiggins, Kerri L and Trompet, Stella and Warren, Helen R and Sun, Fangui and Evans, Daniel S and Li, Xiaohui and Li, Jin and Smith, Albert V and Bis, Joshua C and Brody, Jennifer A and Busch, Evan L and Caulfield, Mark J and Chen, Yii-der I and Cummings, Steven R and Cupples, L Adrienne and Duan, Qing and Franco, Oscar H and M{\'e}ndez-Gir{\'a}ldez, R{\'a}ul and Harris, Tamara B and Heckbert, Susan R and van Heemst, Diana and Hofman, Albert and Floyd, James S and Kors, Jan A and Launer, Lenore J and Li, Yun and Li-Gao, Ruifang and Lange, Leslie A and Lin, Henry J and de Mutsert, Ren{\'e}e and Napier, Melanie D and Newton-Cheh, Christopher and Poulter, Neil and Reiner, Alexander P and Rice, Kenneth M and Roach, Jeffrey and Rodriguez, Carlos J and Rosendaal, Frits R and Sattar, Naveed and Sever, Peter and Seyerle, Amanda A and Slagboom, P Eline and Soliman, Elsayed Z and Sotoodehnia, Nona and Stott, David J and St{\"u}rmer, Til and Taylor, Kent D and Thornton, Timothy A and Uitterlinden, Andr{\'e} G and Wilhelmsen, Kirk C and Wilson, James G and Gudnason, Vilmundur and Jukema, J Wouter and Laurie, Cathy C and Liu, Yongmei and Mook-Kanamori, Dennis O and Munroe, Patricia B and Rotter, Jerome I and Vasan, Ramachandran S and Psaty, Bruce M and Stricker, Bruno H and Whitsel, Eric A} } @article {7396, title = {Large-scale analyses of common and rare variants identify 12 new loci associated with atrial fibrillation.}, journal = {Nat Genet}, volume = {49}, year = {2017}, month = {2017 Jun}, pages = {946-952}, abstract = {

Atrial fibrillation affects more than 33 million people worldwide and increases the risk of stroke, heart failure, and death. Fourteen genetic loci have been associated with atrial fibrillation in European and Asian ancestry groups. To further define the genetic basis of atrial fibrillation, we performed large-scale, trans-ancestry meta-analyses of common and rare variant association studies. The genome-wide association studies (GWAS) included 17,931 individuals with atrial fibrillation and 115,142 referents; the exome-wide association studies (ExWAS) and rare variant association studies (RVAS) involved 22,346 cases and 132,086 referents. We identified 12 new genetic loci that exceeded genome-wide significance, implicating genes involved in cardiac electrical and structural remodeling. Our results nearly double the number of known genetic loci for atrial fibrillation, provide insights into the molecular basis of atrial fibrillation, and may facilitate the identification of new potential targets for drug discovery.

}, issn = {1546-1718}, doi = {10.1038/ng.3843}, author = {Christophersen, Ingrid E and Rienstra, Michiel and Roselli, Carolina and Yin, Xiaoyan and Geelhoed, Bastiaan and Barnard, John and Lin, Honghuang and Arking, Dan E and Smith, Albert V and Albert, Christine M and Chaffin, Mark and Tucker, Nathan R and Li, Molong and Klarin, Derek and Bihlmeyer, Nathan A and Low, Siew-Kee and Weeke, Peter E and M{\"u}ller-Nurasyid, Martina and Smith, J Gustav and Brody, Jennifer A and Niemeijer, Maartje N and D{\"o}rr, Marcus and Trompet, Stella and Huffman, Jennifer and Gustafsson, Stefan and Schurmann, Claudia and Kleber, Marcus E and Lyytik{\"a}inen, Leo-Pekka and Sepp{\"a}l{\"a}, Ilkka and Malik, Rainer and Horimoto, Andrea R V R and Perez, Marco and Sinisalo, Juha and Aeschbacher, Stefanie and Th{\'e}riault, S{\'e}bastien and Yao, Jie and Radmanesh, Farid and Weiss, Stefan and Teumer, Alexander and Choi, Seung Hoan and Weng, Lu-Chen and Clauss, Sebastian and Deo, Rajat and Rader, Daniel J and Shah, Svati H and Sun, Albert and Hopewell, Jemma C and Debette, Stephanie and Chauhan, Ganesh and Yang, Qiong and Worrall, Bradford B and Par{\'e}, Guillaume and Kamatani, Yoichiro and Hagemeijer, Yanick P and Verweij, Niek and Siland, Joylene E and Kubo, Michiaki and Smith, Jonathan D and Van Wagoner, David R and Bis, Joshua C and Perz, Siegfried and Psaty, Bruce M and Ridker, Paul M and Magnani, Jared W and Harris, Tamara B and Launer, Lenore J and Shoemaker, M Benjamin and Padmanabhan, Sandosh and Haessler, Jeffrey and Bartz, Traci M and Waldenberger, Melanie and Lichtner, Peter and Arendt, Marina and Krieger, Jose E and K{\"a}h{\"o}nen, Mika and Risch, Lorenz and Mansur, Alfredo J and Peters, Annette and Smith, Blair H and Lind, Lars and Scott, Stuart A and Lu, Yingchang and Bottinger, Erwin B and Hernesniemi, Jussi and Lindgren, Cecilia M and Wong, Jorge A and Huang, Jie and Eskola, Markku and Morris, Andrew P and Ford, Ian and Reiner, Alex P and Delgado, Graciela and Chen, Lin Y and Chen, Yii-Der Ida and Sandhu, Roopinder K and Li, Man and Boerwinkle, Eric and Eisele, Lewin and Lannfelt, Lars and Rost, Natalia and Anderson, Christopher D and Taylor, Kent D and Campbell, Archie and Magnusson, Patrik K and Porteous, David and Hocking, Lynne J and Vlachopoulou, Efthymia and Pedersen, Nancy L and Nikus, Kjell and Orho-Melander, Marju and Hamsten, Anders and Heeringa, Jan and Denny, Joshua C and Kriebel, Jennifer and Darbar, Dawood and Newton-Cheh, Christopher and Shaffer, Christian and Macfarlane, Peter W and Heilmann-Heimbach, Stefanie and Almgren, Peter and Huang, Paul L and Sotoodehnia, Nona and Soliman, Elsayed Z and Uitterlinden, Andr{\'e} G and Hofman, Albert and Franco, Oscar H and V{\"o}lker, Uwe and J{\"o}ckel, Karl-Heinz and Sinner, Moritz F and Lin, Henry J and Guo, Xiuqing and Dichgans, Martin and Ingelsson, Erik and Kooperberg, Charles and Melander, Olle and Loos, Ruth J F and Laurikka, Jari and Conen, David and Rosand, Jonathan and van der Harst, Pim and Lokki, Marja-Liisa and Kathiresan, Sekar and Pereira, Alexandre and Jukema, J Wouter and Hayward, Caroline and Rotter, Jerome I and M{\"a}rz, Winfried and Lehtim{\"a}ki, Terho and Stricker, Bruno H and Chung, Mina K and Felix, Stephan B and Gudnason, Vilmundur and Alonso, Alvaro and Roden, Dan M and K{\"a}{\"a}b, Stefan and Chasman, Daniel I and Heckbert, Susan R and Benjamin, Emelia J and Tanaka, Toshihiro and Lunetta, Kathryn L and Lubitz, Steven A and Ellinor, Patrick T} } @article {7801, title = {Common and Rare Coding Genetic Variation Underlying the Electrocardiographic PR Interval.}, journal = {Circ Genom Precis Med}, volume = {11}, year = {2018}, month = {2018 May}, pages = {e002037}, abstract = {

BACKGROUND: Electrical conduction from the cardiac sinoatrial node to the ventricles is critical for normal heart function. Genome-wide association studies have identified more than a dozen common genetic loci that are associated with PR interval. However, it is unclear whether rare and low-frequency variants also contribute to PR interval heritability.

METHODS: We performed large-scale meta-analyses of the PR interval that included 83 367 participants of European ancestry and 9436 of African ancestry. We examined both common and rare variants associated with the PR interval.

RESULTS: We identified 31 genetic loci that were significantly associated with PR interval after Bonferroni correction (<1.2{\texttimes}10), including 11 novel loci that have not been reported previously. Many of these loci are involved in heart morphogenesis. In gene-based analysis, we found that multiple rare variants at (=5.9{\texttimes}10) and (=1.1{\texttimes}10) were associated with PR interval. locus also was implicated in the common variant analysis, whereas was a novel locus.

CONCLUSIONS: We identified common variants at 11 novel loci and rare variants within 2 gene regions that were significantly associated with PR interval. Our findings provide novel insights to the current understanding of atrioventricular conduction, which is critical for cardiac activity and an important determinant of health.

}, issn = {2574-8300}, doi = {10.1161/CIRCGEN.117.002037}, author = {Lin, Honghuang and van Setten, Jessica and Smith, Albert V and Bihlmeyer, Nathan A and Warren, Helen R and Brody, Jennifer A and Radmanesh, Farid and Hall, Leanne and Grarup, Niels and M{\"u}ller-Nurasyid, Martina and Boutin, Thibaud and Verweij, Niek and Lin, Henry J and Li-Gao, Ruifang and van den Berg, Marten E and Marten, Jonathan and Weiss, Stefan and Prins, Bram P and Haessler, Jeffrey and Lyytik{\"a}inen, Leo-Pekka and Mei, Hao and Harris, Tamara B and Launer, Lenore J and Li, Man and Alonso, Alvaro and Soliman, Elsayed Z and Connell, John M and Huang, Paul L and Weng, Lu-Chen and Jameson, Heather S and Hucker, William and Hanley, Alan and Tucker, Nathan R and Chen, Yii-Der Ida and Bis, Joshua C and Rice, Kenneth M and Sitlani, Colleen M and Kors, Jan A and Xie, Zhijun and Wen, Chengping and Magnani, Jared W and Nelson, Christopher P and Kanters, J{\o}rgen K and Sinner, Moritz F and Strauch, Konstantin and Peters, Annette and Waldenberger, Melanie and Meitinger, Thomas and Bork-Jensen, Jette and Pedersen, Oluf and Linneberg, Allan and Rudan, Igor and de Boer, Rudolf A and van der Meer, Peter and Yao, Jie and Guo, Xiuqing and Taylor, Kent D and Sotoodehnia, Nona and Rotter, Jerome I and Mook-Kanamori, Dennis O and Trompet, Stella and Rivadeneira, Fernando and Uitterlinden, Andre and Eijgelsheim, Mark and Padmanabhan, Sandosh and Smith, Blair H and V{\"o}lzke, Henry and Felix, Stephan B and Homuth, Georg and V{\"o}lker, Uwe and Mangino, Massimo and Spector, Timothy D and Bots, Michiel L and Perez, Marco and K{\"a}h{\"o}nen, Mika and Raitakari, Olli T and Gudnason, Vilmundur and Arking, Dan E and Munroe, Patricia B and Psaty, Bruce M and van Duijn, Cornelia M and Benjamin, Emelia J and Rosand, Jonathan and Samani, Nilesh J and Hansen, Torben and K{\"a}{\"a}b, Stefan and Polasek, Ozren and van der Harst, Pim and Heckbert, Susan R and Jukema, J Wouter and Stricker, Bruno H and Hayward, Caroline and D{\"o}rr, Marcus and Jamshidi, Yalda and Asselbergs, Folkert W and Kooperberg, Charles and Lehtim{\"a}ki, Terho and Wilson, James G and Ellinor, Patrick T and Lubitz, Steven A and Isaacs, Aaron} } @article {7809, title = {Exome-chip meta-analysis identifies novel loci associated with cardiac conduction, including ADAMTS6.}, journal = {Genome Biol}, volume = {19}, year = {2018}, month = {2018 07 17}, pages = {87}, abstract = {

BACKGROUND: Genome-wide association studies conducted on QRS duration, an electrocardiographic measurement associated with heart failure and sudden cardiac death, have led to novel biological insights into cardiac function. However, the variants identified fall predominantly in non-coding regions and their underlying mechanisms remain unclear.

RESULTS: Here, we identify putative functional coding variation associated with changes in the QRS interval duration by combining Illumina HumanExome BeadChip genotype data from 77,898 participants of European ancestry and 7695 of African descent in our discovery cohort, followed by replication in 111,874~individuals of European ancestry from the UK Biobank and deCODE cohorts. We identify ten novel loci, seven within coding regions, including ADAMTS6, significantly associated with QRS duration in gene-based analyses. ADAMTS6 encodes a secreted metalloprotease of currently unknown function. In vitro validation analysis shows that the QRS-associated variants lead to impaired ADAMTS6 secretion and loss-of function analysis in mice demonstrates a previously unappreciated role for ADAMTS6 in connexin 43 gap junction expression, which is essential for myocardial conduction.

CONCLUSIONS: Our approach identifies novel coding and non-coding variants underlying ventricular depolarization and provides a possible mechanism for the ADAMTS6-associated conduction changes.

}, issn = {1474-760X}, doi = {10.1186/s13059-018-1457-6}, author = {Prins, Bram P and Mead, Timothy J and Brody, Jennifer A and Sveinbjornsson, Gardar and Ntalla, Ioanna and Bihlmeyer, Nathan A and van den Berg, Marten and Bork-Jensen, Jette and Cappellani, Stefania and Van Duijvenboden, Stefan and Klena, Nikolai T and Gabriel, George C and Liu, Xiaoqin and Gulec, Cagri and Grarup, Niels and Haessler, Jeffrey and Hall, Leanne M and Iorio, Annamaria and Isaacs, Aaron and Li-Gao, Ruifang and Lin, Honghuang and Liu, Ching-Ti and Lyytik{\"a}inen, Leo-Pekka and Marten, Jonathan and Mei, Hao and M{\"u}ller-Nurasyid, Martina and Orini, Michele and Padmanabhan, Sandosh and Radmanesh, Farid and Ramirez, Julia and Robino, Antonietta and Schwartz, Molly and van Setten, Jessica and Smith, Albert V and Verweij, Niek and Warren, Helen R and Weiss, Stefan and Alonso, Alvaro and Arnar, David O and Bots, Michiel L and de Boer, Rudolf A and Dominiczak, Anna F and Eijgelsheim, Mark and Ellinor, Patrick T and Guo, Xiuqing and Felix, Stephan B and Harris, Tamara B and Hayward, Caroline and Heckbert, Susan R and Huang, Paul L and Jukema, J W and K{\"a}h{\"o}nen, Mika and Kors, Jan A and Lambiase, Pier D and Launer, Lenore J and Li, Man and Linneberg, Allan and Nelson, Christopher P and Pedersen, Oluf and Perez, Marco and Peters, Annette and Polasek, Ozren and Psaty, Bruce M and Raitakari, Olli T and Rice, Kenneth M and Rotter, Jerome I and Sinner, Moritz F and Soliman, Elsayed Z and Spector, Tim D and Strauch, Konstantin and Thorsteinsdottir, Unnur and Tinker, Andrew and Trompet, Stella and Uitterlinden, Andre and Vaartjes, Ilonca and van der Meer, Peter and V{\"o}lker, Uwe and V{\"o}lzke, Henry and Waldenberger, Melanie and Wilson, James G and Xie, Zhijun and Asselbergs, Folkert W and D{\"o}rr, Marcus and van Duijn, Cornelia M and Gasparini, Paolo and Gudbjartsson, Daniel F and Gudnason, Vilmundur and Hansen, Torben and K{\"a}{\"a}b, Stefan and Kanters, J{\o}rgen K and Kooperberg, Charles and Lehtim{\"a}ki, Terho and Lin, Henry J and Lubitz, Steven A and Mook-Kanamori, Dennis O and Conti, Francesco J and Newton-Cheh, Christopher H and Rosand, Jonathan and Rudan, Igor and Samani, Nilesh J and Sinagra, Gianfranco and Smith, Blair H and Holm, Hilma and Stricker, Bruno H and Ulivi, Sheila and Sotoodehnia, Nona and Apte, Suneel S and van der Harst, Pim and Stefansson, Kari and Munroe, Patricia B and Arking, Dan E and Lo, Cecilia W and Jamshidi, Yalda} } @article {7784, title = {ExomeChip-Wide Analysis of 95 626 Individuals Identifies 10 Novel Loci Associated With QT and JT Intervals.}, journal = {Circ Genom Precis Med}, volume = {11}, year = {2018}, month = {2018 Jan}, pages = {e001758}, abstract = {

BACKGROUND: QT interval, measured through a standard ECG, captures the time it takes for the cardiac ventricles to depolarize and repolarize. JT interval is the component of the QT interval that reflects ventricular repolarization alone. Prolonged QT interval has been linked to higher risk of sudden cardiac arrest.

METHODS AND RESULTS: We performed an ExomeChip-wide analysis for both QT and JT intervals, including 209 449 variants, both common and rare, in 17 341 genes from the Illumina Infinium HumanExome BeadChip. We identified 10 loci that modulate QT and JT interval duration that have not been previously reported in the literature using single-variant statistical models in a meta-analysis of 95 626 individuals from 23 cohorts (comprised 83 884 European ancestry individuals, 9610 blacks, 1382 Hispanics, and 750 Asians). This brings the total number of ventricular repolarization associated loci to 45. In addition, our approach of using coding variants has highlighted the role of 17 specific genes for involvement in ventricular repolarization, 7 of which are in novel loci.

CONCLUSIONS: Our analyses show a role for myocyte internal structure and interconnections in modulating QT interval duration, adding to previous known roles of potassium, sodium, and calcium ion regulation, as well as autonomic control. We anticipate that these discoveries will open new paths to the goal of making novel remedies for the prevention of lethal ventricular arrhythmias and sudden cardiac arrest.

}, issn = {2574-8300}, doi = {10.1161/CIRCGEN.117.001758}, author = {Bihlmeyer, Nathan A and Brody, Jennifer A and Smith, Albert Vernon and Warren, Helen R and Lin, Honghuang and Isaacs, Aaron and Liu, Ching-Ti and Marten, Jonathan and Radmanesh, Farid and Hall, Leanne M and Grarup, Niels and Mei, Hao and M{\"u}ller-Nurasyid, Martina and Huffman, Jennifer E and Verweij, Niek and Guo, Xiuqing and Yao, Jie and Li-Gao, Ruifang and van den Berg, Marten and Weiss, Stefan and Prins, Bram P and van Setten, Jessica and Haessler, Jeffrey and Lyytik{\"a}inen, Leo-Pekka and Li, Man and Alonso, Alvaro and Soliman, Elsayed Z and Bis, Joshua C and Austin, Tom and Chen, Yii-Der Ida and Psaty, Bruce M and Harrris, Tamara B and Launer, Lenore J and Padmanabhan, Sandosh and Dominiczak, Anna and Huang, Paul L and Xie, Zhijun and Ellinor, Patrick T and Kors, Jan A and Campbell, Archie and Murray, Alison D and Nelson, Christopher P and Tobin, Martin D and Bork-Jensen, Jette and Hansen, Torben and Pedersen, Oluf and Linneberg, Allan and Sinner, Moritz F and Peters, Annette and Waldenberger, Melanie and Meitinger, Thomas and Perz, Siegfried and Kolcic, Ivana and Rudan, Igor and de Boer, Rudolf A and van der Meer, Peter and Lin, Henry J and Taylor, Kent D and de Mutsert, Ren{\'e}e and Trompet, Stella and Jukema, J Wouter and Maan, Arie C and Stricker, Bruno H C and Rivadeneira, Fernando and Uitterlinden, Andre and V{\"o}lker, Uwe and Homuth, Georg and V{\"o}lzke, Henry and Felix, Stephan B and Mangino, Massimo and Spector, Timothy D and Bots, Michiel L and Perez, Marco and Raitakari, Olli T and K{\"a}h{\"o}nen, Mika and Mononen, Nina and Gudnason, Vilmundur and Munroe, Patricia B and Lubitz, Steven A and van Duijn, Cornelia M and Newton-Cheh, Christopher H and Hayward, Caroline and Rosand, Jonathan and Samani, Nilesh J and Kanters, J{\o}rgen K and Wilson, James G and K{\"a}{\"a}b, Stefan and Polasek, Ozren and van der Harst, Pim and Heckbert, Susan R and Rotter, Jerome I and Mook-Kanamori, Dennis O and Eijgelsheim, Mark and D{\"o}rr, Marcus and Jamshidi, Yalda and Asselbergs, Folkert W and Kooperberg, Charles and Lehtim{\"a}ki, Terho and Arking, Dan E and Sotoodehnia, Nona} } @article {7669, title = {Genome-wide association study and meta-analysis identify loci associated with ventricular and supraventricular ectopy.}, journal = {Sci Rep}, volume = {8}, year = {2018}, month = {2018 Apr 04}, pages = {5675}, abstract = {

The genetic basis of supraventricular and ventricular ectopy (SVE, VE) remains largely uncharacterized, despite established genetic mechanisms of arrhythmogenesis. To identify novel genetic variants associated with SVE/VE in ancestrally diverse human populations, we conducted a genome-wide association study of electrocardiographically~identified SVE and VE in five cohorts including approximately 43,000 participants of African, European and Hispanic/Latino ancestry. In thirteen ancestry-stratified subgroups, we tested multivariable-adjusted associations of SVE and VE with single nucleotide polymorphism (SNP) dosage. We combined subgroup-specific association estimates in inverse variance-weighted, fixed-effects and Bayesian meta-analyses. We also combined fixed-effects meta-analytic t-test statistics for SVE and VE in multi-trait SNP association analyses. No loci reached genome-wide significance in trans-ethnic meta-analyses. However, we found genome-wide significant SNPs intronic to an apoptosis-enhancing gene previously associated with QRS interval duration (FAF1; lead SNP rs7545860; effect allele frequency = 0.02; P = 2.0 {\texttimes} 10) in multi-trait analysis among European ancestry participants and near a locus encoding calcium-dependent glycoproteins (DSC3; lead SNP rs8086068; effect allele frequency = 0.17) in meta-analysis of SVE (P = 4.0 {\texttimes} 10) and multi-trait analysis (P = 2.9 {\texttimes} 10) among African ancestry participants. The novel findings suggest several mechanisms by which genetic variation may predispose to ectopy in humans and highlight the potential value of leveraging pleiotropy in future studies of ectopy-related phenotypes.

}, issn = {2045-2322}, doi = {10.1038/s41598-018-23843-z}, author = {Napier, Melanie D and Franceschini, Nora and Gondalia, Rahul and Stewart, James D and M{\'e}ndez-Gir{\'a}ldez, R{\'a}ul and Sitlani, Colleen M and Seyerle, Amanda A and Highland, Heather M and Li, Yun and Wilhelmsen, Kirk C and Yan, Song and Duan, Qing and Roach, Jeffrey and Yao, Jie and Guo, Xiuqing and Taylor, Kent D and Heckbert, Susan R and Rotter, Jerome I and North, Kari E and Reiner, Alexander P and Zhang, Zhu-Ming and Tinker, Lesley F and Liao, Duanping and Laurie, Cathy C and Gogarten, Stephanie M and Lin, Henry J and Brody, Jennifer A and Bartz, Traci M and Psaty, Bruce M and Sotoodehnia, Nona and Soliman, Elsayed Z and Avery, Christy L and Whitsel, Eric A} } @article {7811, title = {Multi-ethnic genome-wide association study for atrial fibrillation.}, journal = {Nat Genet}, volume = {50}, year = {2018}, month = {2018 Sep}, pages = {1225-1233}, abstract = {

Atrial fibrillation (AF) affects more than 33 million individuals worldwide and has a complex heritability. 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.

}, issn = {1546-1718}, doi = {10.1038/s41588-018-0133-9}, author = {Roselli, Carolina and Chaffin, Mark D and Weng, Lu-Chen and Aeschbacher, Stefanie and Ahlberg, Gustav and Albert, Christine M and Almgren, Peter and Alonso, Alvaro and Anderson, Christopher D and Aragam, Krishna G and Arking, Dan E and Barnard, John and Bartz, Traci M and Benjamin, Emelia J and Bihlmeyer, Nathan A and Bis, Joshua C and Bloom, Heather L and Boerwinkle, Eric and Bottinger, Erwin B and Brody, Jennifer A and Calkins, Hugh and Campbell, Archie and Cappola, Thomas P and Carlquist, John and Chasman, Daniel I and Chen, Lin Y and Chen, Yii-Der Ida and Choi, Eue-Keun and Choi, Seung Hoan and Christophersen, Ingrid E and Chung, Mina K and Cole, John W and Conen, David and Cook, James and Crijns, Harry J and Cutler, Michael J and Damrauer, Scott M and Daniels, Brian R and Darbar, Dawood and Delgado, Graciela and Denny, Joshua C and Dichgans, Martin and D{\"o}rr, Marcus and Dudink, Elton A and Dudley, Samuel C and Esa, Nada and Esko, T{\~o}nu and Eskola, Markku and Fatkin, Diane and Felix, Stephan B and Ford, Ian and Franco, Oscar H and Geelhoed, Bastiaan and Grewal, Raji P and Gudnason, Vilmundur and Guo, Xiuqing and Gupta, Namrata and Gustafsson, Stefan and Gutmann, Rebecca and Hamsten, Anders and Harris, Tamara B and Hayward, Caroline and Heckbert, Susan R and Hernesniemi, Jussi and Hocking, Lynne J and Hofman, Albert and Horimoto, Andrea R V R and Huang, Jie and Huang, Paul L and Huffman, Jennifer and Ingelsson, Erik and Ipek, Esra Gucuk and Ito, Kaoru and Jimenez-Conde, Jordi and Johnson, Renee and Jukema, J Wouter and K{\"a}{\"a}b, Stefan and K{\"a}h{\"o}nen, Mika and Kamatani, Yoichiro and Kane, John P and Kastrati, Adnan and Kathiresan, Sekar and Katschnig-Winter, Petra and Kavousi, Maryam and Kessler, Thorsten and Kietselaer, Bas L and Kirchhof, Paulus and Kleber, Marcus E and Knight, Stacey and Krieger, Jose E and Kubo, Michiaki and Launer, Lenore J and Laurikka, Jari and Lehtim{\"a}ki, Terho and Leineweber, Kirsten and Lemaitre, Rozenn N and Li, Man and Lim, Hong Euy and Lin, Henry J and Lin, Honghuang and Lind, Lars and Lindgren, Cecilia M and Lokki, Marja-Liisa and London, Barry and Loos, Ruth J F and Low, Siew-Kee and Lu, Yingchang and Lyytik{\"a}inen, Leo-Pekka and Macfarlane, Peter W and Magnusson, Patrik K and Mahajan, Anubha and Malik, Rainer and Mansur, Alfredo J and Marcus, Gregory M and Margolin, Lauren and Margulies, Kenneth B and M{\"a}rz, Winfried and McManus, David D and Melander, Olle and Mohanty, Sanghamitra and Montgomery, Jay A and Morley, Michael P and Morris, Andrew P and M{\"u}ller-Nurasyid, Martina and Natale, Andrea and Nazarian, Saman and Neumann, Benjamin and Newton-Cheh, Christopher and Niemeijer, Maartje N and Nikus, Kjell and Nilsson, Peter and Noordam, Raymond and Oellers, Heidi and Olesen, Morten S and Orho-Melander, Marju and Padmanabhan, Sandosh and Pak, Hui-Nam and Par{\'e}, Guillaume and Pedersen, Nancy L and Pera, Joanna and Pereira, Alexandre and Porteous, David and Psaty, Bruce M and Pulit, Sara L and Pullinger, Clive R and Rader, Daniel J and Refsgaard, Lena and Ribas{\'e}s, Marta and Ridker, Paul M and Rienstra, Michiel and Risch, Lorenz and Roden, Dan M and Rosand, Jonathan and Rosenberg, Michael A and Rost, Natalia and Rotter, Jerome I and Saba, Samir and Sandhu, Roopinder K and Schnabel, Renate B and Schramm, Katharina and Schunkert, Heribert and Schurman, Claudia and Scott, Stuart A and Sepp{\"a}l{\"a}, Ilkka and Shaffer, Christian and Shah, Svati and Shalaby, Alaa A and Shim, Jaemin and Shoemaker, M Benjamin and Siland, Joylene E and Sinisalo, Juha and Sinner, Moritz F and Slowik, Agnieszka and Smith, Albert V and Smith, Blair H and Smith, J Gustav and Smith, Jonathan D and Smith, Nicholas L and Soliman, Elsayed Z and Sotoodehnia, Nona and Stricker, Bruno H and Sun, Albert and Sun, Han and Svendsen, Jesper H and Tanaka, Toshihiro and Tanriverdi, Kahraman and Taylor, Kent D and Teder-Laving, Maris and Teumer, Alexander and Th{\'e}riault, S{\'e}bastien and Trompet, Stella and Tucker, Nathan R and Tveit, Arnljot and Uitterlinden, Andr{\'e} G and van der Harst, Pim and Van Gelder, Isabelle C and Van Wagoner, David R and Verweij, Niek and Vlachopoulou, Efthymia and V{\"o}lker, Uwe and Wang, Biqi and Weeke, Peter E and Weijs, Bob and Weiss, Raul and Weiss, Stefan and Wells, Quinn S and Wiggins, Kerri L and Wong, Jorge A and Woo, Daniel and Worrall, Bradford B and Yang, Pil-Sung and Yao, Jie and Yoneda, Zachary T and Zeller, Tanja and Zeng, Lingyao and Lubitz, Steven A and Lunetta, Kathryn L and Ellinor, Patrick T} } @article {7815, title = {PR interval genome-wide association meta-analysis identifies 50 loci associated with atrial and atrioventricular electrical activity.}, journal = {Nat Commun}, volume = {9}, year = {2018}, month = {2018 Jul 25}, pages = {2904}, abstract = {

Electrocardiographic PR interval measures atrio-ventricular depolarization and conduction, and abnormal PR interval is a risk factor for atrial fibrillation and heart block. Our genome-wide association study of over 92,000 European-descent individuals identifies 44 PR interval loci (34 novel). Examination of these loci reveals known and previously not-yet-reported biological processes involved in cardiac atrial electrical activity. Genes in these loci are over-represented in cardiac disease processes including heart block and atrial fibrillation. Variants in over half of the 44 loci were associated with atrial or blood transcript expression levels, or were in high linkage disequilibrium with missense variants. Six additional loci were identified either by meta-analysis of ~105,000 African and European-descent individuals and/or by pleiotropic analyses combining PR interval with heart rate, QRS interval, and atrial fibrillation. These findings implicate developmental pathways, and identify transcription factors, ion-channel genes, and cell-junction/cell-signaling proteins in atrio-ventricular conduction, identifying potential targets for drug development.

}, issn = {2041-1723}, doi = {10.1038/s41467-018-04766-9}, author = {van Setten, Jessica and Brody, Jennifer A and Jamshidi, Yalda and Swenson, Brenton R and Butler, Anne M and Campbell, Harry and Del Greco, Fabiola M and Evans, Daniel S and Gibson, Quince and Gudbjartsson, Daniel F and Kerr, Kathleen F and Krijthe, Bouwe P and Lyytik{\"a}inen, Leo-Pekka and M{\"u}ller, Christian and M{\"u}ller-Nurasyid, Martina and Nolte, Ilja M and Padmanabhan, Sandosh and Ritchie, Marylyn D and Robino, Antonietta and Smith, Albert V and Steri, Maristella and Tanaka, Toshiko and Teumer, Alexander and Trompet, Stella and Ulivi, Sheila and Verweij, Niek and Yin, Xiaoyan and Arnar, David O and Asselbergs, Folkert W and Bader, Joel S and Barnard, John and Bis, Josh and Blankenberg, Stefan and Boerwinkle, Eric and Bradford, Yuki and Buckley, Brendan M and Chung, Mina K and Crawford, Dana and den Hoed, Marcel and Denny, Josh C and Dominiczak, Anna F and Ehret, Georg B and Eijgelsheim, Mark and Ellinor, Patrick T and Felix, Stephan B and Franco, Oscar H and Franke, Lude and Harris, Tamara B and Holm, Hilma and Ilaria, Gandin and Iorio, Annamaria and K{\"a}h{\"o}nen, Mika and Kolcic, Ivana and Kors, Jan A and Lakatta, Edward G and Launer, Lenore J and Lin, Honghuang and Lin, Henry J and Loos, Ruth J F and Lubitz, Steven A and Macfarlane, Peter W and Magnani, Jared W and Leach, Irene Mateo and Meitinger, Thomas and Mitchell, Braxton D and M{\"u}nzel, Thomas and Papanicolaou, George J and Peters, Annette and Pfeufer, Arne and Pramstaller, Peter P and Raitakari, Olli T and Rotter, Jerome I and Rudan, Igor and Samani, Nilesh J and Schlessinger, David and Silva Aldana, Claudia T and Sinner, Moritz F and Smith, Jonathan D and Snieder, Harold and Soliman, Elsayed Z and Spector, Timothy D and Stott, David J and Strauch, Konstantin and Tarasov, Kirill V and Thorsteinsdottir, Unnur and Uitterlinden, Andr{\'e} G and Van Wagoner, David R and V{\"o}lker, Uwe and V{\"o}lzke, Henry and Waldenberger, Melanie and Jan Westra, Harm and Wild, Philipp S and Zeller, Tanja and Alonso, Alvaro and Avery, Christy L and Bandinelli, Stefania and Benjamin, Emelia J and Cucca, Francesco and D{\"o}rr, Marcus and Ferrucci, Luigi and Gasparini, Paolo and Gudnason, Vilmundur and Hayward, Caroline and Heckbert, Susan R and Hicks, Andrew A and Jukema, J Wouter and K{\"a}{\"a}b, Stefan and Lehtim{\"a}ki, Terho and Liu, Yongmei and Munroe, Patricia B and Parsa, Afshin and Polasek, Ozren and Psaty, Bruce M and Roden, Dan M and Schnabel, Renate B and Sinagra, Gianfranco and Stefansson, Kari and Stricker, Bruno H and van der Harst, Pim and van Duijn, Cornelia M and Wilson, James F and Gharib, Sina A and de Bakker, Paul I W and Isaacs, Aaron and Arking, Dan E and Sotoodehnia, Nona} } @article {7973, title = {Assessment of the Relationship Between Genetic Determinants of Thyroid Function and Atrial Fibrillation: A Mendelian Randomization Study.}, journal = {JAMA Cardiol}, year = {2019}, month = {2019 Jan 23}, abstract = {

Importance: Increased free thyroxine (FT4) and decreased thyrotropin are associated with increased risk of atrial fibrillation (AF) in observational studies, but direct involvement is unclear.

Objective: To evaluate the potential direct involvement of thyroid traits on AF.

Design, Setting, and Participants: Study-level mendelian randomization (MR) included 11 studies, and summary-level MR included 55 114 AF cases and 482 295 referents, all of European ancestry.

Exposures: Genomewide significant variants were used as instruments for standardized FT4 and thyrotropin levels within the reference range, standardized triiodothyronine (FT3):FT4 ratio, hypothyroidism, standardized thyroid peroxidase antibody levels, and hyperthyroidism. Mendelian randomization used genetic risk scores in study-level analysis or individual single-nucleotide polymorphisms in 2-sample MR for the summary-level data.

Main Outcomes and Measures: Prevalent and incident AF.

Results: The study-level analysis included 7679 individuals with AF and 49 233 referents (mean age [standard error], 62 [3] years; 15 859 men [29.7\%]). In study-level random-effects meta-analysis, the pooled hazard ratio of FT4 levels (nanograms per deciliter) for incident AF was 1.55 (95\% CI, 1.09-2.20; P = .02; I2 = 76\%) and the pooled odds ratio (OR) for prevalent AF was 2.80 (95\% CI, 1.41-5.54; P = .003; I2 = 64\%) in multivariable-adjusted analyses. The FT4 genetic risk score was associated with an increase in FT4 by 0.082 SD (standard error, 0.007; P < .001) but not with incident AF (risk ratio, 0.84; 95\% CI, 0.62-1.14; P = .27) or prevalent AF (OR, 1.32; 95\% CI, 0.64-2.73; P = .46). Similarly, in summary-level inverse-variance weighted random-effects MR, gene-based FT4 within the reference range was not associated with AF (OR, 1.01; 95\% CI, 0.89-1.14; P = .88). However, gene-based increased FT3:FT4 ratio, increased thyrotropin within the reference range, and hypothyroidism were associated with AF with inverse-variance weighted random-effects OR of 1.33 (95\% CI, 1.08-1.63; P = .006), 0.88 (95\% CI, 0.84-0.92; P < .001), and 0.94 (95\% CI, 0.90-0.99; P = .009), respectively, and robust to tests of horizontal pleiotropy. However, the subset of hypothyroidism single-nucleotide polymorphisms involved in autoimmunity and thyroid peroxidase antibodies levels were not associated with AF. Gene-based hyperthyroidism was associated with AF with MR-Egger OR of 1.31 (95\% CI, 1.05-1.63; P = .02) with evidence of horizontal pleiotropy (P = .045).

Conclusions and Relevance: Genetically increased FT3:FT4 ratio and hyperthyroidism, but not FT4 within the reference range, were associated with increased AF, and increased thyrotropin within the reference range and hypothyroidism were associated with decreased AF, supporting a pathway involving the pituitary-thyroid-cardiac axis.

}, issn = {2380-6591}, doi = {10.1001/jamacardio.2018.4635}, author = {Ellervik, Christina and Roselli, Carolina and Christophersen, Ingrid E and Alonso, Alvaro and Pietzner, Maik and Sitlani, Collen M and Trompet, Stella and Arking, Dan E and Geelhoed, Bastiaan and Guo, Xiuqing and Kleber, Marcus E and Lin, Henry J and Lin, Honghuang and Macfarlane, Peter and Selvin, Elizabeth and Shaffer, Christian and Smith, Albert V and Verweij, Niek and Weiss, Stefan and Cappola, Anne R and D{\"o}rr, Marcus and Gudnason, Vilmundur and Heckbert, Susan and Mooijaart, Simon and M{\"a}rz, Winfried and Psaty, Bruce M and Ridker, Paul M and Roden, Dan and Stott, David J and V{\"o}lzke, Henry and Benjamin, Emelia J and Delgado, Graciela and Ellinor, Patrick and Homuth, Georg and K{\"o}ttgen, Anna and Jukema, Johan W and Lubitz, Steven A and Mora, Samia and Rienstra, Michiel and Rotter, Jerome I and Shoemaker, M Benjamin and Sotoodehnia, Nona and Taylor, Kent D and van der Harst, Pim and Albert, Christine M and Chasman, Daniel I} } @article {8368, title = {Multi-ancestry GWAS of the electrocardiographic PR interval identifies 202 loci underlying cardiac conduction.}, journal = {Nat Commun}, volume = {11}, year = {2020}, month = {2020 May 21}, pages = {2542}, abstract = {

The electrocardiographic PR interval reflects atrioventricular conduction, and is associated with conduction abnormalities, pacemaker implantation, atrial fibrillation (AF), and cardiovascular mortality. Here we report a multi-ancestry (N = 293,051) genome-wide association meta-analysis for the PR interval, discovering 202 loci of which 141 have not previously been reported. Variants at identified loci increase the percentage of heritability explained, from 33.5\% to 62.6\%. We observe enrichment for cardiac muscle developmental/contractile and cytoskeletal genes, highlighting key regulation processes for atrioventricular conduction. Additionally, 8 loci not previously reported harbor genes underlying inherited arrhythmic syndromes and/or cardiomyopathies suggesting a role for these genes in cardiovascular pathology in the general population. We show that polygenic predisposition to PR interval duration is an endophenotype for cardiovascular disease, including distal conduction disease, AF, and atrioventricular pre-excitation. These findings advance our understanding of the polygenic basis of cardiac conduction, and the genetic relationship between PR interval duration and cardiovascular disease.

}, issn = {2041-1723}, doi = {10.1038/s41467-020-15706-x}, author = {Ntalla, Ioanna and Weng, Lu-Chen and Cartwright, James H and Hall, Amelia Weber and Sveinbjornsson, Gardar and Tucker, Nathan R and Choi, Seung Hoan and Chaffin, Mark D and Roselli, Carolina and Barnes, Michael R and Mifsud, Borbala and Warren, Helen R and Hayward, Caroline and Marten, Jonathan and Cranley, James J and Concas, Maria Pina and Gasparini, Paolo and Boutin, Thibaud and Kolcic, Ivana and Polasek, Ozren and Rudan, Igor and Araujo, Nathalia M and Lima-Costa, Maria Fernanda and Ribeiro, Antonio Luiz P and Souza, Renan P and Tarazona-Santos, Eduardo and Giedraitis, Vilmantas and Ingelsson, Erik and Mahajan, Anubha and Morris, Andrew P and del Greco M, Fabiola and Foco, Luisa and G{\"o}gele, Martin and Hicks, Andrew A and Cook, James P and Lind, Lars and Lindgren, Cecilia M and Sundstr{\"o}m, Johan and Nelson, Christopher P and Riaz, Muhammad B and Samani, Nilesh J and Sinagra, Gianfranco and Ulivi, Sheila and K{\"a}h{\"o}nen, Mika and Mishra, Pashupati P and Mononen, Nina and Nikus, Kjell and Caulfield, Mark J and Dominiczak, Anna and Padmanabhan, Sandosh and Montasser, May E and O{\textquoteright}Connell, Jeff R and Ryan, Kathleen and Shuldiner, Alan R and Aeschbacher, Stefanie and Conen, David and Risch, Lorenz and Th{\'e}riault, S{\'e}bastien and Hutri-K{\"a}h{\"o}nen, Nina and Lehtim{\"a}ki, Terho and Lyytik{\"a}inen, Leo-Pekka and Raitakari, Olli T and Barnes, Catriona L K and Campbell, Harry and Joshi, Peter K and Wilson, James F and Isaacs, Aaron and Kors, Jan A and van Duijn, Cornelia M and Huang, Paul L and Gudnason, Vilmundur and Harris, Tamara B and Launer, Lenore J and Smith, Albert V and Bottinger, Erwin P and Loos, Ruth J F and Nadkarni, Girish N and Preuss, Michael H and Correa, Adolfo and Mei, Hao and Wilson, James and Meitinger, Thomas and M{\"u}ller-Nurasyid, Martina and Peters, Annette and Waldenberger, Melanie and Mangino, Massimo and Spector, Timothy D and Rienstra, Michiel and van de Vegte, Yordi J and van der Harst, Pim and Verweij, Niek and K{\"a}{\"a}b, Stefan and Schramm, Katharina and Sinner, Moritz F and Strauch, Konstantin and Cutler, Michael J and Fatkin, Diane and London, Barry and Olesen, Morten and Roden, Dan M and Benjamin Shoemaker, M and Gustav Smith, J and Biggs, Mary L and Bis, Joshua C and Brody, Jennifer A and Psaty, Bruce M and Rice, Kenneth and Sotoodehnia, Nona and De Grandi, Alessandro and Fuchsberger, Christian and Pattaro, Cristian and Pramstaller, Peter P and Ford, Ian and Wouter Jukema, J and Macfarlane, Peter W and Trompet, Stella and D{\"o}rr, Marcus and Felix, Stephan B and V{\"o}lker, Uwe and Weiss, Stefan and Havulinna, Aki S and Jula, Antti and S{\"a}{\"a}ksj{\"a}rvi, Katri and Salomaa, Veikko and Guo, Xiuqing and Heckbert, Susan R and Lin, Henry J and Rotter, Jerome I and Taylor, Kent D and Yao, Jie and de Mutsert, Ren{\'e}e and Maan, Arie C and Mook-Kanamori, Dennis O and Noordam, Raymond and Cucca, Francesco and Ding, Jun and Lakatta, Edward G and Qian, Yong and Tarasov, Kirill V and Levy, Daniel and Lin, Honghuang and Newton-Cheh, Christopher H and Lunetta, Kathryn L and Murray, Alison D and Porteous, David J and Smith, Blair H and Stricker, Bruno H and Uitterlinden, Andre and van den Berg, Marten E and Haessler, Jeffrey and Jackson, Rebecca D and Kooperberg, Charles and Peters, Ulrike and Reiner, Alexander P and Whitsel, Eric A and Alonso, Alvaro and Arking, Dan E and Boerwinkle, Eric and Ehret, Georg B and Soliman, Elsayed Z and Avery, Christy L and Gogarten, Stephanie M and Kerr, Kathleen F and Laurie, Cathy C and Seyerle, Amanda A and Stilp, Adrienne and Assa, Solmaz and Abdullah Said, M and Yldau van der Ende, M and Lambiase, Pier D and Orini, Michele and Ramirez, Julia and Van Duijvenboden, Stefan and Arnar, David O and Gudbjartsson, Daniel F and Holm, Hilma and Sulem, Patrick and Thorleifsson, Gudmar and Thorolfsdottir, Rosa B and Thorsteinsdottir, Unnur and Benjamin, Emelia J and Tinker, Andrew and Stefansson, Kari and Ellinor, Patrick T and Jamshidi, Yalda and Lubitz, Steven A and Munroe, Patricia B} } @article {9007, title = {Identification of Functional Genetic Determinants of Cardiac Troponin T and I in a Multiethnic Population and Causal Associations With Atrial Fibrillation.}, journal = {Circ Genom Precis Med}, volume = {14}, year = {2021}, month = {2021 12}, pages = {e003460}, abstract = {

BACKGROUND: Elevated cardiac troponin levels in blood are associated with increased risk of cardiovascular diseases and mortality. Cardiac troponin levels are heritable, but their genetic architecture remains elusive.

METHODS: We conducted a transethnic genome-wide association analysis on high-sensitivity cTnT (cardiac troponin T; hs-cTnT) and high-sensitivity cTnI (cardiac troponin I; hs-cTnI) levels in 24 617 and 14 336 participants free of coronary heart disease and heart failure from 6 population-based cohorts, followed by a series of bioinformatic analyses to decipher the genetic architecture of hs-cTnT and hs-cTnI.

RESULTS: We identified 4 genome-wide significant loci for hs-cTnT including a novel locus rs3737882 in and 3 previously reported loci at , , and . One known locus at was replicated for hs-cTnI. One copy of C allele for rs3737882 was associated with a 6\% increase in hs-cTnT levels (minor allele frequency, 0.18; =2.80{\texttimes}10). We observed pleiotropic loci located at and . The proportions of variances explained by single-nucleotide polymorphisms were 10.15\% and 7.74\% for hs-cTnT and hs-cTnI, respectively. Single-nucleotide polymorphisms were colocalized with expression in heart tissues and hs-cTnT and with expression in artery, heart tissues, and whole blood and both troponins. Mendelian randomization analyses showed that genetically increased hs-cTnT and hs-cTnI levels were associated with higher odds of atrial fibrillation (odds ratio, 1.38 [95\% CI, 1.25-1.54] for hs-cTnT and 1.21 [95\% CI, 1.06-1.37] for hs-cTnI).

CONCLUSIONS: We identified a novel genetic locus associated with hs-cTnT in a multiethnic population and found that genetically regulated troponin levels were associated with atrial fibrillation.

}, issn = {2574-8300}, doi = {10.1161/CIRCGEN.121.003460}, author = {Yang, Yunju and Bartz, Traci M and Brown, Michael R and Guo, Xiuqing and Zilh{\~a}o, Nuno R and Trompet, Stella and Weiss, Stefan and Yao, Jie and Brody, Jennifer A and deFilippi, Christopher R and Hoogeveen, Ron C and Lin, Henry J and Gudnason, Vilmundur and Ballantyne, Christie M and D{\"o}rr, Marcus and Jukema, J Wouter and Petersmann, Astrid and Psaty, Bruce M and Rotter, Jerome I and Boerwinkle, Eric and Fornage, Myriam and Jun, Goo and Yu, Bing} } @article {9167, title = {Endophenotype effect sizes support variant pathogenicity in monogenic disease susceptibility genes.}, journal = {Nat Commun}, volume = {13}, year = {2022}, month = {2022 08 30}, pages = {5106}, abstract = {

Accurate and efficient classification of variant pathogenicity is critical for research and clinical care. Using data from three large studies, we demonstrate that population-based associations between rare variants and quantitative endophenotypes for three monogenic diseases (low-density-lipoprotein cholesterol for familial hypercholesterolemia, electrocardiographic QTc interval for long QT syndrome, and glycosylated hemoglobin for maturity-onset diabetes of the young) provide evidence for variant pathogenicity. Effect sizes are associated with pathogenic ClinVar assertions (P < 0.001 for each trait) and discriminate pathogenic from non-pathogenic variants (area under the curve 0.82-0.84 across endophenotypes). An effect size threshold of >= 0.5 times the endophenotype standard deviation nominates up to 35\% of rare variants of uncertain significance or not in ClinVar in disease susceptibility genes with pathogenic potential. We propose that variant associations with quantitative endophenotypes for monogenic diseases can provide evidence supporting pathogenicity.

}, keywords = {Disease Susceptibility, Endophenotypes, Humans, Long QT Syndrome, Virulence}, issn = {2041-1723}, doi = {10.1038/s41467-022-32009-5}, author = {Halford, Jennifer L and Morrill, Valerie N and Choi, Seung Hoan and Jurgens, Sean J and Melloni, Giorgio and Marston, Nicholas A and Weng, Lu-Chen and Nauffal, Victor and Hall, Amelia W and Gunn, Sophia and Austin-Tse, Christina A and Pirruccello, James P and Khurshid, Shaan and Rehm, Heidi L and Benjamin, Emelia J and Boerwinkle, Eric and Brody, Jennifer A and Correa, Adolfo and Fornwalt, Brandon K and Gupta, Namrata and Haggerty, Christopher M and Harris, Stephanie and Heckbert, Susan R and Hong, Charles C and Kooperberg, Charles and Lin, Henry J and Loos, Ruth J F and Mitchell, Braxton D and Morrison, Alanna C and Post, Wendy and Psaty, Bruce M and Redline, Susan and Rice, Kenneth M and Rich, Stephen S and Rotter, Jerome I and Schnatz, Peter F and Soliman, Elsayed Z and Sotoodehnia, Nona and Wong, Eugene K and Sabatine, Marc S and Ruff, Christian T and Lunetta, Kathryn L and Ellinor, Patrick T and Lubitz, Steven A} } @article {9313, title = {Genome-wide analyses identify as a susceptibility locus for premature atrial contraction frequency.}, journal = {iScience}, volume = {25}, year = {2022}, month = {2022 Oct 21}, pages = {105210}, abstract = {

Premature atrial contractions (PACs) are frequently observed on electrocardiograms and are associated with increased risks of atrial fibrillation (AF), stroke, and mortality. In this study, we aimed to identify genetic susceptibility loci for PAC frequency. We performed a genome-wide association study meta-analysis with PAC frequency obtained from ambulatory cardiac monitoring in 4,831 individuals of European ancestry. We identified a genome-wide significant locus at the gene. The lead variant, rs7373862, located in an intron of , was associated with an increase of 0.12 [95\% CI 0.08-0.16] standard deviations of the normalized PAC frequency per risk allele. Among genetic variants previously associated with AF, there was a significant enrichment in concordance of effect for PAC frequency (n~= 73/106, p~= 5.1~{\texttimes}~10). However, several AF risk loci, including , were not associated with PAC frequency. These findings suggest the existence of both shared and distinct genetic mechanisms for PAC frequency and AF.

}, issn = {2589-0042}, doi = {10.1016/j.isci.2022.105210}, author = {Th{\'e}riault, S{\'e}bastien and Imboden, Medea and Biggs, Mary L and Austin, Thomas R and Aeschbacher, Stefanie and Schaffner, Emmanuel and Brody, Jennifer A and Bartz, Traci M and Risch, Martin and Grossmann, Kirsten and Lin, Henry J and Soliman, Elsayed Z and Post, Wendy S and Risch, Lorenz and Krieger, Jose E and Pereira, Alexandre C and Heckbert, Susan R and Sotoodehnia, Nona and Probst-Hensch, Nicole M and Conen, David} } @article {9038, title = {Monogenic and Polygenic Contributions to QTc Prolongation in the Population.}, journal = {Circulation}, year = {2022}, month = {2022 Apr 07}, abstract = {

Rare sequence variation in genes underlying cardiac repolarization and common polygenic variation influence QT interval duration. However, current clinical genetic testing of individuals with unexplained QT prolongation is restricted to examination of monogenic rare variants. The recent emergence of large-scale biorepositories with sequence data enables examination of the joint contribution of rare and common variation to the QT interval in the population. We performed a genome wide association study (GWAS) of the QTc in 84,630 United Kingdom Biobank (UKB) participants and created a polygenic risk score (PRS). Among 26,976 participants with whole genome sequencing and electrocardiogram data in the Trans-Omics for Precision Medicine (TOPMed) program, we identified 160 carriers of putative pathogenic rare variants in 10 genes known to be associated with the QT interval. We examined QTc associations with the PRS and with rare variants in TOPMed. Fifty-four independent loci were identified by GWAS in the UKB. Twenty-one loci were novel, of which 12 were replicated in TOPMed. The PRS comprising 1,110,494 common variants was significantly associated with the QTc in TOPMed (ΔQTc/ = 1.4 ms, 95\% CI 1.3 -1.5; p-value=1.1{\texttimes}10). Carriers of putative pathogenic rare variants had longer QTc than non-carriers (ΔQTc=10.9 ms [7.4-14.4]). 23.7\% of individuals with QTc>480 ms carried either a monogenic rare variant or had a PRS in the top decile (3.4\% monogenic, 21\% top decile of PRS). QTc duration in the population is influenced by both rare variants in genes underlying cardiac repolarization and polygenic risk, with a sizeable contribution from polygenic risk. Comprehensive assessment of the genetic determinants of QTc prolongation includes incorporation of both polygenic and monogenic risk.

}, issn = {1524-4539}, doi = {10.1161/CIRCULATIONAHA.121.057261}, author = {Nauffal, Victor and Morrill, Valerie N and Jurgens, Sean J and Choi, Seung Hoan and Hall, Amelia W and Weng, Lu-Chen and Halford, Jennifer L and Austin-Tse, Christina and Haggerty, Christopher M and Harris, Stephanie L and Wong, Eugene K and Alonso, Alvaro and Arking, Dan E and Benjamin, Emelia J and Boerwinkle, Eric and Min, Yuan-I and Correa, Adolfo and Fornwalt, Brandon K and Heckbert, Susan R and Kooperberg, Charles and Lin, Henry J and Loos, Ruth J F and Rice, Kenneth M and Gupta, Namrata and Blackwell, Thomas W and Mitchell, Braxton D and Morrison, Alanna C and Psaty, Bruce M and Post, Wendy S and Redline, Susan and Rehm, Heidi L and Rich, Stephen S and Rotter, Jerome I and Soliman, Elsayed Z and Sotoodehnia, Nona and Lunetta, Kathryn L and Ellinor, Patrick T and Lubitz, Steven A} } @article {9100, title = {A multi-ethnic polygenic risk score is associated with hypertension prevalence and progression throughout adulthood.}, journal = {Nat Commun}, volume = {13}, year = {2022}, month = {2022 Jun 21}, pages = {3549}, abstract = {

In a multi-stage analysis of 52,436 individuals aged 17-90 across diverse cohorts and biobanks, we train, test, and evaluate a polygenic risk score (PRS) for hypertension risk and progression. The PRS is trained using genome-wide association studies (GWAS) for systolic, diastolic blood pressure, and hypertension, respectively. For each trait, PRS is selected by optimizing the coefficient of variation (CV) across estimated effect sizes from multiple potential PRS using the same GWAS, after which the 3 trait-specific PRSs are combined via an unweighted sum called "PRSsum", forming the HTN-PRS. The HTN-PRS is associated with both prevalent and incident hypertension at 4-6 years of follow up. This association is further confirmed in age-stratified analysis. In an independent biobank of 40,201 individuals, the HTN-PRS is confirmed to be predictive of increased risk for coronary artery disease, ischemic stroke, type 2 diabetes, and chronic kidney disease.

}, keywords = {Adult, Diabetes Mellitus, Type 2, Genetic Predisposition to Disease, Genome-Wide Association Study, Humans, Hypertension, Multifactorial Inheritance, Prevalence, Risk Factors}, issn = {2041-1723}, doi = {10.1038/s41467-022-31080-2}, author = {Kurniansyah, Nuzulul and Goodman, Matthew O and Kelly, Tanika N and Elfassy, Tali and Wiggins, Kerri L and Bis, Joshua C and Guo, Xiuqing and Palmas, Walter and Taylor, Kent D and Lin, Henry J and Haessler, Jeffrey and Gao, Yan and Shimbo, Daichi and Smith, Jennifer A and Yu, Bing and Feofanova, Elena V and Smit, Roelof A J and Wang, Zhe and Hwang, Shih-Jen and Liu, Simin and Wassertheil-Smoller, Sylvia and Manson, JoAnn E and Lloyd-Jones, Donald M and Rich, Stephen S and Loos, Ruth J F and Redline, Susan and Correa, Adolfo and Kooperberg, Charles and Fornage, Myriam and Kaplan, Robert C and Psaty, Bruce M and Rotter, Jerome I and Arnett, Donna K and Morrison, Alanna C and Franceschini, Nora and Levy, Daniel and Sofer, Tamar} } @article {9161, title = {Non-linear machine learning models incorporating SNPs and PRS improve polygenic prediction in diverse human populations.}, journal = {Commun Biol}, volume = {5}, year = {2022}, month = {2022 08 22}, pages = {856}, abstract = {

Polygenic risk scores (PRS) are commonly used to quantify the inherited susceptibility for a trait, yet they fail to account for non-linear and interaction effects between single nucleotide polymorphisms (SNPs). We address this via a machine learning approach, validated in nine complex phenotypes in a multi-ancestry population. We use an ensemble method of SNP selection followed by gradient boosted trees (XGBoost) to allow for non-linearities and interaction effects. We compare our results to the standard, linear PRS model developed using PRSice, LDpred2, and lassosum2. Combining a PRS as a feature in an XGBoost model results in a relative increase in the percentage variance explained compared to the standard linear PRS model by 22\% for height, 27\% for HDL cholesterol, 43\% for body mass index, 50\% for sleep duration, 58\% for systolic blood pressure, 64\% for total cholesterol, 66\% for triglycerides, 77\% for LDL cholesterol, and 100\% for diastolic blood pressure. Multi-ancestry trained models perform similarly to specific racial/ethnic group trained models and are consistently superior to the standard linear PRS models. This work demonstrates an effective method to account for non-linearities and interaction effects in genetics-based prediction models.

}, keywords = {Genetic Predisposition to Disease, Genome-Wide Association Study, Humans, Machine Learning, Multifactorial Inheritance, Polymorphism, Single Nucleotide}, issn = {2399-3642}, doi = {10.1038/s42003-022-03812-z}, author = {Elgart, Michael and Lyons, Genevieve and Romero-Brufau, Santiago and Kurniansyah, Nuzulul and Brody, Jennifer A and Guo, Xiuqing and Lin, Henry J and Raffield, Laura and Gao, Yan and Chen, Han and de Vries, Paul and Lloyd-Jones, Donald M and Lange, Leslie A and Peloso, Gina M and Fornage, Myriam and Rotter, Jerome I and Rich, Stephen S and Morrison, Alanna C and Psaty, Bruce M and Levy, Daniel and Redline, Susan and Sofer, Tamar} } @article {9379, title = {Evaluating the use of blood pressure polygenic risk scores across race/ethnic background groups.}, journal = {Nat Commun}, volume = {14}, year = {2023}, month = {2023 Jun 02}, pages = {3202}, abstract = {

We assess performance and limitations of polygenic risk scores (PRSs) for multiple blood pressure (BP) phenotypes in diverse population groups. We compare "clumping-and-thresholding" (PRSice2) and LD-based (LDPred2) methods to construct PRSs from each of multiple GWAS, as well as multi-PRS approaches that sum PRSs with and without weights, including PRS-CSx. We use datasets from the MGB Biobank, TOPMed study, UK biobank, and from All of Us to train, assess, and validate PRSs in groups defined by self-reported race/ethnic background (Asian, Black, Hispanic/Latino, and White). For both SBP and DBP, the PRS-CSx based PRS, constructed as a weighted sum of PRSs developed from multiple independent GWAS, perform best across all race/ethnic backgrounds. Stratified analysis in All of Us shows that PRSs are better predictive of BP in females compared to males, individuals without obesity, and middle-aged (40-60 years) compared to older and younger individuals.

}, keywords = {Blood Pressure, Ethnicity, Female, Genetic Predisposition to Disease, Genome-Wide Association Study, Humans, Male, Multifactorial Inheritance, Population Health, Risk Factors}, issn = {2041-1723}, doi = {10.1038/s41467-023-38990-9}, author = {Kurniansyah, Nuzulul and Goodman, Matthew O and Khan, Alyna T and Wang, Jiongming and Feofanova, Elena and Bis, Joshua C and Wiggins, Kerri L and Huffman, Jennifer E and Kelly, Tanika and Elfassy, Tali and Guo, Xiuqing and Palmas, Walter and Lin, Henry J and Hwang, Shih-Jen and Gao, Yan and Young, Kendra and Kinney, Gregory L and Smith, Jennifer A and Yu, Bing and Liu, Simin and Wassertheil-Smoller, Sylvia and Manson, JoAnn E and Zhu, Xiaofeng and Chen, Yii-Der Ida and Lee, I-Te and Gu, C Charles and Lloyd-Jones, Donald M and Z{\"o}llner, Sebastian and Fornage, Myriam and Kooperberg, Charles and Correa, Adolfo and Psaty, Bruce M and Arnett, Donna K and Isasi, Carmen R and Rich, Stephen S and Kaplan, Robert C and Redline, Susan and Mitchell, Braxton D and Franceschini, Nora and Levy, Daniel and Rotter, Jerome I and Morrison, Alanna C and Sofer, Tamar} } @article {9322, title = {Genetic architecture of spatial electrical biomarkers for cardiac arrhythmia and relationship with cardiovascular disease.}, journal = {Nat Commun}, volume = {14}, year = {2023}, month = {2023 Mar 14}, pages = {1411}, abstract = {

The 3-dimensional spatial and 2-dimensional frontal QRS-T angles are measures derived from the vectorcardiogram. They are independent risk predictors for arrhythmia, but the underlying biology is unknown. Using multi-ancestry genome-wide association studies we identify 61 (58 previously unreported) loci for the spatial QRS-T angle (N = 118,780) and 11 for the frontal QRS-T angle (N = 159,715). Seven out of the 61 spatial QRS-T angle loci have not been reported for other electrocardiographic measures. Enrichments are observed in pathways related to cardiac and vascular development, muscle contraction, and hypertrophy. Pairwise genome-wide association studies with classical ECG traits identify shared genetic influences with PR interval and QRS duration.~Phenome-wide scanning indicate associations with atrial fibrillation, atrioventricular block and arterial embolism~and~genetically determined QRS-T angle measures are associated with fascicular and bundle branch block (and also atrioventricular block for the frontal QRS-T angle). We identify potential biology involved in the QRS-T angle~and~their genetic relationships with cardiovascular traits and diseases, may inform future research and risk prediction.

}, keywords = {Arrhythmias, Cardiac, Atrioventricular Block, Biomarkers, Cardiovascular Diseases, Electrocardiography, Genome-Wide Association Study, Humans, Risk Factors}, issn = {2041-1723}, doi = {10.1038/s41467-023-36997-w}, author = {Young, William J and Haessler, Jeffrey and Benjamins, Jan-Walter and Repetto, Linda and Yao, Jie and Isaacs, Aaron and Harper, Andrew R and Ramirez, Julia and Garnier, Sophie and Van Duijvenboden, Stefan and Baldassari, Antoine R and Concas, Maria Pina and Duong, ThuyVy and Foco, Luisa and Isaksen, Jonas L and Mei, Hao and Noordam, Raymond and Nursyifa, Casia and Richmond, Anne and Santolalla, Meddly L and Sitlani, Colleen M and Soroush, Negin and Th{\'e}riault, S{\'e}bastien and Trompet, Stella and Aeschbacher, Stefanie and Ahmadizar, Fariba and Alonso, Alvaro and Brody, Jennifer A and Campbell, Archie and Correa, Adolfo and Darbar, Dawood and De Luca, Antonio and Deleuze, Jean-Francois and Ellervik, Christina and Fuchsberger, Christian and Goel, Anuj and Grace, Christopher and Guo, Xiuqing and Hansen, Torben and Heckbert, Susan R and Jackson, Rebecca D and Kors, Jan A and Lima-Costa, Maria Fernanda and Linneberg, Allan and Macfarlane, Peter W and Morrison, Alanna C and Navarro, Pau and Porteous, David J and Pramstaller, Peter P and Reiner, Alexander P and Risch, Lorenz and Schotten, Ulrich and Shen, Xia and Sinagra, Gianfranco and Soliman, Elsayed Z and Stoll, Monika and Tarazona-Santos, Eduardo and Tinker, Andrew and Trajanoska, Katerina and Villard, Eric and Warren, Helen R and Whitsel, Eric A and Wiggins, Kerri L and Arking, Dan E and Avery, Christy L and Conen, David and Girotto, Giorgia and Grarup, Niels and Hayward, Caroline and Jukema, J Wouter and Mook-Kanamori, Dennis O and Olesen, Morten Salling and Padmanabhan, Sandosh and Psaty, Bruce M and Pattaro, Cristian and Ribeiro, Antonio Luiz P and Rotter, Jerome I and Stricker, Bruno H and van der Harst, Pim and van Duijn, Cornelia M and Verweij, Niek and Wilson, James G and Orini, Michele and Charron, Philippe and Watkins, Hugh and Kooperberg, Charles and Lin, Henry J and Wilson, James F and Kanters, J{\o}rgen K and Sotoodehnia, Nona and Mifsud, Borbala and Lambiase, Pier D and Tereshchenko, Larisa G and Munroe, Patricia B} } @article {9642, title = {A Large-Scale Genome-Wide Study of Gene-Sleep Duration Interactions for Blood Pressure in 811,405 Individuals from Diverse Populations.}, journal = {medRxiv}, year = {2024}, month = {2024 Mar 08}, abstract = {

Although both short and long sleep duration are associated with elevated hypertension risk, our understanding of their interplay with biological pathways governing blood pressure remains limited. To address this, we carried out genome-wide cross-population gene-by-short-sleep and long-sleep duration interaction analyses for three blood pressure traits (systolic, diastolic, and pulse pressure) in 811,405 individuals from diverse population groups. We discover 22 novel gene-sleep duration interaction loci for blood pressure, mapped to genes involved in neurological, thyroidal, bone metabolism, and hematopoietic pathways. Non-overlap between short sleep (12) and long sleep (10) interactions underscores the plausibility of distinct influences of both sleep duration extremes in cardiovascular health. With several of our loci reflecting specificity towards population background or sex, our discovery sheds light on the importance of embracing granularity when addressing heterogeneity entangled in gene-environment interactions, and in therapeutic design approaches for blood pressure management.

}, doi = {10.1101/2024.03.07.24303870}, author = {Nagarajan, Pavithra and Winkler, Thomas W and Bentley, Amy R and Miller, Clint L and Kraja, Aldi T and Schwander, Karen and Lee, Songmi and Wang, Wenyi and Brown, Michael R and Morrison, John L and Giri, Ayush and O{\textquoteright}Connell, Jeffrey R and Bartz, Traci M and de Las Fuentes, Lisa and Gudmundsdottir, Valborg and Guo, Xiuqing and Harris, Sarah E and Huang, Zhijie and Kals, Mart and Kho, Minjung and Lefevre, Christophe and Luan, Jian{\textquoteright}an and Lyytik{\"a}inen, Leo-Pekka and Mangino, Massimo and Milaneschi, Yuri and Palmer, Nicholette D and Rao, Varun and Rauramaa, Rainer and Shen, Botong and Stadler, Stefan and Sun, Quan and Tang, Jingxian and Th{\'e}riault, S{\'e}bastien and van der Graaf, Adriaan and van der Most, Peter J and Wang, Yujie and Weiss, Stefan and Westerman, Kenneth E and Yang, Qian and Yasuharu, Tabara and Zhao, Wei and Zhu, Wanying and Altschul, Drew and Ansari, Md Abu Yusuf and Anugu, Pramod and Argoty-Pantoja, Anna D and Arzt, Michael and Aschard, Hugues and Attia, John R and Bazzanno, Lydia and Breyer, Max A and Brody, Jennifer A and Cade, Brian E and Chen, Hung-Hsin and Ida Chen, Yii-Der and Chen, Zekai and de Vries, Paul S and Dimitrov, Latchezar M and Do, Anh and Du, Jiawen and Dupont, Charles T and Edwards, Todd L and Evans, Michele K and Faquih, Tariq and Felix, Stephan B and Fisher-Hoch, Susan P and Floyd, James S and Graff, Mariaelisa and Gu, Charles and Gu, Dongfeng and Hairston, Kristen G and Hanley, Anthony J and Heid, Iris M and Heikkinen, Sami and Highland, Heather M and Hood, Michelle M and K{\"a}h{\"o}nen, Mika and Karvonen-Gutierrez, Carrie A and Kawaguchi, Takahisa and Kazuya, Setoh and Kelly, Tanika N and Komulainen, Pirjo and Levy, Daniel and Lin, Henry J and Liu, Peter Y and Marques-Vidal, Pedro and McCormick, Joseph B and Mei, Hao and Meigs, James B and Menni, Cristina and Nam, Kisung and Nolte, Ilja M and Pacheco, Natasha L and Petty, Lauren E and Polikowsky, Hannah G and Province, Michael A and Psaty, Bruce M and Raffield, Laura M and Raitakari, Olli T and Rich, Stephen S and Riha, Renata L and Risch, Lorenz and Risch, Martin and Ruiz-Narvaez, Edward A and Scott, Rodney J and Sitlani, Colleen M and Smith, Jennifer A and Sofer, Tamar and Teder-Laving, Maris and V{\"o}lker, Uwe and Vollenweider, Peter and Wang, Guanchao and van Dijk, Ko Willems and Wilson, Otis D and Xia, Rui and Yao, Jie and Young, Kristin L and Zhang, Ruiyuan and Zhu, Xiaofeng and Below, Jennifer E and B{\"o}ger, Carsten A and Conen, David and Cox, Simon R and D{\"o}rr, Marcus and Feitosa, Mary F and Fox, Ervin R and Franceschini, Nora and Gharib, Sina A and Gudnason, Vilmundur and Harlow, Sioban D and He, Jiang and Holliday, Elizabeth G and Kutalik, Zolt{\'a}n and Lakka, Timo A and Lawlor, Deborah A and Lee, Seunggeun and Lehtim{\"a}ki, Terho and Li, Changwei and Liu, Ching-Ti and M{\"a}gi, Reedik and Matsuda, Fumihiko and Morrison, Alanna C and Penninx, Brenda Wjh and Peyser, Patricia A and Rotter, Jerome I and Snieder, Harold and Spector, Tim D and Wagenknecht, Lynne E and Wareham, Nicholas J and Zonderman, Alan B and North, Kari E and Fornage, Myriam and Hung, Adriana M and Manning, Alisa K and Gauderman, James and Chen, Han and Munroe, Patricia B and Rao, Dabeeru C and van Heemst, Diana and Redline, Susan and Noordam, Raymond and Wang, Heming} }