@article {7264, title = {Meta-analysis identifies common and rare variants influencing blood pressure and overlapping with metabolic trait loci.}, journal = {Nat Genet}, volume = {48}, year = {2016}, month = {2016 Oct}, pages = {1162-70}, abstract = {

Meta-analyses of association results for blood pressure using exome-centric single-variant and gene-based tests identified 31 new loci in a discovery stage among 146,562 individuals, with follow-up and meta-analysis in 180,726 additional individuals (total n = 327,288). These blood pressure-associated loci are enriched for known variants for cardiometabolic traits. Associations were also observed for the aggregation of rare and low-frequency missense variants in three genes, NPR1, DBH, and PTPMT1. In addition, blood pressure associations at 39 previously reported loci were confirmed. The identified variants implicate biological pathways related to cardiometabolic traits, vascular function, and development. Several new variants are inferred to have roles in transcription or as hubs in protein-protein interaction networks. Genetic risk scores constructed from the identified variants were strongly associated with coronary disease and myocardial infarction. This large collection of blood pressure-associated loci suggests new therapeutic strategies for hypertension, emphasizing a link with cardiometabolic risk.

}, issn = {1546-1718}, doi = {10.1038/ng.3660}, author = {Liu, Chunyu and Kraja, Aldi T and Smith, Jennifer A and Brody, Jennifer A and Franceschini, Nora and Bis, Joshua C and Rice, Kenneth and Morrison, Alanna C and Lu, Yingchang and Weiss, Stefan and Guo, Xiuqing and Palmas, Walter and Martin, Lisa W and Chen, Yii-Der Ida and Surendran, Praveen and Drenos, Fotios and Cook, James P and Auer, Paul L and Chu, Audrey Y and Giri, Ayush and Zhao, Wei and Jakobsdottir, Johanna and Lin, Li-An and Stafford, Jeanette M and Amin, Najaf and Mei, Hao and Yao, Jie and Voorman, Arend and Larson, Martin G and Grove, Megan L and Smith, Albert V and Hwang, Shih-Jen and Chen, Han and Huan, Tianxiao and Kosova, Gulum and Stitziel, Nathan O and Kathiresan, Sekar and Samani, Nilesh and Schunkert, Heribert and Deloukas, Panos and Li, Man and Fuchsberger, Christian and Pattaro, Cristian and Gorski, Mathias and Kooperberg, Charles and Papanicolaou, George J and Rossouw, Jacques E and Faul, Jessica D and Kardia, Sharon L R and Bouchard, Claude and Raffel, Leslie J and Uitterlinden, Andr{\'e} G and Franco, Oscar H and Vasan, Ramachandran S and O{\textquoteright}Donnell, Christopher J and Taylor, Kent D and Liu, Kiang and Bottinger, Erwin P and Gottesman, Omri and Daw, E Warwick and Giulianini, Franco and Ganesh, Santhi and Salfati, Elias and Harris, Tamara B and Launer, Lenore J and D{\"o}rr, Marcus and Felix, Stephan B and Rettig, Rainer and V{\"o}lzke, Henry and Kim, Eric and Lee, Wen-Jane and Lee, I-Te and Sheu, Wayne H-H and Tsosie, Krystal S and Edwards, Digna R Velez and Liu, Yongmei and Correa, Adolfo and Weir, David R and V{\"o}lker, Uwe and Ridker, Paul M and Boerwinkle, Eric and Gudnason, Vilmundur and Reiner, Alexander P and van Duijn, Cornelia M and Borecki, Ingrid B and Edwards, Todd L and Chakravarti, Aravinda and Rotter, Jerome I and Psaty, Bruce M and Loos, Ruth J F and Fornage, Myriam and Ehret, Georg B and Newton-Cheh, Christopher and Levy, Daniel and Chasman, Daniel I} } @article {7573, title = {Exome-wide association study of plasma lipids in >300,000 individuals.}, journal = {Nat Genet}, volume = {49}, year = {2017}, month = {2017 Dec}, pages = {1758-1766}, abstract = {

We screened variants on an exome-focused genotyping array in >300,000 participants (replication in >280,000 participants) and identified 444 independent variants in 250 loci significantly associated with total cholesterol (TC), high-density-lipoprotein cholesterol (HDL-C), low-density-lipoprotein cholesterol (LDL-C), and/or triglycerides (TG). At two loci (JAK2 and A1CF), experimental analysis in mice showed lipid changes consistent with the human data. We also found that: (i) beta-thalassemia trait carriers displayed lower TC and were protected from coronary artery disease (CAD); (ii) excluding the CETP locus, there was not a predictable relationship between plasma HDL-C and risk for age-related macular degeneration; (iii) only some mechanisms of lowering LDL-C appeared to increase risk for type 2 diabetes (T2D); and (iv) TG-lowering alleles involved in hepatic production of TG-rich lipoproteins (TM6SF2 and PNPLA3) tracked with higher liver fat, higher risk for T2D, and lower risk for CAD, whereas TG-lowering alleles involved in peripheral lipolysis (LPL and ANGPTL4) had no effect on liver fat but decreased risks for both T2D and CAD.

}, keywords = {Coronary Artery Disease, Diabetes Mellitus, Type 2, Exome, Genetic Association Studies, Genetic Predisposition to Disease, Genetic Variation, Genotype, Humans, Lipids, Macular Degeneration, Phenotype, Risk Factors}, issn = {1546-1718}, doi = {10.1038/ng.3977}, author = {Liu, Dajiang J and Peloso, Gina M and Yu, Haojie and Butterworth, Adam S and Wang, Xiao and Mahajan, Anubha and Saleheen, Danish and Emdin, Connor and Alam, Dewan and Alves, Alexessander Couto and Amouyel, Philippe and Di Angelantonio, Emanuele and Arveiler, Dominique and Assimes, Themistocles L and Auer, Paul L and Baber, Usman and Ballantyne, Christie M and Bang, Lia E and Benn, Marianne and Bis, Joshua C and Boehnke, Michael and Boerwinkle, Eric and Bork-Jensen, Jette and Bottinger, Erwin P and Brandslund, Ivan and Brown, Morris and Busonero, Fabio and Caulfield, Mark J and Chambers, John C and Chasman, Daniel I and Chen, Y Eugene and Chen, Yii-Der Ida and Chowdhury, Rajiv and Christensen, Cramer and Chu, Audrey Y and Connell, John M and Cucca, Francesco and Cupples, L Adrienne and Damrauer, Scott M and Davies, Gail and Deary, Ian J and Dedoussis, George and Denny, Joshua C and Dominiczak, Anna and Dub{\'e}, Marie-Pierre and Ebeling, Tapani and Eiriksdottir, Gudny and Esko, T{\~o}nu and Farmaki, Aliki-Eleni and Feitosa, Mary F and Ferrario, Marco and Ferrieres, Jean and Ford, Ian and Fornage, Myriam and Franks, Paul W and Frayling, Timothy M and Frikke-Schmidt, Ruth and Fritsche, Lars G and Frossard, Philippe and Fuster, Valentin and Ganesh, Santhi K and Gao, Wei and Garcia, Melissa E and Gieger, Christian and Giulianini, Franco and Goodarzi, Mark O and Grallert, Harald and Grarup, Niels and Groop, Leif and Grove, Megan L and Gudnason, Vilmundur and Hansen, Torben and Harris, Tamara B and Hayward, Caroline and Hirschhorn, Joel N and Holmen, Oddgeir L and Huffman, Jennifer and Huo, Yong and Hveem, Kristian and Jabeen, Sehrish and Jackson, Anne U and Jakobsdottir, Johanna and Jarvelin, Marjo-Riitta and Jensen, Gorm B and J{\o}rgensen, Marit E and Jukema, J Wouter and Justesen, Johanne M and Kamstrup, Pia R and Kanoni, Stavroula and Karpe, Fredrik and Kee, Frank and Khera, Amit V and Klarin, Derek and Koistinen, Heikki A and Kooner, Jaspal S and Kooperberg, Charles and Kuulasmaa, Kari and Kuusisto, Johanna and Laakso, Markku and Lakka, Timo and Langenberg, Claudia and Langsted, Anne and Launer, Lenore J and Lauritzen, Torsten and Liewald, David C M and Lin, Li An and Linneberg, Allan and Loos, Ruth J F and Lu, Yingchang and Lu, Xiangfeng and M{\"a}gi, Reedik and M{\"a}larstig, Anders and Manichaikul, Ani and Manning, Alisa K and M{\"a}ntyselk{\"a}, Pekka and Marouli, Eirini and Masca, Nicholas G D and Maschio, Andrea and Meigs, James B and Melander, Olle and Metspalu, Andres and Morris, Andrew P and Morrison, Alanna C and Mulas, Antonella and M{\"u}ller-Nurasyid, Martina and Munroe, Patricia B and Neville, Matt J and Nielsen, Jonas B and Nielsen, Sune F and Nordestgaard, B{\o}rge G and Ordovas, Jose M and Mehran, Roxana and O{\textquoteright}Donnell, Christoper J and Orho-Melander, Marju and Molony, Cliona M and Muntendam, Pieter and Padmanabhan, Sandosh and Palmer, Colin N A and Pasko, Dorota and Patel, Aniruddh P and Pedersen, Oluf and Perola, Markus and Peters, Annette and Pisinger, Charlotta and Pistis, Giorgio and Polasek, Ozren and Poulter, Neil and Psaty, Bruce M and Rader, Daniel J and Rasheed, Asif and Rauramaa, Rainer and Reilly, Dermot F and Reiner, Alex P and Renstrom, Frida and Rich, Stephen S and Ridker, Paul M and Rioux, John D and Robertson, Neil R and Roden, Dan M and Rotter, Jerome I and Rudan, Igor and Salomaa, Veikko and Samani, Nilesh J and Sanna, Serena and Sattar, Naveed and Schmidt, Ellen M and Scott, Robert A and Sever, Peter and Sevilla, Raquel S and Shaffer, Christian M and Sim, Xueling and Sivapalaratnam, Suthesh and Small, Kerrin S and Smith, Albert V and Smith, Blair H and Somayajula, Sangeetha and Southam, Lorraine and Spector, Timothy D and Speliotes, Elizabeth K and Starr, John M and Stirrups, Kathleen E and Stitziel, Nathan and Strauch, Konstantin and Stringham, Heather M and Surendran, Praveen and Tada, Hayato and Tall, Alan R and Tang, Hua and Tardif, Jean-Claude and Taylor, Kent D and Trompet, Stella and Tsao, Philip S and Tuomilehto, Jaakko and Tybjaerg-Hansen, Anne and van Zuydam, Natalie R and Varbo, Anette and Varga, Tibor V and Virtamo, Jarmo and Waldenberger, Melanie and Wang, Nan and Wareham, Nick J and Warren, Helen R and Weeke, Peter E and Weinstock, Joshua and Wessel, Jennifer and Wilson, James G and Wilson, Peter W F and Xu, Ming and Yaghootkar, Hanieh and Young, Robin and Zeggini, Eleftheria and Zhang, He and Zheng, Neil S and Zhang, Weihua and Zhang, Yan and Zhou, Wei and Zhou, Yanhua and Zoledziewska, Magdalena and Howson, Joanna M M and Danesh, John and McCarthy, Mark I and Cowan, Chad A and Abecasis, Goncalo and Deloukas, Panos and Musunuru, Kiran and Willer, Cristen J and Kathiresan, Sekar} } @article {7373, title = {Large-scale genome-wide analysis identifies genetic variants associated with cardiac structure and function.}, journal = {J Clin Invest}, volume = {127}, year = {2017}, month = {2017 May 01}, pages = {1798-1812}, abstract = {

BACKGROUND: Understanding the genetic architecture of cardiac structure and function may help to prevent and treat heart disease. This investigation sought to identify common genetic variations associated with inter-individual variability in cardiac structure and function.

METHODS: A GWAS meta-analysis of echocardiographic traits was performed, including 46,533 individuals from 30 studies (EchoGen consortium). The analysis included 16 traits of left ventricular (LV) structure, and systolic and diastolic function.

RESULTS: The discovery analysis included 21 cohorts for structural and systolic function traits (n = 32,212) and 17 cohorts for diastolic function traits (n = 21,852). Replication was performed in 5 cohorts (n = 14,321) and 6 cohorts (n = 16,308), respectively. Besides 5 previously reported loci, the combined meta-analysis identified 10 additional genome-wide significant SNPs: rs12541595 near MTSS1 and rs10774625 in ATXN2 for LV end-diastolic internal dimension; rs806322 near KCNRG, rs4765663 in CACNA1C, rs6702619 near PALMD, rs7127129 in TMEM16A, rs11207426 near FGGY, rs17608766 in GOSR2, and rs17696696 in CFDP1 for aortic root diameter; and rs12440869 in IQCH for Doppler transmitral A-wave peak velocity. Findings were in part validated in other cohorts and in GWAS of related disease traits. The genetic loci showed associations with putative signaling pathways, and with gene expression in whole blood, monocytes, and myocardial tissue.

CONCLUSION: The additional genetic loci identified in this large meta-analysis of cardiac structure and function provide insights into the underlying genetic architecture of cardiac structure and warrant follow-up in future functional studies.

FUNDING: For detailed information per study, see Acknowledgments.

}, issn = {1558-8238}, doi = {10.1172/JCI84840}, author = {Wild, Philipp S and Felix, Janine F and Schillert, Arne and Teumer, Alexander and Chen, Ming-Huei and Leening, Maarten J G and V{\"o}lker, Uwe and Gro{\ss}mann, Vera and Brody, Jennifer A and Irvin, Marguerite R and Shah, Sanjiv J and Pramana, Setia and Lieb, Wolfgang and Schmidt, Reinhold and Stanton, Alice V and Malzahn, D{\"o}rthe and Smith, Albert Vernon and Sundstr{\"o}m, Johan and Minelli, Cosetta and Ruggiero, Daniela and Lyytik{\"a}inen, Leo-Pekka and Tiller, Daniel and Smith, J Gustav and Monnereau, Claire and Di Tullio, Marco R and Musani, Solomon K and Morrison, Alanna C and Pers, Tune H and Morley, Michael and Kleber, Marcus E and Aragam, Jayashri and Benjamin, Emelia J and Bis, Joshua C and Bisping, Egbert and Broeckel, Ulrich and Cheng, Susan and Deckers, Jaap W and del Greco M, Fabiola and Edelmann, Frank and Fornage, Myriam and Franke, Lude and Friedrich, Nele and Harris, Tamara B and Hofer, Edith and Hofman, Albert and Huang, Jie and Hughes, Alun D and K{\"a}h{\"o}nen, Mika and Investigators, Knhi and Kruppa, Jochen and Lackner, Karl J and Lannfelt, Lars and Laskowski, Rafael and Launer, Lenore J and Leosdottir, Margr{\'e}t and Lin, Honghuang and Lindgren, Cecilia M and Loley, Christina and MacRae, Calum A and Mascalzoni, Deborah and Mayet, Jamil and Medenwald, Daniel and Morris, Andrew P and M{\"u}ller, Christian and M{\"u}ller-Nurasyid, Martina and Nappo, Stefania and Nilsson, Peter M and Nuding, Sebastian and Nutile, Teresa and Peters, Annette and Pfeufer, Arne and Pietzner, Diana and Pramstaller, Peter P and Raitakari, Olli T and Rice, Kenneth M and Rivadeneira, Fernando and Rotter, Jerome I and Ruohonen, Saku T and Sacco, Ralph L and Samdarshi, Tandaw E and Schmidt, Helena and Sharp, Andrew S P and Shields, Denis C and Sorice, Rossella and Sotoodehnia, Nona and Stricker, Bruno H and Surendran, Praveen and Thom, Simon and T{\"o}glhofer, Anna M and Uitterlinden, Andr{\'e} G and Wachter, Rolf and V{\"o}lzke, Henry and Ziegler, Andreas and M{\"u}nzel, Thomas and M{\"a}rz, Winfried and Cappola, Thomas P and Hirschhorn, Joel N and Mitchell, Gary F and Smith, Nicholas L and Fox, Ervin R and Dueker, Nicole D and Jaddoe, Vincent W V and Melander, Olle and Russ, Martin and Lehtim{\"a}ki, Terho and Ciullo, Marina and Hicks, Andrew A and Lind, Lars and Gudnason, Vilmundur and Pieske, Burkert and Barron, Anthony J and Zweiker, Robert and Schunkert, Heribert and Ingelsson, Erik and Liu, Kiang and Arnett, Donna K and Psaty, Bruce M and Blankenberg, Stefan and Larson, Martin G and Felix, Stephan B and Franco, Oscar H and Zeller, Tanja and Vasan, Ramachandran S and D{\"o}rr, Marcus} } @article {7569, title = {New Blood Pressure-Associated Loci Identified in Meta-Analyses of 475 000 Individuals.}, journal = {Circ Cardiovasc Genet}, volume = {10}, year = {2017}, month = {2017 Oct}, abstract = {

BACKGROUND: Genome-wide association studies have recently identified >400 loci that harbor DNA sequence variants that influence blood pressure (BP). Our earlier studies identified and validated 56 single nucleotide variants (SNVs) associated with BP from meta-analyses of exome chip genotype data. An additional 100 variants yielded suggestive evidence of association.

METHODS AND RESULTS: Here, we augment the sample with 140 886 European individuals from the UK Biobank, in whom 77 of the 100 suggestive SNVs were available for association analysis with systolic BP or diastolic BP or pulse pressure. We performed 2 meta-analyses, one in individuals of European, South Asian, African, and Hispanic descent (pan-ancestry, ≈475 000), and the other in the subset of individuals of European descent (≈423 000). Twenty-one SNVs were genome-wide significant (P<5{\texttimes}10-8) for BP, of which 4 are new BP loci: rs9678851 (missense, SLC4A1AP), rs7437940 (AFAP1), rs13303 (missense, STAB1), and rs1055144 (7p15.2). In addition, we identified a potentially independent novel BP-associated SNV, rs3416322 (missense, SYNPO2L) at a known locus, uncorrelated with the previously reported SNVs. Two SNVs are associated with expression levels of nearby genes, and SNVs at 3 loci are associated with other traits. One SNV with a minor allele frequency <0.01, (rs3025380 at DBH) was genome-wide significant.

CONCLUSIONS: We report 4 novel loci associated with BP regulation, and 1 independent variant at an established BP locus. This analysis highlights several candidate genes with variation that alter protein function or gene expression for potential follow-up.

}, issn = {1942-3268}, doi = {10.1161/CIRCGENETICS.117.001778}, author = {Kraja, Aldi T and Cook, James P and Warren, Helen R and Surendran, Praveen and Liu, Chunyu and Evangelou, Evangelos and Manning, Alisa K and Grarup, Niels and Drenos, Fotios and Sim, Xueling and Smith, Albert Vernon and Amin, Najaf and Blakemore, Alexandra I F and Bork-Jensen, Jette and Brandslund, Ivan and Farmaki, Aliki-Eleni and Fava, Cristiano and Ferreira, Teresa and Herzig, Karl-Heinz and Giri, Ayush and Giulianini, Franco and Grove, Megan L and Guo, Xiuqing and Harris, Sarah E and Have, Christian T and Havulinna, Aki S and Zhang, He and J{\o}rgensen, Marit E and K{\"a}r{\"a}j{\"a}m{\"a}ki, AnneMari and Kooperberg, Charles and Linneberg, Allan and Little, Louis and Liu, Yongmei and Bonnycastle, Lori L and Lu, Yingchang and M{\"a}gi, Reedik and Mahajan, Anubha and Malerba, Giovanni and Marioni, Riccardo E and Mei, Hao and Menni, Cristina and Morrison, Alanna C and Padmanabhan, Sandosh and Palmas, Walter and Poveda, Alaitz and Rauramaa, Rainer and Rayner, Nigel William and Riaz, Muhammad and Rice, Ken and Richard, Melissa A and Smith, Jennifer A and Southam, Lorraine and Stan{\v c}{\'a}kov{\'a}, Alena and Stirrups, Kathleen E and Tragante, Vinicius and Tuomi, Tiinamaija and Tzoulaki, Ioanna and Varga, Tibor V and Weiss, Stefan and Yiorkas, Andrianos M and Young, Robin and Zhang, Weihua and Barnes, Michael R and Cabrera, Claudia P and Gao, He and Boehnke, Michael and Boerwinkle, Eric and Chambers, John C and Connell, John M and Christensen, Cramer K and de Boer, Rudolf A and Deary, Ian J and Dedoussis, George and Deloukas, Panos and Dominiczak, Anna F and D{\"o}rr, Marcus and Joehanes, Roby and Edwards, Todd L and Esko, T{\~o}nu and Fornage, Myriam and Franceschini, Nora and Franks, Paul W and Gambaro, Giovanni and Groop, Leif and Hallmans, G{\"o}ran and Hansen, Torben and Hayward, Caroline and Heikki, Oksa and Ingelsson, Erik and Tuomilehto, Jaakko and Jarvelin, Marjo-Riitta and Kardia, Sharon L R and Karpe, Fredrik and Kooner, Jaspal S and Lakka, Timo A and Langenberg, Claudia and Lind, Lars and Loos, Ruth J F and Laakso, Markku and McCarthy, Mark I and Melander, Olle and Mohlke, Karen L and Morris, Andrew P and Palmer, Colin N A and Pedersen, Oluf and Polasek, Ozren and Poulter, Neil R and Province, Michael A and Psaty, Bruce M and Ridker, Paul M and Rotter, Jerome I and Rudan, Igor and Salomaa, Veikko and Samani, Nilesh J and Sever, Peter J and Skaaby, Tea and Stafford, Jeanette M and Starr, John M and van der Harst, Pim and van der Meer, Peter and van Duijn, Cornelia M and Vergnaud, Anne-Claire and Gudnason, Vilmundur and Wareham, Nicholas J and Wilson, James G and Willer, Cristen J and Witte, Daniel R and Zeggini, Eleftheria and Saleheen, Danish and Butterworth, Adam S and Danesh, John and Asselbergs, Folkert W and Wain, Louise V and Ehret, Georg B and Chasman, Daniel I and Caulfield, Mark J and Elliott, Paul and Lindgren, Cecilia M and Levy, Daniel and Newton-Cheh, Christopher and Munroe, Patricia B and Howson, Joanna M M} } @article {7845, title = {Genetic analysis of over 1 million people identifies 535 new loci associated with blood pressure traits.}, journal = {Nat Genet}, volume = {50}, year = {2018}, month = {2018 Oct}, pages = {1412-1425}, abstract = {

High blood pressure is a highly heritable and modifiable risk factor for cardiovascular disease. We report the largest genetic association study of blood pressure traits (systolic, diastolic and pulse pressure) to date in over 1 million people of European ancestry. We identify 535 novel blood pressure loci that not only offer new biological insights into blood pressure regulation but also highlight shared genetic architecture between blood pressure and lifestyle exposures. Our findings identify new biological pathways for blood pressure regulation with potential for improved cardiovascular disease prevention in the future.

}, issn = {1546-1718}, doi = {10.1038/s41588-018-0205-x}, author = {Evangelou, Evangelos and Warren, Helen R and Mosen-Ansorena, David and Mifsud, Borbala and Pazoki, Raha and Gao, He and Ntritsos, Georgios and Dimou, Niki and Cabrera, Claudia P and Karaman, Ibrahim and Ng, Fu Liang and Evangelou, Marina and Witkowska, Katarzyna and Tzanis, Evan and Hellwege, Jacklyn N and Giri, Ayush and Velez Edwards, Digna R and Sun, Yan V and Cho, Kelly and Gaziano, J Michael and Wilson, Peter W F and Tsao, Philip S and Kovesdy, Csaba P and Esko, T{\~o}nu and M{\"a}gi, Reedik and Milani, Lili and Almgren, Peter and Boutin, Thibaud and Debette, Stephanie and Ding, Jun and Giulianini, Franco and Holliday, Elizabeth G and Jackson, Anne U and Li-Gao, Ruifang and Lin, Wei-Yu and Luan, Jian{\textquoteright}an and Mangino, Massimo and Oldmeadow, Christopher and Prins, Bram Peter and Qian, Yong and Sargurupremraj, Muralidharan and Shah, Nabi and Surendran, Praveen and Th{\'e}riault, S{\'e}bastien and Verweij, Niek and Willems, Sara M and Zhao, Jing-Hua and Amouyel, Philippe and Connell, John and de Mutsert, Ren{\'e}e and Doney, Alex S F and Farrall, Martin and Menni, Cristina and Morris, Andrew D and Noordam, Raymond and Par{\'e}, Guillaume and Poulter, Neil R and Shields, Denis C and Stanton, Alice and Thom, Simon and Abecasis, Goncalo and Amin, Najaf and Arking, Dan E and Ayers, Kristin L and Barbieri, Caterina M and Batini, Chiara and Bis, Joshua C and Blake, Tineka and Bochud, Murielle and Boehnke, Michael and Boerwinkle, Eric and Boomsma, Dorret I and Bottinger, Erwin P and Braund, Peter S and Brumat, Marco and Campbell, Archie and Campbell, Harry and Chakravarti, Aravinda and Chambers, John C and Chauhan, Ganesh and Ciullo, Marina and Cocca, Massimiliano and Collins, Francis and Cordell, Heather J and Davies, Gail and Borst, Martin H de and Geus, Eco J de and Deary, Ian J and Deelen, Joris and del Greco M, Fabiola and Demirkale, Cumhur Yusuf and D{\"o}rr, Marcus and Ehret, Georg B and Elosua, Roberto and Enroth, Stefan and Erzurumluoglu, A Mesut and Ferreira, Teresa and Fr{\r a}nberg, Mattias and Franco, Oscar H and Gandin, Ilaria and Gasparini, Paolo and Giedraitis, Vilmantas and Gieger, Christian and Girotto, Giorgia and Goel, Anuj and Gow, Alan J and Gudnason, Vilmundur and Guo, Xiuqing and Gyllensten, Ulf and Hamsten, Anders and Harris, Tamara B and Harris, Sarah E and Hartman, Catharina A and Havulinna, Aki S and Hicks, Andrew A and Hofer, Edith and Hofman, Albert and Hottenga, Jouke-Jan and Huffman, Jennifer E and Hwang, Shih-Jen and Ingelsson, Erik and James, Alan and Jansen, Rick and Jarvelin, Marjo-Riitta and Joehanes, Roby and Johansson, Asa and Johnson, Andrew D and Joshi, Peter K and Jousilahti, Pekka and Jukema, J Wouter and Jula, Antti and K{\"a}h{\"o}nen, Mika and Kathiresan, Sekar and Keavney, Bernard D and Khaw, Kay-Tee and Knekt, Paul and Knight, Joanne and Kolcic, Ivana and Kooner, Jaspal S and Koskinen, Seppo and Kristiansson, Kati and Kutalik, Zolt{\'a}n and Laan, Maris and Larson, Marty and Launer, Lenore J and Lehne, Benjamin and Lehtim{\"a}ki, Terho and Liewald, David C M and Lin, Li and Lind, Lars and Lindgren, Cecilia M and Liu, Yongmei and Loos, Ruth J F and Lopez, Lorna M and Lu, Yingchang and Lyytik{\"a}inen, Leo-Pekka and Mahajan, Anubha and Mamasoula, Chrysovalanto and Marrugat, Jaume and Marten, Jonathan and Milaneschi, Yuri and Morgan, Anna and Morris, Andrew P and Morrison, Alanna C and Munson, Peter J and Nalls, Mike A and Nandakumar, Priyanka and Nelson, Christopher P and Niiranen, Teemu and Nolte, Ilja M and Nutile, Teresa and Oldehinkel, Albertine J and Oostra, Ben A and O{\textquoteright}Reilly, Paul F and Org, Elin and Padmanabhan, Sandosh and Palmas, Walter and Palotie, Aarno and Pattie, Alison and Penninx, Brenda W J H and Perola, Markus and Peters, Annette and Polasek, Ozren and Pramstaller, Peter P and Nguyen, Quang Tri and Raitakari, Olli T and Ren, Meixia and Rettig, Rainer and Rice, Kenneth and Ridker, Paul M and Ried, Janina S and Riese, Harri{\"e}tte and Ripatti, Samuli and Robino, Antonietta and Rose, Lynda M and Rotter, Jerome I and Rudan, Igor and Ruggiero, Daniela and Saba, Yasaman and Sala, Cinzia F and Salomaa, Veikko and Samani, Nilesh J and Sarin, Antti-Pekka and Schmidt, Reinhold and Schmidt, Helena and Shrine, Nick and Siscovick, David and Smith, Albert V and Snieder, Harold and S{\~o}ber, Siim and Sorice, Rossella and Starr, John M and Stott, David J and Strachan, David P and Strawbridge, Rona J and Sundstr{\"o}m, Johan and Swertz, Morris A and Taylor, Kent D and Teumer, Alexander and Tobin, Martin D and Tomaszewski, Maciej and Toniolo, Daniela and Traglia, Michela and Trompet, Stella and Tuomilehto, Jaakko and Tzourio, Christophe and Uitterlinden, Andr{\'e} G and Vaez, Ahmad and van der Most, Peter J and van Duijn, Cornelia M and Vergnaud, Anne-Claire and Verwoert, Germaine C and Vitart, Veronique and V{\"o}lker, Uwe and Vollenweider, Peter and Vuckovic, Dragana and Watkins, Hugh and Wild, Sarah H and Willemsen, Gonneke and Wilson, James F and Wright, Alan F and Yao, Jie and Zemunik, Tatijana and Zhang, Weihua and Attia, John R and Butterworth, Adam S and Chasman, Daniel I and Conen, David and Cucca, Francesco and Danesh, John and Hayward, Caroline and Howson, Joanna M M and Laakso, Markku and Lakatta, Edward G and Langenberg, Claudia and Melander, Olle and Mook-Kanamori, Dennis O and Palmer, Colin N A and Risch, Lorenz and Scott, Robert A and Scott, Rodney J and Sever, Peter and Spector, Tim D and van der Harst, Pim and Wareham, Nicholas J and Zeggini, Eleftheria and Levy, Daniel and Munroe, Patricia B and Newton-Cheh, Christopher and Brown, Morris J and Metspalu, Andres and Hung, Adriana M and O{\textquoteright}Donnell, Christopher J and Edwards, Todd L and Psaty, Bruce M and Tzoulaki, Ioanna and Barnes, Michael R and Wain, Louise V and Elliott, Paul and Caulfield, Mark J} } @article {7668, title = {Refining the accuracy of validated target identification through coding variant fine-mapping in type 2 diabetes.}, journal = {Nat Genet}, volume = {50}, year = {2018}, month = {2018 Apr}, pages = {559-571}, abstract = {

We aggregated coding variant data for 81,412 type 2 diabetes cases and 370,832 controls of diverse ancestry, identifying 40 coding variant association signals (P < 2.2 {\texttimes} 10); of these, 16 map outside known risk-associated loci. We make two important observations. First, only five of these signals are driven by low-frequency variants: even for these, effect sizes are modest (odds ratio <=1.29). Second, when we used large-scale genome-wide association data to fine-map the associated variants in their regional context, accounting for the global enrichment of complex trait associations in coding sequence, compelling evidence for coding variant causality was obtained for only 16 signals. At 13 others, the associated coding variants clearly represent {\textquoteright}false leads{\textquoteright} with potential to generate erroneous mechanistic inference. Coding variant associations offer a direct route to biological insight for complex diseases and identification of validated therapeutic targets; however, appropriate mechanistic inference requires careful specification of their causal contribution to disease predisposition.

}, issn = {1546-1718}, doi = {10.1038/s41588-018-0084-1}, author = {Mahajan, Anubha and Wessel, Jennifer and Willems, Sara M and Zhao, Wei and Robertson, Neil R and Chu, Audrey Y and Gan, Wei and Kitajima, Hidetoshi and Taliun, Daniel and Rayner, N William and Guo, Xiuqing and Lu, Yingchang and Li, Man and Jensen, Richard A and Hu, Yao and Huo, Shaofeng and Lohman, Kurt K and Zhang, Weihua and Cook, James P and Prins, Bram Peter and Flannick, Jason and Grarup, Niels and Trubetskoy, Vassily Vladimirovich and Kravic, Jasmina and Kim, Young Jin and Rybin, Denis V and Yaghootkar, Hanieh and M{\"u}ller-Nurasyid, Martina and Meidtner, Karina and Li-Gao, Ruifang and Varga, Tibor V and Marten, Jonathan and Li, Jin and Smith, Albert Vernon and An, Ping and Ligthart, Symen and Gustafsson, Stefan and Malerba, Giovanni and Demirkan, Ayse and Tajes, Juan Fernandez and Steinthorsdottir, Valgerdur and Wuttke, Matthias and Lecoeur, C{\'e}cile and Preuss, Michael and Bielak, Lawrence F and Graff, Marielisa and Highland, Heather M and Justice, Anne E and Liu, Dajiang J and Marouli, Eirini and Peloso, Gina Marie and Warren, Helen R and Afaq, Saima and Afzal, Shoaib and Ahlqvist, Emma and Almgren, Peter and Amin, Najaf and Bang, Lia B and Bertoni, Alain G and Bombieri, Cristina and Bork-Jensen, Jette and Brandslund, Ivan and Brody, Jennifer A and Burtt, Noel P and Canouil, Micka{\"e}l and Chen, Yii-Der Ida and Cho, Yoon Shin and Christensen, Cramer and Eastwood, Sophie V and Eckardt, Kai-Uwe and Fischer, Krista and Gambaro, Giovanni and Giedraitis, Vilmantas and Grove, Megan L and de Haan, Hugoline G and Hackinger, Sophie and Hai, Yang and Han, Sohee and Tybj{\ae}rg-Hansen, Anne and Hivert, Marie-France and Isomaa, Bo and J{\"a}ger, Susanne and J{\o}rgensen, Marit E and J{\o}rgensen, Torben and K{\"a}r{\"a}j{\"a}m{\"a}ki, AnneMari and Kim, Bong-Jo and Kim, Sung Soo and Koistinen, Heikki A and Kovacs, Peter and Kriebel, Jennifer and Kronenberg, Florian and L{\"a}ll, Kristi and Lange, Leslie A and Lee, Jung-Jin and Lehne, Benjamin and Li, Huaixing and Lin, Keng-Hung and Linneberg, Allan and Liu, Ching-Ti and Liu, Jun and Loh, Marie and M{\"a}gi, Reedik and Mamakou, Vasiliki and McKean-Cowdin, Roberta and Nadkarni, Girish and Neville, Matt and Nielsen, Sune F and Ntalla, Ioanna and Peyser, Patricia A and Rathmann, Wolfgang and Rice, Kenneth and Rich, Stephen S and Rode, Line and Rolandsson, Olov and Sch{\"o}nherr, Sebastian and Selvin, Elizabeth and Small, Kerrin S and Stan{\v c}{\'a}kov{\'a}, Alena and Surendran, Praveen and Taylor, Kent D and Teslovich, Tanya M and Thorand, Barbara and Thorleifsson, Gudmar and Tin, Adrienne and T{\"o}njes, Anke and Varbo, Anette and Witte, Daniel R and Wood, Andrew R and Yajnik, Pranav and Yao, Jie and Yengo, Loic and Young, Robin and Amouyel, Philippe and Boeing, Heiner and Boerwinkle, Eric and Bottinger, Erwin P and Chowdhury, Rajiv and Collins, Francis S and Dedoussis, George and Dehghan, Abbas and Deloukas, Panos and Ferrario, Marco M and Ferrieres, Jean and Florez, Jose C and Frossard, Philippe and Gudnason, Vilmundur and Harris, Tamara B and Heckbert, Susan R and Howson, Joanna M M and Ingelsson, Martin and Kathiresan, Sekar and Kee, Frank and Kuusisto, Johanna and Langenberg, Claudia and Launer, Lenore J and Lindgren, Cecilia M and M{\"a}nnist{\"o}, Satu and Meitinger, Thomas and Melander, Olle and Mohlke, Karen L and Moitry, Marie and Morris, Andrew D and Murray, Alison D and de Mutsert, Ren{\'e}e and Orho-Melander, Marju and Owen, Katharine R and Perola, Markus and Peters, Annette and Province, Michael A and Rasheed, Asif and Ridker, Paul M and Rivadineira, Fernando and Rosendaal, Frits R and Rosengren, Anders H and Salomaa, Veikko and Sheu, Wayne H-H and Sladek, Rob and Smith, Blair H and Strauch, Konstantin and Uitterlinden, Andr{\'e} G and Varma, Rohit and Willer, Cristen J and Bl{\"u}her, Matthias and Butterworth, Adam S and Chambers, John Campbell and Chasman, Daniel I and Danesh, John and van Duijn, Cornelia and Dupuis, Jos{\'e}e and Franco, Oscar H and Franks, Paul W and Froguel, Philippe and Grallert, Harald and Groop, Leif and Han, Bok-Ghee and Hansen, Torben and Hattersley, Andrew T and Hayward, Caroline and Ingelsson, Erik and Kardia, Sharon L R and Karpe, Fredrik and Kooner, Jaspal Singh and K{\"o}ttgen, Anna and Kuulasmaa, Kari and Laakso, Markku and Lin, Xu and Lind, Lars and Liu, Yongmei and Loos, Ruth J F and Marchini, Jonathan and Metspalu, Andres and Mook-Kanamori, Dennis and Nordestgaard, B{\o}rge G and Palmer, Colin N A and Pankow, James S and Pedersen, Oluf and Psaty, Bruce M and Rauramaa, Rainer and Sattar, Naveed and Schulze, Matthias B and Soranzo, Nicole and Spector, Timothy D and Stefansson, Kari and Stumvoll, Michael and Thorsteinsdottir, Unnur and Tuomi, Tiinamaija and Tuomilehto, Jaakko and Wareham, Nicholas J and Wilson, James G and Zeggini, Eleftheria and Scott, Robert A and Barroso, In{\^e}s and Frayling, Timothy M and Goodarzi, Mark O and Meigs, James B and Boehnke, Michael and Saleheen, Danish and Morris, Andrew P and Rotter, Jerome I and McCarthy, Mark I} } @article {7914, title = {Trans-ethnic association study of blood pressure determinants in over 750,000 individuals.}, journal = {Nat Genet}, volume = {51}, year = {2019}, month = {2019 Jan}, pages = {51-62}, abstract = {

In this trans-ethnic multi-omic study, we reinterpret the genetic architecture of blood pressure to identify genes, tissues, phenomes and medication contexts of blood pressure homeostasis. We discovered 208 novel common blood pressure SNPs and 53 rare variants in genome-wide association studies of systolic, diastolic and pulse pressure in up to 776,078 participants from the Million Veteran Program (MVP) and collaborating studies, with analysis of the blood pressure clinical phenome in MVP. Our transcriptome-wide association study detected 4,043 blood pressure associations with genetically predicted gene expression of 840 genes in 45 tissues, and mouse renal single-cell RNA sequencing identified upregulated blood pressure genes in kidney tubule cells.

}, issn = {1546-1718}, doi = {10.1038/s41588-018-0303-9}, author = {Giri, Ayush and Hellwege, Jacklyn N and Keaton, Jacob M and Park, Jihwan and Qiu, Chengxiang and Warren, Helen R and Torstenson, Eric S and Kovesdy, Csaba P and Sun, Yan V and Wilson, Otis D and Robinson-Cohen, Cassianne and Roumie, Christianne L and Chung, Cecilia P and Birdwell, Kelly A and Damrauer, Scott M and DuVall, Scott L and Klarin, Derek and Cho, Kelly and Wang, Yu and Evangelou, Evangelos and Cabrera, Claudia P and Wain, Louise V and Shrestha, Rojesh and Mautz, Brian S and Akwo, Elvis A and Sargurupremraj, Muralidharan and Debette, Stephanie and Boehnke, Michael and Scott, Laura J and Luan, Jian{\textquoteright}an and Zhao, Jing-Hua and Willems, Sara M and Th{\'e}riault, S{\'e}bastien and Shah, Nabi and Oldmeadow, Christopher and Almgren, Peter and Li-Gao, Ruifang and Verweij, Niek and Boutin, Thibaud S and Mangino, Massimo and Ntalla, Ioanna and Feofanova, Elena and Surendran, Praveen and Cook, James P and Karthikeyan, Savita and Lahrouchi, Najim and Liu, Chunyu and Sep{\'u}lveda, Nuno and Richardson, Tom G and Kraja, Aldi and Amouyel, Philippe and Farrall, Martin and Poulter, Neil R and Laakso, Markku and Zeggini, Eleftheria and Sever, Peter and Scott, Robert A and Langenberg, Claudia and Wareham, Nicholas J and Conen, David and Palmer, Colin Neil Alexander and Attia, John and Chasman, Daniel I and Ridker, Paul M and Melander, Olle and Mook-Kanamori, Dennis Owen and Harst, Pim van der and Cucca, Francesco and Schlessinger, David and Hayward, Caroline and Spector, Tim D and Jarvelin, Marjo-Riitta and Hennig, Branwen J and Timpson, Nicholas J and Wei, Wei-Qi and Smith, Joshua C and Xu, Yaomin and Matheny, Michael E and Siew, Edward E and Lindgren, Cecilia and Herzig, Karl-Heinz and Dedoussis, George and Denny, Joshua C and Psaty, Bruce M and Howson, Joanna M M and Munroe, Patricia B and Newton-Cheh, Christopher and Caulfield, Mark J and Elliott, Paul and Gaziano, J Michael and Concato, John and Wilson, Peter W F and Tsao, Philip S and Velez Edwards, Digna R and Susztak, Katalin and O{\textquoteright}Donnell, Christopher J and Hung, Adriana M and Edwards, Todd L} } @article {8490, title = {The Polygenic and Monogenic Basis of Blood Traits and Diseases.}, journal = {Cell}, volume = {182}, year = {2020}, month = {2020 Sep 03}, pages = {1214-1231.e11}, abstract = {

Blood cells play essential roles in human health, underpinning physiological processes such as immunity, oxygen transport, and clotting, which when perturbed cause a significant global health burden. Here we integrate data from UK Biobank and a large-scale international collaborative effort, including data for 563,085 European ancestry participants, and discover 5,106 new genetic variants independently associated with 29 blood cell phenotypes covering a range of variation impacting hematopoiesis. We holistically characterize the genetic architecture of hematopoiesis, assess the relevance of the omnigenic model to blood cell phenotypes, delineate relevant hematopoietic cell states influenced by regulatory genetic variants and gene networks, identify novel splice-altering variants mediating the associations, and assess the polygenic prediction potential for blood traits and clinical disorders at the interface of complex and Mendelian genetics. These results show the power of large-scale blood cell trait GWAS to interrogate clinically meaningful variants across a wide allelic spectrum of human variation.

}, issn = {1097-4172}, doi = {10.1016/j.cell.2020.08.008}, author = {Vuckovic, Dragana and Bao, Erik L and Akbari, Parsa and Lareau, Caleb A and Mousas, Abdou and Jiang, Tao and Chen, Ming-Huei and Raffield, Laura M and Tardaguila, Manuel and Huffman, Jennifer E and Ritchie, Scott C and Megy, Karyn and Ponstingl, Hannes and Penkett, Christopher J and Albers, Patrick K and Wigdor, Emilie M and Sakaue, Saori and Moscati, Arden and Manansala, Regina and Lo, Ken Sin and Qian, Huijun and Akiyama, Masato and Bartz, Traci M and Ben-Shlomo, Yoav and Beswick, Andrew and Bork-Jensen, Jette and Bottinger, Erwin P and Brody, Jennifer A and van Rooij, Frank J A and Chitrala, Kumaraswamy N and Wilson, Peter W F and Choquet, Helene and Danesh, John and Di Angelantonio, Emanuele and Dimou, Niki and Ding, Jingzhong and Elliott, Paul and Esko, T{\~o}nu and Evans, Michele K and Felix, Stephan B and Floyd, James S and Broer, Linda and Grarup, Niels and Guo, Michael H and Guo, Qi and Greinacher, Andreas and Haessler, Jeff and Hansen, Torben and Howson, Joanna M M and Huang, Wei and Jorgenson, Eric and Kacprowski, Tim and K{\"a}h{\"o}nen, Mika and Kamatani, Yoichiro and Kanai, Masahiro and Karthikeyan, Savita and Koskeridis, Fotios and Lange, Leslie A and Lehtim{\"a}ki, Terho and Linneberg, Allan and Liu, Yongmei and Lyytik{\"a}inen, Leo-Pekka and Manichaikul, Ani and Matsuda, Koichi and Mohlke, Karen L and Mononen, Nina and Murakami, Yoshinori and Nadkarni, Girish N and Nikus, Kjell and Pankratz, Nathan and Pedersen, Oluf and Preuss, Michael and Psaty, Bruce M and Raitakari, Olli T and Rich, Stephen S and Rodriguez, Benjamin A T and Rosen, Jonathan D and Rotter, Jerome I and Schubert, Petra and Spracklen, Cassandra N and Surendran, Praveen and Tang, Hua and Tardif, Jean-Claude and Ghanbari, Mohsen and V{\"o}lker, Uwe and V{\"o}lzke, Henry and Watkins, Nicholas A and Weiss, Stefan and Cai, Na and Kundu, Kousik and Watt, Stephen B and Walter, Klaudia and Zonderman, Alan B and Cho, Kelly and Li, Yun and Loos, Ruth J F and Knight, Julian C and Georges, Michel and Stegle, Oliver and Evangelou, Evangelos and Okada, Yukinori and Roberts, David J and Inouye, Michael and Johnson, Andrew D and Auer, Paul L and Astle, William J and Reiner, Alexander P and Butterworth, Adam S and Ouwehand, Willem H and Lettre, Guillaume and Sankaran, Vijay G and Soranzo, Nicole} } @article {8481, title = {Trans-ethnic and Ancestry-Specific Blood-Cell Genetics in 746,667 Individuals from 5 Global Populations.}, journal = {Cell}, volume = {182}, year = {2020}, month = {2020 Sep 03}, pages = {1198-1213.e14}, abstract = {

Most loci identified by GWASs have been found in populations of European ancestry (EUR). In trans-ethnic meta-analyses for 15 hematological traits in 746,667 participants, including 184,535 non-EUR individuals, we identified 5,552 trait-variant associations at p~< 5~{\texttimes} 10, including 71 novel associations not found in EUR populations. We also identified 28 additional novel variants in ancestry-specific, non-EUR meta-analyses, including an IL7 missense variant in South Asians associated with lymphocyte count in~vivo and IL-7 secretion levels in~vitro. Fine-mapping prioritized variants annotated as functional and generated 95\% credible sets that were 30\% smaller when using the trans-ethnic as opposed to the EUR-only results. We explored the clinical significance and predictive value of trans-ethnic variants in multiple populations and compared genetic architecture and the effect of natural selection on these blood phenotypes between populations. Altogether, our results for hematological traits highlight the value of a more global representation of populations in genetic studies.

}, issn = {1097-4172}, doi = {10.1016/j.cell.2020.06.045}, author = {Chen, Ming-Huei and Raffield, Laura M and Mousas, Abdou and Sakaue, Saori and Huffman, Jennifer E and Moscati, Arden and Trivedi, Bhavi and Jiang, Tao and Akbari, Parsa and Vuckovic, Dragana and Bao, Erik L and Zhong, Xue and Manansala, Regina and Laplante, V{\'e}ronique and Chen, Minhui and Lo, Ken Sin and Qian, Huijun and Lareau, Caleb A and Beaudoin, M{\'e}lissa and Hunt, Karen A and Akiyama, Masato and Bartz, Traci M and Ben-Shlomo, Yoav and Beswick, Andrew and Bork-Jensen, Jette and Bottinger, Erwin P and Brody, Jennifer A and van Rooij, Frank J A and Chitrala, Kumaraswamynaidu and Cho, Kelly and Choquet, Helene and Correa, Adolfo and Danesh, John and Di Angelantonio, Emanuele and Dimou, Niki and Ding, Jingzhong and Elliott, Paul and Esko, T{\~o}nu and Evans, Michele K and Floyd, James S and Broer, Linda and Grarup, Niels and Guo, Michael H and Greinacher, Andreas and Haessler, Jeff and Hansen, Torben and Howson, Joanna M M and Huang, Qin Qin and Huang, Wei and Jorgenson, Eric and Kacprowski, Tim and K{\"a}h{\"o}nen, Mika and Kamatani, Yoichiro and Kanai, Masahiro and Karthikeyan, Savita and Koskeridis, Fotis and Lange, Leslie A and Lehtim{\"a}ki, Terho and Lerch, Markus M and Linneberg, Allan and Liu, Yongmei and Lyytik{\"a}inen, Leo-Pekka and Manichaikul, Ani and Martin, Hilary C and Matsuda, Koichi and Mohlke, Karen L and Mononen, Nina and Murakami, Yoshinori and Nadkarni, Girish N and Nauck, Matthias and Nikus, Kjell and Ouwehand, Willem H and Pankratz, Nathan and Pedersen, Oluf and Preuss, Michael and Psaty, Bruce M and Raitakari, Olli T and Roberts, David J and Rich, Stephen S and Rodriguez, Benjamin A T and Rosen, Jonathan D and Rotter, Jerome I and Schubert, Petra and Spracklen, Cassandra N and Surendran, Praveen and Tang, Hua and Tardif, Jean-Claude and Trembath, Richard C and Ghanbari, Mohsen and V{\"o}lker, Uwe and V{\"o}lzke, Henry and Watkins, Nicholas A and Zonderman, Alan B and Wilson, Peter W F and Li, Yun and Butterworth, Adam S and Gauchat, Jean-Fran{\c c}ois and Chiang, Charleston W K and Li, Bingshan and Loos, Ruth J F and Astle, William J and Evangelou, Evangelos and van Heel, David A and Sankaran, Vijay G and Okada, Yukinori and Soranzo, Nicole and Johnson, Andrew D and Reiner, Alexander P and Auer, Paul L and Lettre, Guillaume} } @article {8913, title = {Whole genome sequence analysis of platelet traits in the NHLBI trans-omics for precision medicine initiative.}, journal = {Hum Mol Genet}, year = {2021}, month = {2021 Sep 06}, abstract = {

Platelets play a key role in thrombosis and hemostasis. Platelet count (PLT) and mean platelet volume (MPV) are highly heritable quantitative traits, with hundreds of genetic signals previously identified, mostly in European ancestry populations. We here utilize whole genome sequencing from NHLBI{\textquoteright}s Trans-Omics for Precision Medicine Initiative (TOPMed) in a large multi-ethnic sample to further explore common and rare variation contributing to PLT (n = 61 200) and MPV (n = 23 485). We identified and replicated secondary signals at MPL (rs532784633) and PECAM1 (rs73345162), both more common in African ancestry populations. We also observed rare variation in Mendelian platelet related disorder genes influencing variation in platelet traits in TOPMed cohorts (not enriched for blood disorders). For example, association of GP9 with lower PLT and higher MPV was partly driven by a pathogenic Bernard-Soulier syndrome variant (rs5030764, p.Asn61Ser), and the signals at TUBB1 and CD36 were partly driven by loss of function variants not annotated as pathogenic in ClinVar (rs199948010 and rs571975065). However, residual signal remained for these gene-based signals after adjusting for lead variants, suggesting that additional variants in Mendelian genes with impacts in general population cohorts remain to be identified. Gene-based signals were also identified at several GWAS identified loci for genes not annotated for Mendelian platelet disorders (PTPRH, TET2, CHEK2), with somatic variation driving the result at TET2. These results highlight the value of whole genome sequencing in populations of diverse genetic ancestry to identify novel regulatory and coding signals, even for well-studied traits like platelet traits.

}, issn = {1460-2083}, doi = {10.1093/hmg/ddab252}, author = {Little, Amarise and Hu, Yao and Sun, Quan and Jain, Deepti and Broome, Jai and Chen, Ming-Huei and Thibord, Florian and McHugh, Caitlin and Surendran, Praveen and Blackwell, Thomas W and Brody, Jennifer A and Bhan, Arunoday and Chami, Nathalie and Vries, Paul S and Ekunwe, Lynette and Heard-Costa, Nancy and Hobbs, Brian D and Manichaikul, Ani and Moon, Jee-Young and Preuss, Michael H and Ryan, Kathleen and Wang, Zhe and Wheeler, Marsha and Yanek, Lisa R and Abecasis, Goncalo R and Almasy, Laura and Beaty, Terri H and Becker, Lewis C and Blangero, John and Boerwinkle, Eric and Butterworth, Adam S and Choquet, Helene and Correa, Adolfo and Curran, Joanne E and Faraday, Nauder and Fornage, Myriam and Glahn, David C and Hou, Lifang and Jorgenson, Eric and Kooperberg, Charles and Lewis, Joshua P and Lloyd-Jones, Donald M and Loos, Ruth J F and Min, Nancy and Mitchell, Braxton D and Morrison, Alanna C and Nickerson, Debbie and North, Kari E and O{\textquoteright}Connell, Jeffrey R and Pankratz, Nathan and Psaty, Bruce M and Vasan, Ramachandran S and Rich, Stephen S and Rotter, Jerome I and Smith, Albert V and Smith, Nicholas L and Tang, Hua and Tracy, Russell P and Conomos, Matthew P and Laurie, Cecelia A and Mathias, Rasika A and Li, Yun and Auer, Paul L and Thornton, Timothy and Reiner, Alexander P and Johnson, Andrew D and Raffield, Laura M} } @article {8779, title = {Whole-genome sequencing association analysis of quantitative red blood cell phenotypes: The NHLBI TOPMed program.}, journal = {Am J Hum Genet}, volume = {108}, year = {2021}, month = {2021 05 06}, pages = {874-893}, abstract = {

Whole-genome sequencing (WGS), a powerful tool for detecting novel coding and non-coding disease-causing variants, has largely been applied to clinical diagnosis of inherited disorders. Here we leveraged WGS data in up to 62,653 ethnically diverse participants from the NHLBI Trans-Omics for Precision Medicine (TOPMed) program and assessed statistical association of variants with seven red blood cell (RBC) quantitative traits. We discovered 14 single variant-RBC trait associations at 12 genomic loci, which have not been reported previously. Several of the RBC trait-variant associations (RPN1, ELL2, MIDN, HBB, HBA1, PIEZO1, and G6PD) were replicated in independent GWAS datasets imputed to the TOPMed reference panel. Most of these discovered variants are rare/low frequency, and several are observed disproportionately among non-European Ancestry (African, Hispanic/Latino, or East Asian) populations. We identified a 3~bp indel p.Lys2169del (g.88717175_88717177TCT[4]) (common only in the Ashkenazi Jewish population) of PIEZO1, a gene responsible for the Mendelian red cell disorder hereditary xerocytosis (MIM: 194380), associated with higher mean corpuscular hemoglobin concentration (MCHC). In stepwise conditional analysis and in gene-based rare variant aggregated association analysis, we identified several of the variants in HBB, HBA1, TMPRSS6, and G6PD that represent the carrier state for known coding, promoter, or splice site loss-of-function variants that cause inherited RBC disorders. Finally, we applied base and nuclease editing to demonstrate that the sentinel variant rs112097551 (nearest gene RPN1) acts through a cis-regulatory element that exerts long-range control of the gene RUVBL1 which is essential for hematopoiesis. Together, these results demonstrate the utility of WGS in ethnically diverse population-based samples and gene editing for expanding knowledge of the genetic architecture of quantitative hematologic traits and suggest a continuum between complex trait and Mendelian red cell disorders.

}, keywords = {Adult, Aged, Chromosomes, Human, Pair 16, Datasets as Topic, Erythrocytes, Female, Gene Editing, Genetic Variation, Genome-Wide Association Study, HEK293 Cells, Humans, Male, Middle Aged, National Heart, Lung, and Blood Institute (U.S.), Phenotype, Quality Control, Reproducibility of Results, United States}, issn = {1537-6605}, doi = {10.1016/j.ajhg.2021.04.003}, author = {Hu, Yao and Stilp, Adrienne M and McHugh, Caitlin P and Rao, Shuquan and Jain, Deepti and Zheng, Xiuwen and Lane, John and M{\'e}ric de Bellefon, S{\'e}bastian and Raffield, Laura M and Chen, Ming-Huei and Yanek, Lisa R and Wheeler, Marsha and Yao, Yao and Ren, Chunyan and Broome, Jai and Moon, Jee-Young and de Vries, Paul S and Hobbs, Brian D and Sun, Quan and Surendran, Praveen and Brody, Jennifer A and Blackwell, Thomas W and Choquet, Helene and Ryan, Kathleen and Duggirala, Ravindranath and Heard-Costa, Nancy and Wang, Zhe and Chami, Nathalie and Preuss, Michael H and Min, Nancy and Ekunwe, Lynette and Lange, Leslie A and Cushman, Mary and Faraday, Nauder and Curran, Joanne E and Almasy, Laura and Kundu, Kousik and Smith, Albert V and Gabriel, Stacey and Rotter, Jerome I and Fornage, Myriam and Lloyd-Jones, Donald M and Vasan, Ramachandran S and Smith, Nicholas L and North, Kari E and Boerwinkle, Eric and Becker, Lewis C and Lewis, Joshua P and Abecasis, Goncalo R and Hou, Lifang and O{\textquoteright}Connell, Jeffrey R and Morrison, Alanna C and Beaty, Terri H and Kaplan, Robert and Correa, Adolfo and Blangero, John and Jorgenson, Eric and Psaty, Bruce M and Kooperberg, Charles and Walton, Russell T and Kleinstiver, Benjamin P and Tang, Hua and Loos, Ruth J F and Soranzo, Nicole and Butterworth, Adam S and Nickerson, Debbie and Rich, Stephen S and Mitchell, Braxton D and Johnson, Andrew D and Auer, Paul L and Li, Yun and Mathias, Rasika A and Lettre, Guillaume and Pankratz, Nathan and Laurie, Cathy C and Laurie, Cecelia A and Bauer, Daniel E and Conomos, Matthew P and Reiner, Alexander P} } @article {8914, title = {Whole-genome sequencing in diverse subjects identifies genetic correlates of leukocyte traits: The NHLBI TOPMed program.}, journal = {Am J Hum Genet}, volume = {108}, year = {2021}, month = {2021 10 07}, pages = {1836-1851}, abstract = {

Many common and rare variants associated with hematologic traits have been discovered through imputation on large-scale reference panels. However, the majority of genome-wide association studies (GWASs) have been conducted in Europeans, and determining causal variants has proved challenging. We performed a GWAS of total leukocyte, neutrophil, lymphocyte, monocyte, eosinophil, and basophil counts generated from 109,563,748 variants in the autosomes and the X chromosome in the Trans-Omics for Precision Medicine (TOPMed) program, which included data from 61,802 individuals of diverse ancestry. We discovered and replicated 7 leukocyte trait associations, including (1) the association between a chromosome X, pseudo-autosomal region (PAR), noncoding variant located between cytokine receptor genes (CSF2RA and CLRF2) and lower eosinophil count; and (2) associations between single variants found predominantly among African Americans at the S1PR3 (9q22.1) and HBB (11p15.4) loci and monocyte and lymphocyte counts, respectively. We further provide evidence indicating that the newly discovered eosinophil-lowering chromosome X PAR variant might be associated with reduced susceptibility to common allergic diseases such as atopic dermatitis and asthma. Additionally, we found a burden of very rare FLT3 (13q12.2) variants associated with monocyte counts. Together, these results emphasize the utility of whole-genome sequencing in diverse samples in identifying associations missed by European-ancestry-driven GWASs.

}, keywords = {Asthma, Biomarkers, Dermatitis, Atopic, Genetic Predisposition to Disease, Genome, Human, Genome-Wide Association Study, Humans, Leukocytes, National Heart, Lung, and Blood Institute (U.S.), Phenotype, Polymorphism, Single Nucleotide, Prognosis, Proteome, Pulmonary Disease, Chronic Obstructive, Quantitative Trait Loci, United Kingdom, United States, Whole Genome Sequencing}, issn = {1537-6605}, doi = {10.1016/j.ajhg.2021.08.007}, author = {Mikhaylova, Anna V and McHugh, Caitlin P and Polfus, Linda M and Raffield, Laura M and Boorgula, Meher Preethi and Blackwell, Thomas W and Brody, Jennifer A and Broome, Jai and Chami, Nathalie and Chen, Ming-Huei and Conomos, Matthew P and Cox, Corey and Curran, Joanne E and Daya, Michelle and Ekunwe, Lynette and Glahn, David C and Heard-Costa, Nancy and Highland, Heather M and Hobbs, Brian D and Ilboudo, Yann and Jain, Deepti and Lange, Leslie A and Miller-Fleming, Tyne W and Min, Nancy and Moon, Jee-Young and Preuss, Michael H and Rosen, Jonathon and Ryan, Kathleen and Smith, Albert V and Sun, Quan and Surendran, Praveen and de Vries, Paul S and Walter, Klaudia and Wang, Zhe and Wheeler, Marsha and Yanek, Lisa R and Zhong, Xue and Abecasis, Goncalo R and Almasy, Laura and Barnes, Kathleen C and Beaty, Terri H and Becker, Lewis C and Blangero, John and Boerwinkle, Eric and Butterworth, Adam S and Chavan, Sameer and Cho, Michael H and Choquet, Helene and Correa, Adolfo and Cox, Nancy and DeMeo, Dawn L and Faraday, Nauder and Fornage, Myriam and Gerszten, Robert E and Hou, Lifang and Johnson, Andrew D and Jorgenson, Eric and Kaplan, Robert and Kooperberg, Charles and Kundu, Kousik and Laurie, Cecelia A and Lettre, Guillaume and Lewis, Joshua P and Li, Bingshan and Li, Yun and Lloyd-Jones, Donald M and Loos, Ruth J F and Manichaikul, Ani and Meyers, Deborah A and Mitchell, Braxton D and Morrison, Alanna C and Ngo, Debby and Nickerson, Deborah A and Nongmaithem, Suraj and North, Kari E and O{\textquoteright}Connell, Jeffrey R and Ortega, Victor E and Pankratz, Nathan and Perry, James A and Psaty, Bruce M and Rich, Stephen S and Soranzo, Nicole and Rotter, Jerome I and Silverman, Edwin K and Smith, Nicholas L and Tang, Hua and Tracy, Russell P and Thornton, Timothy A and Vasan, Ramachandran S and Zein, Joe and Mathias, Rasika A and Reiner, Alexander P and Auer, Paul L} }