@article {10493, title = {Rare and low-frequency coding variants alter human adult height.}, journal = {Nature}, volume = {542}, year = {2017}, month = {2017 02 09}, pages = {186-190}, abstract = {

Height is a highly heritable, classic polygenic trait with approximately 700 common associated variants identified through genome-wide association studies so far. Here, we report 83 height-associated coding variants with lower minor-allele frequencies (in the range of 0.1-4.8\%) and effects of up to 2 centimetres per allele (such as those in IHH, STC2, AR and CRISPLD2), greater than ten times the average effect of common variants. In functional follow-up studies, rare height-increasing alleles of STC2 (giving an increase of 1-2 centimetres per allele) compromised proteolytic inhibition of PAPP-A and increased cleavage of IGFBP-4 in vitro, resulting in higher bioavailability of insulin-like growth factors. These 83 height-associated variants overlap genes that are mutated in monogenic growth disorders and highlight new biological candidates (such as ADAMTS3, IL11RA and NOX4) and pathways (such as proteoglycan and glycosaminoglycan synthesis) involved in growth. Our results demonstrate that sufficiently large sample sizes can uncover rare and low-frequency variants of moderate-to-large effect associated with polygenic human phenotypes, and that these variants implicate relevant genes and pathways.

}, keywords = {ADAMTS Proteins, Adult, Alleles, Body Height, Cell Adhesion Molecules, Female, Gene Frequency, Genetic Variation, Genome, Human, Glycoproteins, Glycosaminoglycans, Hedgehog Proteins, Humans, Intercellular Signaling Peptides and Proteins, Interferon Regulatory Factors, Interleukin-11 Receptor alpha Subunit, Male, Multifactorial Inheritance, NADPH Oxidase 4, NADPH Oxidases, Phenotype, Pregnancy-Associated Plasma Protein-A, Procollagen N-Endopeptidase, Proteoglycans, Proteolysis, Receptors, Androgen, Somatomedins}, issn = {1476-4687}, doi = {10.1038/nature21039}, author = {Marouli, Eirini and Graff, Mariaelisa and Medina-Gomez, Carolina and Lo, Ken Sin and Wood, Andrew R and Kjaer, Troels R and Fine, Rebecca S and Lu, Yingchang and Schurmann, Claudia and Highland, Heather M and R{\"u}eger, Sina and Thorleifsson, Gudmar and Justice, Anne E and Lamparter, David and Stirrups, Kathleen E and Turcot, Val{\'e}rie and Young, Kristin L and Winkler, Thomas W and Esko, T{\~o}nu and Karaderi, Tugce and Locke, Adam E and Masca, Nicholas G D and Ng, Maggie C Y and Mudgal, Poorva and Rivas, Manuel A and Vedantam, Sailaja and Mahajan, Anubha and Guo, Xiuqing and Abecasis, Goncalo and Aben, Katja K and Adair, Linda S and Alam, Dewan S and Albrecht, Eva and Allin, Kristine H and Allison, Matthew and Amouyel, Philippe and Appel, Emil V and Arveiler, Dominique and Asselbergs, Folkert W and Auer, Paul L and Balkau, Beverley and Banas, Bernhard and Bang, Lia E and Benn, Marianne and Bergmann, Sven and Bielak, Lawrence F and Bl{\"u}her, Matthias and Boeing, Heiner and Boerwinkle, Eric and B{\"o}ger, Carsten A and Bonnycastle, Lori L and Bork-Jensen, Jette and Bots, Michiel L and Bottinger, Erwin P and Bowden, Donald W and Brandslund, Ivan and Breen, Gerome and Brilliant, Murray H and Broer, Linda and Burt, Amber A and Butterworth, Adam S and Carey, David J and Caulfield, Mark J and Chambers, John C and Chasman, Daniel I and Chen, Yii-Der Ida and Chowdhury, Rajiv and Christensen, Cramer and Chu, Audrey Y and Cocca, Massimiliano and Collins, Francis S and Cook, James P and Corley, Janie and Galbany, Jordi Corominas and Cox, Amanda J and Cuellar-Partida, Gabriel and Danesh, John and Davies, Gail and de Bakker, Paul I W and de Borst, Gert J and de Denus, Simon and de Groot, Mark C H and de Mutsert, Ren{\'e}e and Deary, Ian J and Dedoussis, George and Demerath, Ellen W and den Hollander, Anneke I and Dennis, Joe G and Di Angelantonio, Emanuele and Drenos, Fotios and Du, Mengmeng and Dunning, Alison M and Easton, Douglas F and Ebeling, Tapani and Edwards, Todd L and Ellinor, Patrick T and Elliott, Paul and Evangelou, Evangelos and Farmaki, Aliki-Eleni and Faul, Jessica D and Feitosa, Mary F and Feng, Shuang and Ferrannini, Ele and Ferrario, Marco M and Ferri{\`e}res, Jean and Florez, Jose C and Ford, Ian and Fornage, Myriam and Franks, Paul W and Frikke-Schmidt, Ruth and Galesloot, Tessel E and Gan, Wei and Gandin, Ilaria and Gasparini, Paolo and Giedraitis, Vilmantas and Giri, Ayush and Girotto, Giorgia and Gordon, Scott D and Gordon-Larsen, Penny and Gorski, Mathias and Grarup, Niels and Grove, Megan L and Gudnason, Vilmundur and Gustafsson, Stefan and Hansen, Torben and Harris, Kathleen Mullan and Harris, Tamara B and Hattersley, Andrew T and Hayward, Caroline and He, Liang and Heid, Iris M and Heikkil{\"a}, Kauko and Helgeland, {\O}yvind and Hernesniemi, Jussi and Hewitt, Alex W and Hocking, Lynne J and Hollensted, Mette and Holmen, Oddgeir L and Hovingh, G Kees and Howson, Joanna M M and Hoyng, Carel B and Huang, Paul L and Hveem, Kristian and Ikram, M Arfan and Ingelsson, Erik and Jackson, Anne U and Jansson, Jan-H{\r a}kan and Jarvik, Gail P and Jensen, Gorm B and Jhun, Min A and Jia, Yucheng and Jiang, Xuejuan and Johansson, Stefan and J{\o}rgensen, Marit E and J{\o}rgensen, Torben and Jousilahti, Pekka and Jukema, J Wouter and Kahali, Bratati and Kahn, Ren{\'e} S and K{\"a}h{\"o}nen, Mika and Kamstrup, Pia R and Kanoni, Stavroula and Kaprio, Jaakko and Karaleftheri, Maria and Kardia, Sharon L R and Karpe, Fredrik and Kee, Frank and Keeman, Renske and Kiemeney, Lambertus A and Kitajima, Hidetoshi and Kluivers, Kirsten B and Kocher, Thomas and Komulainen, Pirjo and Kontto, Jukka and Kooner, Jaspal S and Kooperberg, Charles and Kovacs, Peter and Kriebel, Jennifer and Kuivaniemi, Helena and K{\"u}ry, S{\'e}bastien and Kuusisto, Johanna and La Bianca, Martina and Laakso, Markku and Lakka, Timo A and Lange, Ethan M and Lange, Leslie A and Langefeld, Carl D and Langenberg, Claudia and Larson, Eric B and Lee, I-Te and Lehtim{\"a}ki, Terho and Lewis, Cora E and Li, Huaixing and Li, Jin and Li-Gao, Ruifang and Lin, Honghuang and Lin, Li-An and Lin, Xu and Lind, Lars and Lindstr{\"o}m, Jaana and Linneberg, Allan and Liu, Yeheng and Liu, Yongmei and Lophatananon, Artitaya and Luan, Jian{\textquoteright}an and Lubitz, Steven A and Lyytik{\"a}inen, Leo-Pekka and Mackey, David A and Madden, Pamela A F and Manning, Alisa K and M{\"a}nnist{\"o}, Satu and Marenne, Ga{\"e}lle and Marten, Jonathan and Martin, Nicholas G and Mazul, Angela L and Meidtner, Karina and Metspalu, Andres and Mitchell, Paul and Mohlke, Karen L and Mook-Kanamori, Dennis O and Morgan, Anna and Morris, Andrew D and Morris, Andrew P and M{\"u}ller-Nurasyid, Martina and Munroe, Patricia B and Nalls, Mike A and Nauck, Matthias and Nelson, Christopher P and Neville, Matt and Nielsen, Sune F and Nikus, Kjell and Nj{\o}lstad, P{\r a}l R and Nordestgaard, B{\o}rge G and Ntalla, Ioanna and O{\textquoteright}Connel, Jeffrey R and Oksa, Heikki and Loohuis, Loes M Olde and Ophoff, Roel A and Owen, Katharine R and Packard, Chris J and Padmanabhan, Sandosh and Palmer, Colin N A and Pasterkamp, Gerard and Patel, Aniruddh P and Pattie, Alison and Pedersen, Oluf and Peissig, Peggy L and Peloso, Gina M and Pennell, Craig E and Perola, Markus and Perry, James A and Perry, John R B and Person, Thomas N and Pirie, Ailith and Polasek, Ozren and Posthuma, Danielle and Raitakari, Olli T and Rasheed, Asif and Rauramaa, Rainer and Reilly, Dermot F and Reiner, Alex P and Renstrom, Frida and Ridker, Paul M and Rioux, John D and Robertson, Neil and Robino, Antonietta and Rolandsson, Olov and Rudan, Igor and Ruth, Katherine S and Saleheen, Danish and Salomaa, Veikko and Samani, Nilesh J and Sandow, Kevin and Sapkota, Yadav and Sattar, Naveed and Schmidt, Marjanka K and Schreiner, Pamela J and Schulze, Matthias B and Scott, Robert A and Segura-Lepe, Marcelo P and Shah, Svati and Sim, Xueling and Sivapalaratnam, Suthesh and Small, Kerrin S and Smith, Albert Vernon and Smith, Jennifer A and Southam, Lorraine and Spector, Timothy D and Speliotes, Elizabeth K and Starr, John M and Steinthorsdottir, Valgerdur and Stringham, Heather M and Stumvoll, Michael and Surendran, Praveen and {\textquoteright}t Hart, Leen M and Tansey, Katherine E and Tardif, Jean-Claude and Taylor, Kent D and Teumer, Alexander and Thompson, Deborah J and Thorsteinsdottir, Unnur and Thuesen, Betina H and T{\"o}njes, Anke and Tromp, Gerard and Trompet, Stella and Tsafantakis, Emmanouil and Tuomilehto, Jaakko and Tybjaerg-Hansen, Anne and Tyrer, Jonathan P and Uher, Rudolf and Uitterlinden, Andr{\'e} G and Ulivi, Sheila and van der Laan, Sander W and Van Der Leij, Andries R and van Duijn, Cornelia M and van Schoor, Natasja M and van Setten, Jessica and Varbo, Anette and Varga, Tibor V and Varma, Rohit and Edwards, Digna R Velez and Vermeulen, Sita H and Vestergaard, Henrik and Vitart, Veronique and Vogt, Thomas F and Vozzi, Diego and Walker, Mark and Wang, Feijie and Wang, Carol A and Wang, Shuai and Wang, Yiqin and Wareham, Nicholas J and Warren, Helen R and Wessel, Jennifer and Willems, Sara M and Wilson, James G and Witte, Daniel R and Woods, Michael O and Wu, Ying and Yaghootkar, Hanieh and Yao, Jie and Yao, Pang and Yerges-Armstrong, Laura M and Young, Robin and Zeggini, Eleftheria and Zhan, Xiaowei and Zhang, Weihua and Zhao, Jing Hua and Zhao, Wei and Zhao, Wei and Zheng, He and Zhou, Wei and Rotter, Jerome I and Boehnke, Michael and Kathiresan, Sekar and McCarthy, Mark I and Willer, Cristen J and Stefansson, Kari and Borecki, Ingrid B and Liu, Dajiang J and North, Kari E and Heard-Costa, Nancy L and Pers, Tune H and Lindgren, Cecilia M and Oxvig, Claus and Kutalik, Zolt{\'a}n and Rivadeneira, Fernando and Loos, Ruth J F and Frayling, Timothy M and Hirschhorn, Joel N and Deloukas, Panos and Lettre, Guillaume} } @article {7724, title = {Trans-ethnic meta-analysis of white blood cell phenotypes.}, journal = {Hum Mol Genet}, volume = {23}, year = {2014}, month = {2014 Dec 20}, pages = {6944-60}, abstract = {

White blood cell (WBC) count is a common clinical measure used as a predictor of certain aspects of human health, including immunity and infection status. WBC count is also a complex trait that varies among individuals and ancestry groups. Differences in linkage disequilibrium structure and heterogeneity in allelic effects are expected to play a role in the associations observed between populations. Prior genome-wide association study (GWAS) meta-analyses have identified genomic loci associated with WBC and its subtypes, but much of the heritability of these phenotypes remains unexplained. Using GWAS summary statistics for over 50 000 individuals from three diverse populations (Japanese, African-American and European ancestry), a Bayesian model methodology was employed to account for heterogeneity between ancestry groups. This approach was used to perform a trans-ethnic meta-analysis of total WBC, neutrophil and monocyte counts. Ten previously known associations were replicated and six new loci were identified, including several regions harboring genes related to inflammation and immune cell function. Ninety-five percent credible interval regions were calculated to narrow the association signals and fine-map the putatively causal variants within loci. Finally, a conditional analysis was performed on the most significant SNPs identified by the trans-ethnic meta-analysis (MA), and nine secondary signals within loci previously associated with WBC or its subtypes were identified. This work illustrates the potential of trans-ethnic analysis and ascribes a critical role to multi-ethnic cohorts and consortia in exploring complex phenotypes with respect to variants that lie outside the European-biased GWAS pool.

}, keywords = {African Americans, Asian Continental Ancestry Group, Bayes Theorem, European Continental Ancestry Group, Genome, Human, Genome-Wide Association Study, Genotype, Humans, Leukocyte Count, Leukocytes, Linkage Disequilibrium, Phenotype, Polymorphism, Single Nucleotide, Quantitative Trait Loci}, issn = {1460-2083}, doi = {10.1093/hmg/ddu401}, author = {Keller, Margaux F and Reiner, Alexander P and Okada, Yukinori and van Rooij, Frank J A and Johnson, Andrew D and Chen, Ming-Huei and Smith, Albert V and Morris, Andrew P and Tanaka, Toshiko and Ferrucci, Luigi and Zonderman, Alan B and Lettre, Guillaume and Harris, Tamara and Garcia, Melissa and Bandinelli, Stefania and Qayyum, Rehan and Yanek, Lisa R and Becker, Diane M and Becker, Lewis C and Kooperberg, Charles and Keating, Brendan and Reis, Jared and Tang, Hua and Boerwinkle, Eric and Kamatani, Yoichiro and Matsuda, Koichi and Kamatani, Naoyuki and Nakamura, Yusuke and Kubo, Michiaki and Liu, Simin and Dehghan, Abbas and Felix, Janine F and Hofman, Albert and Uitterlinden, Andr{\'e} G and van Duijn, Cornelia M and Franco, Oscar H and Longo, Dan L and Singleton, Andrew B and Psaty, Bruce M and Evans, Michelle K and Cupples, L Adrienne and Rotter, Jerome I and O{\textquoteright}Donnell, Christopher J and Takahashi, Atsushi and Wilson, James G and Ganesh, Santhi K and Nalls, Mike A} } @article {1790, title = {Multiple loci are associated with white blood cell phenotypes.}, journal = {PLoS Genet}, volume = {7}, year = {2011}, month = {2011 Jun}, pages = {e1002113}, abstract = {

White blood cell (WBC) count is a common clinical measure from complete blood count assays, and it varies widely among healthy individuals. Total WBC count and its constituent subtypes have been shown to be moderately heritable, with the heritability estimates varying across cell types. We studied 19,509 subjects from seven cohorts in a discovery analysis, and 11,823 subjects from ten cohorts for replication analyses, to determine genetic factors influencing variability within the normal hematological range for total WBC count and five WBC subtype measures. Cohort specific data was supplied by the CHARGE, HeamGen, and INGI consortia, as well as independent collaborative studies. We identified and replicated ten associations with total WBC count and five WBC subtypes at seven different genomic loci (total WBC count-6p21 in the HLA region, 17q21 near ORMDL3, and CSF3; neutrophil count-17q21; basophil count- 3p21 near RPN1 and C3orf27; lymphocyte count-6p21, 19p13 at EPS15L1; monocyte count-2q31 at ITGA4, 3q21, 8q24 an intergenic region, 9q31 near EDG2), including three previously reported associations and seven novel associations. To investigate functional relationships among variants contributing to variability in the six WBC traits, we utilized gene expression- and pathways-based analyses. We implemented gene-clustering algorithms to evaluate functional connectivity among implicated loci and showed functional relationships across cell types. Gene expression data from whole blood was utilized to show that significant biological consequences can be extracted from our genome-wide analyses, with effect estimates for significant loci from the meta-analyses being highly corellated with the proximal gene expression. In addition, collaborative efforts between the groups contributing to this study and related studies conducted by the COGENT and RIKEN groups allowed for the examination of effect homogeneity for genome-wide significant associations across populations of diverse ancestral backgrounds.

}, keywords = {Genetic Loci, Genome-Wide Association Study, Humans, Leukocyte Count, Leukocytes, Molecular Epidemiology, Multigene Family, Phenotype, Polymorphism, Single Nucleotide, Ubiquitin-Protein Ligases}, issn = {1553-7404}, doi = {10.1371/journal.pgen.1002113}, author = {Nalls, Michael A and Couper, David J and Tanaka, Toshiko and van Rooij, Frank J A and Chen, Ming-Huei and Smith, Albert V and Toniolo, Daniela and Zakai, Neil A and Yang, Qiong and Greinacher, Andreas and Wood, Andrew R and Garcia, Melissa and Gasparini, Paolo and Liu, Yongmei and Lumley, Thomas and Folsom, Aaron R and Reiner, Alex P and Gieger, Christian and Lagou, Vasiliki and Felix, Janine F and V{\"o}lzke, Henry and Gouskova, Natalia A and Biffi, Alessandro and D{\"o}ring, Angela and V{\"o}lker, Uwe and Chong, Sean and Wiggins, Kerri L and Rendon, Augusto and Dehghan, Abbas and Moore, Matt and Taylor, Kent and Wilson, James G and Lettre, Guillaume and Hofman, Albert and Bis, Joshua C and Pirastu, Nicola and Fox, Caroline S and Meisinger, Christa and Sambrook, Jennifer and Arepalli, Sampath and Nauck, Matthias and Prokisch, Holger and Stephens, Jonathan and Glazer, Nicole L and Cupples, L Adrienne and Okada, Yukinori and Takahashi, Atsushi and Kamatani, Yoichiro and Matsuda, Koichi and Tsunoda, Tatsuhiko and Tanaka, Toshihiro and Kubo, Michiaki and Nakamura, Yusuke and Yamamoto, Kazuhiko and Kamatani, Naoyuki and Stumvoll, Michael and T{\"o}njes, Anke and Prokopenko, Inga and Illig, Thomas and Patel, Kushang V and Garner, Stephen F and Kuhnel, Brigitte and Mangino, Massimo and Oostra, Ben A and Thein, Swee Lay and Coresh, Josef and Wichmann, H-Erich and Menzel, Stephan and Lin, JingPing and Pistis, Giorgio and Uitterlinden, Andr{\'e} G and Spector, Tim D and Teumer, Alexander and Eiriksdottir, Gudny and Gudnason, Vilmundur and Bandinelli, Stefania and Frayling, Timothy M and Chakravarti, Aravinda and van Duijn, Cornelia M and Melzer, David and Ouwehand, Willem H and Levy, Daniel and Boerwinkle, Eric and Singleton, Andrew B and Hernandez, Dena G and Longo, Dan L and Soranzo, Nicole and Witteman, Jacqueline C M and Psaty, Bruce M and Ferrucci, Luigi and Harris, Tamara B and O{\textquoteright}Donnell, Christopher J and Ganesh, Santhi K} }