@article {10557,
	title = {Whole-Genome Sequencing Coupled to Imputation Discovers Genetic Signals for Anthropometric Traits.},
	journal = {Am J Hum Genet},
	volume = {100},
	year = {2017},
	month = {2017 Jun 01},
	pages = {865-884},
	abstract = {<p>Deep sequence-based imputation can enhance the discovery power of genome-wide association studies by assessing previously unexplored variation across the common- and low-frequency spectra. We applied a hybrid whole-genome sequencing (WGS) and deep imputation approach to examine the broader allelic architecture of 12 anthropometric traits associated with height, body mass, and fat distribution in up to 267,616 individuals. We report 106 genome-wide significant signals that have not been previously identified, including 9 low-frequency variants pointing to functional candidates. Of the 106 signals, 6 are in genomic regions that have not been implicated with related traits before, 28 are independent signals at previously reported regions, and 72 represent previously reported signals for a different anthropometric trait. 71\% of signals reside within genes and fine mapping resolves 23 signals to one or two likely causal variants. We confirm genetic overlap between human monogenic and polygenic anthropometric traits and find signal enrichment in cis expression QTLs in relevant tissues. Our results highlight the potential of WGS strategies to enhance biologically relevant discoveries across the frequency spectrum.</p>},
	keywords = {Anthropometry, Body Height, Cohort Studies, Databases, Genetic, DNA Methylation, Female, Genetic Variation, Genome, Human, Genome-Wide Association Study, Humans, Lipodystrophy, Male, Meta-Analysis as Topic, Obesity, Physical Chromosome Mapping, Quantitative Trait Loci, Sequence Analysis, DNA, Sex Characteristics, Syndrome, United Kingdom},
	issn = {1537-6605},
	doi = {10.1016/j.ajhg.2017.04.014},
	author = {Tachmazidou, Ioanna and S{\"u}veges, D{\'a}niel and Min, Josine L and Ritchie, Graham R S and Steinberg, Julia and Walter, Klaudia and Iotchkova, Valentina and Schwartzentruber, Jeremy and Huang, Jie and Memari, Yasin and McCarthy, Shane and Crawford, Andrew A and Bombieri, Cristina and Cocca, Massimiliano and Farmaki, Aliki-Eleni and Gaunt, Tom R and Jousilahti, Pekka and Kooijman, Marjolein N and Lehne, Benjamin and Malerba, Giovanni and M{\"a}nnist{\"o}, Satu and Matchan, Angela and Medina-Gomez, Carolina and Metrustry, Sarah J and Nag, Abhishek and Ntalla, Ioanna and Paternoster, Lavinia and Rayner, Nigel W and Sala, Cinzia and Scott, William R and Shihab, Hashem A and Southam, Lorraine and St Pourcain, Beate and Traglia, Michela and Trajanoska, Katerina and Zaza, Gialuigi and Zhang, Weihua and Artigas, Mar{\'\i}a S and Bansal, Narinder and Benn, Marianne and Chen, Zhongsheng and Danecek, Petr and Lin, Wei-Yu and Locke, Adam and Luan, Jian{\textquoteright}an and Manning, Alisa K and Mulas, Antonella and Sidore, Carlo and Tybjaerg-Hansen, Anne and Varbo, Anette and Zoledziewska, Magdalena and Finan, Chris and Hatzikotoulas, Konstantinos and Hendricks, Audrey E and Kemp, John P and Moayyeri, Alireza and Panoutsopoulou, Kalliope and Szpak, Michal and Wilson, Scott G and Boehnke, Michael and Cucca, Francesco and Di Angelantonio, Emanuele and Langenberg, Claudia and Lindgren, Cecilia and McCarthy, Mark I and Morris, Andrew P and Nordestgaard, B{\o}rge G and Scott, Robert A and Tobin, Martin D and Wareham, Nicholas J and Burton, Paul and Chambers, John C and Smith, George Davey and Dedoussis, George and Felix, Janine F and Franco, Oscar H and Gambaro, Giovanni and Gasparini, Paolo and Hammond, Christopher J and Hofman, Albert and Jaddoe, Vincent W V and Kleber, Marcus and Kooner, Jaspal S and Perola, Markus and Relton, Caroline and Ring, Susan M and Rivadeneira, Fernando and Salomaa, Veikko and Spector, Timothy D and Stegle, Oliver and Toniolo, Daniela and Uitterlinden, Andr{\'e} G and Barroso, In{\^e}s and Greenwood, Celia M T and Perry, John R B and Walker, Brian R and Butterworth, Adam S and Xue, Yali and Durbin, Richard and Small, Kerrin S and Soranzo, Nicole and Timpson, Nicholas J and Zeggini, Eleftheria}
}
@article {8041,
	title = {Improved imputation of low-frequency and rare variants using the UK10K haplotype reference panel.},
	journal = {Nat Commun},
	volume = {6},
	year = {2015},
	month = {2015},
	pages = {8111},
	abstract = {<p>Imputing genotypes from reference panels created by whole-genome sequencing (WGS) provides a cost-effective strategy for augmenting the single-nucleotide polymorphism (SNP) content of genome-wide arrays. The UK10K Cohorts project has generated a data set of 3,781 whole genomes sequenced at low depth (average 7x), aiming to exhaustively characterize genetic variation down to 0.1\% minor allele frequency in the British population. Here we demonstrate the value of this resource for improving imputation accuracy at rare and low-frequency variants in both a UK and an Italian population. We show that large increases in imputation accuracy can be achieved by re-phasing WGS reference panels after initial genotype calling. We also present a method for combining WGS panels to improve variant coverage and downstream imputation accuracy, which we illustrate by integrating 7,562 WGS haplotypes from the UK10K project with 2,184 haplotypes from the 1000 Genomes Project. Finally, we introduce a novel approximation that maintains speed without sacrificing imputation accuracy for rare variants.</p>},
	issn = {2041-1723},
	doi = {10.1038/ncomms9111},
	author = {Huang, Jie and Howie, Bryan and McCarthy, Shane and Memari, Yasin and Walter, Klaudia and Min, Josine L and Danecek, Petr and Malerba, Giovanni and Trabetti, Elisabetta and Zheng, Hou-Feng and Gambaro, Giovanni and Richards, J Brent and Durbin, Richard and Timpson, Nicholas J and Marchini, Jonathan and Soranzo, Nicole}
}
