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A multiple-phenotyp...
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Dahl, AndrewUniv Oxford, Wellcome Trust Ctr Human Genet, Oxford, England.
(författare)
A multiple-phenotype imputation method for genetic studies
- Artikel/kapitelEngelska2016
Förlag, utgivningsår, omfång ...
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2016-02-22
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Springer Science and Business Media LLC,2016
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printrdacarrier
Nummerbeteckningar
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LIBRIS-ID:oai:DiVA.org:uu-293023
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https://urn.kb.se/resolve?urn=urn:nbn:se:uu:diva-293023URI
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https://doi.org/10.1038/ng.3513DOI
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Språk:engelska
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Sammanfattning på:engelska
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Ämneskategori:ref swepub-contenttype
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Ämneskategori:art swepub-publicationtype
Anmärkningar
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Genetic association studies have yielded a wealth of biological discoveries. However, these studies have mostly analyzed one trait and one SNP at a time, thus failing to capture the underlying complexity of the data sets. Joint genotype-phenotype analyses of complex, high-dimensional data sets represent an important way to move beyond simple genome-wide association studies (GWAS) with great potential. The move to high-dimensional phenotypes will raise many new statistical problems. Here we address the central issue of missing phenotypes in studies with any level of relatedness between samples. We propose a multiple-phenotype mixed model and use a computationally efficient variational Bayesian algorithm to fit the model. On a variety of simulated and real data sets from a range of organisms and trait types, we show that our method outperforms existing state-of-the-art methods from the statistics and machine learning literature and can boost signals of association.
Ämnesord och genrebeteckningar
Biuppslag (personer, institutioner, konferenser, titlar ...)
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Iotchkova, ValentinaWellcome Trust Sanger Inst, Human Genet, Wellcome Trust Genome Campus, Hinxton, England.;European Bioinformat Inst EMBL EBI, Wellcome Trust Genome Campus, Hinxton, England.
(författare)
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Baud, AmelieEuropean Bioinformat Inst EMBL EBI, Wellcome Trust Genome Campus, Hinxton, England.
(författare)
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Johansson, ÅsaUppsala universitet,Institutionen för immunologi, genetik och patologi,Science for Life Laboratory, SciLifeLab(Swepub:uu)asjoh108
(författare)
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Gyllensten, UlfUppsala universitet,Institutionen för immunologi, genetik och patologi,Science for Life Laboratory, SciLifeLab(Swepub:uu)ulfgyll
(författare)
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Soranzo, NicoleWellcome Trust Sanger Inst, Human Genet, Wellcome Trust Genome Campus, Hinxton, England.
(författare)
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Mott, RichardUniv Oxford, Wellcome Trust Ctr Human Genet, Oxford, England.
(författare)
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Kranis, AndreasAviagen Ltd, Newbridge, England.;Univ Edinburgh, Roslin Inst, Edinburgh EH8 9YL, Midlothian, Scotland.
(författare)
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Marchini, JonathanUniv Oxford, Wellcome Trust Ctr Human Genet, Oxford, England.;Univ Oxford, Dept Stat, Oxford OX1 3TG, England.
(författare)
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Univ Oxford, Wellcome Trust Ctr Human Genet, Oxford, England.Wellcome Trust Sanger Inst, Human Genet, Wellcome Trust Genome Campus, Hinxton, England.;European Bioinformat Inst EMBL EBI, Wellcome Trust Genome Campus, Hinxton, England.
(creator_code:org_t)
Sammanhörande titlar
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Ingår i:Nature Genetics: Springer Science and Business Media LLC48:4, s. 466-4721061-40361546-1718
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