Highly accurate sequence imputation enables precise QTL mapping in Brown Swiss cattle

被引:14
|
作者
Frischknecht, Mirjam [1 ,2 ]
Pausch, Hubert [3 ,4 ,5 ]
Bapst, Beat [1 ]
Signer-Hasler, Heidi [2 ]
Flury, Christine [2 ]
Garrick, Dorian [6 ]
Stricker, Christian [7 ]
Fries, Ruedi [3 ]
Gredler-Grandl, Birgit [1 ]
机构
[1] Qualitas AG, Chamerstr 56a, CH-6300 Zug, Switzerland
[2] Bern Univ Appl Sci, Sch Agr Forest & Food Sci HAFL, Langgasse 85, CH-3052 Zollikofen, Switzerland
[3] Tech Univ Munich, Chair Anim Breeding, Liesel Beckmann Str 1, D-85354 Freising Weihenstephan, Germany
[4] Ctr AgriBiosci, AgriBio, Agr Victoria, Bundoora, Vic 3083, Australia
[5] Swiss Fed Inst Technol, Tannenstr 1, CH-8092 Zurich, Switzerland
[6] Massey Univ, Inst Vet Anim & Biomed Sci, Palmerston North 4442, New Zealand
[7] Agn Genet GmbH, 8b Bortjistr, CH-7260 Davos, Switzerland
来源
BMC GENOMICS | 2017年 / 18卷
关键词
Whole genome sequencing; Imputation; Accuracy; Genome-wide association study; QTL discovery; Milk traits; Brown Swiss; Dairy cattle; QUANTITATIVE TRAIT LOCUS; GENOME-WIDE ASSOCIATION; GENOTYPE IMPUTATION; COMPLEX TRAITS; MILK-YIELD; PREDICTION; DGAT1; FAT; IDENTIFICATION; POLYMORPHISM;
D O I
10.1186/s12864-017-4390-2
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
Background: Within the last few years a large amount of genomic information has become available in cattle. Densities of genomic information vary from a few thousand variants up to whole genome sequence information. In order to combine genomic information from different sources and infer genotypes for a common set of variants, genotype imputation is required. Results: In this study we evaluated the accuracy of imputation from high density chips to whole genome sequence data in Brown Swiss cattle. Using four popular imputation programs (Beagle, Flmpute, Impute2, Minimac) and various compositions of reference panels, the accuracy of the imputed sequence variant genotypes was high and differences between the programs and scenarios were small. We imputed sequence variant genotypes for more than 1600 Brown Swiss bulls and performed genome-wide association studies for milk fat percentage at two stages of lactation. We found one and three quantitative trait loci for early and late lactation fat content, respectively. Known causal variants that were imputed from the sequenced reference panel were among the most significantly associated variants of the genome-wide association study. Conclusions: Our study demonstrates that whole-genome sequence information can be imputed at high accuracy in cattle populations. Using imputed sequence variant genotypes in genome-wide association studies may facilitate causal variant detection.
引用
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页数:10
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