TY - JOUR
T1 - Practical capability of a DNA pool-based genome-wide association study using BovineSNP50 array in a cattle population
AU - Uemoto, Yoshinobu
AU - Sasago, Nanae
AU - Abe, Tsuyoshi
AU - Okada, Hideki
AU - Maruoka, Hitomi
AU - Nakajima, Hiroaki
AU - Shoji, Noriaki
AU - Maruyama, Shin
AU - Kobayashi, Naohiko
AU - Mannen, Hideyuki
AU - Kobayashi, Eiji
PY - 2012/11
Y1 - 2012/11
N2 - Genome-wide association mapping for complex traits in cattle populations is a powerful, but expensive, selection tool. The DNA pooling technique can potentially reduce the cost of genome-wide association studies. However, in DNA pooling design, the additional variance generated by pooling-specific errors must be taken into account. Therefore, this study aimed to investigate factors such as: (i) the accuracy of allele frequency estimation; (ii) the magnitude of errors in pooling construction and in the array; and (iii) the effect of the number of replicate arrays on P-values estimated by a genome-wide association study. Results showed that the Illumina correction method is the most effective method to correct the allele frequency estimation; pooling errors, especially array variance, should be taken into account in DNA pooling design; and the risk of a type I error can be reduced by using at least two replicate arrays. These results indicate the practical capability and cost-effectiveness of pool-based genome-wide association studies using the BovineSNP50 array in a cattle population.
AB - Genome-wide association mapping for complex traits in cattle populations is a powerful, but expensive, selection tool. The DNA pooling technique can potentially reduce the cost of genome-wide association studies. However, in DNA pooling design, the additional variance generated by pooling-specific errors must be taken into account. Therefore, this study aimed to investigate factors such as: (i) the accuracy of allele frequency estimation; (ii) the magnitude of errors in pooling construction and in the array; and (iii) the effect of the number of replicate arrays on P-values estimated by a genome-wide association study. Results showed that the Illumina correction method is the most effective method to correct the allele frequency estimation; pooling errors, especially array variance, should be taken into account in DNA pooling design; and the risk of a type I error can be reduced by using at least two replicate arrays. These results indicate the practical capability and cost-effectiveness of pool-based genome-wide association studies using the BovineSNP50 array in a cattle population.
KW - Allele frequency
KW - BovineSNP50
KW - DNA pooling
KW - Genome-wide association study
UR - http://www.scopus.com/inward/record.url?scp=84869008992&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84869008992&partnerID=8YFLogxK
U2 - 10.1111/j.1740-0929.2012.01022.x
DO - 10.1111/j.1740-0929.2012.01022.x
M3 - Article
C2 - 23126324
AN - SCOPUS:84869008992
SN - 1344-3941
VL - 83
SP - 719
EP - 726
JO - Animal Science Journal
JF - Animal Science Journal
IS - 11
ER -