Boone, Edward L.; Simmons, Susan J.; Bao, Haikun; Stapleton, Ann E. Bayesian hierarchical regression models for detecting QTLs in plant experiments. (English) Zbl 1169.62312 J. Appl. Stat. 35, No. 7, 799-808 (2008). Summary: Quantitative trait loci (QTL) mapping is a growing field in statistical genetics. In plants, QTL detection experiments often feature replicates or clones within a specific genetic line. In this work, a Bayesian hierarchical regression model is applied to simulated QTL data and to a data set from the Arabidopsis thaliana plants for locating the QTL mapping associated with cotyledon opening. A conditional model search strategy based on Bayesian model averaging is utilized to reduce the computational burden. Cited in 2 Documents MSC: 62F15 Bayesian inference 62P10 Applications of statistics to biology and medical sciences; meta analysis 92D10 Genetics and epigenetics 62J99 Linear inference, regression 65C60 Computational problems in statistics (MSC2010) Keywords:hierarchical models; Bayesian statistics; quantitative trait loci; Bayesian model averaging; recombinant inbred lines PDFBibTeX XMLCite \textit{E. L. Boone} et al., J. Appl. Stat. 35, No. 7, 799--808 (2008; Zbl 1169.62312) Full Text: DOI References: [1] DOI: 10.1111/j.1601-5223.2004.01816.x · doi:10.1111/j.1601-5223.2004.01816.x [2] DOI: 10.1104/pp.126.2.780 · doi:10.1104/pp.126.2.780 [3] DOI: 10.1198/108571105X45922 · doi:10.1198/108571105X45922 [4] DOI: 10.1016/j.stamet.2005.09.009 · Zbl 1248.92025 · doi:10.1016/j.stamet.2005.09.009 [5] DOI: 10.1111/1467-9868.00354 · Zbl 1067.62108 · doi:10.1111/1467-9868.00354 [6] DOI: 10.1007/978-1-4899-4485-6 · doi:10.1007/978-1-4899-4485-6 [7] Lander E. S., Genetics 121 pp 185– (1989) [8] Lange C., Genetics 159 pp 1325– (2001) [9] DOI: 10.1007/s00122-001-0825-9 · doi:10.1007/s00122-001-0825-9 [10] Lynch M., Genetics and Analysis of Quantitative Traits (1998) [11] DOI: 10.1080/01621459.1994.10476894 · doi:10.1080/01621459.1994.10476894 [12] Satagopan J. M., Genetics 144 pp 805– (1996) [13] Sen S., Genetics 159 pp 371– (2001) [14] Sillanpaa M. J., Genetics 148 pp 1373– (1998) [15] Xu S., Genetics 163 pp 789– (2003) [16] Yi N., Genetics 165 pp 867– (2003) [17] DOI: 10.1073/pnas.90.23.10972 · doi:10.1073/pnas.90.23.10972 [18] Zeng Z. B., Genetics 136 pp 1457– (1994) [19] DOI: 10.1017/S0016672399004255 · doi:10.1017/S0016672399004255 This reference list is based on information provided by the publisher or from digital mathematics libraries. Its items are heuristically matched to zbMATH identifiers and may contain data conversion errors. In some cases that data have been complemented/enhanced by data from zbMATH Open. This attempts to reflect the references listed in the original paper as accurately as possible without claiming completeness or a perfect matching.