Bayesian multilocus association mapping on ordinal and censored traits and its application to the analysis of genetic variation among Oryza sativa L. germplasms

@article{Iwata2008BayesianMA,
  title={Bayesian multilocus association mapping on ordinal and censored traits and its application to the analysis of genetic variation among Oryza sativa L. germplasms},
  author={Hiroyoshi Iwata and Kaworu Ebana and Shuichi Fukuoka and Jean-Luc Jannink and Takeshi Hayashi},
  journal={Theoretical and Applied Genetics},
  year={2008},
  volume={118},
  pages={865-880}
}
Association mapping can be a powerful tool for detecting quantitative trait loci (QTLs) without requiring line-crossing experiments. We previously proposed a Bayesian approach for simultaneously mapping multiple QTLs by a regression method that directly incorporates estimates of the population structure. In the present study, we extended our method to analyze ordinal and censored traits, since both types of traits are common in the evaluation of germplasm collections. Ordinal-probit and tobit… CONTINUE READING
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