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Bayesian co-estimation of selfing rate and locus-specific mutation rates for a partially selfing population

Publication ,  Journal Article
Redelings, BD; Kumagai, S; Wang, L; Tatarenkov, A; Sakai, AK; Weller, SG; Culley, TM; Avise, JC; Uyenoyama, MK
January 22, 2015

We present a Bayesian method for characterizing the mating system of populations reproducing through a mixture of self-fertilization and random outcrossing. Our method uses patterns of genetic variation across the genome as a basis for inference about pure hermaphroditism, androdioecy, and gynodioecy. We extend the standard coalescence model to accommodate these mating systems, accounting explicitly for multilocus identity disequilibrium, inbreeding depression, and variation in fertility among mating types. We incorporate the Ewens Sampling Formula (ESF) under the infinite-alleles model of mutation to obtain a novel expression for the likelihood of mating system parameters. Our Markov chain Monte Carlo (MCMC) algorithm assigns locus-specific mutation rates, drawn from a common mutation rate distribution that is itself estimated from the data using a Dirichlet Process Prior (DPP) model. Among the parameters jointly inferred are the population-wide rate of self-fertilization, locus-specific mutation rates, and the number of generations since the most recent outcrossing event for each sampled individual.

Duke Scholars

Publication Date

January 22, 2015
 

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Redelings, B. D., Kumagai, S., Wang, L., Tatarenkov, A., Sakai, A. K., Weller, S. G., … Uyenoyama, M. K. (2015). Bayesian co-estimation of selfing rate and locus-specific mutation rates for a partially selfing population.
Redelings, Benjamin D., Seiji Kumagai, Liuyang Wang, Andrey Tatarenkov, Ann K. Sakai, Stephen G. Weller, Theresa M. Culley, John C. Avise, and Marcy K. Uyenoyama. “Bayesian co-estimation of selfing rate and locus-specific mutation rates for a partially selfing population,” January 22, 2015.
Redelings BD, Kumagai S, Wang L, Tatarenkov A, Sakai AK, Weller SG, et al. Bayesian co-estimation of selfing rate and locus-specific mutation rates for a partially selfing population. 2015 Jan 22;
Redelings BD, Kumagai S, Wang L, Tatarenkov A, Sakai AK, Weller SG, Culley TM, Avise JC, Uyenoyama MK. Bayesian co-estimation of selfing rate and locus-specific mutation rates for a partially selfing population. 2015 Jan 22;

Publication Date

January 22, 2015