Publication Date
Spring 5-12-2017
Abstract
Methods for inferring species trees from gene trees motivated by incomplete lineage
sorting typically use either rooted gene trees to infer a rooted species tree, or use
unrooted gene trees to infer an unrooted species tree, which is then typically rooted
using one or more outgroups. Theoretically, however, it has been known since 2011
that it is possible to infer the root of the species tree directly from unrooted gene
trees without assuming an outgroup. The present work is the first that we know of
which attempts to infer the root of a species tree using unrooted gene trees as the
input data and without assuming an outgroup. It is hoped that this approach will
be useful in cases where an appropriate outgroup is difficult to find and gene trees do
not follow a molecular clock. The method uses Approximate Bayesian Computation
(ABC), and could also be useful when there is prior information that makes a small
number of root locations plausible in an unrooted species tree. This study also uses
the MLE method to compute the maximum value of the correct tree, which also uses
bootstrapping to support the MLE results. Also, this study makes a comparison
between using rooted gene trees and unrooted gene trees, both with and without
DNA sequences, for five and eight taxa. Finally, an original method developed in
this work is applied in an empirical study to data from Xi et al. (2014), and which
uses their hypothesis as part of the prior in the present study.
Degree Name
Statistics
Level of Degree
Doctoral
Department Name
Mathematics & Statistics
First Committee Member (Chair)
James Degnan
Second Committee Member
Gabriel Huerta
Third Committee Member
Erik Barry Erhardt
Fourth Committee Member
Christopher Witt
Language
English
Keywords
multispecies coalescent, outgroup, midpoint rooting, molecular clock, identifiability, sufficiency, MLE, bootstrapping, DNA sequences.
Document Type
Dissertation
Recommended Citation
Alanzi, Ayed Rheal. "Using Statistical Techniques to Estimate Rooted Species Trees from Unrooted Gene Trees." (2017). https://digitalrepository.unm.edu/math_etds/107