TY - JOUR
T1 - A maximum likelihood method for reconstruction of the evolution of eukaryotic gene structure.
AU - Carmel, Liran
AU - Rogozin, Igor B.
AU - Wolf, Yuri I.
AU - Koonin, Eugene V.
PY - 2009
Y1 - 2009
N2 - Spliceosomal introns are one of the principal distinctive features of eukaryotes. Nevertheless, different large-scale studies disagree about even the most basic features of their evolution. In order to come up with a more reliable reconstruction of intron evolution, we developed a model that is far more comprehensive than previous ones. This model is rich in parameters, and estimating them accurately is infeasible by straightforward likelihood maximization. Thus, we have developed an expectation-maximization algorithm that allows for efficient maximization. Here, we outline the model and describe the expectation-maximization algorithm in detail. Since the method works with intron presence-absence maps, it is expected to be instrumental for the analysis of the evolution of other binary characters as well.
AB - Spliceosomal introns are one of the principal distinctive features of eukaryotes. Nevertheless, different large-scale studies disagree about even the most basic features of their evolution. In order to come up with a more reliable reconstruction of intron evolution, we developed a model that is far more comprehensive than previous ones. This model is rich in parameters, and estimating them accurately is infeasible by straightforward likelihood maximization. Thus, we have developed an expectation-maximization algorithm that allows for efficient maximization. Here, we outline the model and describe the expectation-maximization algorithm in detail. Since the method works with intron presence-absence maps, it is expected to be instrumental for the analysis of the evolution of other binary characters as well.
UR - http://www.scopus.com/inward/record.url?scp=67149136200&partnerID=8YFLogxK
U2 - 10.1007/978-1-59745-243-4_16
DO - 10.1007/978-1-59745-243-4_16
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C2 - 19381540
AN - SCOPUS:67149136200
SN - 1064-3745
VL - 541
SP - 357
EP - 371
JO - Methods in Molecular Biology
JF - Methods in Molecular Biology
ER -