Constructing and Counting Phylogenetic Invariants
- 1 January 1998
- journal article
- research article
- Published by Mary Ann Liebert Inc in Journal of Computational Biology
- Vol. 5 (4) , 713-724
- https://doi.org/10.1089/cmb.1998.5.713
Abstract
The method of invariants is an approach to the problem of reconstructing the phylogenetic tree of a collection of m taxa using nucleotide sequence data. Models for the respective probabilities of the 4m possible vectors of bases at a given site will have unknown parameters that describe the random mechanism by which substitution occurs along the branches of a putative phylogenetic tree. An invariant is a polynomial in these probabilities that, for a given phylogeny, is zero for all choices of the substitution mechanism parameters. If the invariant is typically non-zero for another phylogenetic tree, then estimates of the invariant can be used as evidence to support one phylogeny over another. Previous work of Evans and Speed showed that, for certain commonly used substitution models, the problem of finding a minimal generating set for the ideal of invariants can be reduced to the linear algebra problem of finding a basis for a certain lattice (that is, a free [unk]-module). They also conjectured that the cardinality of such a generating set can be computed using a simple "degrees of freedom" formula. We verify this conjecture. Along the way, we explain in detail how the observations of Evans and Speed lead to a simple, computationally feasible algorithm for constructing a minimal generating set.Keywords
This publication has 15 references indexed in Scilit:
- Complete Families of Linear Invariants for Some Stochastic Models of Sequence Evolution, with and without the Molecular Clock AssumptionJournal of Computational Biology, 1996
- Linear invariants under Jukes’ and Cantor’s one-parameter modelJournal of Theoretical Biology, 1995
- Phylogenetic invariants for more general evolutionary modelsJournal of Theoretical Biology, 1995
- Skewed Base Compositions, Asymmetric Transition Matrices, and Phylogenetic InvariantsJournal of Computational Biology, 1994
- The empirical discovery of phylogenetic invariantsAdvances in Applied Probability, 1993
- Invariants of Some Probability Models Used in Phylogenetic InferenceThe Annals of Statistics, 1993
- Construction of linear invariants in phylogenetic inferenceMathematical Biosciences, 1992
- Counting phylogenetic invariants in some simple casesJournal of Theoretical Biology, 1991
- Invariants of phylogenies in a simple case with discrete statesJournal of Classification, 1987
- A simple method for estimating evolutionary rates of base substitutions through comparative studies of nucleotide sequencesJournal of Molecular Evolution, 1980