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Identifying evolutionary trees and substitution parameters for the general Markov model with invariable sites
Elizabeth S Allman1, John A Rhodes
1Department of Mathematics and Statistics, University of Alaska Fairbanks, Fairbanks, AK 99775, USA. e.allman@uaf.edu
Mathematical Biosciences
|October 30, 2007
Summary
The general Markov plus invariable sites (GM+I) model is identifiable. This means evolutionary tree topology and model parameters can be recovered from sequence data, crucial for phylogenetic analysis.
Area of Science:
- Computational Biology
- Phylogenetics
- Evolutionary Biology
Background:
- The general Markov plus invariable sites (GM+I) model is a two-class model for biological sequence evolution.
- It assumes a proportion of sites are invariable, while others evolve via a Markov process on a phylogenetic tree.
Purpose of the Study:
- To determine the identifiability of the GM+I model.
- To ascertain if tree topology and numerical parameters can be uniquely recovered from sequence data at the leaves.
Main Methods:
- Algebraic analysis using phylogenetic invariants.
- Studying the algebraic variety defined by the GM+I model.
Main Results:
- The study establishes that for generic parameters, both the phylogenetic tree topology and numerical parameter values are recoverable.
- Identifiability issues are limited to 'label swapping', a known ambiguity.
Conclusions:
- The GM+I model is identifiable, enabling robust phylogenetic inference.
- Simple rational formulas derived from determinantal ratios facilitate parameter recovery for invariable sites.
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